From d9ff8788bc94ddff3a46d6bcb90d8f568391d3c0 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Thu, 21 Aug 2025 22:09:36 +0100 Subject: [PATCH 01/97] Bit of a blank slate --- docs/.DS_Store | Bin 6148 -> 0 bytes docs/_config.yml | 31 - docs/_static/style.css | 5 - docs/_toc.yml | 20 - docs/add_plotly_to_book.py | 27 - docs/basic/calculate_economy_comparison.ipynb | 267 - .../calculate_household_comparison.ipynb | 156 - docs/basic/calculate_single_economy.ipynb | 157 - docs/concepts/extending.ipynb | 69 - docs/concepts/simulation.ipynb | 166 - docs/index.ipynb | 81 - docs/logo.png | Bin 10188 -> 0 bytes docs/outputs/calculate_average_earnings.md | 7 - docs/reference/parameters_uk.md | 6762 -------- docs/reference/parameters_us.md | 13997 ---------------- docs/reference/uk_parameters.ipynb | 87 - docs/reference/us_parameters.ipynb | 85 - policyengine/__init__.py | 3 - policyengine/outputs/household/__init__.py | 0 .../outputs/household/comparison/__init__.py | 0 .../calculate_household_comparison.py | 53 - 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-execute: - execute_notebooks: cache - stderr_output: error - timeout: 600 - -repository: - url: https://github.com/policyengine/policyengine.py - branch: master - path_to_book: docs - -title: Python documentation - -sphinx: - config: - html_js_files: - - https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.js - html_theme: furo - pygments_style: default - html_css_files: - - style.css - extra_extensions: - - "sphinx.ext.autodoc" - - "sphinxcontrib.autodoc_pydantic" - -only_build_toc_files: true \ No newline at end of file diff --git a/docs/_static/style.css b/docs/_static/style.css deleted file mode 100644 index 70b1f6d1..00000000 --- a/docs/_static/style.css +++ /dev/null @@ -1,5 +0,0 @@ -@import url('https://fonts.googleapis.com/css2?family=Roboto+Serif:opsz@8..144&family=Roboto:wght@300&display=swap'); - -.sidebar-brand-text { - text-align: left; -} diff --git a/docs/_toc.yml b/docs/_toc.yml deleted file mode 100644 index 4e909655..00000000 --- a/docs/_toc.yml +++ /dev/null @@ -1,20 +0,0 @@ -format: jb-book -root: index -parts: - - caption: Basic usage - chapters: - - file: basic/calculate_single_household - - file: basic/calculate_single_economy - - file: basic/calculate_economy_comparison - - caption: Reference - chapters: - - file: reference/parameters_us - - file: reference/parameters_uk - - caption: Concepts - chapters: - - file: concepts/simulation - - file: concepts/extending - - caption: Outputs - chapters: - - file: outputs/calculate_average_earnings - \ No newline at end of file diff --git a/docs/add_plotly_to_book.py b/docs/add_plotly_to_book.py deleted file mode 100644 index 822e77ab..00000000 --- a/docs/add_plotly_to_book.py +++ /dev/null @@ -1,27 +0,0 @@ -import argparse -from pathlib import Path - -# This command-line tools enables Plotly charts to show in the HTML files for the Jupyter Book documentation. - -parser = argparse.ArgumentParser() -parser.add_argument("book_path", help="Path to the Jupyter Book.") - -args = parser.parse_args() - -# Find every HTML file in the Jupyter Book. Then, add a script tag to the start of the tag in each file, with the contents: -# - -book_folder = Path(args.book_path) - -for html_file in book_folder.glob("**/*.html"): - with open(html_file, "r") as f: - html = f.read() - - # Add the script tag to the start of the tag. - html = html.replace( - "", - '', - ) - - with open(html_file, "w") as f: - f.write(html) diff --git a/docs/basic/calculate_economy_comparison.ipynb b/docs/basic/calculate_economy_comparison.ipynb deleted file mode 100644 index 09f9f931..00000000 --- a/docs/basic/calculate_economy_comparison.ipynb +++ /dev/null @@ -1,267 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Compare outcomes for large population scenarios\n", - "\n", - "Use `Simulation.calculate_economy_comparison()` to use PolicyEngine's tax-benefit model to compare how taxes, benefits and other household properties change under a reform scenario. This notebook demonstrates how to use this function." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/nikhilwoodruff/policyengine/policyengine.py/.venv/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], - "source": [ - "from policyengine import Simulation\n", - "\n", - "sim = Simulation(\n", - " scope=\"macro\", # Required for this\n", - " country=\"us\", # or \"us\"\n", - " time_period=2025, # Defaults to 2025\n", - " reform={\n", - " \"gov.usda.snap.income.deductions.earned_income\": {\n", - " \"2025\": 0.05\n", - " }\n", - " }\n", - ")\n", - "\n", - "sim.calculate_economy_comparison()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Output schema\n", - "\n", - "`calculate_economy_comparison` or `calculate` (when `scope=household` and `reform is not None`) return the following schema." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'$defs': {'DecileImpacts': {'properties': {'income': {'$ref': '#/$defs/IncomeMeasureSpecificDecileImpacts'},\n", - " 'wealth': {'anyOf': [{'$ref': '#/$defs/IncomeMeasureSpecificDecileImpacts'},\n", - " {'type': 'null'}]}},\n", - " 'required': ['income', 'wealth'],\n", - " 'title': 'DecileImpacts',\n", - " 'type': 'object'},\n", - " 'FiscalComparison': {'properties': {'baseline': {'$ref': '#/$defs/FiscalSummary'},\n", - " 'reform': {'$ref': '#/$defs/FiscalSummary'},\n", - " 'change': {'$ref': '#/$defs/FiscalSummary'},\n", - " 'relative_change': {'$ref': '#/$defs/FiscalSummary'}},\n", - " 'required': ['baseline', 'reform', 'change', 'relative_change'],\n", - " 'title': 'FiscalComparison',\n", - " 'type': 'object'},\n", - " 'FiscalSummary': {'properties': {'tax_revenue': {'title': 'Tax Revenue',\n", - " 'type': 'number'},\n", - " 'federal_tax': {'title': 'Federal Tax', 'type': 'number'},\n", - " 'federal_balance': {'title': 'Federal Balance', 'type': 'number'},\n", - " 'state_tax': {'title': 'State Tax', 'type': 'number'},\n", - " 'government_spending': {'title': 'Government Spending', 'type': 'number'},\n", - " 'tax_benefit_programs': {'additionalProperties': {'type': 'number'},\n", - " 'title': 'Tax Benefit Programs',\n", - " 'type': 'object'},\n", - " 'household_net_income': {'title': 'Household Net Income',\n", - " 'type': 'number'}},\n", - " 'required': ['tax_revenue',\n", - " 'federal_tax',\n", - " 'federal_balance',\n", - " 'state_tax',\n", - " 'government_spending',\n", - " 'tax_benefit_programs',\n", - " 'household_net_income'],\n", - " 'title': 'FiscalSummary',\n", - " 'type': 'object'},\n", - " 'Headlines': {'properties': {'budgetary_impact': {'title': 'Budgetary Impact',\n", - " 'type': 'number'},\n", - " 'poverty_impact': {'title': 'Poverty Impact', 'type': 'number'},\n", - " 'winner_share': {'title': 'Winner Share', 'type': 'number'}},\n", - " 'required': ['budgetary_impact', 'poverty_impact', 'winner_share'],\n", - " 'title': 'Headlines',\n", - " 'type': 'object'},\n", - " 'IncomeMeasureSpecificDecileImpacts': {'properties': {'income_change': {'$ref': '#/$defs/IncomeMeasureSpecificDecileIncomeChange'},\n", - " 'winners_and_losers': {'$ref': '#/$defs/IncomeMeasureSpecificDecileWinnersLosers'}},\n", - " 'required': ['income_change', 'winners_and_losers'],\n", - " 'title': 'IncomeMeasureSpecificDecileImpacts',\n", - " 'type': 'object'},\n", - " 'IncomeMeasureSpecificDecileIncomeChange': {'properties': {'relative': {'additionalProperties': {'type': 'number'},\n", - " 'title': 'Relative',\n", - " 'type': 'object'},\n", - " 'average': {'additionalProperties': {'type': 'number'},\n", - " 'title': 'Average',\n", - " 'type': 'object'}},\n", - " 'required': ['relative', 'average'],\n", - " 'title': 'IncomeMeasureSpecificDecileIncomeChange',\n", - " 'type': 'object'},\n", - " 'IncomeMeasureSpecificDecileWinnersLosers': {'properties': {'deciles': {'additionalProperties': {'$ref': '#/$defs/IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes'},\n", - " 'title': 'Deciles',\n", - " 'type': 'object'},\n", - " 'all': {'$ref': '#/$defs/IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes'}},\n", - " 'required': ['deciles', 'all'],\n", - " 'title': 'IncomeMeasureSpecificDecileWinnersLosers',\n", - " 'type': 'object'},\n", - " 'IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes': {'properties': {'lose_more_than_5_percent_share': {'title': 'Lose More Than 5 Percent Share',\n", - " 'type': 'number'},\n", - " 'lose_less_than_5_percent_share': {'title': 'Lose Less Than 5 Percent Share',\n", - " 'type': 'number'},\n", - " 'lose_share': {'title': 'Lose Share', 'type': 'number'},\n", - " 'no_change_share': {'title': 'No Change Share', 'type': 'number'},\n", - " 'gain_share': {'title': 'Gain Share', 'type': 'number'},\n", - " 'gain_less_than_5_percent_share': {'title': 'Gain Less Than 5 Percent Share',\n", - " 'type': 'number'},\n", - " 'gain_more_than_5_percent_share': {'title': 'Gain More Than 5 Percent Share',\n", - " 'type': 'number'}},\n", - " 'required': ['lose_more_than_5_percent_share',\n", - " 'lose_less_than_5_percent_share',\n", - " 'lose_share',\n", - " 'no_change_share',\n", - " 'gain_share',\n", - " 'gain_less_than_5_percent_share',\n", - " 'gain_more_than_5_percent_share'],\n", - " 'title': 'IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes',\n", - " 'type': 'object'},\n", - " 'InequalityComparison': {'properties': {'baseline': {'$ref': '#/$defs/InequalitySummary'},\n", - " 'reform': {'$ref': '#/$defs/InequalitySummary'},\n", - " 'change': {'$ref': '#/$defs/InequalitySummary'},\n", - " 'relative_change': {'$ref': '#/$defs/InequalitySummary'}},\n", - " 'required': ['baseline', 'reform', 'change', 'relative_change'],\n", - " 'title': 'InequalityComparison',\n", - " 'type': 'object'},\n", - " 'InequalitySummary': {'properties': {'gini': {'title': 'Gini',\n", - " 'type': 'number'},\n", - " 'top_10_share': {'title': 'Top 10 Share', 'type': 'number'},\n", - " 'top_1_share': {'title': 'Top 1 Share', 'type': 'number'}},\n", - " 'required': ['gini', 'top_10_share', 'top_1_share'],\n", - " 'title': 'InequalitySummary',\n", - " 'type': 'object'},\n", - " 'LaborSupplyMetricImpact': {'properties': {'elasticity': {'enum': ['income',\n", - " 'substitution',\n", - " 'all'],\n", - " 'title': 'Elasticity',\n", - " 'type': 'string'},\n", - " 'decile': {'enum': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 'all'],\n", - " 'title': 'Decile'},\n", - " 'unit': {'enum': ['earnings', 'hours'], 'title': 'Unit', 'type': 'string'},\n", - " 'baseline': {'title': 'Baseline', 'type': 'number'},\n", - " 'reform': {'title': 'Reform', 'type': 'number'},\n", - " 'change': {'title': 'Change', 'type': 'number'},\n", - " 'relative_change': {'title': 'Relative Change', 'type': 'number'},\n", - " 'average_change': {'title': 'Average Change', 'type': 'number'}},\n", - " 'required': ['elasticity',\n", - " 'decile',\n", - " 'unit',\n", - " 'baseline',\n", - " 'reform',\n", - " 'change',\n", - " 'relative_change',\n", - " 'average_change'],\n", - " 'title': 'LaborSupplyMetricImpact',\n", - " 'type': 'object'},\n", - " 'PovertyRateMetricComparison': {'properties': {'age_group': {'enum': ['child',\n", - " 'working_age',\n", - " 'senior',\n", - " 'all'],\n", - " 'title': 'Age Group',\n", - " 'type': 'string'},\n", - " 'gender': {'enum': ['male', 'female', 'all'],\n", - " 'title': 'Gender',\n", - " 'type': 'string'},\n", - " 'racial_group': {'enum': ['white', 'black', 'hispanic', 'other', 'all'],\n", - " 'title': 'Racial Group',\n", - " 'type': 'string'},\n", - " 'relative': {'title': 'Relative', 'type': 'boolean'},\n", - " 'poverty_rate': {'enum': ['regular',\n", - " 'deep',\n", - " 'uk_hbai_bhc',\n", - " 'uk_hbai_bhc_half',\n", - " 'us_spm',\n", - " 'us_spm_half'],\n", - " 'title': 'Poverty Rate',\n", - " 'type': 'string'},\n", - " 'baseline': {'title': 'Baseline', 'type': 'number'},\n", - " 'reform': {'title': 'Reform', 'type': 'number'},\n", - " 'change': {'title': 'Change', 'type': 'number'},\n", - " 'relative_change': {'title': 'Relative Change', 'type': 'number'}},\n", - " 'required': ['age_group',\n", - " 'gender',\n", - " 'racial_group',\n", - " 'relative',\n", - " 'poverty_rate',\n", - " 'baseline',\n", - " 'reform',\n", - " 'change',\n", - " 'relative_change'],\n", - " 'title': 'PovertyRateMetricComparison',\n", - " 'type': 'object'}},\n", - " 'properties': {'headlines': {'$ref': '#/$defs/Headlines'},\n", - " 'fiscal': {'$ref': '#/$defs/FiscalComparison'},\n", - " 'inequality': {'$ref': '#/$defs/InequalityComparison'},\n", - " 'distributional': {'$ref': '#/$defs/DecileImpacts'},\n", - " 'poverty': {'items': {'$ref': '#/$defs/PovertyRateMetricComparison'},\n", - " 'title': 'Poverty',\n", - " 'type': 'array'},\n", - " 'labor_supply': {'items': {'$ref': '#/$defs/LaborSupplyMetricImpact'},\n", - " 'title': 'Labor Supply',\n", - " 'type': 'array'}},\n", - " 'required': ['headlines',\n", - " 'fiscal',\n", - " 'inequality',\n", - " 'distributional',\n", - " 'poverty',\n", - " 'labor_supply'],\n", - " 'title': 'EconomyComparison',\n", - " 'type': 'object'}" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from policyengine.outputs.macro.comparison.calculate_economy_comparison import EconomyComparison\n", - "\n", - "EconomyComparison.model_json_schema()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": ".venv", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.11" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/basic/calculate_household_comparison.ipynb b/docs/basic/calculate_household_comparison.ipynb deleted file mode 100644 index 523cb17e..00000000 --- a/docs/basic/calculate_household_comparison.ipynb +++ /dev/null @@ -1,156 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Compare outcomes for specific household scenarios\n", - "\n", - "Use `Simulation.calculate_household_comparison()` to use PolicyEngine's tax-benefit model to compare how taxes, benefits and other household properties change under a change in tax or benefit rules. This notebook demonstrates how to use this function to compare outcomes for specific households." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "HouseholdComparison(full_household_baseline={'people': {'person': {'age': {'2025': 30.0}, 'employment_income': {'2025': 30000.0}, 'employment_income_before_lsr': {'2025': 30000.0}, 'self_employment_income_before_lsr': {'2025': 0.0}, 'self_employment_income': {'2025': 0.0}, 'emp_self_emp_ratio': {'2025': 1.0}, 'farm_income': {'2025': 0.0}, 'marginal_tax_rate': {'2025': 0.2261582}, 'adult_index': {'2025': 1.0}, 'adult_earnings_index': {'2025': 1.0}, 'cliff_evaluated': {'2025': True}, 'cliff_gap': {'2025': 0.0}, 'is_on_cliff': {'2025': False}, 'child_index': {'2025': 0.0}, 'deductible_interest_expense': {'2025': 0.0}, 'deductible_mortgage_interest': {'2025': 0.0}, 'alimony_expense': {'2025': 0.0}, 'investment_expenses': {'2025': 0.0}, 'investment_interest_expense': {'2025': 0.0}, 'home_mortgage_interest': {'2025': 0.0}, 'educator_expense': {'2025': 0.0}, 'student_loan_interest': {'2025': 0.0}, 'non_deductible_mortgage_interest': {'2025': 0.0}, 'qualified_tuition_expenses': {'2025': 0.0}, 'non_mortgage_interest': {'2025': 0.0}, 'mortgage_interest': {'2025': 0.0}, 'qualified_adoption_assistance_expense': {'2025': 0.0}, 'ambulance_expense': {'2025': 0.0}, 'health_savings_account_payroll_contributions': {'2025': 0.0}, 'has_marketplace_health_coverage': {'2025': True}, 'prescription_expense': {'2025': 0.0}, 'employer_contribution_to_health_insurance_premiums_category': {'2025': 'NONE'}, 'health_insurance_premiums': {'2025': 0.0}, 'lab_expense': {'2025': 0.0}, 'medicare_part_b_premiums': {'2025': 0.0}, 'inpatient_expense': {'2025': 0.0}, 'er_visit_expense': {'2025': 0.0}, 'outpatient_expense': {'2025': 0.0}, 'over_the_counter_health_expenses': {'2025': 0.0}, 'long_term_health_insurance_premiums': {'2025': 0.0}, 'imaging_expense': {'2025': 0.0}, 'urgent_care_expense': {'2025': 0.0}, 'physician_services_expense': {'2025': 0.0}, 'self_employed_health_insurance_premiums': {'2025': 0.0}, 'other_medical_expenses': {'2025': 0.0}, 'health_insurance_premiums_without_medicare_part_b': {'2025': 0.0}, 'medical_out_of_pocket_expenses': {'2025': 0.0}, 'investment_in_529_plan_indv': {'2025': 0.0}, 'non_public_school_tuition': {'2025': 0.0}, 'count_529_contribution_beneficiaries': {'2025': 0.0}, 'roth_403b_contributions': {'2025': 0.0}, 'traditional_403b_contributions': {'2025': 0.0}, 'self_employed_pension_contributions': {'2025': 0.0}, 'traditional_ira_contributions': {'2025': 0.0}, 'traditional_401k_contributions': {'2025': 0.0}, 'early_withdrawal_penalty': {'2025': 0.0}, 'roth_ira_contributions': {'2025': 0.0}, 'able_contributions_person': {'2025': 0.0}, 'roth_401k_contributions': {'2025': 0.0}, 'casualty_loss': {'2025': 0.0}, 'real_estate_taxes': {'2025': 0.0}, 'taxable_estate_value': {'2025': 0.0}, 'excess_withheld_payroll_tax': {'2025': 0.0}, 'state_income_tax_reported': {'2025': 0.0}, 'pre_subsidy_rent': {'2025': 0.0}, 'heating_expense_person': {'2025': 0.0}, 'rent': {'2025': 0.0}, 'charitable_non_cash_donations': {'2025': 0.0}, 'charitable_cash_donations': {'2025': 0.0}, 'care_expenses': {'2025': 0.0}, 'pre_subsidy_childcare_expenses': {'2025': 0.0}, 'after_school_expenses': {'2025': 0.0}, 'childcare_provider_type_group': {'2025': 'DCC_SACC'}, 'childcare_days_per_week': {'2025': 0.0}, 'pre_subsidy_care_expenses': {'2025': 0.0}, 'childcare_hours_per_week': {'2025': 0.0}, 'childcare_hours_per_day': {'2025': 0.0}, 'child_support_expense': {'2025': 0.0}, 'child_support_received': {'2025': 0.0}, 'is_tax_unit_dependent': {'2025': False}, 'is_tax_unit_head': {'2025': True}, 'is_tax_unit_spouse': {'2025': False}, 'is_child_of_tax_head': {'2025': False}, 'is_tax_unit_head_or_spouse': {'2025': True}, 'is_surviving_spouse': {'2025': False}, 'person_marital_unit_id': {'2025': 0.0}, 'is_separated': {'2025': False}, 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{'2025': False}, 'is_pregnant': {'2025': False}, 'is_veteran': {'2025': False}, 'technical_institution_student': {'2025': False}, 'immigration_status_str': {'2025': 'CITIZEN'}, 'cps_race': {'2025': 0.0}, 'is_in_k12_nonpublic_school': {'2025': False}, 'is_hispanic': {'2025': False}, 'is_child_dependent': {'2025': False}, 'was_in_foster_care': {'2025': False}, 'has_disabled_spouse': {'2025': False}, 'is_disabled': {'2025': False}, 'is_adult': {'2025': True}, 'is_incarcerated': {'2025': False}, 'is_fully_disabled_service_connected_veteran': {'2025': False}, 'retired_from_federal_government': {'2025': False}, 'is_surviving_spouse_of_disabled_veteran': {'2025': False}, 'under_60_days_postpartum': {'2025': False}, 'count_days_postpartum': {'2025': 'Infinity'}, 'under_12_months_postpartum': {'2025': False}, 'person_weight': {'2025': 0.0}, 'person_family_id': {'2025': 0.0}, 'person_id': {'2025': 0.0}, 'person_household_id': {'2025': 0.0}, 'person_tax_unit_id': {'2025': 0.0}, 'is_wa_adult': 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False}, 'ca_la_expectant_parent_payment': {'2025': 0.0}, 'ca_la_infant_supplement_eligible_infant': {'2025': False}, 'ca_la_infant_supplement_eligible_person': {'2025': False}, 'assessed_property_value': {'2025': 0.0}, 'is_usda_disabled': {'2025': False}, 'is_usda_elderly': {'2025': False}, 'is_snap_ineligible_student': {'2025': False}, 'commodity_supplemental_food_program_eligible': {'2025': False}, 'commodity_supplemental_food_program': {'2025': 0.0}, 'meets_wic_categorical_eligibility': {'2025': False}, 'wic_category_str': {'2025': 'NONE'}, 'receives_wic': {'2025': False}, 'wic_category': {'2025': 'NONE'}, 'is_wic_at_nutritional_risk': {'2025': True}, 'is_wic_eligible': {'2025': False}, 'wic': {'2025': 0.0}, 'would_claim_wic': {'2025': True}, 'maximum_state_supplement': {'2025': 0.0}, 'state_supplement': {'2025': 0.0}, 'social_security_disability': {'2025': 0.0}, 'never_eligible_for_social_security_benefits': {'2025': False}, 'social_security_dependents': {'2025': 0.0}, 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{'2025': 0.0}, 'va_agi_less_exemptions_person': {'2025': 0.0}, 'sc_withheld_income_tax': {'2025': 0.0}, 'sc_retirement_cap': {'2025': 0.0}, 'sc_retirement_deduction_indv': {'2025': 0.0}, 'sc_retirement_deduction_survivors': {'2025': 0.0}, 'sc_military_deduction_indv': {'2025': 0.0}, 'sc_military_deduction_survivors': {'2025': 0.0}, 'sc_senior_exemption_person': {'2025': 0.0}, 'sc_tuition_credit_eligible': {'2025': False}, 'sc_tuition_credit': {'2025': 0.0}, 'sc_gross_earned_income': {'2025': 0.0}, 'ut_withheld_income_tax': {'2025': 0.0}, 'ut_at_home_parent_credit_earned_income_eligible_person': {'2025': False}, 'ut_personal_exemption_additional_dependent_eligible': {'2025': False}, 'ga_withheld_income_tax': {'2025': 0.0}, 'ga_retirement_income_exclusion_retirement_income': {'2025': 0.0}, 'ga_retirement_exclusion_countable_earned_income': {'2025': 0.0}, 'ga_retirement_exclusion_person': {'2025': 0.0}, 'ga_retirement_exclusion_eligible_person': {'2025': False}, 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'co_pension_subtraction_indv': {'2025': 0.0}, 'co_pension_subtraction_indv_eligible': {'2025': False}, 'co_family_affordability_credit': {'2025': 0.0}, 'co_ctc_eligible_child': {'2025': False}, 'co_federal_ctc_child_individual_maximum': {'2025': 0.0}, 'co_ccap_child_eligible': {'2025': False}, 'co_quality_rating_of_child_care_facility': {'2025': 0.0}, 'co_oap_eligible': {'2025': False}, 'co_oap': {'2025': 0.0}, 'co_state_supplement_eligible': {'2025': False}, 'co_state_supplement': {'2025': 0.0}, 'co_chp': {'2025': 0.0}, 'co_chp_eligible': {'2025': False}, 'co_chp_out_of_pocket_maximum': {'2025': 1500.0}, 'ca_foster_care_minor_dependent': {'2025': False}, 'ca_in_medical_care_facility': {'2025': False}, 'ca_ffyp_eligible': {'2025': False}, 'ca_withheld_income_tax': {'2025': 379.25394}, 'ca_is_qualifying_child_for_caleitc': {'2025': False}, 'ca_foster_youth_tax_credit_person': {'2025': 0.0}, 'ca_foster_youth_tax_credit_eligible_person': {'2025': False}, 'ca_state_disability_insurance': {'2025': 0.0}, 'is_ca_cvrp_increased_rebate_eligible': {'2025': True}, 'ca_cvrp_vehicle_rebate_amount': {'2025': 0.0}, 'is_ca_cvrp_normal_rebate_eligible': {'2025': True}, 'ca_cvrp': {'2025': 0.0}, 'ca_in_home_supportive_services': {'2025': 0.0}, 'ca_capi_eligible_person': {'2025': False}, 'ca_calworks_child_care_days_per_month': {'2025': 0.0}, 'ca_calworks_child_care_weeks_per_month': {'2025': 0.0}, 'ca_calworks_child_care_provider_category': {'2025': 'CHILD_CARE_CENTER'}, 'ca_calworks_child_care_full_time': {'2025': False}, 'ca_calworks_child_care_time_category': {'2025': 'WEEKLY'}, 'ca_calworks_child_care_welfare_to_work': {'2025': 0.0}, 'ca_calworks_child_care_child_age_eligible': {'2025': False}, 'ca_calworks_child_care_payment': {'2025': 0.0}, 'ca_calworks_child_care_time_coefficient': {'2025': 0.0}, 'ca_calworks_child_care_payment_factor': {'2025': 12.0}, 'ca_calworks_child_care_payment_standard': {'2025': 0.0}, 'ca_calworks_child_care_factor_category': {'2025': 'STANDARD'}, 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'ct_withheld_income_tax': {'2025': 0.0}, 'wv_withheld_income_tax': {'2025': 0.0}, 'wv_senior_citizen_disability_deduction_person': {'2025': 0.0}, 'wv_senior_citizen_disability_deduction_eligible_person': {'2025': False}, 'wv_senior_citizen_disability_deduction_total_modifications': {'2025': 0.0}, 'wv_public_pension_subtraction_person': {'2025': 0.0}, 'wv_social_security_benefits_subtraction_person': {'2025': 0.0}, 'ri_withheld_income_tax': {'2025': 0.0}, 'pa_withheld_income_tax': {'2025': 0.0}, 'pa_nontaxable_pension_income': {'2025': 0.0}, 'nc_withheld_income_tax': {'2025': 0.0}, 'nc_military_retirement_deduction_eligible': {'2025': False}, 'nd_withheld_income_tax': {'2025': 0.0}, 'nm_withheld_income_tax': {'2025': 0.0}, 'nm_armed_forces_retirement_pay_exemption_person': {'2025': 0.0}, 'nm_cdcc_eligible_child': {'2025': False}, 'nj_withheld_income_tax': {'2025': 0.0}, 'nj_eligible_pension_income': {'2025': 0.0}, 'nj_agi_subtractions': {'2025': 0.0}, 'nj_additions': {'2025': 0.0}, 'nj_total_income': {'2025': 0.0}, 'me_withheld_income_tax': {'2025': 0.0}, 'ar_taxable_income_joint': {'2025': 0.0}, 'ar_taxable_income_indiv': {'2025': 0.0}, 'ar_withheld_income_tax': {'2025': 0.0}, 'ar_income_tax_before_non_refundable_credits_indiv': {'2025': 0.0}, 'ar_taxable_capital_gains_joint': {'2025': 0.0}, 'ar_income_tax_before_non_refundable_credits_joint': {'2025': 0.0}, 'ar_taxable_capital_gains_indiv': {'2025': 0.0}, 'ar_gross_income_indiv': {'2025': 0.0}, 'ar_exemptions': {'2025': 0.0}, 'ar_gross_income_joint': {'2025': 0.0}, 'ar_agi_joint': {'2025': 0.0}, 'ar_agi_indiv': {'2025': 0.0}, 'ar_deduction_indiv': {'2025': 0.0}, 'ar_deduction_joint': {'2025': 0.0}, 'ar_itemized_deductions_joint': {'2025': 0.0}, 'ar_itemized_deductions_indiv': {'2025': 0.0}, 'ar_post_secondary_education_tuition_deduction_person': {'2025': 0.0}, 'ar_standard_deduction_indiv': {'2025': 0.0}, 'ar_standard_deduction_joint': {'2025': 0.0}, 'ar_low_income_tax_joint': {'2025': 0.0}, 'ar_retirement_or_disability_benefits_exemption_person': {'2025': 0.0}, 'ar_capped_retirement_or_disability_benefits_exemption_person': {'2025': 0.0}, 'ar_military_retirement_income_person': {'2025': 0.0}, 'ar_inflation_relief_credit_person': {'2025': 0.0}, 'ar_personal_credit_dependent': {'2025': 0.0}, 'ar_personal_credit_disabled_dependent': {'2025': 0.0}, 'dc_withheld_income_tax': {'2025': 0.0}, 'dc_taxable_income_indiv': {'2025': 0.0}, 'dc_agi': {'2025': 0.0}, 'dc_income_subtractions': {'2025': 0.0}, 'dc_disability_exclusion': {'2025': 0.0}, 'dc_disabled_exclusion_subtraction': {'2025': 0.0}, 'dc_self_employment_loss_addition': {'2025': 0.0}, 'dc_additions': {'2025': 0.0}, 'dc_deduction_indiv': {'2025': 0.0}, 'dc_ctc_eligible_child': {'2025': False}, 'md_withheld_income_tax': {'2025': 0.0}, 'md_pension_subtraction_amount': {'2025': 0.0}, 'md_socsec_subtraction_amount': {'2025': 0.0}, 'md_hundred_year_subtraction_eligible': {'2025': False}, 'md_hundred_year_subtraction_person': {'2025': 0.0}, 'md_snap_is_elderly': {'2025': False}, 'ks_withheld_income_tax': {'2025': 0.0}, 'ks_disabled_veteran_exemptions_eligible_person': {'2025': False}, 'ne_withheld_income_tax': {'2025': 0.0}, 'ne_refundable_ctc_eligible_child': {'2025': False}, 'ne_dhhs_has_special_needs': {'2025': False}, 'ne_child_care_subsidy_eligible_child': {'2025': False}, 'ne_child_care_subsidy_eligible_parent': {'2025': False}, 'hi_withheld_income_tax': {'2025': 0.0}, 'hi_food_excise_credit_child_receiving_public_support': {'2025': False}, 'hi_cdcc_income_floor_eligible': {'2025': False}, 'de_taxable_income_indv': {'2025': 0.0}, 'de_income_tax_before_non_refundable_credits_indv': {'2025': 0.0}, 'de_withheld_income_tax': {'2025': 0.0}, 'de_agi_indiv': {'2025': 0.0}, 'de_taxable_income_joint': {'2025': 0.0}, 'de_agi_joint': {'2025': 0.0}, 'de_income_tax_before_non_refundable_credits_joint': {'2025': 0.0}, 'de_pre_exclusions_agi': {'2025': 0.0}, 'de_subtractions': {'2025': 0.0}, 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'id_withheld_income_tax': {'2025': 0.0}, 'id_aged_or_disabled_deduction_eligible_person': {'2025': False}, 'id_retirement_benefits_deduction_eligible_person': {'2025': False}, 'id_retirement_benefits_deduction_relevant_income': {'2025': 0.0}, 'id_aged_or_disabled_credit_eligible_person': {'2025': False}, 'id_grocery_credit_base': {'2025': 0.0}, 'id_grocery_credit_aged': {'2025': 0.0}, 'id_grocery_credit_qualified_months': {'2025': 0.0}, 'id_grocery_credit_qualifying_month': {'2025': False}, 'oh_withheld_income_tax': {'2025': 0.0}, 'oh_bonus_depreciation_add_back': {'2025': 0.0}, 'oh_additions': {'2025': 0.0}, 'oh_other_add_backs': {'2025': 0.0}, 'oh_federal_conformity_deductions': {'2025': 0.0}, 'oh_uniformed_services_retirement_income_deduction': {'2025': 0.0}, 'oh_section_179_expense_add_back': {'2025': 0.0}, 'oh_deductions': {'2025': 0.0}, 'oh_uninsured_unreimbursed_medical_care_expenses': {'2025': 0.0}, 'oh_unreimbursed_medical_care_expense_deduction_person': {'2025': 0.0}, 'oh_insured_unreimbursed_medical_care_expenses_person': {'2025': 0.0}, 'oh_insured_unreimbursed_medical_care_expense_amount': {'2025': 0.0}, 'oh_529_plan_deduction_person': {'2025': 0.0}, 'oh_personal_exemptions_eligible_person': {'2025': False}, 'oh_has_taken_oh_lump_sum_credits': {'2025': False}, 'oh_adoption_credit_person': {'2025': 0.0}, 'oh_lump_sum_distribution_credit_eligible_person': {'2025': False}, 'oh_lump_sum_distribution_credit_person': {'2025': 0.0}, 'oh_joint_filing_credit_qualifying_income': {'2025': 0.0}, 'oh_joint_filing_credit_agi_subtractions': {'2025': 0.0}, 'oh_agi_person': {'2025': 0.0}, 'or_withheld_income_tax': {'2025': 0.0}, 'or_retirement_credit_eligible': {'2025': False}, 'il_withheld_income_tax': {'2025': 0.0}, 'la_withheld_income_tax': {'2025': 0.0}, 'la_disability_income_exemption_person': {'2025': 0.0}, 'la_retirement_exemption_person': {'2025': 0.0}, 'la_blind_exemption_person': {'2025': 0.0}, 'la_receives_blind_exemption': {'2025': True}, 'la_school_readiness_credit_eligible_child': {'2025': False}, 'la_quality_rating_of_child_care_facility': {'2025': 0.0}, 'wi_withheld_income_tax': {'2025': 0.0}, 'vita_eligible': {'2025': True}, 'adjusted_earnings': {'2025': 30000.0}, 'is_irs_aged': {'2025': False}, 'qualified_business_income': {'2025': 0.0}, 'qualified_business_income_deduction_person': {'2025': 0.0}, 'qbid_amount': {'2025': 0.0}, 'adjusted_gross_income_person': {'2025': 30000.0}, 'irs_employment_income': {'2025': 30000.0}, 'pre_tax_contributions': {'2025': 0.0}, 'irs_gross_income': {'2025': 30000.0}, 'taxable_unemployment_compensation': {'2025': 0.0}, 'tax_exempt_unemployment_compensation': {'2025': 0.0}, 'earned_income_last_year': {'2025': 0.0}, 'earned_income': {'2025': 30000.0}, 'taxable_social_security': {'2025': 0.0}, 'self_employed_pension_contribution_ald_person': {'2025': 0.0}, 'self_employment_tax_ald_person': {'2025': 0.0}, 'self_employed_health_insurance_ald_person': {'2025': 0.0}, 'student_loan_interest_ald_magi': {'2025': 0.0}, 'student_loan_interest_ald_eligible': {'2025': False}, 'student_loan_interest_ald': {'2025': 0.0}, 'estate_tax_before_credits': {'2025': 0.0}, 'estate_tax': {'2025': 0.0}, 'self_employment_medicare_tax': {'2025': 0.0}, 'social_security_taxable_self_employment_income': {'2025': 0.0}, 'self_employment_tax': {'2025': 0.0}, 'self_employment_social_security_tax': {'2025': 0.0}, 'taxable_self_employment_income': {'2025': 0.0}, 'payroll_tax_gross_wages': {'2025': 30000.0}, 'employee_medicare_tax': {'2025': 435.0}, 'taxable_earnings_for_social_security': {'2025': 30000.0}, 'employee_social_security_tax': {'2025': 1860.0}, 'is_tce_eligible': {'2025': False}, 'other_credits': {'2025': 0.0}, 'amt_foreign_tax_credit': {'2025': 0.0}, 'estate_tax_credit': {'2025': 0.0}, 'savers_credit_person': {'2025': 0.0}, 'savers_credit_qualified_contributions': {'2025': 0.0}, 'savers_credit_eligible_person': {'2025': True}, 'prior_year_minimum_tax_credit': {'2025': 0.0}, 'total_disability_payments': {'2025': 0.0}, 'retired_on_total_disability': {'2025': False}, 'qualifies_for_elderly_or_disabled_credit': {'2025': False}, 'is_eligible_for_american_opportunity_credit': {'2025': False}, 'ctc_qualifying_child': {'2025': False}, 'ctc_individual_maximum': {'2025': 0.0}, 'ctc_child_individual_maximum': {'2025': 0.0}, 'ctc_adult_individual_maximum': {'2025': 0.0}, 'ctc_child_individual_maximum_arpa': {'2025': 0.0}, 'general_business_credit': {'2025': 0.0}, 'is_cdcc_eligible': {'2025': False}, 'head_start': {'2025': 0.0}, 'is_head_start_income_eligible': {'2025': False}, 'is_head_start_eligible': {'2025': False}, 'early_head_start': {'2025': 0.0}, 'is_early_head_start_eligible': {'2025': False}, 'is_head_start_categorically_eligible': {'2025': False}, 'medicaid': {'2025': 0.0}, 'medicaid_benefit_value': {'2025': 8420.246}, 'medicaid_income_level': {'2025': 1.916933}, 'is_medicaid_eligible': {'2025': False}, 'medicaid_category': {'2025': 'NONE'}, 'is_optional_senior_or_disabled_for_medicaid': {'2025': False}, 'is_ssi_recipient_for_medicaid': {'2025': False}, 'is_in_medicaid_medically_needy_category': {'2025': False}, 'is_medically_needy_for_medicaid': {'2025': False}, 'is_young_child_for_medicaid_fc': {'2025': True}, 'is_young_child_for_medicaid_nfc': {'2025': False}, 'is_young_child_for_medicaid': {'2025': False}, 'is_young_adult_for_medicaid_fc': {'2025': False}, 'is_young_adult_for_medicaid_nfc': {'2025': False}, 'is_young_adult_for_medicaid': {'2025': False}, 'is_older_child_for_medicaid': {'2025': False}, 'is_older_child_for_medicaid_nfc': {'2025': False}, 'is_older_child_for_medicaid_fc': {'2025': True}, 'is_parent_for_medicaid_nfc': {'2025': False}, 'is_parent_for_medicaid': {'2025': False}, 'is_parent_for_medicaid_fc': {'2025': False}, 'is_pregnant_for_medicaid': {'2025': False}, 'is_pregnant_for_medicaid_fc': {'2025': True}, 'is_pregnant_for_medicaid_nfc': {'2025': False}, 'is_infant_for_medicaid_fc': {'2025': True}, 'is_infant_for_medicaid': {'2025': False}, 'is_infant_for_medicaid_nfc': {'2025': False}, 'is_adult_for_medicaid': {'2025': False}, 'is_adult_for_medicaid_fc': {'2025': False}, 'is_adult_for_medicaid_nfc': {'2025': True}, 'is_medicare_eligible': {'2025': False}, 'months_receiving_social_security_disability': {'2025': 0.0}, 'ccdf_market_rate': {'2025': 0.0}, 'is_ccdf_reason_for_care_eligible': {'2025': False}, 'is_enrolled_in_ccdf': {'2025': False}, 'ccdf_duration_of_care': {'2025': 'HOURLY'}, 'is_ccdf_eligible': {'2025': False}, 'is_ccdf_home_based': {'2025': False}, 'is_ccdf_age_eligible': {'2025': False}, 'ccdf_age_group': {'2025': 'INFANT'}, 'tanf_reported': {'2025': 0.0}, 'tanf_person': {'2025': 0.0}, 'is_person_demographic_tanf_eligible': {'2025': False}}}}, full_household_reform={'people': {'person': {'age': {'2025': 30.0}, 'employment_income': {'2025': 30000.0}, 'employment_income_before_lsr': {'2025': 30000.0}, 'self_employment_income_before_lsr': {'2025': 0.0}, 'self_employment_income': {'2025': 0.0}, 'emp_self_emp_ratio': {'2025': 1.0}, 'farm_income': {'2025': 0.0}, 'marginal_tax_rate': {'2025': 0.2261582}, 'adult_index': {'2025': 1.0}, 'adult_earnings_index': {'2025': 1.0}, 'cliff_evaluated': {'2025': True}, 'cliff_gap': {'2025': 0.0}, 'is_on_cliff': {'2025': False}, 'child_index': {'2025': 0.0}, 'deductible_interest_expense': {'2025': 0.0}, 'deductible_mortgage_interest': {'2025': 0.0}, 'alimony_expense': {'2025': 0.0}, 'investment_expenses': {'2025': 0.0}, 'investment_interest_expense': {'2025': 0.0}, 'home_mortgage_interest': {'2025': 0.0}, 'educator_expense': {'2025': 0.0}, 'student_loan_interest': {'2025': 0.0}, 'non_deductible_mortgage_interest': {'2025': 0.0}, 'qualified_tuition_expenses': {'2025': 0.0}, 'non_mortgage_interest': {'2025': 0.0}, 'mortgage_interest': {'2025': 0.0}, 'qualified_adoption_assistance_expense': {'2025': 0.0}, 'ambulance_expense': {'2025': 0.0}, 'health_savings_account_payroll_contributions': {'2025': 0.0}, 'has_marketplace_health_coverage': {'2025': True}, 'prescription_expense': {'2025': 0.0}, 'employer_contribution_to_health_insurance_premiums_category': {'2025': 'NONE'}, 'health_insurance_premiums': {'2025': 0.0}, 'lab_expense': {'2025': 0.0}, 'medicare_part_b_premiums': {'2025': 0.0}, 'inpatient_expense': {'2025': 0.0}, 'er_visit_expense': {'2025': 0.0}, 'outpatient_expense': {'2025': 0.0}, 'over_the_counter_health_expenses': {'2025': 0.0}, 'long_term_health_insurance_premiums': {'2025': 0.0}, 'imaging_expense': {'2025': 0.0}, 'urgent_care_expense': {'2025': 0.0}, 'physician_services_expense': {'2025': 0.0}, 'self_employed_health_insurance_premiums': {'2025': 0.0}, 'other_medical_expenses': {'2025': 0.0}, 'health_insurance_premiums_without_medicare_part_b': {'2025': 0.0}, 'medical_out_of_pocket_expenses': {'2025': 0.0}, 'investment_in_529_plan_indv': {'2025': 0.0}, 'non_public_school_tuition': {'2025': 0.0}, 'count_529_contribution_beneficiaries': {'2025': 0.0}, 'roth_403b_contributions': {'2025': 0.0}, 'traditional_403b_contributions': {'2025': 0.0}, 'self_employed_pension_contributions': {'2025': 0.0}, 'traditional_ira_contributions': {'2025': 0.0}, 'traditional_401k_contributions': {'2025': 0.0}, 'early_withdrawal_penalty': {'2025': 0.0}, 'roth_ira_contributions': {'2025': 0.0}, 'able_contributions_person': {'2025': 0.0}, 'roth_401k_contributions': {'2025': 0.0}, 'casualty_loss': {'2025': 0.0}, 'real_estate_taxes': {'2025': 0.0}, 'taxable_estate_value': {'2025': 0.0}, 'excess_withheld_payroll_tax': {'2025': 0.0}, 'state_income_tax_reported': {'2025': 0.0}, 'pre_subsidy_rent': {'2025': 0.0}, 'heating_expense_person': {'2025': 0.0}, 'rent': {'2025': 0.0}, 'charitable_non_cash_donations': {'2025': 0.0}, 'charitable_cash_donations': {'2025': 0.0}, 'care_expenses': {'2025': 0.0}, 'pre_subsidy_childcare_expenses': {'2025': 0.0}, 'after_school_expenses': {'2025': 0.0}, 'childcare_provider_type_group': {'2025': 'DCC_SACC'}, 'childcare_days_per_week': {'2025': 0.0}, 'pre_subsidy_care_expenses': {'2025': 0.0}, 'childcare_hours_per_week': {'2025': 0.0}, 'childcare_hours_per_day': {'2025': 0.0}, 'child_support_expense': {'2025': 0.0}, 'child_support_received': {'2025': 0.0}, 'is_tax_unit_dependent': {'2025': False}, 'is_tax_unit_head': {'2025': True}, 'is_tax_unit_spouse': {'2025': False}, 'is_child_of_tax_head': {'2025': False}, 'is_tax_unit_head_or_spouse': {'2025': True}, 'is_surviving_spouse': {'2025': False}, 'person_marital_unit_id': {'2025': 0.0}, 'is_separated': {'2025': False}, 'person_spm_unit_id': {'2025': 0.0}, 'is_father': {'2025': False}, 'care_and_support_costs': {'2025': 0.0}, 'is_breastfeeding': {'2025': False}, 'is_deceased': {'2025': False}, 'is_parent_of_filer_or_spouse': {'2025': False}, 'current_pregnancies': {'2025': 0.0}, 'is_male': {'2025': True}, 'receives_or_needs_protective_services': {'2025': False}, 'own_children_in_household': {'2025': 0.0}, 'years_in_military': {'2025': 0.0}, 'is_in_k12_school': {'2025': False}, 'is_deaf': {'2025': False}, 'is_in_foster_care_group_home': {'2025': False}, 'adopted_this_year': {'2025': False}, 'is_permanently_and_totally_disabled': {'2025': False}, 'is_mother': {'2025': False}, 'race': {'2025': 'OTHER'}, 'is_parent': {'2025': False}, 'is_permanently_disabled_veteran': {'2025': False}, 'four_year_college_student': {'2025': False}, 'is_in_foster_care': {'2025': False}, 'year_of_retirement': {'2025': 0.0}, 'is_female': {'2025': False}, 'share_of_care_and_support_costs_paid_by_tax_filer': {'2025': 0.0}, 'current_pregnancy_month': {'2025': 9.0}, 'is_incapable_of_self_care': {'2025': False}, 'is_runaway_child': {'2025': False}, 'claimed_as_dependent_on_another_return': {'2025': False}, 'immigration_status': {'2025': 'CITIZEN'}, 'is_migratory_child': {'2025': False}, 'care_and_support_payments_from_tax_filer': {'2025': 0.0}, 'in_out_of_home_care_facility': {'2025': False}, 'divorce_year': {'2025': 2010.0}, 'is_severely_disabled': {'2025': False}, 'people': {'2025': 1.0}, 'vehicles_owned': {'2025': 0.0}, 'overtime_income': {'2025': 0.0}, 'is_retired': {'2025': False}, 'is_in_secondary_school': {'2025': False}, 'year_deceased': {'2025': 0.0}, 'is_surviving_child_of_disabled_veteran': {'2025': False}, 'is_blind': {'2025': False}, 'is_english_proficient': {'2025': False}, 'is_full_time_student': {'2025': False}, 'is_household_head': {'2025': False}, 'has_itin': {'2025': True}, 'is_full_time_college_student': {'2025': False}, 'tip_income': {'2025': 0.0}, 'is_grandparent_of_filer_or_spouse': {'2025': False}, 'is_pregnant': {'2025': False}, 'is_veteran': {'2025': False}, 'technical_institution_student': {'2025': False}, 'immigration_status_str': {'2025': 'CITIZEN'}, 'cps_race': {'2025': 0.0}, 'is_in_k12_nonpublic_school': {'2025': False}, 'is_hispanic': {'2025': False}, 'is_child_dependent': {'2025': False}, 'was_in_foster_care': {'2025': False}, 'has_disabled_spouse': {'2025': False}, 'is_disabled': {'2025': False}, 'is_adult': {'2025': True}, 'is_incarcerated': {'2025': False}, 'is_fully_disabled_service_connected_veteran': {'2025': False}, 'retired_from_federal_government': {'2025': False}, 'is_surviving_spouse_of_disabled_veteran': {'2025': False}, 'under_60_days_postpartum': {'2025': False}, 'count_days_postpartum': {'2025': 'Infinity'}, 'under_12_months_postpartum': {'2025': False}, 'person_weight': {'2025': 0.0}, 'person_family_id': {'2025': 0.0}, 'person_id': {'2025': 0.0}, 'person_household_id': {'2025': 0.0}, 'person_tax_unit_id': {'2025': 0.0}, 'is_wa_adult': {'2025': True}, 'is_child': {'2025': False}, 'birth_year': {'2025': 1995.0}, 'age_group': {'2025': 'WORKING_AGE'}, 'monthly_age': {'2025': 360.0}, 'is_senior': {'2025': False}, 'illicit_income': {'2025': 0.0}, 'ssi_reported': {'2025': 0.0}, 'weekly_hours_worked': {'2025': 0.0}, 'weekly_hours_worked_before_lsr': {'2025': 0.0}, 'weekly_hours_worked_behavioural_response_income_elasticity': {'2025': 0.0}, 'weekly_hours_worked_behavioural_response_substitution_elasticity': {'2025': 0.0}, 'weekly_hours_worked_behavioural_response': {'2025': 0.0}, 'gambling_winnings': {'2025': 0.0}, 'employment_income_last_year': {'2025': 0.0}, 'gambling_losses': {'2025': 0.0}, 'ssi_qualifying_quarters_earnings': {'2025': 0.0}, 'dependent_care_employer_benefits': {'2025': 0.0}, 'farm_rent_income': {'2025': 0.0}, 'us_bonds_for_higher_ed': {'2025': 0.0}, 'miscellaneous_income': {'2025': 0.0}, 'gi_cash_assistance': {'2025': 0.0}, 'military_basic_pay': {'2025': 0.0}, 'strike_benefits': {'2025': 0.0}, 'rental_income': {'2025': 0.0}, 'salt_refund_income': {'2025': 0.0}, 'debt_relief': {'2025': 0.0}, 'alimony_income': {'2025': 0.0}, 'investment_income_elected_form_4952': {'2025': 0.0}, 'estate_income': {'2025': 0.0}, 'interest_income': {'2025': 0.0}, 'tax_exempt_interest_income': {'2025': 0.0}, 'taxable_interest_income': {'2025': 0.0}, 's_corp_self_employment_income': {'2025': 0.0}, 'self_employment_income_last_year': {'2025': 0.0}, 'previous_year_income_available': {'2025': False}, 'business_is_qualified': {'2025': True}, 'business_is_sstb': {'2025': False}, 'w2_wages_from_qualified_business': {'2025': 0.0}, 'is_self_employed': {'2025': False}, 'unadjusted_basis_qualified_property': {'2025': 0.0}, 'partnership_s_corp_income': {'2025': 0.0}, 'veterans_benefits': {'2025': 0.0}, 'personal_property': {'2025': 0.0}, 'market_income': {'2025': 30000.0}, 'state_or_federal_salary': {'2025': 0.0}, 'disability_benefits': {'2025': 0.0}, 'military_service_income': {'2025': 0.0}, 'railroad_benefits': {'2025': 0.0}, 'tax_exempt_403b_distributions': {'2025': 0.0}, 'taxable_pension_income': {'2025': 0.0}, 'tax_exempt_sep_distributions': {'2025': 0.0}, 'pension_income': {'2025': 0.0}, 'military_retirement_pay': {'2025': 0.0}, 'taxable_401k_distributions': {'2025': 0.0}, 'taxable_sep_distributions': {'2025': 0.0}, 'taxable_federal_pension_income': {'2025': 0.0}, 'retirement_distributions': {'2025': 0.0}, 'keogh_distributions': {'2025': 0.0}, 'pension_survivors': {'2025': 0.0}, 'sep_distributions': {'2025': 0.0}, 'tax_exempt_retirement_distributions': {'2025': 0.0}, 'taxable_retirement_distributions': {'2025': 0.0}, 'tax_exempt_private_pension_income': {'2025': 0.0}, 'private_pension_income': {'2025': 0.0}, 'retirement_benefits_from_ss_exempt_employment': {'2025': 0.0}, 'tax_exempt_public_pension_income': {'2025': 0.0}, 'military_retirement_pay_survivors': {'2025': 0.0}, 'tax_exempt_pension_income': {'2025': 0.0}, 'tax_exempt_ira_distributions': {'2025': 0.0}, 'taxable_ira_distributions': {'2025': 0.0}, 'public_pension_income': {'2025': 0.0}, 'tax_exempt_401k_distributions': {'2025': 0.0}, 'taxable_private_pension_income': {'2025': 0.0}, 'taxable_403b_distributions': {'2025': 0.0}, 'taxable_public_pension_income': {'2025': 0.0}, 'csrs_retirement_pay': {'2025': 0.0}, 'capital_losses': {'2025': 0.0}, 'capital_gains': {'2025': 0.0}, 'long_term_capital_gains_on_collectibles': {'2025': 0.0}, 'short_term_capital_gains': {'2025': 0.0}, 'long_term_capital_gains': {'2025': 0.0}, 'long_term_capital_gains_on_small_business_stock': {'2025': 0.0}, 'non_sch_d_capital_gains': {'2025': 0.0}, 'qualified_dividend_income': {'2025': 0.0}, 'non_qualified_dividend_income': {'2025': 0.0}, 'dividend_income': {'2025': 0.0}, 'income_decile': {'2025': 0.0}, 'person_in_poverty': {'2025': False}, 'e02000': {'2025': 0.0}, 'e26270': {'2025': 0.0}, 'e19200': {'2025': 0.0}, 'e18500': {'2025': 0.0}, 'e19800': {'2025': 0.0}, 'e20400': {'2025': 0.0}, 'e20100': {'2025': 0.0}, 'e00700': {'2025': 0.0}, 'e03270': {'2025': 0.0}, 'e24515': {'2025': 0.0}, 'e03300': {'2025': 0.0}, 'e07300': {'2025': 0.0}, 'e62900': {'2025': 0.0}, 'e32800': {'2025': 0.0}, 'e87530': {'2025': 0.0}, 'e03240': {'2025': 0.0}, 'e01100': {'2025': 0.0}, 'e01200': {'2025': 0.0}, 'e24518': {'2025': 0.0}, 'e09900': {'2025': 0.0}, 'e27200': {'2025': 0.0}, 'e03290': {'2025': 0.0}, 'e58990': {'2025': 0.0}, 'e03230': {'2025': 0.0}, 'e11200': {'2025': 0.0}, 'e07260': {'2025': 0.0}, 'e07240': {'2025': 0.0}, 'e03220': {'2025': 0.0}, 'p08000': {'2025': 0.0}, 'e03400': {'2025': 0.0}, 'e09800': {'2025': 0.0}, 'e09700': {'2025': 0.0}, 'e03500': {'2025': 0.0}, 'e87521': {'2025': 0.0}, 'pr_compensatory_low_income_credit': {'2025': 0.0}, 'pr_low_income_credit_eligible_person': {'2025': False}, 'pell_grant_countable_assets': {'2025': 0.0}, 'pell_grant_formula': {'2025': 'B'}, 'cost_of_attending_college': {'2025': 0.0}, 'pell_grant': {'2025': 0.0}, 'pell_grant_months_in_school': {'2025': 0.0}, 'pell_grant_efc': {'2025': 0.0}, 'pell_grant_uses_efc': {'2025': False}, 'pell_grant_simplified_formula_applies': {'2025': False}, 'pell_grant_head_allowances': {'2025': 0.0}, 'pell_grant_head_contribution': {'2025': 0.0}, 'pell_grant_head_available_income': {'2025': 0.0}, 'pell_grant_contribution_from_assets': {'2025': 0.0}, 'pell_grant_sai': {'2025': 0.0}, 'pell_grant_uses_sai': {'2025': True}, 'pell_grant_household_type': {'2025': 'INDEPENDENT_SINGLE'}, 'pell_grant_eligibility_type': {'2025': 'MAXIMUM'}, 'pell_grant_max_fpg_percent_limit': {'2025': 2.25}, 'pell_grant_min_fpg_percent_limit': {'2025': 2.75}, 'pell_grant_dependent_available_income': {'2025': 0.0}, 'pell_grant_dependent_allowances': {'2025': 7040.0}, 'pell_grant_dependent_other_allowances': {'2025': 0.0}, 'pell_grant_dependent_contribution': {'2025': -3520.0}, 'person_aca_slspc_ca': {'2025': 6685.0}, 'aca_slspc_trimmed_age': {'2025': 30.0}, 'is_aca_ptc_eligible': {'2025': True}, 'is_aca_ptc_eligible_ca': {'2025': True}, 'is_aca_eshi_eligible': {'2025': False}, 'aca_child_index': {'2025': 99.0}, 'relative_capital_gains_mtr_change': {'2025': 0.0}, 'capital_gains_elasticity': {'2025': 0.0}, 'capital_gains_behavioral_response': {'2025': 0.0}, 'capital_gains_before_response': {'2025': 0.0}, 'adult_index_cg': {'2025': 1.0}, 'marginal_tax_rate_on_capital_gains': {'2025': 0.13999999}, 'relative_income_change': {'2025': 0.0}, 'relative_wage_change': {'2025': 0.0}, 'income_elasticity_lsr': {'2025': 0.0}, 'income_elasticity': {'2025': 0.0}, 'substitution_elasticity': {'2025': 0.0}, 'substitution_elasticity_lsr': {'2025': 0.0}, 'labor_supply_behavioral_response': {'2025': 0.0}, 'employment_income_behavioral_response': {'2025': 0.0}, 'self_employment_income_behavioral_response': {'2025': 0.0}, 'is_co_denver_dhs_elderly': {'2025': False}, 'la_general_relief_gross_income': {'2025': 0.0}, 'la_general_relief_immigration_status_eligible_person': {'2025': False}, 'ca_la_expectant_parent_payment_eligible': {'2025': False}, 'ca_la_expectant_parent_payment': {'2025': 0.0}, 'ca_la_infant_supplement_eligible_infant': {'2025': False}, 'ca_la_infant_supplement_eligible_person': {'2025': False}, 'assessed_property_value': {'2025': 0.0}, 'is_usda_disabled': {'2025': False}, 'is_usda_elderly': {'2025': False}, 'is_snap_ineligible_student': {'2025': False}, 'commodity_supplemental_food_program_eligible': {'2025': False}, 'commodity_supplemental_food_program': {'2025': 0.0}, 'meets_wic_categorical_eligibility': {'2025': False}, 'wic_category_str': {'2025': 'NONE'}, 'receives_wic': {'2025': False}, 'wic_category': {'2025': 'NONE'}, 'is_wic_at_nutritional_risk': {'2025': True}, 'is_wic_eligible': {'2025': False}, 'wic': {'2025': 0.0}, 'would_claim_wic': {'2025': True}, 'maximum_state_supplement': {'2025': 0.0}, 'state_supplement': {'2025': 0.0}, 'social_security_disability': {'2025': 0.0}, 'never_eligible_for_social_security_benefits': {'2025': False}, 'social_security_dependents': {'2025': 0.0}, 'social_security_survivors': {'2025': 0.0}, 'social_security_retirement': {'2025': 0.0}, 'social_security': {'2025': 0.0}, 'uncapped_ssi': {'2025': 0.0}, 'ssi_claim_is_joint': {'2025': False}, 'is_ssi_eligible': {'2025': 0.0}, 'ssi_amount_if_eligible': {'2025': 11604.0}, 'ssi': {'2025': 0.0}, 'meets_ssi_resource_test': {'2025': True}, 'ssi_countable_resources': {'2025': 0.0}, 'ssi_blind_or_disabled_working_student_exclusion': {'2025': 0.0}, 'ssi_earned_income': {'2025': 30000.0}, 'ssi_countable_income': {'2025': 0.0}, 'ssi_engaged_in_sga': {'2025': True}, 'ssi_unearned_income': {'2025': 0.0}, 'is_ssi_blind_or_disabled_working_student_exclusion_eligible': {'2025': 0.0}, 'ssi_ineligible_child_allocation': {'2025': 0.0}, 'ssi_ineligible_parent_allocation': {'2025': 0.0}, 'ssi_unearned_income_deemed_from_ineligible_parent': {'2025': 0.0}, 'ssi_earned_income_deemed_from_ineligible_spouse': {'2025': 0.0}, 'ssi_unearned_income_deemed_from_ineligible_spouse': {'2025': 0.0}, 'ssi_income_deemed_from_ineligible_spouse': {'2025': 0.0}, 'ssi_marital_both_eligible': {'2025': False}, 'ssi_marital_unearned_income': {'2025': 0.0}, 'ssi_marital_earned_income': {'2025': 30000.0}, 'is_ssi_qualified_noncitizen': {'2025': False}, 'is_ssi_eligible_spouse': {'2025': False}, 'is_ssi_aged_blind_disabled': {'2025': False}, 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'ne_refundable_ctc_eligible_child': {'2025': 0.0}, 'ne_dhhs_has_special_needs': {'2025': 0.0}, 'ne_child_care_subsidy_eligible_child': {'2025': 0.0}, 'ne_child_care_subsidy_eligible_parent': {'2025': 0.0}, 'hi_withheld_income_tax': {'2025': 0.0}, 'hi_food_excise_credit_child_receiving_public_support': {'2025': 0.0}, 'hi_cdcc_income_floor_eligible': {'2025': 0.0}, 'de_taxable_income_indv': {'2025': 0.0}, 'de_income_tax_before_non_refundable_credits_indv': {'2025': 0.0}, 'de_withheld_income_tax': {'2025': 0.0}, 'de_agi_indiv': {'2025': 0.0}, 'de_taxable_income_joint': {'2025': 0.0}, 'de_agi_joint': {'2025': 0.0}, 'de_income_tax_before_non_refundable_credits_joint': {'2025': 0.0}, 'de_pre_exclusions_agi': {'2025': 0.0}, 'de_subtractions': {'2025': 0.0}, 'de_elderly_or_disabled_income_exclusion_eligible_person': {'2025': 0.0}, 'de_elderly_or_disabled_income_exclusion_indiv': {'2025': 0.0}, 'de_elderly_or_disabled_income_exclusion_joint': {'2025': 0.0}, 'de_pension_exclusion_income': {'2025': 0.0}, 'de_pension_exclusion': {'2025': 0.0}, 'de_additions': {'2025': 0.0}, 'de_deduction_joint': {'2025': 0.0}, 'de_deduction_indv': {'2025': 0.0}, 'de_itemized_deductions_joint': {'2025': 0.0}, 'de_itemized_deductions_indv': {'2025': 0.0}, 'de_standard_deduction_indv': {'2025': 0.0}, 'de_base_standard_deduction_joint': {'2025': 0.0}, 'de_base_standard_deduction_indv': {'2025': 0.0}, 'de_additional_standard_deduction': {'2025': 0.0}, 'de_standard_deduction_joint': {'2025': 0.0}, 'az_withheld_income_tax': {'2025': 0.0}, 'az_aged_exemption_eligible_person': {'2025': 0.0}, 'az_parents_grandparents_exemption': {'2025': 0.0}, 'az_aged_exemption': {'2025': 0.0}, 'az_tanf_eligible_child': {'2025': 0.0}, 'ny_withheld_income_tax': {'2025': 0.0}, 'id_withheld_income_tax': {'2025': 0.0}, 'id_aged_or_disabled_deduction_eligible_person': {'2025': 0.0}, 'id_retirement_benefits_deduction_eligible_person': {'2025': 0.0}, 'id_retirement_benefits_deduction_relevant_income': {'2025': 0.0}, 'id_aged_or_disabled_credit_eligible_person': {'2025': 0.0}, 'id_grocery_credit_base': {'2025': 0.0}, 'id_grocery_credit_aged': {'2025': 0.0}, 'id_grocery_credit_qualified_months': {'2025': 0.0}, 'id_grocery_credit_qualifying_month': {'2025': 0.0}, 'oh_withheld_income_tax': {'2025': 0.0}, 'oh_bonus_depreciation_add_back': {'2025': 0.0}, 'oh_additions': {'2025': 0.0}, 'oh_other_add_backs': {'2025': 0.0}, 'oh_federal_conformity_deductions': {'2025': 0.0}, 'oh_uniformed_services_retirement_income_deduction': {'2025': 0.0}, 'oh_section_179_expense_add_back': {'2025': 0.0}, 'oh_deductions': {'2025': 0.0}, 'oh_uninsured_unreimbursed_medical_care_expenses': {'2025': 0.0}, 'oh_unreimbursed_medical_care_expense_deduction_person': {'2025': 0.0}, 'oh_insured_unreimbursed_medical_care_expenses_person': {'2025': 0.0}, 'oh_insured_unreimbursed_medical_care_expense_amount': {'2025': 0.0}, 'oh_529_plan_deduction_person': {'2025': 0.0}, 'oh_personal_exemptions_eligible_person': {'2025': 0.0}, 'oh_has_taken_oh_lump_sum_credits': {'2025': 0.0}, 'oh_adoption_credit_person': {'2025': 0.0}, 'oh_lump_sum_distribution_credit_eligible_person': {'2025': 0.0}, 'oh_lump_sum_distribution_credit_person': {'2025': 0.0}, 'oh_joint_filing_credit_qualifying_income': {'2025': 0.0}, 'oh_joint_filing_credit_agi_subtractions': {'2025': 0.0}, 'oh_agi_person': {'2025': 0.0}, 'or_withheld_income_tax': {'2025': 0.0}, 'or_retirement_credit_eligible': {'2025': 0.0}, 'il_withheld_income_tax': {'2025': 0.0}, 'la_withheld_income_tax': {'2025': 0.0}, 'la_disability_income_exemption_person': {'2025': 0.0}, 'la_retirement_exemption_person': {'2025': 0.0}, 'la_blind_exemption_person': {'2025': 0.0}, 'la_receives_blind_exemption': {'2025': 0.0}, 'la_school_readiness_credit_eligible_child': {'2025': 0.0}, 'la_quality_rating_of_child_care_facility': {'2025': 0.0}, 'wi_withheld_income_tax': {'2025': 0.0}, 'vita_eligible': {'2025': 0.0}, 'adjusted_earnings': {'2025': 0.0}, 'is_irs_aged': {'2025': 0.0}, 'qualified_business_income': {'2025': 0.0}, 'qualified_business_income_deduction_person': {'2025': 0.0}, 'qbid_amount': {'2025': 0.0}, 'adjusted_gross_income_person': {'2025': 0.0}, 'irs_employment_income': {'2025': 0.0}, 'pre_tax_contributions': {'2025': 0.0}, 'irs_gross_income': {'2025': 0.0}, 'taxable_unemployment_compensation': {'2025': 0.0}, 'tax_exempt_unemployment_compensation': {'2025': 0.0}, 'earned_income_last_year': {'2025': 0.0}, 'earned_income': {'2025': 0.0}, 'taxable_social_security': {'2025': 0.0}, 'self_employed_pension_contribution_ald_person': {'2025': 0.0}, 'self_employment_tax_ald_person': {'2025': 0.0}, 'self_employed_health_insurance_ald_person': {'2025': 0.0}, 'student_loan_interest_ald_magi': {'2025': 0.0}, 'student_loan_interest_ald_eligible': {'2025': 0.0}, 'student_loan_interest_ald': {'2025': 0.0}, 'estate_tax_before_credits': {'2025': 0.0}, 'estate_tax': {'2025': 0.0}, 'self_employment_medicare_tax': {'2025': 0.0}, 'social_security_taxable_self_employment_income': {'2025': 0.0}, 'self_employment_tax': {'2025': 0.0}, 'self_employment_social_security_tax': {'2025': 0.0}, 'taxable_self_employment_income': {'2025': 0.0}, 'payroll_tax_gross_wages': {'2025': 0.0}, 'employee_medicare_tax': {'2025': 0.0}, 'taxable_earnings_for_social_security': {'2025': 0.0}, 'employee_social_security_tax': {'2025': 0.0}, 'is_tce_eligible': {'2025': 0.0}, 'other_credits': {'2025': 0.0}, 'amt_foreign_tax_credit': {'2025': 0.0}, 'estate_tax_credit': {'2025': 0.0}, 'savers_credit_person': {'2025': 0.0}, 'savers_credit_qualified_contributions': {'2025': 0.0}, 'savers_credit_eligible_person': {'2025': 0.0}, 'prior_year_minimum_tax_credit': {'2025': 0.0}, 'total_disability_payments': {'2025': 0.0}, 'retired_on_total_disability': {'2025': 0.0}, 'qualifies_for_elderly_or_disabled_credit': {'2025': 0.0}, 'is_eligible_for_american_opportunity_credit': {'2025': 0.0}, 'ctc_qualifying_child': {'2025': 0.0}, 'ctc_individual_maximum': {'2025': 0.0}, 'ctc_child_individual_maximum': {'2025': 0.0}, 'ctc_adult_individual_maximum': {'2025': 0.0}, 'ctc_child_individual_maximum_arpa': {'2025': 0.0}, 'general_business_credit': {'2025': 0.0}, 'is_cdcc_eligible': {'2025': 0.0}, 'head_start': {'2025': 0.0}, 'is_head_start_income_eligible': {'2025': 0.0}, 'is_head_start_eligible': {'2025': 0.0}, 'early_head_start': {'2025': 0.0}, 'is_early_head_start_eligible': {'2025': 0.0}, 'is_head_start_categorically_eligible': {'2025': 0.0}, 'medicaid': {'2025': 0.0}, 'medicaid_benefit_value': {'2025': 0.0}, 'medicaid_income_level': {'2025': 0.0}, 'is_medicaid_eligible': {'2025': 0.0}, 'medicaid_category': {'2025': 0.0}, 'is_optional_senior_or_disabled_for_medicaid': {'2025': 0.0}, 'is_ssi_recipient_for_medicaid': {'2025': 0.0}, 'is_in_medicaid_medically_needy_category': {'2025': 0.0}, 'is_medically_needy_for_medicaid': {'2025': 0.0}, 'is_young_child_for_medicaid_fc': {'2025': 0.0}, 'is_young_child_for_medicaid_nfc': {'2025': 0.0}, 'is_young_child_for_medicaid': {'2025': 0.0}, 'is_young_adult_for_medicaid_fc': {'2025': 0.0}, 'is_young_adult_for_medicaid_nfc': {'2025': 0.0}, 'is_young_adult_for_medicaid': {'2025': 0.0}, 'is_older_child_for_medicaid': {'2025': 0.0}, 'is_older_child_for_medicaid_nfc': {'2025': 0.0}, 'is_older_child_for_medicaid_fc': {'2025': 0.0}, 'is_parent_for_medicaid_nfc': {'2025': 0.0}, 'is_parent_for_medicaid': {'2025': 0.0}, 'is_parent_for_medicaid_fc': {'2025': 0.0}, 'is_pregnant_for_medicaid': {'2025': 0.0}, 'is_pregnant_for_medicaid_fc': {'2025': 0.0}, 'is_pregnant_for_medicaid_nfc': {'2025': 0.0}, 'is_infant_for_medicaid_fc': {'2025': 0.0}, 'is_infant_for_medicaid': {'2025': 0.0}, 'is_infant_for_medicaid_nfc': {'2025': 0.0}, 'is_adult_for_medicaid': {'2025': 0.0}, 'is_adult_for_medicaid_fc': {'2025': 0.0}, 'is_adult_for_medicaid_nfc': {'2025': 0.0}, 'is_medicare_eligible': {'2025': 0.0}, 'months_receiving_social_security_disability': {'2025': 0.0}, 'ccdf_market_rate': {'2025': 0.0}, 'is_ccdf_reason_for_care_eligible': {'2025': 0.0}, 'is_enrolled_in_ccdf': {'2025': 0.0}, 'ccdf_duration_of_care': {'2025': 0.0}, 'is_ccdf_eligible': {'2025': 0.0}, 'is_ccdf_home_based': {'2025': 0.0}, 'is_ccdf_age_eligible': {'2025': 0.0}, 'ccdf_age_group': {'2025': 0.0}, 'tanf_reported': {'2025': 0.0}, 'tanf_person': {'2025': 0.0}, 'is_person_demographic_tanf_eligible': {'2025': 0.0}}}})" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from policyengine import Simulation\n", - "\n", - "sim = Simulation(\n", - " scope=\"household\",\n", - " country=\"us\",\n", - " data={ # Required for this\n", - " \"people\": {\n", - " \"person\": {\n", - " \"age\": {\n", - " \"2025\": 30,\n", - " },\n", - " \"employment_income\": {\n", - " \"2025\": 30_000,\n", - " },\n", - " }\n", - " }\n", - " },\n", - " reform={\n", - " \"gov.usda.snap.income.deductions.earned_income\": {\n", - " \"2025\": 0.05\n", - " }\n", - " }\n", - ")\n", - "\n", - "sim.calculate_household_comparison()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Output schema\n", - "\n", - "`calculate_household_comparison` or `calculate` (when `scope=household` and `reform is not None`) return the following schema." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'properties': {'full_household_baseline': {'additionalProperties': {'anyOf': [{'additionalProperties': {'additionalProperties': {'additionalProperties': {'anyOf': [{'type': 'number'},\n", - " {'type': 'string'},\n", - " {'type': 'boolean'},\n", - " {'items': {}, 'type': 'array'},\n", - " {'type': 'null'}]},\n", - " 'type': 'object'},\n", - " 'type': 'object'},\n", - " 'type': 'object'},\n", - " {'items': {'items': {'additionalProperties': {'anyOf': [{'type': 'string'},\n", - " {'type': 'integer'}]},\n", - " 'type': 'object'},\n", - " 'type': 'array'},\n", - " 'type': 'array'}]},\n", - " 'title': 'Full Household Baseline',\n", - " 'type': 'object'},\n", - " 'full_household_reform': {'additionalProperties': {'anyOf': [{'additionalProperties': {'additionalProperties': {'additionalProperties': {'anyOf': [{'type': 'number'},\n", - " {'type': 'string'},\n", - " {'type': 'boolean'},\n", - " {'items': {}, 'type': 'array'},\n", - " {'type': 'null'}]},\n", - " 'type': 'object'},\n", - " 'type': 'object'},\n", - " 'type': 'object'},\n", - " {'items': {'items': {'additionalProperties': {'anyOf': [{'type': 'string'},\n", - " {'type': 'integer'}]},\n", - " 'type': 'object'},\n", - " 'type': 'array'},\n", - " 'type': 'array'}]},\n", - " 'title': 'Full Household Reform',\n", - " 'type': 'object'},\n", - " 'change': {'additionalProperties': {'anyOf': [{'additionalProperties': {'additionalProperties': {'additionalProperties': {'anyOf': [{'type': 'number'},\n", - " {'type': 'string'},\n", - " {'type': 'boolean'},\n", - " {'items': {}, 'type': 'array'},\n", - " {'type': 'null'}]},\n", - " 'type': 'object'},\n", - " 'type': 'object'},\n", - " 'type': 'object'},\n", - " {'items': {'items': {'additionalProperties': {'anyOf': [{'type': 'string'},\n", - " {'type': 'integer'}]},\n", - " 'type': 'object'},\n", - " 'type': 'array'},\n", - " 'type': 'array'}]},\n", - " 'title': 'Change',\n", - " 'type': 'object'}},\n", - " 'required': ['full_household_baseline', 'full_household_reform', 'change'],\n", - " 'title': 'HouseholdComparison',\n", - " 'type': 'object'}" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from policyengine.outputs.household.comparison.calculate_household_comparison import HouseholdComparison\n", - "\n", - "HouseholdComparison.model_json_schema()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "base", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.9" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/basic/calculate_single_economy.ipynb b/docs/basic/calculate_single_economy.ipynb deleted file mode 100644 index 2a7de6e1..00000000 --- a/docs/basic/calculate_single_economy.ipynb +++ /dev/null @@ -1,157 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Simulate outcomes for a large population\n", - "\n", - "Use `Simulation.calculate_single_economy()` to use PolicyEngine's tax-benefit model to compute taxes, benefits and other household properties for a large dataset (usually representing a country). This notebook demonstrates how to use this function." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "SingleEconomy(fiscal=FiscalSummary(tax_revenue=658911285719.5891, federal_tax=658911285719.5891, federal_balance=309089098855.4849, state_tax=0.0, government_spending=349822186864.1042, tax_benefit_programs={'income_tax': 333376287037.05945, 'national_insurance': 52985626776.773834, 'ni_employer': 126330649370.35953, 'vat': 211671832822.39133, 'council_tax': 49007055050.00724, 'fuel_duty': 26506672341.204205, 'tax_credits': -34929879.49872104, 'universal_credit': -73459549194.97665, 'child_benefit': -14311471487.935827, 'state_pension': -132795868621.44594, 'pension_credit': -6252358021.417119}, household_net_income=1566028514855.0789), inequality=InequalitySummary(gini=0.36255397405553097, top_10_share=0.3260927004295773, top_1_share=0.13145609415091833), poverty=[PovertyRateMetric(age_group='child', racial_group='all', gender='male', relative=True, poverty_rate='regular', value=0.0937829241156578), PovertyRateMetric(age_group='child', racial_group='all', gender='male', relative=True, poverty_rate='deep', value=0.006947669200599194), PovertyRateMetric(age_group='child', racial_group='all', gender='male', relative=False, poverty_rate='regular', value=770371.125), PovertyRateMetric(age_group='child', racial_group='all', gender='male', relative=False, poverty_rate='deep', value=57070.984375), PovertyRateMetric(age_group='child', racial_group='all', gender='female', relative=True, poverty_rate='regular', value=0.08119998127222061), PovertyRateMetric(age_group='child', racial_group='all', gender='female', relative=True, poverty_rate='deep', value=0.005070670507848263), PovertyRateMetric(age_group='child', racial_group='all', gender='female', relative=False, poverty_rate='regular', value=866217.375), PovertyRateMetric(age_group='child', racial_group='all', gender='female', relative=False, poverty_rate='deep', value=54092.4140625), PovertyRateMetric(age_group='child', racial_group='all', gender='all', relative=True, poverty_rate='regular', value=0.0866740345954895), PovertyRateMetric(age_group='child', racial_group='all', gender='all', relative=True, poverty_rate='deep', value=0.005887233652174473), PovertyRateMetric(age_group='child', racial_group='all', gender='all', relative=False, poverty_rate='regular', value=1636588.5), PovertyRateMetric(age_group='child', racial_group='all', gender='all', relative=False, poverty_rate='deep', value=111163.3828125), PovertyRateMetric(age_group='working_age', racial_group='all', gender='male', relative=True, poverty_rate='regular', value=0.09058031439781189), PovertyRateMetric(age_group='working_age', racial_group='all', gender='male', relative=True, poverty_rate='deep', value=0.0320294052362442), PovertyRateMetric(age_group='working_age', racial_group='all', gender='male', relative=False, poverty_rate='regular', value=2207394.25), PovertyRateMetric(age_group='working_age', racial_group='all', gender='male', relative=False, poverty_rate='deep', value=780539.625), PovertyRateMetric(age_group='working_age', racial_group='all', gender='female', relative=True, poverty_rate='regular', value=0.06885619461536407), PovertyRateMetric(age_group='working_age', racial_group='all', gender='female', relative=True, poverty_rate='deep', value=0.006544755306094885), PovertyRateMetric(age_group='working_age', racial_group='all', gender='female', relative=False, poverty_rate='regular', value=1406585.625), PovertyRateMetric(age_group='working_age', racial_group='all', gender='female', relative=False, poverty_rate='deep', value=133695.4375), PovertyRateMetric(age_group='working_age', racial_group='all', gender='all', relative=True, poverty_rate='regular', value=0.08067396283149719), PovertyRateMetric(age_group='working_age', racial_group='all', gender='all', relative=True, poverty_rate='deep', value=0.02040824294090271), PovertyRateMetric(age_group='working_age', racial_group='all', gender='all', relative=False, poverty_rate='regular', value=3613979.5), PovertyRateMetric(age_group='working_age', racial_group='all', gender='all', relative=False, poverty_rate='deep', value=914235.1875), PovertyRateMetric(age_group='senior', racial_group='all', gender='male', relative=True, poverty_rate='regular', value=0.019906071946024895), PovertyRateMetric(age_group='senior', racial_group='all', gender='male', relative=True, poverty_rate='deep', value=0.0001492029696237296), PovertyRateMetric(age_group='senior', racial_group='all', gender='male', relative=False, poverty_rate='regular', value=120630.84375), PovertyRateMetric(age_group='senior', racial_group='all', gender='male', relative=False, poverty_rate='deep', value=904.1703491210938), PovertyRateMetric(age_group='senior', racial_group='all', gender='female', relative=True, poverty_rate='regular', value=0.04476610943675041), PovertyRateMetric(age_group='senior', racial_group='all', gender='female', relative=True, poverty_rate='deep', value=0.0012297447538003325), PovertyRateMetric(age_group='senior', racial_group='all', gender='female', relative=False, poverty_rate='regular', value=315600.8125), PovertyRateMetric(age_group='senior', racial_group='all', gender='female', relative=False, poverty_rate='deep', value=8669.693359375), PovertyRateMetric(age_group='senior', racial_group='all', gender='all', relative=True, poverty_rate='regular', value=0.03327473625540733), PovertyRateMetric(age_group='senior', racial_group='all', gender='all', relative=True, poverty_rate='deep', value=0.0007302720914594829), PovertyRateMetric(age_group='senior', racial_group='all', gender='all', relative=False, poverty_rate='regular', value=436231.65625), PovertyRateMetric(age_group='senior', racial_group='all', gender='all', relative=False, poverty_rate='deep', value=9573.8642578125), PovertyRateMetric(age_group='all', racial_group='all', gender='male', relative=True, poverty_rate='regular', value=0.08017819374799728), PovertyRateMetric(age_group='all', racial_group='all', gender='male', relative=True, poverty_rate='deep', value=0.021698515862226486), PovertyRateMetric(age_group='all', racial_group='all', gender='male', relative=False, poverty_rate='regular', value=3098396.25), PovertyRateMetric(age_group='all', racial_group='all', gender='male', relative=False, poverty_rate='deep', value=838514.75), PovertyRateMetric(age_group='all', racial_group='all', gender='female', relative=True, poverty_rate='regular', value=0.06785593926906586), PovertyRateMetric(age_group='all', racial_group='all', gender='female', relative=True, poverty_rate='deep', value=0.005150204990059137), PovertyRateMetric(age_group='all', racial_group='all', gender='female', relative=False, poverty_rate='regular', value=2588403.75), PovertyRateMetric(age_group='all', racial_group='all', gender='female', relative=False, poverty_rate='deep', value=196457.53125), PovertyRateMetric(age_group='all', racial_group='all', gender='all', relative=True, poverty_rate='regular', value=0.07405701279640198), PovertyRateMetric(age_group='all', racial_group='all', gender='all', relative=True, poverty_rate='deep', value=0.013478054665029049), PovertyRateMetric(age_group='all', racial_group='all', gender='all', relative=False, poverty_rate='regular', value=5686797.5), PovertyRateMetric(age_group='all', racial_group='all', gender='all', relative=False, poverty_rate='deep', value=1034972.5)])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from policyengine import Simulation\n", - "\n", - "sim = Simulation(\n", - " scope=\"macro\",\n", - " country=\"us\",\n", - " time_period=2025,\n", - ")\n", - "\n", - "result = sim.calculate_single_economy()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Output schema\n", - "\n", - "`calculate_single_economy` or `calculate` (when `scope=macro` and `reform=None`) return the following schema." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'$defs': {'FiscalSummary': {'properties': {'tax_revenue': {'title': 'Tax Revenue',\n", - " 'type': 'number'},\n", - " 'federal_tax': {'title': 'Federal Tax', 'type': 'number'},\n", - " 'federal_balance': {'title': 'Federal Balance', 'type': 'number'},\n", - " 'state_tax': {'title': 'State Tax', 'type': 'number'},\n", - " 'government_spending': {'title': 'Government Spending', 'type': 'number'},\n", - " 'tax_benefit_programs': {'additionalProperties': {'type': 'number'},\n", - " 'title': 'Tax Benefit Programs',\n", - " 'type': 'object'},\n", - " 'household_net_income': {'title': 'Household Net Income',\n", - " 'type': 'number'}},\n", - " 'required': ['tax_revenue',\n", - " 'federal_tax',\n", - " 'federal_balance',\n", - " 'state_tax',\n", - " 'government_spending',\n", - " 'tax_benefit_programs',\n", - " 'household_net_income'],\n", - " 'title': 'FiscalSummary',\n", - " 'type': 'object'},\n", - " 'InequalitySummary': {'properties': {'gini': {'title': 'Gini',\n", - " 'type': 'number'},\n", - " 'top_10_share': {'title': 'Top 10 Share', 'type': 'number'},\n", - " 'top_1_share': {'title': 'Top 1 Share', 'type': 'number'}},\n", - " 'required': ['gini', 'top_10_share', 'top_1_share'],\n", - " 'title': 'InequalitySummary',\n", - " 'type': 'object'},\n", - " 'PovertyRateMetric': {'properties': {'age_group': {'enum': ['child',\n", - " 'working_age',\n", - " 'senior',\n", - " 'all'],\n", - " 'title': 'Age Group',\n", - " 'type': 'string'},\n", - " 'racial_group': {'enum': ['white', 'black', 'hispanic', 'other', 'all'],\n", - " 'title': 'Racial Group',\n", - " 'type': 'string'},\n", - " 'gender': {'enum': ['male', 'female', 'all'],\n", - " 'title': 'Gender',\n", - " 'type': 'string'},\n", - " 'relative': {'title': 'Relative', 'type': 'boolean'},\n", - " 'poverty_rate': {'enum': ['regular',\n", - " 'deep',\n", - " 'uk_hbai_bhc',\n", - " 'uk_hbai_bhc_half',\n", - " 'us_spm',\n", - " 'us_spm_half'],\n", - " 'title': 'Poverty Rate',\n", - " 'type': 'string'},\n", - " 'value': {'title': 'Value', 'type': 'number'}},\n", - " 'required': ['age_group',\n", - " 'racial_group',\n", - " 'gender',\n", - " 'relative',\n", - " 'poverty_rate',\n", - " 'value'],\n", - " 'title': 'PovertyRateMetric',\n", - " 'type': 'object'}},\n", - " 'properties': {'fiscal': {'$ref': '#/$defs/FiscalSummary'},\n", - " 'inequality': {'$ref': '#/$defs/InequalitySummary'},\n", - " 'poverty': {'items': {'$ref': '#/$defs/PovertyRateMetric'},\n", - " 'title': 'Poverty',\n", - " 'type': 'array'}},\n", - " 'required': ['fiscal', 'inequality', 'poverty'],\n", - " 'title': 'SingleEconomy',\n", - " 'type': 'object'}" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from policyengine.outputs.macro.single.calculate_single_economy import SingleEconomy\n", - "\n", - "SingleEconomy.model_json_schema()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "base", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.9" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/concepts/extending.ipynb b/docs/concepts/extending.ipynb deleted file mode 100644 index f4b6a7c5..00000000 --- a/docs/concepts/extending.ipynb +++ /dev/null @@ -1,69 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Extending this package\n", - "\n", - "You might want to add new chart types, output metrics, etc. to the `Simulation` interface in this package. This page explains how to do that.\n", - "\n", - "## Instructions\n", - "\n", - "Here are the basic steps.\n", - "\n", - "1. In `policyengine/outputs`, create a new file (anywhere will work) that defines a function that takes a `Simulation` object **named `simulation`** and returns *whatever* you want.\n", - "\n", - "That's it! It'll be automatically added. You can access it like so:\n", - "\n", - "```python\n", - "from policyengine import Simulation\n", - "\n", - "sim = Simulation(country=\"us\", scope=\"macro\")\n", - "\n", - "sim.calculate_average_mtr() # Assumes that def calculate_average_mtr(sim: Simulation) is defined in e.g. policyengine/outputs/macro/calculate_average_mtr.py\n", - "```\n", - "\n", - "As a reminder, your might look like this:\n", - "\n", - "```python\n", - "from policyengine import Simulation\n", - "\n", - "\n", - "def calculate_average_earnings(simulation: Simulation) -> float:\n", - " \"\"\"Calculate average earnings.\"\"\"\n", - " employment_income = simulation.baseline_simulation.calculate(\n", - " \"employment_income\"\n", - " )\n", - " return employment_income[employment_income > 0].median()\n", - "\n", - "```\n", - "\n", - "But there are best practices to follow.\n", - "\n", - "\n", - "## Best practices\n", - "\n", - "Look at the `outputs/` folder in the docs- `Average earnings` is a model example for this.\n", - "\n", - "1. **Put your new function in a sensible place to keep the code organized.** For example, we have `macro/` and `household/` as top-level folders depending on what the `Simulation` that calls your function is simulating over. Below that, we have `single` and `comparison` depending on whether the user has provided a reform or not. Bear in mind that your new function probably has to assume these two things and will likely break in the wrong context.\n", - "2. **Make sure your function is well-documented.** This is a public API, so it should be easy to understand how to use it. Please make sure it has a docstring and type hints, and add a Markdown file in the `docs/outputs/` folder (mirror the `calculate_average_earnings` one) that uses autodoc to expose the function, then add it in `docs/toc.yml`.\n", - "3. **Add tests**. Use pytest in the `tests/` folder to make sure your function works as expected.\n", - "\n", - "When writing a function, remember what you have to play with in `Simulation`:\n", - "\n", - "1. `Simulation.options` (everything passed to the `Simulation` constructor)\n", - "2. `Simulation.baseline_simulation` (a `policyengine_core.Simulation` object with the baseline policy)\n", - "3. `Simulation.reform_simulation` (a `policyengine_core.Simulation` object with the reform policy, if it exists)\n", - "4. The ablity to construct new `Simulation`s with different options. You have complete flexibility here- you could create an entirely different simulation." - ] - } - ], - "metadata": { - "language_info": { - "name": "python" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/concepts/simulation.ipynb b/docs/concepts/simulation.ipynb deleted file mode 100644 index 82635f8b..00000000 --- a/docs/concepts/simulation.ipynb +++ /dev/null @@ -1,166 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Simulation interface\n", - "\n", - "The `Simulation` class is the core interface of this package. You can initialise it by passing in a dictionary that matches the `SimulationOptions` schema, and then use its `calculate` methods to ask it questions.\n", - "\n", - "Some of the options are straightforward and some are more complex. The straightforward ones are:\n", - "\n", - "* `country`: `uk` or `us`.\n", - "* `scope`: `macro` (simulating over large data to represent e.g. a country) or `household` (simulating over specific households you describe).\n", - "* `time_period`: the year to simulate.\n", - "\n", - "The next important features are:\n", - "* `reform`: the policy to use in the reform scenario if we are comparing against a different scenario.\n", - "* `baseline`: the policy to use in the baseline scenario if we are comparing against a different baseline scenario.\n", - "* `data`: either a household (if `scope` is `household`) or a large dataset name (if `scope` is `macro`)." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/nikhilwoodruff/policyengine/policyengine.py/.venv/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n", - "INFO:root:Using Google Cloud Storage for download.\n", - "WARNING:root:No metadata found for blob, so it has no version attached.\n", - "WARNING:root:No version specified for policyengine-uk-data-private, enhanced_frs_2022_23.h5. Using latest version: None\n", - "INFO:policyengine.utils.data.caching_google_storage_client:Syncing policyengine-uk-data-private, enhanced_frs_2022_23.h5, None to cache\n", - "INFO:policyengine.utils.data.simplified_google_storage_client:Downloading policyengine-uk-data-private, enhanced_frs_2022_23.h5\n", - "INFO:policyengine.utils.data.caching_google_storage_client:Copying downloaded data for policyengine-uk-data-private, enhanced_frs_2022_23.h5 to enhanced_frs_2022_23.h5\n", - "INFO:root:Using Google Cloud Storage for download.\n", - "WARNING:root:No metadata found for blob, so it has no version attached.\n", - "WARNING:root:No version specified for policyengine-uk-data-private, parliamentary_constituency_weights.h5. Using latest version: None\n", - "INFO:policyengine.utils.data.caching_google_storage_client:Syncing policyengine-uk-data-private, parliamentary_constituency_weights.h5, None to cache\n", - "INFO:policyengine.utils.data.simplified_google_storage_client:Downloading policyengine-uk-data-private, parliamentary_constituency_weights.h5\n", - "INFO:policyengine.utils.data.caching_google_storage_client:Copying downloaded data for policyengine-uk-data-private, parliamentary_constituency_weights.h5 to parliamentary_constituency_weights.h5\n", - "INFO:root:Using Google Cloud Storage for download.\n", - "WARNING:root:No metadata found for blob, so it has no version attached.\n", - "WARNING:root:No version specified for policyengine-uk-data-private, constituencies_2024.csv. Using latest version: None\n", - "INFO:policyengine.utils.data.caching_google_storage_client:Syncing policyengine-uk-data-private, constituencies_2024.csv, None to cache\n", - "INFO:policyengine.utils.data.simplified_google_storage_client:Downloading policyengine-uk-data-private, constituencies_2024.csv\n", - "INFO:policyengine.utils.data.caching_google_storage_client:Copying downloaded data for policyengine-uk-data-private, constituencies_2024.csv to constituencies_2024.csv\n" - ] - }, - { - "data": { - "text/plain": [ - "EconomyComparison(country_package_version='2.24.1', budget=BudgetaryImpact(budgetary_impact=0.0, tax_revenue_impact=0.0, state_tax_revenue_impact=0.0, benefit_spending_impact=0.0, households=34067959.16713403, baseline_net_income=1594652644809.1484), detailed_budget={'income_tax': ProgramSpecificImpact(baseline=333485558893.2562, reform=333485558893.2562, difference=0.0), 'national_insurance': ProgramSpecificImpact(baseline=58106797201.72149, reform=58106797201.72149, difference=0.0), 'vat': ProgramSpecificImpact(baseline=217779970340.45303, reform=217779970340.45303, difference=0.0), 'council_tax': ProgramSpecificImpact(baseline=55919103106.82793, reform=55919103106.82793, difference=0.0), 'fuel_duty': ProgramSpecificImpact(baseline=29274240650.308544, reform=29274240650.308544, difference=0.0), 'tax_credits': ProgramSpecificImpact(baseline=-218647286.01696286, reform=-218647286.01696286, difference=0.0), 'universal_credit': ProgramSpecificImpact(baseline=-75937544684.01125, reform=-75937544684.01125, difference=0.0), 'child_benefit': ProgramSpecificImpact(baseline=-15904774022.820269, reform=-15904774022.820269, difference=0.0), 'state_pension': ProgramSpecificImpact(baseline=-136493500361.4934, reform=-136493500361.4934, difference=0.0), 'pension_credit': ProgramSpecificImpact(baseline=-6883460152.410097, reform=-6883460152.410097, difference=0.0), 'ni_employer': ProgramSpecificImpact(baseline=132081317376.75456, reform=132081317376.75456, difference=0.0)}, decile=DecileImpact(relative={1: 0.0, 2: 0.0, 3: 0.0, 4: 0.0, 5: 0.0, 6: 0.0, 7: 0.0, 8: 0.0, 9: 0.0, 10: 0.0}, average={1: 0.0, 2: 0.0, 3: 0.0, 4: 0.0, 5: 0.0, 6: 0.0, 7: 0.0, 8: 0.0, 9: 0.0, 10: 0.0}), inequality=InequalityImpact(gini=BaselineReformValues(baseline=0.35548246480717477, reform=0.35548246480717477), top_10_pct_share=BaselineReformValues(baseline=0.2761383438603205, reform=0.2761383438603205), top_1_pct_share=BaselineReformValues(baseline=0.07844282257306669, reform=0.07844282257306669)), poverty=PovertyImpact(poverty=AgeGroupBaselineReformValues(child=BaselineReformValues(baseline=0.1806112019067216, reform=0.1806112019067216), adult=BaselineReformValues(baseline=0.12147020231142763, reform=0.12147020231142763), senior=BaselineReformValues(baseline=0.08693354854833081, reform=0.08693354854833081), all=BaselineReformValues(baseline=0.12722600403258946, reform=0.12722600403258946)), deep_poverty=AgeGroupBaselineReformValues(child=BaselineReformValues(baseline=0.05188484608564893, reform=0.05188484608564893), adult=BaselineReformValues(baseline=0.03456228764618939, reform=0.03456228764618939), senior=BaselineReformValues(baseline=0.004885010754390452, reform=0.004885010754390452), all=BaselineReformValues(baseline=0.03250612463984824, reform=0.03250612463984824))), poverty_by_gender=PovertyGenderBreakdown(poverty=GenderBaselineReformValues(male=BaselineReformValues(baseline=0.12531502377752102, reform=0.12531502377752102), female=BaselineReformValues(baseline=0.1290056618478023, reform=0.1290056618478023)), deep_poverty=GenderBaselineReformValues(male=BaselineReformValues(baseline=0.03235609600210336, reform=0.03235609600210336), female=BaselineReformValues(baseline=0.03264584331928527, reform=0.03264584331928527))), poverty_by_race=None, intra_decile=IntraDecileImpact(deciles={'Lose more than 5%': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'Lose less than 5%': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'No change': [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], 'Gain less than 5%': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'Gain more than 5%': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]}, all={'Lose more than 5%': 0.0, 'Lose less than 5%': 0.0, 'No change': 1.0, 'Gain less than 5%': 0.0, 'Gain more than 5%': 0.0}), wealth_decile=WealthDecileImpactWithValues(relative={1: 0.0, 2: 0.0, 3: 0.0, 4: 0.0, 5: 0.0, 6: 0.0, 7: 0.0, 8: 0.0, 9: 0.0, 10: 0.0}, average={1: 0.0, 2: 0.0, 3: 0.0, 4: 0.0, 5: 0.0, 6: 0.0, 7: 0.0, 8: 0.0, 9: 0.0, 10: 0.0}), intra_wealth_decile=IntraWealthDecileImpactWithValues(deciles={'Lose more than 5%': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'Lose less than 5%': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'No change': [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], 'Gain less than 5%': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'Gain more than 5%': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0]}, all={'Lose more than 5%': 0.0, 'Lose less than 5%': 0.0, 'No change': 1.0, 'Gain less than 5%': 0.0, 'Gain more than 5%': 0.0}), labor_supply_response=LaborSupplyResponse(substitution_lsr=0.0, income_lsr=0.0, relative_lsr={'income': 0.0, 'substitution': 0.0}, total_change=0.0, revenue_change=0.0, decile={'average': {'income': {-1: 0.0, 1: 0.0, 2: 0.0, 3: 0.0, 4: 0.0, 5: 0.0, 6: 0.0, 7: 0.0, 8: 0.0, 9: 0.0, 10: 0.0}, 'substitution': {-1: 0.0, 1: 0.0, 2: 0.0, 3: 0.0, 4: 0.0, 5: 0.0, 6: 0.0, 7: 0.0, 8: 0.0, 9: 0.0, 10: 0.0}}, 'relative': {'income': {1: 0.0, 2: 0.0, 3: 0.0, 4: 0.0, 5: 0.0, 6: 0.0, 7: 0.0, 8: 0.0, 9: 0.0, 10: 0.0}, 'substitution': {1: 0.0, 2: 0.0, 3: 0.0, 4: 0.0, 5: 0.0, 6: 0.0, 7: 0.0, 8: 0.0, 9: 0.0, 10: 0.0}}}, hours=HoursResponse(baseline=0.0, reform=0.0, change=0.0, income_effect=0.0, substitution_effect=0.0)), constituency_impact=UKConstituencyBreakdownWithValues(by_constituency={'Aldershot': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-40), 'Aldridge-Brownhills': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-30), 'Altrincham and Sale West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-25), 'Amber Valley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-27), 'Arundel and South Downs': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-44), 'Ashfield': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-27), 'Ashford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=72, y=-42), 'Ashton-under-Lyne': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-23), 'Aylesbury': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-35), 'Banbury': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-33), 'Barking': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-38), 'Barnsley North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-23), 'Barnsley South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-23), 'Barrow and Furness': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-16), 'Basildon and Billericay': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-34), 'Basingstoke': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-39), 'Bassetlaw': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-26), 'Bath': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-40), 'Battersea': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-41), 'Beaconsfield': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-37), 'Beckenham and Penge': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-43), 'Bedford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-32), 'Bermondsey and Old Southwark': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-40), 'Bethnal Green and Stepney': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-39), 'Beverley and Holderness': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-22), 'Bexhill and Battle': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=70, y=-44), 'Bexleyheath and Crayford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-39), 'Bicester and Woodstock': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-34), 'Birkenhead': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-27), 'Birmingham Edgbaston': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-33), 'Birmingham Erdington': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-31), 'Birmingham Hall Green and Moseley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-32), 'Birmingham Hodge Hill and Solihull North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-31), 'Birmingham Ladywood': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-32), 'Birmingham Northfield': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-34), 'Birmingham Perry Barr': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-31), 'Birmingham Selly Oak': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-33), 'Birmingham Yardley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-32), 'Bishop Auckland': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-14), 'Blackburn': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-19), 'Blackley and Middleton South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-23), 'Blackpool North and Fleetwood': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-18), 'Blackpool South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-18), 'Blaydon and Consett': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-14), 'Blyth and Ashington': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-12), 'Bognor Regis and Littlehampton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-44), 'Bolsover': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-26), 'Bolton North East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-21), 'Bolton South and Walkden': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-22), 'Bolton West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-21), 'Bootle': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-22), 'Boston and Skegness': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-26), 'Bournemouth East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-43), 'Bournemouth West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-42), 'Bracknell': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-39), 'Bradford East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-20), 'Bradford South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-21), 'Bradford West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-20), 'Braintree': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-31), 'Brent East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-38), 'Brent West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-38), 'Brentford and Isleworth': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-40), 'Brentwood and Ongar': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-33), 'Bridgwater': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-41), 'Bridlington and The Wolds': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-20), 'Brigg and Immingham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-24), 'Brighton Kemptown and Peacehaven': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-45), 'Brighton Pavilion': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-44), 'Bristol Central': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-38), 'Bristol East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-38), 'Bristol North East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-37), 'Bristol North West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-38), 'Bristol South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-39), 'Broadland and Fakenham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-27), 'Bromley and Biggin Hill': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-42), 'Bromsgrove': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-33), 'Broxbourne': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-35), 'Broxtowe': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-27), 'Buckingham and Bletchley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-34), 'Burnley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-19), 'Burton and Uttoxeter': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-28), 'Bury North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-21), 'Bury South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-22), 'Bury St Edmunds and Stowmarket': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-31), 'Calder Valley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-20), 'Camborne and Redruth': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=43, y=-45), 'Cambridge': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-30), 'Cannock Chase': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-29), 'Canterbury': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=71, y=-41), 'Carlisle': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-14), 'Carshalton and Wallington': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-43), 'Castle Point': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=69, y=-36), 'Central Devon': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=47, y=-42), 'Central Suffolk and North Ipswich': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-29), 'Chatham and Aylesford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=69, y=-40), 'Cheadle': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-26), 'Chelmsford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-33), 'Chelsea and Fulham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-40), 'Cheltenham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-36), 'Chesham and Amersham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-36), 'Chester North and Neston': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-28), 'Chester South and Eddisbury': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-27), 'Chesterfield': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-26), 'Chichester': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-44), 'Chingford and Woodford Green': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-35), 'Chippenham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-39), 'Chipping Barnet': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-36), 'Chorley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-20), 'Christchurch': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-42), 'Cities of London and Westminster': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-40), 'City of Durham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-16), 'Clacton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=69, y=-32), 'Clapham and Brixton Hill': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-42), 'Colchester': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-32), 'Colne Valley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-23), 'Congleton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-27), 'Corby and East Northamptonshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-30), 'Coventry East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-33), 'Coventry North West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-33), 'Coventry South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-34), 'Cramlington and Killingworth': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-12), 'Crawley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=69, y=-44), 'Crewe and Nantwich': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-27), 'Croydon East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-42), 'Croydon South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-43), 'Croydon West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-43), 'Dagenham and Rainham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-37), 'Darlington': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-17), 'Dartford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-40), 'Daventry': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-32), 'Derby North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-28), 'Derby South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-28), 'Derbyshire Dales': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-26), 'Dewsbury and Batley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-22), 'Didcot and Wantage': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-38), 'Doncaster Central': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-23), 'Doncaster East and the Isle of Axholme': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-23), 'Doncaster North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-22), 'Dorking and Horley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-43), 'Dover and Deal': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=72, y=-41), 'Droitwich and Evesham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-36), 'Dudley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-31), 'Dulwich and West Norwood': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-42), 'Dunstable and Leighton Buzzard': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-33), 'Ealing Central and Acton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-39), 'Ealing North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-38), 'Ealing Southall': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-39), 'Earley and Woodley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-36), 'Easington': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-16), 'East Grinstead and Uckfield': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=69, y=-43), 'East Ham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-38), 'East Hampshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-41), 'East Surrey': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-43), 'East Thanet': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=71, y=-39), 'East Wiltshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-41), 'East Worthing and Shoreham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-44), 'Eastbourne': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=69, y=-45), 'Eastleigh': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-41), 'Edmonton and Winchmore Hill': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-36), 'Ellesmere Port and Bromborough': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-27), 'Eltham and Chislehurst': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-41), 'Ely and East Cambridgeshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-30), 'Enfield North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-35), 'Epping Forest': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-35), 'Epsom and Ewell': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-43), 'Erewash': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-28), 'Erith and Thamesmead': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-40), 'Esher and Walton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-42), 'Exeter': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-42), 'Exmouth and Exeter East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-43), 'Fareham and Waterlooville': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-43), 'Farnham and Bordon': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-42), 'Faversham and Mid Kent': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=71, y=-40), 'Feltham and Heston': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-40), 'Filton and Bradley Stoke': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-37), 'Finchley and Golders Green': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-37), 'Folkestone and Hythe': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=71, y=-42), 'Forest of Dean': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-35), 'Frome and East Somerset': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-41), 'Fylde': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-19), 'Gainsborough': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-25), 'Gateshead Central and Whickham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-15), 'Gedling': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-28), 'Gillingham and Rainham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=70, y=-40), 'Glastonbury and Somerton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-41), 'Gloucester': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-35), 'Godalming and Ash': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-42), 'Goole and Pocklington': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-21), 'Gorton and Denton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-24), 'Gosport': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-43), 'Grantham and Bourne': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-28), 'Gravesham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-39), 'Great Grimsby and Cleethorpes': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-24), 'Great Yarmouth': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-27), 'Greenwich and Woolwich': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-40), 'Guildford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-41), 'Hackney North and Stoke Newington': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-38), 'Hackney South and Shoreditch': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-39), 'Halesowen': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-33), 'Halifax': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-21), 'Hamble Valley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-43), 'Hammersmith and Chiswick': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-39), 'Hampstead and Highgate': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-38), 'Harborough, Oadby and Wigston': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-31), 'Harlow': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-32), 'Harpenden and Berkhamsted': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-34), 'Harrogate and Knaresborough': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-18), 'Harrow East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-37), 'Harrow West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-37), 'Hartlepool': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-16), 'Harwich and North Essex': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=69, y=-31), 'Hastings and Rye': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=70, y=-43), 'Havant': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-44), 'Hayes and Harlington': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-38), 'Hazel Grove': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-25), 'Hemel Hempstead': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-34), 'Hendon': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-36), 'Henley and Thame': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-35), 'Hereford and South Herefordshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-34), 'Herne Bay and Sandwich': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=72, y=-40), 'Hertford and Stortford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-32), 'Hertsmere': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-34), 'Hexham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-13), 'Heywood and Middleton North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-20), 'High Peak': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-25), 'Hinckley and Bosworth': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-30), 'Hitchin': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-32), 'Holborn and St Pancras': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-39), 'Honiton and Sidmouth': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-43), 'Hornchurch and Upminster': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-37), 'Hornsey and Friern Barnet': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-36), 'Horsham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-44), 'Houghton and Sunderland South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-15), 'Hove and Portslade': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-44), 'Huddersfield': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-22), 'Huntingdon': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-31), 'Hyndburn': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-19), 'Ilford North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-36), 'Ilford South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-37), 'Ipswich': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-30), 'Isle of Wight East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-45), 'Isle of Wight West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-45), 'Islington North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-38), 'Islington South and Finsbury': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-39), 'Jarrow and Gateshead East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-14), 'Keighley and Ilkley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-19), 'Kenilworth and Southam': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-34), 'Kensington and Bayswater': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-39), 'Kettering': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-30), 'Kingston and Surbiton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-42), 'Kingston upon Hull East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-22), 'Kingston upon Hull North and Cottingham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-21), 'Kingston upon Hull West and Haltemprice': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-22), 'Kingswinford and South Staffordshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-30), 'Knowsley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-23), 'Lancaster and Wyre': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-18), 'Leeds Central and Headingley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-20), 'Leeds East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-20), 'Leeds North East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-19), 'Leeds North West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-19), 'Leeds South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-21), 'Leeds South West and Morley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-21), 'Leeds West and Pudsey': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-20), 'Leicester East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-30), 'Leicester South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-31), 'Leicester West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-31), 'Leigh and Atherton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-25), 'Lewes': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-45), 'Lewisham East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-42), 'Lewisham North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-40), 'Lewisham West and East Dulwich': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-41), 'Leyton and Wanstead': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-37), 'Lichfield': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-29), 'Lincoln': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-25), 'Liverpool Garston': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-25), 'Liverpool Riverside': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-24), 'Liverpool Walton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-23), 'Liverpool Wavertree': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-25), 'Liverpool West Derby': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-24), 'Loughborough': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-30), 'Louth and Horncastle': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-25), 'Lowestoft': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-28), 'Luton North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-33), 'Luton South and South Bedfordshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-34), 'Macclesfield': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-26), 'Maidenhead': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-36), 'Maidstone and Malling': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=69, y=-41), 'Makerfield': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-22), 'Maldon': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=69, y=-33), 'Manchester Central': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-24), 'Manchester Rusholme': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-25), 'Manchester Withington': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-26), 'Mansfield': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-27), 'Melksham and Devizes': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-40), 'Melton and Syston': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-29), 'Meriden and Solihull East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-33), 'Mid Bedfordshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-32), 'Mid Buckinghamshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-35), 'Mid Cheshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-27), 'Mid Derbyshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-27), 'Mid Dorset and North Poole': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-43), 'Mid Leicestershire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-31), 'Mid Norfolk': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-28), 'Mid Sussex': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-43), 'Middlesbrough and Thornaby East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-17), 'Middlesbrough South and East Cleveland': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-17), 'Milton Keynes Central': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-34), 'Milton Keynes North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-33), 'Mitcham and Morden': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-43), 'Morecambe and Lunesdale': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-17), 'New Forest East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-43), 'New Forest West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-43), 'Newark': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-26), 'Newbury': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-37), 'Newcastle upon Tyne Central and West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-13), 'Newcastle upon Tyne East and Wallsend': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-14), 'Newcastle upon Tyne North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-13), 'Newcastle-under-Lyme': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-28), 'Newton Abbot': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=47, y=-43), 'Newton Aycliffe and Spennymoor': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-16), 'Normanton and Hemsworth': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-23), 'North Bedfordshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-31), 'North Cornwall': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=45, y=-43), 'North Cotswolds': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-37), 'North Devon': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=46, y=-41), 'North Dorset': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-42), 'North Durham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-15), 'North East Cambridgeshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-29), 'North East Derbyshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-26), 'North East Hampshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-38), 'North East Hertfordshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-32), 'North East Somerset and Hanham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-39), 'North Herefordshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-34), 'North Norfolk': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-27), 'North Northumberland': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-12), 'North Shropshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-29), 'North Somerset': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-39), 'North Warwickshire and Bedworth': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-32), 'North West Cambridgeshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-30), 'North West Essex': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-31), 'North West Hampshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-39), 'North West Leicestershire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-29), 'North West Norfolk': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-28), 'Northampton North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-32), 'Northampton South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-33), 'Norwich North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-28), 'Norwich South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-29), 'Nottingham East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-29), 'Nottingham North and Kimberley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-28), 'Nottingham South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-29), 'Nuneaton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-31), 'Old Bexley and Sidcup': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-41), 'Oldham East and Saddleworth': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-22), 'Oldham West, Chadderton and Royton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-22), 'Orpington': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-43), 'Ossett and Denby Dale': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-22), 'Oxford East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-34), 'Oxford West and Abingdon': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-35), 'Peckham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-41), 'Pendle and Clitheroe': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-18), 'Penistone and Stocksbridge': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-23), 'Penrith and Solway': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-15), 'Peterborough': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-29), 'Plymouth Moor View': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=46, y=-43), 'Plymouth Sutton and Devonport': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=47, y=-44), 'Pontefract, Castleford and Knottingley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-22), 'Poole': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-43), 'Poplar and Limehouse': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-39), 'Portsmouth North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-43), 'Portsmouth South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-44), 'Preston': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-19), 'Putney': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-41), \"Queen's Park and Maida Vale\": UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-40), 'Rawmarsh and Conisbrough': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-24), 'Rayleigh and Wickford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-34), 'Reading Central': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-37), 'Reading West and Mid Berkshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-36), 'Redcar': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-17), 'Redditch': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-35), 'Reigate': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-44), 'Ribble Valley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-18), 'Richmond and Northallerton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-18), 'Richmond Park': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-41), 'Rochdale': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-21), 'Rochester and Strood': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=69, y=-39), 'Romford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-36), 'Romsey and Southampton North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-40), 'Rossendale and Darwen': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-20), 'Rother Valley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-25), 'Rotherham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-24), 'Rugby': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-32), 'Ruislip, Northwood and Pinner': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-36), 'Runcorn and Helsby': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-28), 'Runnymede and Weybridge': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-41), 'Rushcliffe': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-28), 'Rutland and Stamford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-29), 'Salford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-24), 'Salisbury': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-41), 'Scarborough and Whitby': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-19), 'Scunthorpe': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-24), 'Sefton Central': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-20), 'Selby': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-21), 'Sevenoaks': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-42), 'Sheffield Brightside and Hillsborough': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-24), 'Sheffield Central': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-25), 'Sheffield Hallam': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-24), 'Sheffield Heeley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-25), 'Sheffield South East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-25), 'Sherwood Forest': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-27), 'Shipley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-19), 'Shrewsbury': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-30), 'Sittingbourne and Sheppey': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=70, y=-39), 'Skipton and Ripon': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-18), 'Sleaford and North Hykeham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-26), 'Slough': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-37), 'Smethwick': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-32), 'Solihull West and Shirley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-34), 'South Basildon and East Thurrock': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-36), 'South Cambridgeshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-31), 'South Cotswolds': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-38), 'South Derbyshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-29), 'South Devon': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-45), 'South Dorset': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-44), 'South East Cornwall': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=46, y=-44), 'South Holland and The Deepings': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-27), 'South Leicestershire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-32), 'South Norfolk': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-29), 'South Northamptonshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-33), 'South Ribble': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-20), 'South Shields': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-14), 'South Shropshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-31), 'South Suffolk': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=69, y=-30), 'South West Devon': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=47, y=-45), 'South West Hertfordshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-35), 'South West Norfolk': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-29), 'South West Wiltshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-41), 'Southampton Itchen': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-42), 'Southampton Test': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-42), 'Southend East and Rochford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=69, y=-34), 'Southend West and Leigh': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-35), 'Southgate and Wood Green': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-35), 'Southport': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-19), 'Spelthorne': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-40), 'Spen Valley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-21), 'St Albans': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-34), 'St Austell and Newquay': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=45, y=-44), 'St Helens North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-21), 'St Helens South and Whiston': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-22), 'St Ives': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=43, y=-46), 'St Neots and Mid Cambridgeshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-31), 'Stafford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-28), 'Staffordshire Moorlands': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-27), 'Stalybridge and Hyde': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-24), 'Stevenage': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-33), 'Stockport': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-25), 'Stockton North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-16), 'Stockton West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-17), 'Stoke-on-Trent Central': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-28), 'Stoke-on-Trent North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-27), 'Stoke-on-Trent South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-29), 'Stone, Great Wyrley and Penkridge': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-28), 'Stourbridge': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-32), 'Stratford and Bow': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-38), 'Stratford-on-Avon': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-35), 'Streatham and Croydon North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-42), 'Stretford and Urmston': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-24), 'Stroud': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-37), 'Suffolk Coastal': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=69, y=-29), 'Sunderland Central': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-15), 'Surrey Heath': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-39), 'Sussex Weald': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=70, y=-42), 'Sutton and Cheam': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-42), 'Sutton Coldfield': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-31), 'Swindon North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-39), 'Swindon South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-40), 'Tamworth': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-30), 'Tatton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-26), 'Taunton and Wellington': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-42), 'Telford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-29), 'Tewkesbury': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-36), 'The Wrekin': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-29), 'Thirsk and Malton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-18), 'Thornbury and Yate': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-36), 'Thurrock': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-36), 'Tipton and Wednesbury': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-31), 'Tiverton and Minehead': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=47, y=-41), 'Tonbridge': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-41), 'Tooting': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-42), 'Torbay': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-44), 'Torridge and Tavistock': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=46, y=-42), 'Tottenham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-37), 'Truro and Falmouth': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=44, y=-45), 'Tunbridge Wells': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=69, y=-42), 'Twickenham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-41), 'Tynemouth': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-13), 'Uxbridge and South Ruislip': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-37), 'Vauxhall and Camberwell Green': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-41), 'Wakefield and Rothwell': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=59, y=-22), 'Wallasey': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-27), 'Walsall and Bloxwich': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-30), 'Walthamstow': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-37), 'Warrington North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-23), 'Warrington South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-24), 'Warwick and Leamington': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-35), 'Washington and Gateshead South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-15), 'Watford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-35), 'Waveney Valley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-28), 'Weald of Kent': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=70, y=-41), 'Wellingborough and Rushden': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=63, y=-30), 'Wells and Mendip Hills': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-40), 'Welwyn Hatfield': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=65, y=-33), 'West Bromwich': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-32), 'West Dorset': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-44), 'West Ham and Beckton': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=66, y=-38), 'West Lancashire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-21), 'West Suffolk': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=67, y=-30), 'West Worcestershire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-35), 'Westmorland and Lonsdale': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-15), 'Weston-super-Mare': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-40), 'Wetherby and Easingwold': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=62, y=-20), 'Whitehaven and Workington': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-16), 'Widnes and Halewood': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-26), 'Wigan': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-20), 'Wimbledon': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-41), 'Winchester': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-40), 'Windsor': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-38), 'Wirral West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-28), 'Witham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=68, y=-33), 'Witney': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=56, y=-35), 'Woking': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=57, y=-40), 'Wokingham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=55, y=-38), 'Wolverhampton North East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-29), 'Wolverhampton South East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-30), 'Wolverhampton West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-30), 'Worcester': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-34), 'Worsley and Eccles': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-23), 'Worthing West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=64, y=-44), 'Wycombe': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=58, y=-36), 'Wyre Forest': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-33), 'Wythenshawe and Sale East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-26), 'Yeovil': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-42), 'York Central': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=60, y=-19), 'York Outer': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=61, y=-18), 'Belfast East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=45, y=-17), 'Belfast North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=45, y=-16), 'Belfast South and Mid Down': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=45, y=-18), 'Belfast West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=44, y=-17), 'East Antrim': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=45, y=-15), 'East Londonderry': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=43, y=-15), 'Fermanagh and South Tyrone': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=42, y=-17), 'Foyle': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=42, y=-15), 'Lagan Valley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=44, y=-18), 'Mid Ulster': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=43, y=-16), 'Newry and Armagh': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=44, y=-19), 'North Antrim': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=44, y=-15), 'North Down': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=46, y=-16), 'South Antrim': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=44, y=-16), 'South Down': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=46, y=-18), 'Strangford': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=46, y=-17), 'Upper Bann': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=43, y=-18), 'West Tyrone': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=42, y=-16), 'East Renfrewshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-11), 'Na h-Eileanan an Iar': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=47, y=-2), 'Midlothian': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-11), 'North Ayrshire and Arran': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-10), 'Orkney and Shetland': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=0), 'Aberdeen North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-3), 'Aberdeen South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-4), 'Aberdeenshire North and Moray East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, 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UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-6), 'Dunfermline and Dollar': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-7), 'East Kilbride and Strathaven': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-13), 'Edinburgh East and Musselburgh': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=54, y=-10), 'Edinburgh North and Leith': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-9), 'Edinburgh South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-10), 'Edinburgh South West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, 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UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-10), 'Glasgow West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-8), 'Glenrothes and Mid Fife': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-6), 'Gordon and Buchan': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-4), 'Hamilton and Clyde Valley': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-12), 'Inverclyde and Renfrewshire West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-8), 'Inverness, Skye and West Ross-shire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-3), 'Livingston': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-11), 'Lothian East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-11), 'Mid Dunbartonshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-7), 'Moray West, Nairn and Strathspey': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-4), 'Motherwell, Wishaw and Carluke': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=52, y=-12), 'North East Fife': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-6), 'Paisley and Renfrewshire North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-9), 'Paisley and Renfrewshire South': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-10), 'Perth and Kinross-shire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-5), 'Rutherglen': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-12), 'Stirling and Strathallan': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-6), 'West Dunbartonshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-7), 'Ayr, Carrick and Cumnock': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-13), 'Berwickshire, Roxburgh and Selkirk': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=53, y=-12), 'Central Ayrshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-12), 'Kilmarnock and Loudoun': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-13), 'West Aberdeenshire and Kincardine': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=51, y=-4), 'Aberafan Maesteg': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=46, y=-36), 'Alyn and Deeside': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-29), 'Bangor Aberconwy': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=47, y=-31), 'Blaenau Gwent and Rhymney': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-33), 'Brecon, Radnor and Cwm Tawe': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-32), 'Bridgend': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=46, y=-37), 'Caerfyrddin': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-32), 'Caerphilly': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-35), 'Cardiff East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-37), 'Cardiff North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-36), 'Cardiff South and Penarth': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-38), 'Cardiff West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=47, y=-37), 'Ceredigion Preseli': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-34), 'Clwyd East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-30), 'Clwyd North': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-30), 'Dwyfor Meirionnydd': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-31), 'Gower': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=44, y=-37), 'Llanelli': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=45, y=-36), 'Merthyr Tydfil and Aberdare': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-34), 'Mid and South Pembrokeshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=44, y=-36), 'Monmouthshire': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-36), 'Montgomeryshire and Glyndwr': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-31), 'Neath and Swansea East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=47, y=-35), 'Newport East': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-37), 'Newport West and Islwyn': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=49, y=-36), 'Pontypridd': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=48, y=-35), 'Rhondda and Ogmore': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=47, y=-36), 'Swansea West': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=45, y=-37), 'Torfaen': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-34), 'Vale of Glamorgan': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=47, y=-38), 'Wrexham': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=50, y=-30), 'Ynys Môn': UKConstituencyBreakdownByConstituency(average_household_income_change=0.0, relative_household_income_change=0.0, x=46, y=-29)}, outcomes_by_region={'uk': {'Gain more than 5%': 0, 'Gain less than 5%': 0, 'No change': 650, 'Lose less than 5%': 0, 'Lose more than 5%': 0}, 'england': {'Gain more than 5%': 0, 'Gain less than 5%': 0, 'No change': 543, 'Lose less than 5%': 0, 'Lose more than 5%': 0}, 'scotland': {'Gain more than 5%': 0, 'Gain less than 5%': 0, 'No change': 57, 'Lose less than 5%': 0, 'Lose more than 5%': 0}, 'wales': {'Gain more than 5%': 0, 'Gain less than 5%': 0, 'No change': 32, 'Lose less than 5%': 0, 'Lose more than 5%': 0}, 'northern_ireland': {'Gain more than 5%': 0, 'Gain less than 5%': 0, 'No change': 18, 'Lose less than 5%': 0, 'Lose more than 5%': 0}}), cliff_impact=None)" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from policyengine import Simulation\n", - "\n", - "sim = Simulation(\n", - " country=\"uk\",\n", - " scope=\"macro\",\n", - " reform={},\n", - " time_period=2025,\n", - ")\n", - "\n", - "sim.calculate_economy_comparison()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Providing `baseline` and `reform` policies\n", - "\n", - "The `baseline` and `reform` policies are dictionaries that represent the policy to simulate. You don't have to provide a reform policy (if you don't, the simulation will just simulate the baseline policy). You also don't have to provide a baseline policy (if you don't, the simulation will just compare your reform scenario against current law).\n", - "\n", - "If you do, they should each follow this syntax:\n", - "\n", - "```json\n", - "{\n", - " \"gov.hmrc.income_tax.rate\": { // Parameter address, in the country model's `parameters/` folder\n", - " \"2025\": 0.2 // Value to set the parameter to in the year 2025\n", - " }\n", - "}\n", - "```\n", - "\n", - "You can also use this shorthand to set parameters for all years:\n", - "\n", - "```json\n", - "{\n", - " \"gov.hmrc.income_tax.rate\": 0.2\n", - "}\n", - "```\n", - "\n", - "## Providing `data`\n", - "\n", - "If you set `scope` to `macro`, you should provide either:\n", - "\n", - "* A Google Cloud `.h5` dataset address in this format: `\"gcs://policyengine-us-data/cps_2023.h5\"` (`gcs://bucket/path.h5`).\n", - "* An instance of `policyengine_core.data.Dataset` (advanced).\n", - "\n", - "See `policyengine.constants` for the available datasets.\n", - "\n", - "If you set `scope` to `household`, you should provide a dictionary that represents a household. This should look like:\n", - "\n", - "```json\n", - "{\n", - " \"people\": { // Entity group\n", - " \"person\": { // Entity name\n", - " \"age\": { // Variable (in the country model's `variables/` folder)\n", - " \"2025\": 30, // Time period and value\n", - " }\n", - " }\n", - " },\n", - " \"households\": {\n", - " \"household\": {\n", - " \"members\": [\"person\"], // Group entities need a `members` field\n", - " \"region\": {\n", - " \"2025\": \"LONDON\",\n", - " }\n", - " }\n", - " }\n", - "}\n", - "```\n", - "\n", - "See the country model's repository for more information on what entity types are available.\n", - "\n", - "## Module documentation\n", - "\n", - "```{eval-rst}\n", - ".. automodule:: policyengine.simulation\n", - " :members:\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": ".venv", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.11" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/index.ipynb b/docs/index.ipynb deleted file mode 100644 index d6a60d75..00000000 --- a/docs/index.ipynb +++ /dev/null @@ -1,81 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# PolicyEngine Python interface\n", - "\n", - "Welcome to the documentation for PolicyEngine, a Python package for analyzing tax-benefit policies and estimating their societal impacts.\n", - "\n", - "## Overview\n", - "\n", - "This package enables users to create and simulate different scenarios of specific or representative households in a country, under different tax-benefit rules or economic assumptions.\n", - "\n", - "We currently support the UK and the US.\n", - "\n", - "## Quick start\n", - "\n", - "To install the package, run:\n", - "\n", - "```bash\n", - "pip install policyengine\n", - "```\n", - "\n", - "Then, for example:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "EconomyComparison(fiscal=FiscalComparison(baseline=FiscalSummary(tax_revenue=658911285719.5891, federal_tax=658911285719.5891, state_tax=0.0, government_spending=349760026840.3932, tax_benefit_programs={'income_tax': 333376287037.05945, 'national_insurance': 52985626776.773834, 'ni_employer': 126330649370.35953, 'vat': 211671832822.39133, 'council_tax': 49007055050.00724, 'fuel_duty': 26506672341.204205, 'tax_credits': -34929879.49872104, 'universal_credit': -73459549194.97665, 'child_benefit': -14311471487.935827, 'state_pension': -132795868621.44594, 'pension_credit': -6252358021.417119}, household_net_income=1566030461192.7288), reform=FiscalSummary(tax_revenue=637686731286.3723, federal_tax=637686731286.3723, state_tax=0.0, government_spending=349224353712.28815, tax_benefit_programs={'income_tax': 312151564998.6612, 'national_insurance': 52985626776.773834, 'ni_employer': 126330649370.35953, 'vat': 211671832822.39133, 'council_tax': 49007055050.00724, 'fuel_duty': 26506672341.204205, 'tax_credits': -34929879.49872104, 'universal_credit': -73099552696.20555, 'child_benefit': -14311471487.935827, 'state_pension': -132795868621.44594, 'pension_credit': -6181432287.167828}, household_net_income=1586719205744.2463), change=FiscalSummary(tax_revenue=-21224554433.216797, federal_tax=-21224554433.216797, state_tax=0.0, government_spending=-535673128.1050415, tax_benefit_programs={'income_tax': -21224722038.398254, 'national_insurance': 0.0, 'ni_employer': 0.0, 'vat': 0.0, 'council_tax': 0.0, 'fuel_duty': 0.0, 'tax_credits': 0.0, 'universal_credit': 359996498.7711029, 'child_benefit': 0.0, 'state_pension': 0.0, 'pension_credit': 70925734.24929142}, household_net_income=20688744551.51758), relative_change=FiscalSummary(tax_revenue=-0.03221155092227281, federal_tax=-0.03221155092227281, state_tax=0.0, government_spending=-0.0015315447363843167, tax_benefit_programs={'income_tax': -0.06366596204858095, 'national_insurance': 0.0, 'ni_employer': 0.0, 'vat': 0.0, 'council_tax': 0.0, 'fuel_duty': 0.0, 'tax_credits': -0.0, 'universal_credit': -0.004900608603186478, 'child_benefit': -0.0, 'state_pension': -0.0, 'pension_credit': -0.01134383763795021}, household_net_income=0.013210946443379206)), inequality=InequalityComparison(baseline=InequalitySummary(gini=0.36255338125570424, top_10_share=0.3260922885079385, top_1_share=0.1314559726417293), reform=InequalitySummary(gini=0.3621067195625373, top_10_share=0.3247068529020242, top_1_share=0.13003247918783417), change=InequalitySummary(gini=-0.0004466616931669276, top_10_share=-0.0013854356059142536, top_1_share=-0.0014234934538951416), relative_change=InequalitySummary(gini=-0.001231988767060768, top_10_share=-0.004248599720813472, top_1_share=-0.010828670811137177)), distributional=DecileImpacts(income=IncomeMeasureSpecificDecileImpacts(income_change=IncomeMeasureSpecificDecileIncomeChange(relative={1: 0.006888347426579352, 2: 0.01207019625644219, 3: 0.013627468842833087, 4: 0.016100481654779814, 5: 0.013748247907171681, 6: 0.01686883037766935, 7: 0.01753355131276628, 8: 0.016653942719361867, 9: 0.01676805576642017, 10: 0.007412181202749425}, average={1: 104.97431830321577, 2: 345.37333460917273, 3: 505.9344918602069, 4: 693.5160756480564, 5: 633.0329182433123, 6: 916.7939753239693, 7: 1160.9595929383368, 8: 1339.97187253835, 9: 1645.9437072259466, 10: 1555.8434910392261}), winners_and_losers=IncomeMeasureSpecificDecileWinnersLosers(deciles={1: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.0001755859570557263, lose_share=0.0001682513537722099, no_change_share=0.7777594280562966, gain_share=0.22207232058993112, gain_less_than_5_percent_share=0.8921554326814847, gain_more_than_5_percent_share=0.1076689813614596), 2: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.008308201427960779, lose_share=0.008308201427960779, no_change_share=0.3296747315922954, gain_share=0.6620170669797438, gain_less_than_5_percent_share=0.8919232634243426, gain_more_than_5_percent_share=0.09976853514769665), 3: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.0025640225401700836, lose_share=7.961082321261601e-05, no_change_share=0.24144297964047653, gain_share=0.7584774095363108, gain_less_than_5_percent_share=0.8374155175602881, gain_more_than_5_percent_share=0.1600204598995418), 4: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.0, lose_share=0.0, no_change_share=0.12752277174703963, gain_share=0.8724772282529604, gain_less_than_5_percent_share=0.9665865451338477, gain_more_than_5_percent_share=0.03341345486615228), 5: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.0, lose_share=0.0, no_change_share=0.03956658976737942, gain_share=0.9604334102326206, gain_less_than_5_percent_share=0.9972436631437993, gain_more_than_5_percent_share=0.0027563368562006983), 6: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=9.23312947542871e-08, lose_share=0.0, no_change_share=0.04739185313495122, gain_share=0.9526081468650488, gain_less_than_5_percent_share=0.950097303756789, gain_more_than_5_percent_share=0.04990260391191623), 7: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=5.104037721866914e-07, lose_share=5.104037721866914e-07, no_change_share=0.018556113733354175, gain_share=0.9814433758628737, gain_less_than_5_percent_share=0.9532747831120698, gain_more_than_5_percent_share=0.046724706484157955), 8: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.0, lose_share=0.0, no_change_share=0.0078485273494483, gain_share=0.9921514726505517, gain_less_than_5_percent_share=0.9864864572885578, gain_more_than_5_percent_share=0.013513542711442263), 9: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=3.9720293329414453e-08, lose_share=0.0, no_change_share=0.015484773300234851, gain_share=0.9845152266997651, gain_less_than_5_percent_share=0.9942833742036897, gain_more_than_5_percent_share=0.00571658607601697), 10: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.0, lose_share=0.0, no_change_share=0.09527409658848911, gain_share=0.9047259034115109, gain_less_than_5_percent_share=1.0, gain_more_than_5_percent_share=0.0)}, all=IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.0010924738666159373, lose_share=0.0008384108829899095, no_change_share=0.16458777279036807, gain_share=0.8345738163266421, gain_less_than_5_percent_share=0.947301858492644, gain_more_than_5_percent_share=0.051605667640740344))), wealth=IncomeMeasureSpecificDecileImpacts(income_change=IncomeMeasureSpecificDecileIncomeChange(relative={1: 0.008709359540639157, 2: 0.00905578708175186, 3: 0.012492298883059996, 4: 0.01152604162555258, 5: 0.013211680341905644, 6: 0.015499276808714067, 7: 0.015075628657318645, 8: 0.013872537910746014, 9: 0.014863082577873714, 10: 0.013423194473756452}, average={1: 369.702952145763, 2: 348.23782779938443, 3: 552.8656647582718, 4: 568.6862981673706, 5: 788.7199254212952, 6: 1082.0251273410129, 7: 995.5414649462065, 8: 980.0256472731063, 9: 1104.9136440223838, 10: 1148.3564641697874}), winners_and_losers=IncomeMeasureSpecificDecileWinnersLosers(deciles={1: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=2.6883274101429057e-05, lose_share=2.6883274101429057e-05, no_change_share=0.4508804429091072, gain_share=0.5490926738167914, gain_less_than_5_percent_share=0.9848507184309168, gain_more_than_5_percent_share=0.015122398294981835), 2: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=3.6190041582250956e-08, lose_share=0.0, no_change_share=0.494450094962446, gain_share=0.505549905037554, gain_less_than_5_percent_share=0.9931537493063021, gain_more_than_5_percent_share=0.006846214503656335), 3: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.0, lose_share=0.0, no_change_share=0.02404055636315165, gain_share=0.9759594436368484, gain_less_than_5_percent_share=0.9891467785172058, gain_more_than_5_percent_share=0.010853221482794195), 4: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.0021384901223377517, lose_share=8.272884193213454e-07, no_change_share=0.36369619644130957, gain_share=0.6363029762702711, gain_less_than_5_percent_share=0.9597482462129343, gain_more_than_5_percent_share=0.038113263664727975), 5: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.0002447588006939626, lose_share=0.00024460254119754784, no_change_share=0.16613074345434808, gain_share=0.8336246540044544, gain_less_than_5_percent_share=0.9833489364919241, gain_more_than_5_percent_share=0.01640630470738194), 6: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.0, lose_share=0.0, no_change_share=0.025790631489697343, gain_share=0.9742093685103027, gain_less_than_5_percent_share=0.9861761877807416, gain_more_than_5_percent_share=0.013823812219258384), 7: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.00020866319896562508, lose_share=4.163438722119544e-05, no_change_share=0.08407934672412146, gain_share=0.9158790188886573, gain_less_than_5_percent_share=0.9021123857304735, gain_more_than_5_percent_share=0.09767895107056095), 8: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.0, lose_share=0.0, no_change_share=0.056524409525954916, gain_share=0.9434755904740451, gain_less_than_5_percent_share=0.9366881433479168, gain_more_than_5_percent_share=0.06331185665208312), 9: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.008053685714292545, lose_share=0.008053685714292545, no_change_share=0.027806404912023186, gain_share=0.9641399093736843, gain_less_than_5_percent_share=0.9371641387443307, gain_more_than_5_percent_share=0.05478217554137677), 10: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=4.868756468537358e-08, lose_share=4.868756468537358e-08, no_change_share=0.06985295508301145, gain_share=0.9301469962294239, gain_less_than_5_percent_share=0.806768831589799, gain_more_than_5_percent_share=0.1932311197226364)}, all=IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(lose_more_than_5_percent_share=0.0, lose_less_than_5_percent_share=0.0010924738666159373, lose_share=0.0008384108829899095, no_change_share=0.16458777279036807, gain_share=0.8345738163266421, gain_less_than_5_percent_share=0.947301858492644, gain_more_than_5_percent_share=0.051605667640740344)))), poverty=[PovertyRateMetricComparison(age_group='child', racial_group='all', relative=True, poverty_rate='uk_hbai_bhc', baseline=0.0866740345954895, reform=0.08660321682691574, change=-7.081776857376099e-05, relative_change=-0.0008170586370447596), PovertyRateMetricComparison(age_group='child', racial_group='all', relative=True, poverty_rate='uk_hbai_bhc_half', baseline=0.005887233652174473, reform=0.005886665545403957, change=-5.681067705154419e-07, relative_change=-9.649808451302242e-05), PovertyRateMetricComparison(age_group='child', racial_group='all', relative=False, poverty_rate='uk_hbai_bhc', baseline=1636588.5, reform=1635251.25, change=-1337.25, relative_change=-0.0008170960507176972), PovertyRateMetricComparison(age_group='child', racial_group='all', relative=False, poverty_rate='uk_hbai_bhc_half', baseline=111163.3828125, reform=111152.65625, change=-10.7265625, relative_change=-9.649366750643566e-05), PovertyRateMetricComparison(age_group='working_age', racial_group='all', relative=True, poverty_rate='uk_hbai_bhc', baseline=0.08067396283149719, reform=0.07947173714637756, change=-0.001202225685119629, relative_change=-0.014902276309776728), PovertyRateMetricComparison(age_group='working_age', racial_group='all', relative=True, poverty_rate='uk_hbai_bhc_half', baseline=0.020408159121870995, reform=0.020407630130648613, change=-5.289912223815918e-07, relative_change=-2.5920575159308858e-05), PovertyRateMetricComparison(age_group='working_age', racial_group='all', relative=False, poverty_rate='uk_hbai_bhc', baseline=3613979.5, reform=3560123.0, change=-53856.5, relative_change=-0.014902270474970874), PovertyRateMetricComparison(age_group='working_age', racial_group='all', relative=False, poverty_rate='uk_hbai_bhc_half', baseline=914231.375, reform=914207.75, change=-23.625, relative_change=-2.584137959605685e-05), PovertyRateMetricComparison(age_group='senior', racial_group='all', relative=True, poverty_rate='uk_hbai_bhc', baseline=0.033274661749601364, reform=0.03287290409207344, change=-0.0004017576575279236, relative_change=-0.012073981714712297), PovertyRateMetricComparison(age_group='senior', racial_group='all', relative=True, poverty_rate='uk_hbai_bhc_half', baseline=0.0007299797143787146, reform=0.0007292248192243278, change=-7.548951543867588e-07, relative_change=-0.0010341316882062261), PovertyRateMetricComparison(age_group='senior', racial_group='all', relative=False, poverty_rate='uk_hbai_bhc', baseline=436230.6875, reform=430963.625, change=-5267.0625, relative_change=-0.01207403021136609), PovertyRateMetricComparison(age_group='senior', racial_group='all', relative=False, poverty_rate='uk_hbai_bhc_half', baseline=9570.03125, reform=9560.134765625, change=-9.896484375, relative_change=-0.0010341120228839378), PovertyRateMetricComparison(age_group='all', racial_group='all', relative=True, poverty_rate='uk_hbai_bhc', baseline=0.07405699789524078, reform=0.07326966524124146, change=-0.0007873326539993286, relative_change=-0.01063144167838224), PovertyRateMetricComparison(age_group='all', racial_group='all', relative=True, poverty_rate='uk_hbai_bhc_half', baseline=0.01347795594483614, reform=0.013477379456162453, change=-5.764886736869812e-07, relative_change=-4.277270797192756e-05), PovertyRateMetricComparison(age_group='all', racial_group='all', relative=False, poverty_rate='uk_hbai_bhc', baseline=5686796.5, reform=5626338.0, change=-60458.5, relative_change=-0.010631380954110104), PovertyRateMetricComparison(age_group='all', racial_group='all', relative=False, poverty_rate='uk_hbai_bhc_half', baseline=1034964.875, reform=1034920.625, change=-44.25, relative_change=-4.27550741758265e-05)], labor_supply=[])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from policyengine import Simulation\n", - "\n", - "sim = Simulation(\n", - " scope=\"macro\",\n", - " country=\"uk\",\n", - " time_period=2025,\n", - " reform={\n", - " \"gov.hmrc.income_tax.allowances.personal_allowance.amount\": 15000\n", - " },\n", - ")\n", - "\n", - "sim.calculate_economy_comparison()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "base", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.12.9" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/logo.png b/docs/logo.png deleted file mode 100644 index 12736e4dce8158bb6ed2557a2bf9d0856811758e..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 10188 zcmd5?_divC{J+^Fgp@KXD=Sg4M+(7Dak3Ok3EL!r2nD3~2_tiu%TSLinlj4$ou(w#vd2fn8 zv={V2=i{s%T15&QsS|e;rdUcLdcSPf_49o@HO);#va{3}qa%=N+>UbYYlM3-!6fQ-CVxAd+QXv zdrLCQR{zB*F+$;Vb_(#ljwr;k7H?#jG7dwV5ULBD$ge1JRqGNgZ10Tfx~{ufiaeYJ 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zE8Xl-30WN`l_F5t(D1Gqk0Y>dzxAaMX5b)UHY9ecyjLVEhLfeW7{P~}IXhU!+3OJB z)l~bY2`qnLH6F9QvaGTOG&oCB)aL|L@c}!zz;G?FOE5WDYv4RD04KO;Fn&=Sxl`e! zX7brLVRfc#v?Z1s=UqhPwBw<{XyY%xHkZC3m^=1H;w5|3<)g9}ABUmhcYC8d+Qe73 z`N-~$BJVeNfVV;vK)*j+#lLZ{Sxa(DiL+HVA{!=Xn`l{L2y1!6iuI)Vw6P^n)vUtF z7@sPzhIy$p8+uTAxX(mwv!MR2xIAsirfmhIQ<;&jG?dT9<(Pj;G27Or_=b?%27mzc N=z-pS#Jwk>{{sb>U7r8| diff --git a/docs/outputs/calculate_average_earnings.md b/docs/outputs/calculate_average_earnings.md deleted file mode 100644 index ab1636d2..00000000 --- a/docs/outputs/calculate_average_earnings.md +++ /dev/null @@ -1,7 +0,0 @@ -# Average earnings - -This extension calculates the average earnings of a large population. - -```{eval-rst} -.. autofunction:: policyengine.outputs.macro.single.calculate_average_earnings.calculate_average_earnings -``` \ No newline at end of file diff --git a/docs/reference/parameters_uk.md b/docs/reference/parameters_uk.md deleted file mode 100644 index 7e244486..00000000 --- a/docs/reference/parameters_uk.md +++ /dev/null @@ -1,6762 +0,0 @@ -# UK parameters - -This page shows a list of available parameters for reforms for the UK model. - -We exclude from this list: - -* Some parameters without documentation (we're a large, fast-growing model maintained by a small team- we're working on it!) -* Abolition parameters, which mirror each household property and allow the user to set the value of the property to zero (these take the format `gov.abolitions.variable_name`) because these roughly triple the size of this list and are repetitive. -### calibration.uprating.equity_prices -**Label:** Equity prices - -Equity prices (OBR forecast). - -**Type:** int - -**Current value:** 4291 - ---- - -### calibration.programs.fuel_duty.revenue -**Label:** Fuel duty revenues - -Fuel duty revenues. - -**Type:** int - -**Current value:** 26621382708 - ---- - -### calibration.programs.capital_gains.total -**Label:** Total capital gains - -Total capital gains by individuals. - -**Type:** int - -**Current value:** 79881000000 - ---- - -### calibration.programs.capital_gains.tax -**Label:** Capital Gains Tax revenue - -Capital gains tax revenue. - -**Type:** int - -**Current value:** 16200000000 - ---- - -### household.wealth.financial_assets -**Label:** Financial assets - -Financial assets of households. - -**Type:** int - -**Current value:** 7300000000000 - ---- - -### household.consumption.fuel.prices.diesel -**Label:** Price of diesel per litre - -Average price of diesel per litre. - -**Type:** float - -**Current value:** 1.52 - ---- - -### household.consumption.fuel.prices.petrol -**Label:** Price of unleaded petrol per litre - -Average price of unleaded petrol per litre, including fuel duty. - -**Type:** float - -**Current value:** 1.44 - ---- - -### household.poverty.absolute_poverty_threshold_bhc -**Label:** Absolute poverty threshold, before housing costs - -Absolute poverty threshold for equivalised household net income, before housing costs - -**Type:** float - -**Current value:** 367.36108108108107 - ---- - -### household.poverty.absolute_poverty_threshold_ahc -**Label:** Absolute poverty threshold, after housing costs - -Absolute poverty threshold for equivalised household net income, after housing costs. - -**Type:** float - -**Current value:** 314.75567567567566 - ---- - -### gov.indices.private_rent_index -**Label:** Private rental prices index - -Index of private rental prices across the UK. - -**Type:** float - -**Current value:** 128.5577828397874 - ---- - -### gov.ons.rpi -**Label:** RPI - -Retail Price Index (RPI) is a measure of inflation published by the Office for National Statistics. - -**Type:** float - -**Current value:** 377.5 - ---- - -### gov.social_security_scotland.pawhp.amount.lower -**Label:** PAWHP lower amount - -**Type:** float - -**Current value:** 205.04825538233115 - ---- - -### gov.social_security_scotland.pawhp.amount.higher -**Label:** PAWHP lower amount - -**Type:** float - -**Current value:** 307.5723830734967 - ---- - -### gov.social_security_scotland.pawhp.amount.base -**Label:** PAWHP base payment - -Amount paid to non-benefit-claiming pensioners for the PAWHP. - -**Type:** int - -**Current value:** 100 - ---- - -### gov.social_security_scotland.pawhp.eligibility.state_pension_age_requirement -**Label:** PAWHP State Pension Age requirement - -Whether individuals must be State Pension Age to qualify for the PAWHP. - -**Type:** bool - -**Current value:** True - ---- - -### gov.social_security_scotland.pawhp.eligibility.require_benefits -**Label:** PAWHP means-tested benefits requirement - -Whether receipt of means-tested benefits is required to qualify for the Winter Fuel Payment. - -**Type:** bool - -**Current value:** True - ---- - -### gov.social_security_scotland.pawhp.eligibility.higher_age_requirement -**Label:** Winter Fuel Payment higher amount age requirement - -Age requirement to qualify for the higher PAWHP. - -**Type:** int - -**Current value:** 80 - ---- - -### gov.ofgem.energy_price_guarantee -**Label:** Energy price guarantee - -The capped default tariff energy price level for Ofgem's central household (2,900kWh per annum in electricity consumption, 12,000kWh per annum for gas). The Energy Price Cap subsidy reduces household bills to this level. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.ofgem.energy_price_cap -**Label:** Ofgem energy price level - -The default tariff energy price for Ofgem's central household (2,900kWh per annum in electricity consumption, 12,000kWh per annum for gas). The Energy Price Cap subsidy reduces household energy bills by the difference between this amount and the subsity target parameter level. - -**Type:** int - -**Current value:** 2389 - ---- - -### gov.simulation.labor_supply_responses.bounds.effective_wage_rate_change -**Label:** Effective wage rate change LSR bound - -Effective wage rate changes larger than this will be capped at this value. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.simulation.labor_supply_responses.bounds.income_change -**Label:** Income change LSR bound - -Net income changes larger than this will be capped at this value. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.simulation.labor_supply_responses.substitution_elasticity -**Label:** Substitution elasticity of labor supply - -Percent change in labor supply given a 1% change in the effective marginal wage. This applies only to employment income. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.labor_supply_responses.income_elasticity -**Label:** Income elasticity of labor supply - -Percent change in labor supply given a 1% change in disposable income. This applies only to employment income. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.marginal_tax_rate_adults -**Label:** Number of adults to simulate a marginal tax rate for - -Number of adults to simulate a marginal tax rate for, in each household. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.simulation.capital_gains_responses.elasticity -**Label:** capital gains elasticity - -Elasticity of capital gains with respect to the capital gains marginal tax rate. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.private_school_vat.private_school_vat_basis -**Label:** private school tuition VAT basis - -Effective percentage of private school tuition subject to VAT - -**Type:** float - -**Current value:** 0.75 - ---- - -### gov.simulation.private_school_vat.private_school_factor -**Label:** student polulation adjustment factor - -student polulation adjustment factor, tested by Vahid - -**Type:** float - -**Current value:** 0.85 - ---- - -### gov.simulation.private_school_vat.private_school_fees -**Label:** mean annual private school fee - -Mean annual private school fee - -**Type:** float - -**Current value:** 17210.75043630017 - ---- - -### gov.revenue_scotland.lbtt.residential.additional_residence_surcharge -**Label:** LBTT fixed rate increase for secondary residences - -Increase in percentage rates for non-primary residence purchases. - -**Type:** float - -**Current value:** 0.06 - ---- - -### gov.benefit_uprating_cpi -**Label:** Benefit uprating index - -Most recent September CPIH index value, updated for each uprating occurrence (2005=100) - -**Type:** float - -**Current value:** 153.44444444444443 - ---- - -### gov.contrib.conservatives.pensioner_personal_allowance -**Label:** personal allowance for pensioners - -Personal Allowance for pensioners. - -**Type:** int - -**Current value:** 12570 - ---- - -### gov.contrib.conservatives.cb_hitc_household -**Label:** household-based High Income Tax Charge - -Child Benefit HITC assesses the joint income of a household to determine the amount of Child Benefit that is repayable. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.cps.marriage_tax_reforms.expanded_ma.remove_income_condition -**Label:** Remove MA high-income restrictions - -Allow higher and additional rate taxpayers to claim the Marriage Allowance. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.cps.marriage_tax_reforms.expanded_ma.max_child_age -**Label:** Expanded MA child age condition - -Only expand the Marriage Allowance for couples with a child under this age (zero does not limit by child age). - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.cps.marriage_tax_reforms.expanded_ma.ma_rate -**Label:** Expanded Marriage Allowance rate - -Marriage Allowance maximum rate for eligible couples. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.contrib.cps.marriage_tax_reforms.marriage_neutral_it.neutralise_income_tax -**Label:** Marriage-neutral Income Tax - -Allow couples to split their taxable income equally for Income Tax. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.cps.marriage_tax_reforms.marriage_neutral_it.max_child_age -**Label:** Expanded MA child age condition - -Only marriage-neutralise Income Tax for couples with a child under this age (zero does not limit by child age). - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.interactions.include_in_taxable_income -**Label:** Include basic income in taxable income - -Include basic income as earned income in benefit means tests. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ubi_center.basic_income.interactions.withdraw_cb -**Label:** Withdraw Child Benefit from basic income recipients - -Withdraw Child Benefit payments from basic income recipients. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ubi_center.basic_income.interactions.include_in_means_tests -**Label:** Include basic income in means tests - -Include basic income as earned income in benefit means tests. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ubi_center.basic_income.amount.adult_age -**Label:** Adult basic income threshold - -Age at which a person stops receiving the child basic income and begins receiving the adult basic income. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.contrib.ubi_center.basic_income.amount.by_age.child -**Label:** Child basic income - -Basic income payment to children. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.by_age.working_age -**Label:** Working-age basic income - -Basic income payment to working-age adults. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.by_age.senior -**Label:** Senior basic income - -Basic income payment to seniors (individuals over State Pension Age). - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.child_min_age -**Label:** Child basic income minimum threshold - -Minimum age for children to receive the child basic income. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.flat -**Label:** Basic income - -Flat per-person basic income amount. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.phase_out.individual.rate -**Label:** Basic income individual phase-out rate - -Percentage of income over the phase-out threshold which is deducted from basic income payments. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.phase_out.individual.threshold -**Label:** Basic income individual phase-out threshold - -Threshold for taxable income at which basic income is reduced. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.phase_out.household.rate -**Label:** Basic income household phase-out rate - -Rate at which any remaining basic income (after individual phase-outs) is reduced over the household income threshold. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.phase_out.household.threshold -**Label:** Basic income household phase-out threshold - -Threshold for household taxable income, after which any remaining basic income (after individual phase-outs) is reduced. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.wealth_tax[0].threshold -**Label:** First wealth tax threshold - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.wealth_tax[0].rate -**Label:** First wealth tax rate - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.wealth_tax[1].threshold -**Label:** Second wealth tax threshold - -**Type:** int - -**Current value:** 100000000 - ---- - -### gov.contrib.ubi_center.wealth_tax[1].rate -**Label:** Second wealth tax rate - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.wealth_tax[2].threshold -**Label:** Third wealth tax threshold - -**Type:** int - -**Current value:** 1000000000 - ---- - -### gov.contrib.ubi_center.wealth_tax[2].rate -**Label:** Third wealth tax rate - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.carbon_tax.consumer_incidence -**Label:** Carbon tax consumer incidence - -Proportion of corporate carbon taxes which is passed on to consumers in the form of higher prices (as opposed to shareholders in the form of reduced profitability). - -**Type:** float - -**Current value:** 1.0 - ---- - -### gov.contrib.ubi_center.carbon_tax.rate -**Label:** Carbon tax - -Price per tonne of carbon emissions - -**Type:** float - -**Current value:** 0.0 - ---- - -### gov.contrib.ubi_center.land_value_tax.rate -**Label:** Land value tax - -Tax rate on the unimproved value of land - -**Type:** float - -**Current value:** 0.0 - ---- - -### gov.contrib.ubi_center.land_value_tax.household_rate -**Label:** Land value tax (households) - -Tax rate on the unimproved value of land owned by households - -**Type:** float - -**Current value:** 0.0 - ---- - -### gov.contrib.ubi_center.land_value_tax.corporate_rate -**Label:** Land value tax (corporations) - -Tax rate on the unimproved value of land owned by corporations - -**Type:** float - -**Current value:** 0.0 - ---- - -### gov.contrib.freeze_pension_credit -**Label:** Freeze Pension Credit - -Freeze Pension Credit payments. Set all Pension Credit payments to what they are under baseline policy. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.abolish_council_tax -**Label:** Abolish Council Tax - -Abolish council tax payments (and council tax benefit). - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.labour.private_school_vat -**Label:** private school VAT rate - -VAT rate applied to private schools. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.benefit_uprating.non_sp -**Label:** Non-State Pension benefit uprating - -Increase all non-State Pension benefits by this amount (this multiplies the end value, not the maximum amount). - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.benefit_uprating.all -**Label:** Benefit uprating - -Increase all benefit values by this percentage. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.economy.energy_bills -**Label:** Change to energy spending - -Raise energy spending by this percentage. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.economy.gdp_per_capita -**Label:** Change to GDP per capita - -Raise all market incomes by this percentage. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.economy.transport -**Label:** Change to transport spending - -Raise transport expenses by this percentage. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.economy.rent -**Label:** Change to rents - -Raise rental expenses by this percentage. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.economy.interest_rates -**Label:** Change to interest rates - -Raise the interest rate on mortgages by this percentage. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.employer_ni.employee_incidence -**Label:** Employer NI employee incidence - -Fraction of employer NI that is borne by employees. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.contrib.policyengine.employer_ni.exempt_employer_pension_contributions -**Label:** exempt employer pension contributions from employers' NI - -Whether to exempt employer pension contributions from employer NI. - -**Type:** bool - -**Current value:** True - ---- - -### gov.contrib.policyengine.employer_ni.consumer_incidence -**Label:** Employer NI consumer incidence - -Fraction of (remaining after employee incidence) employer NI that is borne by consumers. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.contrib.policyengine.employer_ni.capital_incidence -**Label:** Employer NI capital incidence - -Fraction of (remaining after employee incidence) employer NI that is borne by capital. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.contrib.policyengine.disable_simulated_benefits -**Label:** disable simulated benefits - -Disable simulated benefits. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.policyengine.budget.nhs -**Label:** NHS spending change (£bn) - -Increase in NHS spending, distributed by income decile as estimated by the ONS Effects of Taxes and Benefits dataset. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.budget.consumer_incident_tax_change -**Label:** tax on consumers (£bn) - -Tax increase incident on consumers. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.budget.education -**Label:** education spending change (£bn) - -Increase in education, distributed by income decile as estimated by the ONS Effects of Taxes and Benefits dataset. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.budget.high_income_incident_tax_change -**Label:** high income incident tax change (£bn) - -Tax rise for high income earners (functioning proportional to income over £100,000). - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.budget.other_public_spending -**Label:** general public spending change (£bn) - -Increase in non-NHS, non-education public spending, distributed by income decile as estimated by the ONS Effects of Taxes and Benefits dataset. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.budget.corporate_incident_tax_change -**Label:** tax on capital (£bn) - -Tax increase incident on owners of capital. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.cec.state_pension_increase -**Label:** State Pension increase - -Increase State Pension payments by this percentage. - -**Type:** float - -**Current value:** 0.0 - ---- - -### gov.contrib.cec.non_primary_residence_wealth_tax[0].threshold -**Label:** Wealth tax exemption on non-primary residence wealth - -This much wealth is exempt from the wealth tax. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.cec.non_primary_residence_wealth_tax[0].rate -**Label:** Wealth tax rate on non-primary residence wealth - -This is the marginal rate of tax on wealth above the threshold. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.abolish_state_pension -**Label:** Abolish State Pension - -Remove all State Pension payments. - -**Type:** bool - -**Current value:** False - ---- - -### gov.dwp.carers_allowance.rate -**Label:** Carer's Allowance rate - -Weekly rate of Carer's Allowance. - -**Type:** float - -**Current value:** 83.29 - ---- - -### gov.dwp.carers_allowance.min_hours -**Label:** Carer's Allowance minimum hours - -Minimum number of hours spent providing care to qualify for Carer's Allowance. - -**Type:** int - -**Current value:** 35 - ---- - -### gov.dwp.winter_fuel_payment.amount.lower -**Label:** Winter Fuel Payment lower amount - -**Type:** int - -**Current value:** 200 - ---- - -### gov.dwp.winter_fuel_payment.amount.higher -**Label:** Winter Fuel Payment higher amount - -**Type:** int - -**Current value:** 300 - ---- - -### gov.dwp.winter_fuel_payment.eligibility.state_pension_age_requirement -**Label:** Winter Fuel Payment State Pension Age requirement - -Whether individuals must be State Pension Age to qualify for the Winter Fuel Payment. - -**Type:** bool - -**Current value:** True - ---- - -### gov.dwp.winter_fuel_payment.eligibility.require_benefits -**Label:** Winter Fuel Payment means-tested benefits requirement - -Whether receipt of means-tested benefits is required to qualify for the Winter Fuel Payment. - -**Type:** bool - -**Current value:** True - ---- - -### gov.dwp.winter_fuel_payment.eligibility.higher_age_requirement -**Label:** Winter Fuel Payment higher amount age requitement - -Age requirement to qualify for the higher Winter Fuel Payment. - -**Type:** int - -**Current value:** 80 - ---- - -### gov.dwp.carer_premium.couple -**Label:** Legacy benefit carer premium (two carers) - -Carer premium for two qualifying carers for legacy benefits. - -**Type:** float - -**Current value:** 46.38 - ---- - -### gov.dwp.carer_premium.single -**Label:** Legacy benefit carer premium (one carer) - -Carer premium for one qualifying carer, for legacy benefits. - -**Type:** float - -**Current value:** 46.38 - ---- - -### gov.dwp.sda.maximum -**Label:** Severe Disablement Allowance - -Maximum Severe Disablement Allowance rate. - -**Type:** float - -**Current value:** 115.02 - ---- - -### gov.dwp.dla.self_care.middle -**Label:** DLA (self-care) (middle rate) - -Middle rate for Disability Living Allowance (self-care component). - -**Type:** float - -**Current value:** 73.89 - ---- - -### gov.dwp.dla.self_care.lower -**Label:** DLA (self-care) (lower rate) - -Lower rate for Disability Living Allowance (self-care component). - -**Type:** float - -**Current value:** 29.19 - ---- - -### gov.dwp.dla.self_care.higher -**Label:** DLA (self-care) (higher rate) - -Higher rate for Disability Living Allowance (self-care component). - -**Type:** float - -**Current value:** 110.4 - ---- - -### gov.dwp.dla.mobility.lower -**Label:** DLA (mobility) (lower rate) - -Lower rate for Disability Living Allowance (mobility component). - -**Type:** float - -**Current value:** 29.19 - ---- - -### gov.dwp.dla.mobility.higher -**Label:** DLA (mobility) (higher rate) - -Higher rate for Disability Living Allowance (mobility component). - -**Type:** float - -**Current value:** 77.04 - ---- - -### gov.dwp.housing_benefit.allowances.lone_parent.younger -**Label:** Housing Benefit lone parent younger personal allowance - -The following younger lone parent personal allowance is provided under the Housing Benefit. - -**Type:** float - -**Current value:** 72.92 - ---- - -### gov.dwp.housing_benefit.allowances.lone_parent.aged -**Label:** Housing Benefit lone parent aged personal allowance - -Personal allowance for Housing Benefit for a lone parent over State Pension age. - -**Type:** float - -**Current value:** 239.2 - ---- - -### gov.dwp.housing_benefit.allowances.lone_parent.older -**Label:** Housing Benefit lone parent older personal allowance - -The following older lone parent personal allowance is provided under the Housing Benefit. - -**Type:** float - -**Current value:** 92.04 - ---- - -### gov.dwp.housing_benefit.allowances.single.younger -**Label:** Housing Benefit single younger personal allowance - -The following younger single person personal allowance is provided under the Housing Benefit. - -**Type:** float - -**Current value:** 72.92 - ---- - -### gov.dwp.housing_benefit.allowances.single.aged -**Label:** Housing Benefit single aged personal allowance - -The following personal allowance amount is provided to single filers over the pension age under the Housing Benefit. - -**Type:** float - -**Current value:** 239.2 - ---- - -### gov.dwp.housing_benefit.allowances.single.older -**Label:** Housing Benefit single older personal allowance - -The following older single person personal allowance is provided under the Housing Benefit. - -**Type:** float - -**Current value:** 92.04 - ---- - -### gov.dwp.housing_benefit.allowances.age_threshold.younger -**Label:** Housing Benefit allowance younger age threshold - -A lower Housing Benefit allowance amount is provided if both members of a couple are below this age threshold. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.dwp.housing_benefit.allowances.age_threshold.older -**Label:** Housing Benefit allowance older age threshold - -A higher Houseing Benefit allowance amount is provided for filers over this age threshold. - -**Type:** int - -**Current value:** 25 - ---- - -### gov.dwp.housing_benefit.allowances.couple.younger -**Label:** Housing Benefit younger couple personal allowance - -The following couple personal allowance is provided under the Housing Benefit, if both members are under the younger age threshold. - -**Type:** float - -**Current value:** 110.14 - ---- - -### gov.dwp.housing_benefit.allowances.couple.aged -**Label:** Housing Benefit aged couple personal allowance - -The following couple personal allowance is provided under the Housing Benefit if at least one member is over the state pension age threshold. - -**Type:** float - -**Current value:** 357.98 - ---- - -### gov.dwp.housing_benefit.allowances.couple.older -**Label:** Housing Benefit older couple personal allowance - -The following couple personal allowance is provided under the Housing Benefit, if at least one member is over the younger age threshold. - -**Type:** float - -**Current value:** 144.67 - ---- - -### gov.dwp.housing_benefit.non_dep_deduction.age_threshold -**Label:** Housing Benefit non dependent deduction age threshold - -A non dependent deduction is provided under Housing Benefit for filers at or above this age threshold. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.dwp.housing_benefit.means_test.withdrawal_rate -**Label:** Housing Benefit withdrawal rate - -Withdrawal rate under the Housing Benefit. - -**Type:** float - -**Current value:** 0.65 - ---- - -### gov.dwp.housing_benefit.means_test.income_disregard.worker -**Label:** Housing Benefit worker earnings disregard - -This amount of earnings is disreagrded for workers under the Housing Benefit. - -**Type:** float - -**Current value:** 51.18391608391608 - ---- - -### gov.dwp.housing_benefit.means_test.income_disregard.couple -**Label:** Housing Benefit couple earnings disregard - -This amount of earnings is disreagrded for couples under the Housing Benefit. - -**Type:** float - -**Current value:** 13.796203796203795 - ---- - -### gov.dwp.housing_benefit.means_test.income_disregard.lone_parent -**Label:** Housing Benefit lone parent earnings disregard - -This amount of earnings is disreagrded for lone parents under the Housing Benefit. - -**Type:** float - -**Current value:** 34.49050949050949 - ---- - -### gov.dwp.housing_benefit.means_test.income_disregard.single -**Label:** Housing Benefit single person earnings disregard - -This amount of earnings is disreagrded for single filers under the Housing Benefit. - -**Type:** float - -**Current value:** 6.898101898101897 - ---- - -### gov.dwp.housing_benefit.means_test.income_disregard.worker_hours -**Label:** Housing Benefit worker element hours requirement - -Filers can receive an additional income disregard amount if the meet the following averge weekly work hour quota under the Housing Benefit. - -**Type:** int - -**Current value:** 30 - ---- - -### gov.dwp.housing_benefit.takeup -**Label:** Housing Benefit take-up rate - -Share of eligible Housing Benefit recipients that participate. By definition, this is 100%, because only current claimants are eligible (no new claims). - -**Type:** float - -**Current value:** 1.0 - ---- - -### gov.dwp.constant_attendance_allowance.exceptional_rate -**Label:** Constant Attendance Allowance exceptional rate - -Exceptional rate for Constant Attendance Allowance - -**Type:** float - -**Current value:** 200.87272727272725 - ---- - -### gov.dwp.constant_attendance_allowance.full_day_rate -**Label:** Constant Attendance Allowance full day rate - -Full day rate for Constant Attendance Allowance - -**Type:** float - -**Current value:** 100.43636363636362 - ---- - -### gov.dwp.constant_attendance_allowance.part_day_rate -**Label:** Constant Attendance Allowance part day rate - -Part day rate for Constant Attendance Allowance - -**Type:** float - -**Current value:** 50.21818181818181 - ---- - -### gov.dwp.constant_attendance_allowance.intermediate_rate -**Label:** Constant Attendance Allowance intermediate rate - -Intermediate rate for Constant Attendance Allowance - -**Type:** float - -**Current value:** 150.65454545454543 - ---- - -### gov.dwp.disability_premia.disability_single -**Label:** Legacy benefit disability premium (single) - -Disability premium for a single person - -**Type:** float - -**Current value:** 48.217732267732266 - ---- - -### gov.dwp.disability_premia.severe_couple -**Label:** Legacy benefit severe disability premium (couple) - -Severe disability premium for a couple where both are eligible - -**Type:** float - -**Current value:** 184.73116883116882 - ---- - -### gov.dwp.disability_premia.enhanced_couple -**Label:** Legacy benefit enhanced disability premium (couple) - -Enhanced disability premium for a couple, invalid for Employment and Support Allowance - -**Type:** float - -**Current value:** 33.80069930069929 - ---- - -### gov.dwp.disability_premia.disability_couple -**Label:** Legacy benefit disability premium (couple) - -Disability premium for a couple - -**Type:** float - -**Current value:** 68.7050949050949 - ---- - -### gov.dwp.disability_premia.severe_single -**Label:** Legacy benefit severe disability premium (single) - -Severe disability premium for a single person - -**Type:** float - -**Current value:** 92.36558441558441 - ---- - -### gov.dwp.disability_premia.enhanced_single -**Label:** Legacy benefit enhanced disability premium (single) - -Enhanced disability premium for a single person, invalid for Employment and Support Allowance - -**Type:** float - -**Current value:** 23.591508491508492 - ---- - -### gov.dwp.JSA.income.income_disregard_single -**Label:** Jobseeker's Allowance income disregard (single) - -Threshold in income for a single person, above which the Jobseeker's Allowance amount is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.JSA.income.couple -**Label:** Income-based JSA (couple) - -Weekly contributory Jobseeker's Allowance for couples - -**Type:** float - -**Current value:** 134.1653691813804 - ---- - -### gov.dwp.JSA.income.takeup -**Label:** Income-based Jobseeker's Allowance take-up rate - -Share of eligible Income-based Jobseeker's Allowance recipients that participate - -**Type:** float - -**Current value:** 0.56 - ---- - -### gov.dwp.JSA.income.amount_18_24 -**Label:** Income-based JSA (18-24) - -Income-based Jobseeker's Allowance for persons aged 18-24 - -**Type:** float - -**Current value:** 67.66456661316212 - ---- - -### gov.dwp.JSA.income.income_disregard_couple -**Label:** Jobseeker's Allowance income disregard (couple) - -Threshold in income for a couple, above which the contributory Jobseeker's Allowance amount is reduced - -**Type:** float - -**Current value:** 10.0 - ---- - -### gov.dwp.JSA.income.amount_over_25 -**Label:** Income-based JSA (over 25) - -Income-based Jobseeker's Allowance for persons aged over 25 - -**Type:** float - -**Current value:** 85.34269662921349 - ---- - -### gov.dwp.JSA.income.income_disregard_lone_parent -**Label:** Jobseeker's Allowance income disregard (lone parent) - -Threshold in income for a lone parent, above which the contributory Jobseeker's Allowance amount is reduced - -**Type:** float - -**Current value:** 20.0 - ---- - -### gov.dwp.JSA.contrib.earn_disregard -**Label:** Jobseeker's Allowance earnings disregard - -Threshold in earnings, above which the contributory Jobseeker's Allowance amount is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.JSA.contrib.amount_18_24 -**Label:** Income-based JSA (18-24) - -Income-based Jobseeker's Allowance for persons aged 18-24 - -**Type:** float - -**Current value:** 61.05 - ---- - -### gov.dwp.JSA.contrib.pension_disregard -**Label:** Jobseeker's Allowance pension disregard - -Threshold in occupational and personal pensions, above which the contributory Jobseeker's Allowance amount is reduced - -**Type:** float - -**Current value:** 50.0 - ---- - -### gov.dwp.JSA.contrib.amount_over_25 -**Label:** Contributory JSA (over 25) - -Contributory Jobseeker's Allowance for persons aged over 25 - -**Type:** float - -**Current value:** 77.0 - ---- - -### gov.dwp.JSA.hours.couple -**Label:** Jobseeker's Allowance hours requirement (couple) - -Hours requirement for joint claimants of Jobseeker's Allowance - -**Type:** int - -**Current value:** 24 - ---- - -### gov.dwp.JSA.hours.single -**Label:** Jobseeker's Allowance hours requirement (single) - -Hours requirement for single claimants of Jobseeker's Allowance - -**Type:** int - -**Current value:** 16 - ---- - -### gov.dwp.universal_credit.takeup_rate -**Label:** Universal Credit take-up rate - -Take-up rate of Universal Credit. - -**Type:** float - -**Current value:** 0.55 - ---- - -### gov.dwp.universal_credit.standard_allowance.amount.SINGLE_YOUNG -**Label:** Universal Credit single amount (under 25) - -Standard allowance for single claimants under 25 - -**Type:** float - -**Current value:** 316.98 - ---- - -### gov.dwp.universal_credit.standard_allowance.amount.SINGLE_OLD -**Label:** Universal Credit single amount (over 25) - -Standard allowance for single claimants over 25. - -**Type:** float - -**Current value:** 400.14 - ---- - -### gov.dwp.universal_credit.standard_allowance.amount.COUPLE_YOUNG -**Label:** Universal Credit couple amount (both under 25) - -Standard allowance for couples where both are under 25. - -**Type:** float - -**Current value:** 497.55 - ---- - -### gov.dwp.universal_credit.standard_allowance.amount.COUPLE_OLD -**Label:** Universal Credit couple amount (one over 25) - -Standard allowance for couples where one is over 25. - -**Type:** float - -**Current value:** 628.1 - ---- - -### gov.dwp.universal_credit.standard_allowance.claimant_type.age_threshold -**Label:** Universal Credit standard allowance claimant type age threshold - -A higher Universal Credit standard allowance is provided to claimants over this age threshold. - -**Type:** int - -**Current value:** 25 - ---- - -### gov.dwp.universal_credit.rollout_rate -**Label:** Universal Credit roll-out rate - -Roll-out rate of Universal Credit - -**Type:** int - -**Current value:** 1 - ---- - -### gov.dwp.universal_credit.elements.housing.non_dep_deduction.age_threshold -**Label:** Universal Credit housing element non-dependent deduction age threshold - -The non-dependent deduction is limited to filers over this age threshold under the housing element of the Universal Credit. - -**Type:** int - -**Current value:** 21 - ---- - -### gov.dwp.universal_credit.elements.housing.non_dep_deduction.amount -**Label:** Universal Credit housing element non-dependent deduction amount - -Non-dependent deduction amount for the housing element of the Universal Credit. - -**Type:** float - -**Current value:** 93.77881959910913 - ---- - -### gov.dwp.universal_credit.elements.childcare.coverage_rate -**Label:** Universal Credit childcare element coverage rate - -Proportion of childcare costs covered by Universal Credit. - -**Type:** float - -**Current value:** 0.85 - ---- - -### gov.dwp.universal_credit.elements.disabled.amount -**Label:** Universal Credit disability element amount - -Limited capability for work-related activity element amount under the Universal Credit. - -**Type:** float - -**Current value:** 423.27 - ---- - -### gov.dwp.universal_credit.elements.carer.amount -**Label:** Universal Credit carer element amount - -Carer element amount under the Universal Credit. - -**Type:** float - -**Current value:** 201.68 - ---- - -### gov.dwp.universal_credit.elements.child.limit.child_count -**Label:** Universal Credit child element child limit - -Limit on the number of children for which the Universal Credit child element is payable. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.dwp.universal_credit.elements.child.limit.start_year -**Label:** Universal Credit child element start year - -A higher Universal Credit child element is payable for the first child if the child is born before this year. - -**Type:** int - -**Current value:** 2017 - ---- - -### gov.dwp.universal_credit.elements.child.first.higher_amount -**Label:** Universal Credit child element higher amount - -Child element for the first child in Universal Credit. - -**Type:** float - -**Current value:** 339.0 - ---- - -### gov.dwp.universal_credit.elements.child.amount -**Label:** Universal Credit child element amount - -The following child element is provided under the Universal Credit. - -**Type:** float - -**Current value:** 292.81 - ---- - -### gov.dwp.universal_credit.elements.child.disabled.amount -**Label:** Universal Credit disabled child element amount - -The following disabled child element is provided under the Universal Credit. - -**Type:** float - -**Current value:** 158.76 - ---- - -### gov.dwp.universal_credit.elements.child.severely_disabled.amount -**Label:** Unversal Credit severely disabled element amount - -Severely disabled child element of Universal Credit. - -**Type:** float - -**Current value:** 495.87 - ---- - -### gov.dwp.universal_credit.means_test.reduction_rate -**Label:** Universal Credit earned income reduction rate - -Rate at which Universal Credit is reduced with earnings above the work allowance. - -**Type:** float - -**Current value:** 0.55 - ---- - -### gov.dwp.universal_credit.means_test.work_allowance.with_housing -**Label:** Universal Credit Work Allowance with housing support - -Universal Credit Work Allowance if household receives housing support. - -**Type:** int - -**Current value:** 411 - ---- - -### gov.dwp.universal_credit.means_test.work_allowance.without_housing -**Label:** Universal Credit Work Allowance without housing support - -Universal Credit Work Allowance if household does not receive housing support. - -**Type:** int - -**Current value:** 684 - ---- - -### gov.dwp.universal_credit.work_requirements.default_expected_hours -**Label:** Universal Credit minimum income floor expected weekly hours worked - -Default expected hours worked per week for Universal Credit. - -**Type:** int - -**Current value:** 35 - ---- - -### gov.dwp.tax_credits.child_tax_credit.elements.dis_child_element -**Label:** CTC disabled child element - -Child Tax Credit disabled child element - -**Type:** int - -**Current value:** 4240 - ---- - -### gov.dwp.tax_credits.child_tax_credit.elements.severe_dis_child_element -**Label:** CTC severely disabled child element - -Child Tax Credit severely disabled child element - -**Type:** float - -**Current value:** 1584.935794542536 - ---- - -### gov.dwp.tax_credits.child_tax_credit.elements.child_element -**Label:** CTC child element - -Child Tax Credit child element - -**Type:** int - -**Current value:** 3513 - ---- - -### gov.dwp.tax_credits.child_tax_credit.takeup -**Label:** Child Tax Credit take-up rate - -Share of eligible Child Tax Credit recipients that participate. By definition, this is 100%, because only current claimants are eligible (no new claims). - -**Type:** float - -**Current value:** 1.0 - ---- - -### gov.dwp.tax_credits.min_benefit -**Label:** Tax credits minimum benefit - -Tax credit amount below which tax credits are not paid - -**Type:** int - -**Current value:** 26 - ---- - -### gov.dwp.tax_credits.means_test.income_threshold -**Label:** Tax Credits income threshold - -Yearly income threshold after which the Child Tax Credit is reduced for benefit units claiming Working Tax Credit - -**Type:** int - -**Current value:** 8080 - ---- - -### gov.dwp.tax_credits.means_test.income_threshold_CTC_only -**Label:** CTC income threshold - -Income threshold for benefit units only entitled to Child Tax Credit - -**Type:** int - -**Current value:** 20335 - ---- - -### gov.dwp.tax_credits.working_tax_credit.elements.childcare_1 -**Label:** Working Tax Credit childcare element one child amount - -Working Tax Credit childcare element for one child - -**Type:** float - -**Current value:** 268.52777777777777 - ---- - -### gov.dwp.tax_credits.working_tax_credit.elements.couple -**Label:** WTC couple element - -Working Tax Credit couple element - -**Type:** int - -**Current value:** 2542 - ---- - -### gov.dwp.tax_credits.working_tax_credit.elements.lone_parent -**Label:** WTC lone parent element - -Working Tax Credit lone parent element - -**Type:** int - -**Current value:** 2542 - ---- - -### gov.dwp.tax_credits.working_tax_credit.elements.childcare_2 -**Label:** Working Tax Credit childcare element two or more children amount - -Working Tax Credit childcare element for two or more children - -**Type:** float - -**Current value:** 460.33333333333326 - ---- - -### gov.dwp.tax_credits.working_tax_credit.elements.severely_disabled -**Label:** WTC severe disability element - -Working Tax Credit severe disability element - -**Type:** int - -**Current value:** 1734 - ---- - -### gov.dwp.tax_credits.working_tax_credit.elements.disabled -**Label:** WTC disability element - -Working Tax Credit disability element - -**Type:** int - -**Current value:** 4001 - ---- - -### gov.dwp.tax_credits.working_tax_credit.elements.basic -**Label:** WTC basic element - -Working Tax Credit basic element - -**Type:** int - -**Current value:** 2476 - ---- - -### gov.dwp.tax_credits.working_tax_credit.takeup -**Label:** Working Tax Credit take-up rate - -Share of eligible Working Tax Credit recipients that participate. By definition, this is 100%, because only current claimants are eligible (no new claims). - -**Type:** float - -**Current value:** 1.0 - ---- - -### gov.dwp.state_pension.basic_state_pension.amount -**Label:** basic State Pension amount - -Weekly amount paid to recipients of the basic State Pension. - -**Type:** float - -**Current value:** 172.38 - ---- - -### gov.dwp.state_pension.new_state_pension.active -**Label:** New State Pension active - -Individuals who reach State Pension age while this parameter is true receive the New State Pension. - -**Type:** bool - -**Current value:** True - ---- - -### gov.dwp.state_pension.new_state_pension.amount -**Label:** New State Pension amount - -Weekly amount paid to recipients of the New State Pension. - -**Type:** float - -**Current value:** 224.96 - ---- - -### gov.dwp.pip.mobility.enhanced -**Label:** PIP (mobility) (enhanced rate) - -Enhanced rate for Personal Independence Payment (mobility component). - -**Type:** float - -**Current value:** 77.04 - ---- - -### gov.dwp.pip.mobility.standard -**Label:** PIP (mobility) (standard rate) - -Standard rate for Personal Independence Payment (mobility component). - -**Type:** float - -**Current value:** 29.19 - ---- - -### gov.dwp.pip.daily_living.enhanced -**Label:** PIP (daily living) (enhanced rate) - -Enhanced rate for Personal Independence Payment (daily living component). - -**Type:** float - -**Current value:** 110.4 - ---- - -### gov.dwp.pip.daily_living.standard -**Label:** PIP (daily living) (standard rate) - -Standard rate for Personal Independence Payment (daily living component). - -**Type:** float - -**Current value:** 73.89 - ---- - -### gov.dwp.ESA.income.income_disregard_single -**Label:** Income-based ESA single person earnings disregard - -Threshold for income for a single person, above which the income-based Employment and Support Allowance amount is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.ESA.income.couple -**Label:** Income-based ESA personal allowance (couples) - -Income-based Employment and Support Allowance personal allowance for couples - -**Type:** float - -**Current value:** 116.8 - ---- - -### gov.dwp.ESA.income.earn_disregard -**Label:** Income-based ESA earnings disregard - -Earnings threshold above which the income-based Employment and Support Allowance amount is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.ESA.income.amount_18_24 -**Label:** Income-based ESA personal allowance (18-24) - -Income-based Employment and Support Allowance personal allowance for persons aged 18-24 - -**Type:** float - -**Current value:** 58.9 - ---- - -### gov.dwp.ESA.income.pension_disregard -**Label:** Income-based ESA pension disregard - -Threshold for occupational and personal pensions, above which the income-based Employment and Support Allowance amount is reduced - -**Type:** float - -**Current value:** 50.0 - ---- - -### gov.dwp.ESA.income.income_disregard_couple -**Label:** Income-based ESA couple earnings disregard - -Threshold for income for a couple, above which the income-based Employment and Support Allowance amount is reduced - -**Type:** float - -**Current value:** 10.0 - ---- - -### gov.dwp.ESA.income.amount_over_25 -**Label:** Income-based ESA personal allowance (over 25) - -Income-based Employment and Support Allowance personal allowance for persons aged over 25 - -**Type:** float - -**Current value:** 74.35 - ---- - -### gov.dwp.ESA.income.income_disregard_lone_parent -**Label:** Income-based ESA lone parent earnings disregard - -Threshold for income for a lone parent, above which the income-based Employment and Support Allowance amount is reduced - -**Type:** float - -**Current value:** 20.0 - ---- - -### gov.dwp.IIDB.maximum -**Label:** Industrial Injuries Disablement Benefit maximum - -Maximum weekly Industrial Injuries Disablement Benefit; amount varies in 10% increments - -**Type:** int - -**Current value:** 182 - ---- - -### gov.dwp.benefit_cap.single.in_london -**Label:** Benefit cap (single claimants, in London) - -**Type:** int - -**Current value:** 17255 - ---- - -### gov.dwp.benefit_cap.single.outside_london -**Label:** Benefit cap (single claimants, outside London) - -**Type:** int - -**Current value:** 15004 - ---- - -### gov.dwp.benefit_cap.non_single.in_london -**Label:** Benefit cap (family claimants, in London) - -**Type:** int - -**Current value:** 25753 - ---- - -### gov.dwp.benefit_cap.non_single.outside_london -**Label:** Benefit cap (family claimants, outside London) - -**Type:** int - -**Current value:** 22020 - ---- - -### gov.dwp.attendance_allowance.lower -**Label:** Attendance Allowance (lower rate) - -Lower Attendance Allowance amount. - -**Type:** float - -**Current value:** 73.89 - ---- - -### gov.dwp.attendance_allowance.higher -**Label:** Attendance Allowance (higher rate) - -Upper Attendance Allowance amount. - -**Type:** float - -**Current value:** 110.4 - ---- - -### gov.dwp.LHA.means_test.withdrawal_rate -**Label:** Housing Benefit (LHA) withdrawal rate - -Withdrawal rate of Housing Benefit (LHA) - -**Type:** float - -**Current value:** 0.65 - ---- - -### gov.dwp.LHA.means_test.worker_income_disregard -**Label:** Housing Benefit (LHA) worker income disregard - -Additional disregard in income for meeting the 16/30 hours requirement - -**Type:** int - -**Current value:** 30 - ---- - -### gov.dwp.LHA.means_test.income_disregard_single -**Label:** Housing Benefit (LHA) income disregard (single) - -Threshold in income for a single person, above which the Housing Benefit (LHA) amount is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.LHA.means_test.earn_disregard -**Label:** Housing Benefit (LHA) earnings disregard - -Threshold earnings, above which the Housing Benefit (LHA) is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.LHA.means_test.income_disregard_lone -**Label:** Housing Benefit (LHA) income disregard (lone parent) - -Threshold in income for a lone parent, above which the Housing Benefit (LHA) amount is reduced - -**Type:** float - -**Current value:** 20.0 - ---- - -### gov.dwp.LHA.means_test.worker_hours -**Label:** LHA worker hours requirement - -Default hours requirement for the Working-Tax-Credit-related worker element of Housing Benefit (LHA) - -**Type:** int - -**Current value:** 30 - ---- - -### gov.dwp.LHA.means_test.pension_disregard -**Label:** Housing Benefit (LHA) pension disregard - -Threshold in occupational and personal pensions, above which the Housing Benefit (LHA) amount is reduced - -**Type:** float - -**Current value:** 50.0 - ---- - -### gov.dwp.LHA.means_test.income_disregard_couple -**Label:** Housing Benefit (LHA) income disregard (couple) - -Threshold in income for a couple, above which the Housing Benefit (LHA) amount is reduced - -**Type:** float - -**Current value:** 10.0 - ---- - -### gov.dwp.LHA.means_test.income_disregard_lone_parent -**Label:** Housing Benefit (LHA) income disregard (lone parent) - -Threshold in income for a lone parent, above which the Housing Benefit (LHA) amount is reduced - -**Type:** float - -**Current value:** 20.0 - ---- - -### gov.dwp.LHA.freeze -**Label:** LHA freeze - -While this parameter is true, LHA rates are frozen in cash terms. - -**Type:** bool - -**Current value:** False - ---- - -### gov.dwp.LHA.percentile -**Label:** LHA percentile - -Local Housing Allowance rates are set at this percentile of private rents in the family's Broad Rental Market Area. This parameter does not apply if LHA is frozen. - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.dwp.income_support.amounts.amount_couples_age_gap -**Label:** Income Support applicable amount (couples, one under 18, one over 25) - -Income Support applicable amount for couples in which one is under 18 and one over 25 - -**Type:** float - -**Current value:** 102.57477522477521 - ---- - -### gov.dwp.income_support.amounts.amount_16_24 -**Label:** Income Support applicable amount (single, 18-24) - -Income Support applicable amount for single persons aged 18-24 - -**Type:** float - -**Current value:** 81.25964035964034 - ---- - -### gov.dwp.income_support.amounts.amount_couples_16_17 -**Label:** Income Support applicable amount (couples, both under 18) - -Income Support applicable amount for couples both aged under 18 - -**Type:** float - -**Current value:** 81.25964035964034 - ---- - -### gov.dwp.income_support.amounts.amount_lone_over_18 -**Label:** Income Support applicable amount (lone parent, over 18) - -Income Support applicable amount for lone parents aged over 18 - -**Type:** float - -**Current value:** 102.57477522477521 - ---- - -### gov.dwp.income_support.amounts.amount_couples_over_18 -**Label:** Income Support applicable amount (couples, both over 18) - -Income Support applicable amount for couples aged over 18 - -**Type:** float - -**Current value:** 161.1396603396603 - ---- - -### gov.dwp.income_support.amounts.amount_lone_16_17 -**Label:** Income Support applicable amount (lone parent, under 18) - -Income Support applicable amount for lone parents aged under 18 - -**Type:** float - -**Current value:** 81.25964035964034 - ---- - -### gov.dwp.income_support.amounts.amount_over_25 -**Label:** Income Support applicable amount (single, over 25) - -Income Support applicable amount for single persons aged over 25 - -**Type:** float - -**Current value:** 102.57477522477521 - ---- - -### gov.dwp.income_support.means_test.income_disregard_single -**Label:** Income Support income disregard (single) - -Threshold in income for a single person, above which the Income Support amount is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.income_support.means_test.earn_disregard -**Label:** Income Support earnings disregard - -Threshold in earnings, above which the Income Support amount is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.income_support.means_test.pension_disregard -**Label:** Income Support pension disregard - -Threshold in occupational and personal pensions, above which the Income Support amount is reduced - -**Type:** float - -**Current value:** 50.0 - ---- - -### gov.dwp.income_support.means_test.income_disregard_couple -**Label:** Income Support income disregard (couples) - -Threshold in income for a couple, above which the Income Support amount is reduced - -**Type:** float - -**Current value:** 10.0 - ---- - -### gov.dwp.income_support.means_test.income_disregard_lone_parent -**Label:** Income Support income disregard (lone parent) - -Threshold in income for a lone parent, above which the Income Support amount is reduced - -**Type:** float - -**Current value:** 20.0 - ---- - -### gov.dwp.income_support.takeup -**Label:** Income Support take-up rate - -Share of eligible Income Support recipients that participate. By definition, this is 100%, because only current claimants are eligible (no new claims). - -**Type:** float - -**Current value:** 1.0 - ---- - -### gov.dwp.pension_credit.income.pension_contributions_deduction -**Label:** Pension Credit pension contribution deduction - -Percentage of pension contributions which are deductible from Pension Credit income. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.dwp.pension_credit.savings_credit.rate.phase_in -**Label:** Savings Credit phase-in rate - -The rate at which Savings Credit increases for income over the Savings Credit threshold. - -**Type:** float - -**Current value:** 0.6 - ---- - -### gov.dwp.pension_credit.savings_credit.rate.phase_out -**Label:** Savings Credit phase-out rate - -The rate at which Savings Credit decreases for income over the Minimum Guarantee. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.dwp.pension_credit.savings_credit.threshold.SINGLE -**Label:** Pension Credit savings credit income threshold (single) - -**Type:** float - -**Current value:** 193.02 - ---- - -### gov.dwp.pension_credit.savings_credit.threshold.COUPLE -**Label:** Pension Credit savings credit income threshold (couple) - -**Type:** float - -**Current value:** 306.34 - ---- - -### gov.dwp.pension_credit.guarantee_credit.severe_disability.addition -**Label:** Pension Credit severe disability addition - -Addition to the Minimum Guarantee for each severely disabled adult. - -**Type:** float - -**Current value:** 76.91926163723917 - ---- - -### gov.dwp.pension_credit.guarantee_credit.carer.addition -**Label:** Pension Credit carer addition - -Addition to the Minimum Guarantee for each claimant who is a carer. - -**Type:** float - -**Current value:** 46.37 - ---- - -### gov.dwp.pension_credit.guarantee_credit.child.disability.severe.addition -**Label:** Pension Credit severely disabled child addition - -Addition to the Minimum Guarantee for each severely disabled child (above the child addition). - -**Type:** float - -**Current value:** 105.82494382022473 - ---- - -### gov.dwp.pension_credit.guarantee_credit.child.disability.addition -**Label:** Pension Credit disabled child addition - -Addition to the Minimum Guarantee for each disabled child (above the child addition). - -**Type:** float - -**Current value:** 33.89324237560192 - ---- - -### gov.dwp.pension_credit.guarantee_credit.child.addition -**Label:** Pension Credit child addition - -Addition to the Minimum Guarantee for each child. - -**Type:** float - -**Current value:** 62.45533707865169 - ---- - -### gov.dwp.pension_credit.takeup -**Label:** Pension Credit take-up rate - -Share of eligible Pension Credit recipients that participate. - -**Type:** float - -**Current value:** 0.7 - ---- - -### gov.obr.inflation.food_beverages_and_tobacco -**Label:** Food and beverages inflation - -OBR CPI category inflation projection for food, beverages and tobacco. - -**Type:** float - -**Current value:** 1.352 - ---- - -### gov.obr.inflation.utilities -**Label:** Utilities inflation - -OBR CPI category inflation projection for utilities - -**Type:** float - -**Current value:** 1.365 - ---- - -### gov.dcms.bbc.tv_licence.evasion_rate -**Label:** TV licence fee evasion rate - -Percent of households legally required to purchase a TV licence who evade the licence fee. - -**Type:** float - -**Current value:** 0.0725 - ---- - -### gov.dcms.bbc.tv_licence.discount.blind.discount -**Label:** Blind TV Licence discount - -Percentage discount for qualifying blind licence holders. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.dcms.bbc.tv_licence.discount.aged.discount -**Label:** Aged TV Licence discount - -Percentage discount for qualifying aged households. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.dcms.bbc.tv_licence.discount.aged.min_age -**Label:** Aged TV Licence discounted minimum age - -Minimum age required to qualify for a TV licence discount. - -**Type:** int - -**Current value:** 75 - ---- - -### gov.dcms.bbc.tv_licence.discount.aged.must_claim_pc -**Label:** Aged TV licence Pension Credit requirement - -Whether aged individuals must claim Pension Credit in order to qualify for a free TV licence. - -**Type:** bool - -**Current value:** True - ---- - -### gov.dcms.bbc.tv_licence.colour -**Label:** TV Licence fee - -Full TV licence for a colour TV, before any discounts are applied. - -**Type:** float - -**Current value:** 159.0 - ---- - -### gov.dcms.bbc.tv_licence.tv_ownership -**Label:** TV ownership rate - -Percentage of households which own a TV. - -**Type:** float - -**Current value:** 0.9544 - ---- - -### gov.hmrc.fuel_duty.petrol_and_diesel -**Label:** Fuel duty rate (petrol and diesel) - -Fuel duty rate per litre of petrol and diesel. - -**Type:** float - -**Current value:** 0.5795 - ---- - -### gov.hmrc.national_insurance.class_4.rates.additional -**Label:** NI Class 4 additional rate - -The additional National Insurance rate paid above the Upper Profits Limit for self-employed profits - -**Type:** float - -**Current value:** 0.02 - ---- - -### gov.hmrc.national_insurance.class_4.rates.main -**Label:** NI Class 4 main rate - -The main National Insurance rate paid between the Lower and Upper Profits Limits for self-employed profits - -**Type:** float - -**Current value:** 0.06 - ---- - -### gov.hmrc.national_insurance.class_4.thresholds.upper_profits_limit -**Label:** NI Upper Profits Limit - -The Upper Profits Limit is the threshold at which self-employed earners pay the additional Class 4 National Insurance rate - -**Type:** int - -**Current value:** 50270 - ---- - -### gov.hmrc.national_insurance.class_4.thresholds.lower_profits_limit -**Label:** NI Lower Profits Limit - -The Lower Profits Limit is the threshold at which self-employed earners pay the main Class 4 National Insurance rate - -**Type:** float - -**Current value:** 12887.282850779511 - ---- - -### gov.hmrc.national_insurance.class_2.flat_rate -**Label:** NI Class 2 Flat Rate - -Flat rate National Insurance contribution for self-employed earners - -**Type:** int - -**Current value:** 0 - ---- - -### gov.hmrc.national_insurance.class_2.small_profits_threshold -**Label:** NI Class 2 Small Profits Threshold - -Small profits National Insurance threshold for self-employed earners - -**Type:** float - -**Current value:** 7453.631621187801 - ---- - -### gov.hmrc.national_insurance.class_1.rates.employee.additional -**Label:** NI Class 1 additional rate - -The Class 1 National Insurance additional rate is paid on employment earnings above the Upper Earnings Limit - -**Type:** float - -**Current value:** 0.0185 - ---- - -### gov.hmrc.national_insurance.class_1.rates.employee.main -**Label:** NI Class 1 main rate - -The Class 1 National Insurance main rate is paid on employment earnings between the Primary Threshold and the Upper Earnings Limit - -**Type:** float - -**Current value:** 0.08 - ---- - -### gov.hmrc.national_insurance.class_1.rates.employer -**Label:** NI Employer rate - -National Insurance contribution rate by employers on earnings above the Secondary Threshold - -**Type:** float - -**Current value:** 0.138 - ---- - -### gov.hmrc.national_insurance.class_1.thresholds.lower_earnings_limit -**Label:** NI Lower Earnings Limit - -Lower earnings limit for National Insurance - -**Type:** int - -**Current value:** 123 - ---- - -### gov.hmrc.national_insurance.class_1.thresholds.primary_threshold -**Label:** NI Primary Threshold - -The Primary Threshold is the lower bound for the main rate of Class 1 National Insurance - -**Type:** float - -**Current value:** 241.73 - ---- - -### gov.hmrc.national_insurance.class_1.thresholds.secondary_threshold -**Label:** NI Secondary Threshold - -Secondary threshold for National Insurance - -**Type:** int - -**Current value:** 175 - ---- - -### gov.hmrc.national_insurance.class_1.thresholds.upper_earnings_limit -**Label:** NI Upper Earnings Limit - -The Upper Earnings Limit is the upper bound for the main rate of Class 1 National Insurance - -**Type:** float - -**Current value:** 966.73 - ---- - -### gov.hmrc.stamp_duty.abolish -**Label:** Abolish SDLT - -Abolish Stamp Duty Land Tax. - -**Type:** bool - -**Current value:** False - ---- - -### gov.hmrc.stamp_duty.residential.purchase.additional.min -**Label:** Stamp Duty secondary residence minimum value - -Minimum value for taxability of additional residential property - -**Type:** int - -**Current value:** 40000 - ---- - -### gov.hmrc.stamp_duty.residential.purchase.main.first.max -**Label:** Stamp Duty first home value limit - -Maximum value for a first-property purchase to receive the Stamp Duty relief for first-time buyers. Increasing this value will underestimate the number of claims for FTBR, as the model will not add new claims. - -**Type:** int - -**Current value:** 500000 - ---- - -### gov.hmrc.stamp_duty.property_sale_rate -**Label:** percentage of properties sold - -This percentage of properties are sold every year. - -**Type:** float - -**Current value:** 0.045 - ---- - -### gov.hmrc.income_tax.allowances.property_allowance -**Label:** Property Allowance - -Amount of income from property untaxed per year - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.hmrc.income_tax.allowances.marriage_allowance.takeup_rate -**Label:** Marriage Allowance take-up rate - -Percentage of eligible couples who claim Marriage Allowance. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.hmrc.income_tax.allowances.marriage_allowance.max -**Label:** Marriage Allowance maximum percentage - -Maximum Marriage Allowance taxable income reduction, as a percentage of the full Personal Allowance - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.hmrc.income_tax.allowances.marriage_allowance.rounding_increment -**Label:** Marriage Allowance rounding increment - -The Marriage Allowance is rounded up by this increment. - -**Type:** int - -**Current value:** 10 - ---- - -### gov.hmrc.income_tax.allowances.personal_allowance.reduction_rate -**Label:** Personal Allowance phase-out rate - -Reduction rate for the Personal Allowance - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.hmrc.income_tax.allowances.personal_allowance.amount -**Label:** Personal allowance - -The Personal Allowance is deducted from general income - -**Type:** int - -**Current value:** 12570 - ---- - -### gov.hmrc.income_tax.allowances.personal_allowance.maximum_ANI -**Label:** Personal Allowance phase-out threshold - -Maximum adjusted net income before the Personal Allowance is reduced - -**Type:** int - -**Current value:** 100000 - ---- - -### gov.hmrc.income_tax.allowances.trading_allowance -**Label:** Trading Allowance - -Amount of trading income untaxed per year - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.hmrc.income_tax.allowances.dividend_allowance -**Label:** Dividend Allowance - -Amount of dividend income untaxed per year - -**Type:** int - -**Current value:** 500 - ---- - -### gov.hmrc.income_tax.rates.uk[0].rate -**Label:** Basic rate - -The basic rate is the first of three tax brackets on all income, after allowances are deducted - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.hmrc.income_tax.rates.uk[1].threshold -**Label:** Higher rate threshold - -The lower threshold for the higher rate of income tax (and therefore the upper threshold of the basic rate) - -**Type:** int - -**Current value:** 37700 - ---- - -### gov.hmrc.income_tax.rates.uk[1].rate -**Label:** Higher rate - -The higher rate is the middle tax bracket on earned income. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.hmrc.income_tax.rates.uk[2].threshold -**Label:** Additional rate threshold - -The lower threshold for the additional rate - -**Type:** int - -**Current value:** 125140 - ---- - -### gov.hmrc.income_tax.rates.uk[2].rate -**Label:** Additional rate - -The additional rate is the highest tax bracket, with no upper bound - -**Type:** float - -**Current value:** 0.45 - ---- - -### gov.hmrc.income_tax.rates.uk[3].threshold -**Label:** Extra tax bracket threshold - -The lower threshold for the extra bracket rate. - -**Type:** int - -**Current value:** 10000000 - ---- - -### gov.hmrc.income_tax.rates.uk[3].rate -**Label:** Extra tax bracket rate - -An extra tax bracket. - -**Type:** float - -**Current value:** 0.45 - ---- - -### gov.hmrc.income_tax.rates.dividends[0].threshold -**Label:** Dividends basic rate threshold - -**Type:** int - -**Current value:** 0 - ---- - -### gov.hmrc.income_tax.rates.dividends[0].rate -**Label:** Dividends basic rate - -**Type:** float - -**Current value:** 0.0875 - ---- - -### gov.hmrc.income_tax.rates.dividends[1].threshold -**Label:** Dividends higher rate threshold - -**Type:** int - -**Current value:** 37500 - ---- - -### gov.hmrc.income_tax.rates.dividends[1].rate -**Label:** Dividends higher rate - -**Type:** float - -**Current value:** 0.3375 - ---- - -### gov.hmrc.income_tax.rates.dividends[2].threshold -**Label:** Dividends additional rate threshold - -**Type:** int - -**Current value:** 150000 - ---- - -### gov.hmrc.income_tax.rates.dividends[2].rate -**Label:** Dividends additional rate - -**Type:** float - -**Current value:** 0.3935 - ---- - -### gov.hmrc.income_tax.rates.dividends[3].threshold -**Label:** Extra dividend tax bracket threshold - -The lower threshold for the extra dividend bracket rate. - -**Type:** int - -**Current value:** 10000000 - ---- - -### gov.hmrc.income_tax.rates.dividends[3].rate -**Label:** Extra dividend tax bracket rate - -An extra dividend tax bracket. - -**Type:** float - -**Current value:** 0.3935 - ---- - -### gov.hmrc.income_tax.charges.CB_HITC.phase_out_end -**Label:** Child Benefit Tax Charge phase-out end - -Income after which the Child Benefit is fully phased out - -**Type:** int - -**Current value:** 80000 - ---- - -### gov.hmrc.income_tax.charges.CB_HITC.phase_out_start -**Label:** Child Benefit Tax Charge phase-out threshold - -Income after which the Child Benefit phases out - -**Type:** int - -**Current value:** 60000 - ---- - -### gov.hmrc.tax_free_childcare.minimum_weekly_hours -**Label:** Tax-free childcare weekly work hours minimum - -HMRC limits tax-free childcare to benefit units in which each spouse earns at least the product of their minimum wage and this number of hours per week. - -**Type:** int - -**Current value:** 16 - ---- - -### gov.hmrc.tax_free_childcare.income.income_limit -**Label:** Tax-free childcare maximum adjusted income threshold - -HMRC limits tax-free childcare eligibility to households where individual adjusted income does not exceed this yearly threshold. - -**Type:** int - -**Current value:** 100000 - ---- - -### gov.hmrc.tax_free_childcare.age.disability -**Label:** Tax-free childcare disability age limit - -HMRC extends the tax-free childcare program eligibility to children with disabilities up to this age threshold. - -**Type:** int - -**Current value:** 17 - ---- - -### gov.hmrc.tax_free_childcare.age.standard -**Label:** Tax-free childcare standard age limit - -HMRC extends the tax-free childcare program eligibility to children up to this age threshold. - -**Type:** int - -**Current value:** 12 - ---- - -### gov.hmrc.tax_free_childcare.contribution.standard_child -**Label:** Tax-free childcare standard yearly limit - -HMRC provides tax-free childcare contribution up to this yearly amount for households with children under standard eligibility. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.hmrc.tax_free_childcare.contribution.disabled_child -**Label:** Tax-free childcare disabled child yearly limit - -HMRC provides tax-free childcare contribution up to this yearly amount for households with disabled children. - -**Type:** int - -**Current value:** 4000 - ---- - -### gov.hmrc.vat.standard_rate -**Label:** VAT standard rate - -The highest VAT rate, applicable to most goods and services. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.hmrc.vat.reduced_rate -**Label:** VAT reduced rate - -A reduced rate of VAT applicable to select goods and services (domestic fuel and power). - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.hmrc.cgt.additional_rate -**Label:** Capital Gains Tax additional rate - -Capital gains tax rate on additional rate taxpayers. This parameter is under active development and reforms including it should not be cited. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.hmrc.cgt.annual_exempt_amount -**Label:** Annual Exempt Amount - -Annual Exempt Amount for individuals. This parameter is under active development and reforms including it should not be cited. - -**Type:** float - -**Current value:** 3075.723830734966 - ---- - -### gov.hmrc.cgt.higher_rate -**Label:** Capital Gains Tax higher rate - -Capital gains tax rate on higher rate taxpayers. This parameter is under active development and reforms including it should not be cited. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.hmrc.cgt.basic_rate -**Label:** Capital Gains Tax basic rate - -Capital gains tax rate on basic rate taxpayers. This parameter is under active development and reforms including it should not be cited. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.hmrc.child_benefit.amount.eldest -**Label:** Child Benefit (eldest) - -Child Benefit amount for the eldest or only child - -**Type:** float - -**Current value:** 26.04 - ---- - -### gov.hmrc.child_benefit.amount.additional -**Label:** Child Benefit (additional) - -Child Benefit amount for each additional child - -**Type:** float - -**Current value:** 17.24 - ---- - -### gov.hmrc.child_benefit.opt_out_rate -**Label:** Child Benefit HITC-liable opt-out rate - -Percentage of fully HITC-liable families who opt out of Child Benefit. - -**Type:** float - -**Current value:** 0.23 - ---- - -### gov.hmrc.pensions.pension_contributions_relief_age_limit -**Label:** pension contributions relief age limit - -The pensions contributions relief is limited to filers below this age threshold. - -**Type:** int - -**Current value:** 75 - ---- - -### gov.treasury.cost_of_living_support.pensioners.amount -**Label:** Payment to pensioner households - -Payment to pensioner households receiving benefits. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.treasury.cost_of_living_support.means_tested_households.amount -**Label:** Payment to households on means-tested benefits - -Payment to households on means-tested benefits. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.treasury.cost_of_living_support.disabled.amount -**Label:** Payment to households on disability benefits - -Payment to households receiving disability benefits. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.treasury.energy_bills_rebate.energy_bills_credit -**Label:** Energy bills credit - -Credit on energy bills paid to households. This is modeled as a flat transfer to households. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.treasury.energy_bills_rebate.council_tax_rebate.amount -**Label:** Council Tax rebate amount - -Council Tax rebate paid to households in qualifying Council Tax bands under the Energy Bills Rebate. - -**Type:** int - -**Current value:** 0 - ---- - -### calibration.uprating.equity_prices -**Label:** Equity prices - -Equity prices (OBR forecast). - -**Type:** int - -**Current value:** 4291 - ---- - -### calibration.programs.fuel_duty.revenue -**Label:** Fuel duty revenues - -Fuel duty revenues. - -**Type:** int - -**Current value:** 26621382708 - ---- - -### calibration.programs.capital_gains.total -**Label:** Total capital gains - -Total capital gains by individuals. - -**Type:** int - -**Current value:** 79881000000 - ---- - -### calibration.programs.capital_gains.tax -**Label:** Capital Gains Tax revenue - -Capital gains tax revenue. - -**Type:** int - -**Current value:** 16200000000 - ---- - -### household.wealth.financial_assets -**Label:** Financial assets - -Financial assets of households. - -**Type:** int - -**Current value:** 7300000000000 - ---- - -### household.consumption.fuel.prices.diesel -**Label:** Price of diesel per litre - -Average price of diesel per litre. - -**Type:** float - -**Current value:** 1.52 - ---- - -### household.consumption.fuel.prices.petrol -**Label:** Price of unleaded petrol per litre - -Average price of unleaded petrol per litre, including fuel duty. - -**Type:** float - -**Current value:** 1.44 - ---- - -### household.poverty.absolute_poverty_threshold_bhc -**Label:** Absolute poverty threshold, before housing costs - -Absolute poverty threshold for equivalised household net income, before housing costs - -**Type:** float - -**Current value:** 367.36108108108107 - ---- - -### household.poverty.absolute_poverty_threshold_ahc -**Label:** Absolute poverty threshold, after housing costs - -Absolute poverty threshold for equivalised household net income, after housing costs. - -**Type:** float - -**Current value:** 314.75567567567566 - ---- - -### gov.indices.private_rent_index -**Label:** Private rental prices index - -Index of private rental prices across the UK. - -**Type:** float - -**Current value:** 128.5577828397874 - ---- - -### gov.ons.rpi -**Label:** RPI - -Retail Price Index (RPI) is a measure of inflation published by the Office for National Statistics. - -**Type:** float - -**Current value:** 377.5 - ---- - -### gov.social_security_scotland.pawhp.amount.lower -**Label:** PAWHP lower amount - -**Type:** float - -**Current value:** 205.04825538233115 - ---- - -### gov.social_security_scotland.pawhp.amount.higher -**Label:** PAWHP lower amount - -**Type:** float - -**Current value:** 307.5723830734967 - ---- - -### gov.social_security_scotland.pawhp.amount.base -**Label:** PAWHP base payment - -Amount paid to non-benefit-claiming pensioners for the PAWHP. - -**Type:** int - -**Current value:** 100 - ---- - -### gov.social_security_scotland.pawhp.eligibility.state_pension_age_requirement -**Label:** PAWHP State Pension Age requirement - -Whether individuals must be State Pension Age to qualify for the PAWHP. - -**Type:** bool - -**Current value:** True - ---- - -### gov.social_security_scotland.pawhp.eligibility.require_benefits -**Label:** PAWHP means-tested benefits requirement - -Whether receipt of means-tested benefits is required to qualify for the Winter Fuel Payment. - -**Type:** bool - -**Current value:** True - ---- - -### gov.social_security_scotland.pawhp.eligibility.higher_age_requirement -**Label:** Winter Fuel Payment higher amount age requirement - -Age requirement to qualify for the higher PAWHP. - -**Type:** int - -**Current value:** 80 - ---- - -### gov.ofgem.energy_price_guarantee -**Label:** Energy price guarantee - -The capped default tariff energy price level for Ofgem's central household (2,900kWh per annum in electricity consumption, 12,000kWh per annum for gas). The Energy Price Cap subsidy reduces household bills to this level. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.ofgem.energy_price_cap -**Label:** Ofgem energy price level - -The default tariff energy price for Ofgem's central household (2,900kWh per annum in electricity consumption, 12,000kWh per annum for gas). The Energy Price Cap subsidy reduces household energy bills by the difference between this amount and the subsity target parameter level. - -**Type:** int - -**Current value:** 2389 - ---- - -### gov.simulation.labor_supply_responses.bounds.effective_wage_rate_change -**Label:** Effective wage rate change LSR bound - -Effective wage rate changes larger than this will be capped at this value. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.simulation.labor_supply_responses.bounds.income_change -**Label:** Income change LSR bound - -Net income changes larger than this will be capped at this value. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.simulation.labor_supply_responses.substitution_elasticity -**Label:** Substitution elasticity of labor supply - -Percent change in labor supply given a 1% change in the effective marginal wage. This applies only to employment income. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.labor_supply_responses.income_elasticity -**Label:** Income elasticity of labor supply - -Percent change in labor supply given a 1% change in disposable income. This applies only to employment income. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.marginal_tax_rate_adults -**Label:** Number of adults to simulate a marginal tax rate for - -Number of adults to simulate a marginal tax rate for, in each household. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.simulation.capital_gains_responses.elasticity -**Label:** capital gains elasticity - -Elasticity of capital gains with respect to the capital gains marginal tax rate. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.private_school_vat.private_school_vat_basis -**Label:** private school tuition VAT basis - -Effective percentage of private school tuition subject to VAT - -**Type:** float - -**Current value:** 0.75 - ---- - -### gov.simulation.private_school_vat.private_school_factor -**Label:** student polulation adjustment factor - -student polulation adjustment factor, tested by Vahid - -**Type:** float - -**Current value:** 0.85 - ---- - -### gov.simulation.private_school_vat.private_school_fees -**Label:** mean annual private school fee - -Mean annual private school fee - -**Type:** float - -**Current value:** 17210.75043630017 - ---- - -### gov.revenue_scotland.lbtt.residential.additional_residence_surcharge -**Label:** LBTT fixed rate increase for secondary residences - -Increase in percentage rates for non-primary residence purchases. - -**Type:** float - -**Current value:** 0.06 - ---- - -### gov.benefit_uprating_cpi -**Label:** Benefit uprating index - -Most recent September CPIH index value, updated for each uprating occurrence (2005=100) - -**Type:** float - -**Current value:** 153.44444444444443 - ---- - -### gov.contrib.conservatives.pensioner_personal_allowance -**Label:** personal allowance for pensioners - -Personal Allowance for pensioners. - -**Type:** int - -**Current value:** 12570 - ---- - -### gov.contrib.conservatives.cb_hitc_household -**Label:** household-based High Income Tax Charge - -Child Benefit HITC assesses the joint income of a household to determine the amount of Child Benefit that is repayable. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.cps.marriage_tax_reforms.expanded_ma.remove_income_condition -**Label:** Remove MA high-income restrictions - -Allow higher and additional rate taxpayers to claim the Marriage Allowance. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.cps.marriage_tax_reforms.expanded_ma.max_child_age -**Label:** Expanded MA child age condition - -Only expand the Marriage Allowance for couples with a child under this age (zero does not limit by child age). - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.cps.marriage_tax_reforms.expanded_ma.ma_rate -**Label:** Expanded Marriage Allowance rate - -Marriage Allowance maximum rate for eligible couples. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.contrib.cps.marriage_tax_reforms.marriage_neutral_it.neutralise_income_tax -**Label:** Marriage-neutral Income Tax - -Allow couples to split their taxable income equally for Income Tax. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.cps.marriage_tax_reforms.marriage_neutral_it.max_child_age -**Label:** Expanded MA child age condition - -Only marriage-neutralise Income Tax for couples with a child under this age (zero does not limit by child age). - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.interactions.include_in_taxable_income -**Label:** Include basic income in taxable income - -Include basic income as earned income in benefit means tests. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ubi_center.basic_income.interactions.withdraw_cb -**Label:** Withdraw Child Benefit from basic income recipients - -Withdraw Child Benefit payments from basic income recipients. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ubi_center.basic_income.interactions.include_in_means_tests -**Label:** Include basic income in means tests - -Include basic income as earned income in benefit means tests. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ubi_center.basic_income.amount.adult_age -**Label:** Adult basic income threshold - -Age at which a person stops receiving the child basic income and begins receiving the adult basic income. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.contrib.ubi_center.basic_income.amount.by_age.child -**Label:** Child basic income - -Basic income payment to children. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.by_age.working_age -**Label:** Working-age basic income - -Basic income payment to working-age adults. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.by_age.senior -**Label:** Senior basic income - -Basic income payment to seniors (individuals over State Pension Age). - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.child_min_age -**Label:** Child basic income minimum threshold - -Minimum age for children to receive the child basic income. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.flat -**Label:** Basic income - -Flat per-person basic income amount. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.phase_out.individual.rate -**Label:** Basic income individual phase-out rate - -Percentage of income over the phase-out threshold which is deducted from basic income payments. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.phase_out.individual.threshold -**Label:** Basic income individual phase-out threshold - -Threshold for taxable income at which basic income is reduced. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.phase_out.household.rate -**Label:** Basic income household phase-out rate - -Rate at which any remaining basic income (after individual phase-outs) is reduced over the household income threshold. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.phase_out.household.threshold -**Label:** Basic income household phase-out threshold - -Threshold for household taxable income, after which any remaining basic income (after individual phase-outs) is reduced. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.wealth_tax[0].threshold -**Label:** First wealth tax threshold - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.wealth_tax[0].rate -**Label:** First wealth tax rate - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.wealth_tax[1].threshold -**Label:** Second wealth tax threshold - -**Type:** int - -**Current value:** 100000000 - ---- - -### gov.contrib.ubi_center.wealth_tax[1].rate -**Label:** Second wealth tax rate - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.wealth_tax[2].threshold -**Label:** Third wealth tax threshold - -**Type:** int - -**Current value:** 1000000000 - ---- - -### gov.contrib.ubi_center.wealth_tax[2].rate -**Label:** Third wealth tax rate - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.carbon_tax.consumer_incidence -**Label:** Carbon tax consumer incidence - -Proportion of corporate carbon taxes which is passed on to consumers in the form of higher prices (as opposed to shareholders in the form of reduced profitability). - -**Type:** float - -**Current value:** 1.0 - ---- - -### gov.contrib.ubi_center.carbon_tax.rate -**Label:** Carbon tax - -Price per tonne of carbon emissions - -**Type:** float - -**Current value:** 0.0 - ---- - -### gov.contrib.ubi_center.land_value_tax.rate -**Label:** Land value tax - -Tax rate on the unimproved value of land - -**Type:** float - -**Current value:** 0.0 - ---- - -### gov.contrib.ubi_center.land_value_tax.household_rate -**Label:** Land value tax (households) - -Tax rate on the unimproved value of land owned by households - -**Type:** float - -**Current value:** 0.0 - ---- - -### gov.contrib.ubi_center.land_value_tax.corporate_rate -**Label:** Land value tax (corporations) - -Tax rate on the unimproved value of land owned by corporations - -**Type:** float - -**Current value:** 0.0 - ---- - -### gov.contrib.freeze_pension_credit -**Label:** Freeze Pension Credit - -Freeze Pension Credit payments. Set all Pension Credit payments to what they are under baseline policy. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.abolish_council_tax -**Label:** Abolish Council Tax - -Abolish council tax payments (and council tax benefit). - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.labour.private_school_vat -**Label:** private school VAT rate - -VAT rate applied to private schools. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.benefit_uprating.non_sp -**Label:** Non-State Pension benefit uprating - -Increase all non-State Pension benefits by this amount (this multiplies the end value, not the maximum amount). - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.benefit_uprating.all -**Label:** Benefit uprating - -Increase all benefit values by this percentage. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.economy.energy_bills -**Label:** Change to energy spending - -Raise energy spending by this percentage. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.economy.gdp_per_capita -**Label:** Change to GDP per capita - -Raise all market incomes by this percentage. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.economy.transport -**Label:** Change to transport spending - -Raise transport expenses by this percentage. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.economy.rent -**Label:** Change to rents - -Raise rental expenses by this percentage. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.economy.interest_rates -**Label:** Change to interest rates - -Raise the interest rate on mortgages by this percentage. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.employer_ni.employee_incidence -**Label:** Employer NI employee incidence - -Fraction of employer NI that is borne by employees. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.contrib.policyengine.employer_ni.exempt_employer_pension_contributions -**Label:** exempt employer pension contributions from employers' NI - -Whether to exempt employer pension contributions from employer NI. - -**Type:** bool - -**Current value:** True - ---- - -### gov.contrib.policyengine.employer_ni.consumer_incidence -**Label:** Employer NI consumer incidence - -Fraction of (remaining after employee incidence) employer NI that is borne by consumers. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.contrib.policyengine.employer_ni.capital_incidence -**Label:** Employer NI capital incidence - -Fraction of (remaining after employee incidence) employer NI that is borne by capital. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.contrib.policyengine.disable_simulated_benefits -**Label:** disable simulated benefits - -Disable simulated benefits. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.policyengine.budget.nhs -**Label:** NHS spending change (£bn) - -Increase in NHS spending, distributed by income decile as estimated by the ONS Effects of Taxes and Benefits dataset. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.budget.consumer_incident_tax_change -**Label:** tax on consumers (£bn) - -Tax increase incident on consumers. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.budget.education -**Label:** education spending change (£bn) - -Increase in education, distributed by income decile as estimated by the ONS Effects of Taxes and Benefits dataset. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.budget.high_income_incident_tax_change -**Label:** high income incident tax change (£bn) - -Tax rise for high income earners (functioning proportional to income over £100,000). - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.budget.other_public_spending -**Label:** general public spending change (£bn) - -Increase in non-NHS, non-education public spending, distributed by income decile as estimated by the ONS Effects of Taxes and Benefits dataset. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.policyengine.budget.corporate_incident_tax_change -**Label:** tax on capital (£bn) - -Tax increase incident on owners of capital. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.cec.state_pension_increase -**Label:** State Pension increase - -Increase State Pension payments by this percentage. - -**Type:** float - -**Current value:** 0.0 - ---- - -### gov.contrib.cec.non_primary_residence_wealth_tax[0].threshold -**Label:** Wealth tax exemption on non-primary residence wealth - -This much wealth is exempt from the wealth tax. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.cec.non_primary_residence_wealth_tax[0].rate -**Label:** Wealth tax rate on non-primary residence wealth - -This is the marginal rate of tax on wealth above the threshold. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.abolish_state_pension -**Label:** Abolish State Pension - -Remove all State Pension payments. - -**Type:** bool - -**Current value:** False - ---- - -### gov.dwp.carers_allowance.rate -**Label:** Carer's Allowance rate - -Weekly rate of Carer's Allowance. - -**Type:** float - -**Current value:** 81.9 - ---- - -### gov.dwp.carers_allowance.min_hours -**Label:** Carer's Allowance minimum hours - -Minimum number of hours spent providing care to qualify for Carer's Allowance. - -**Type:** int - -**Current value:** 35 - ---- - -### gov.dwp.winter_fuel_payment.amount.lower -**Label:** Winter Fuel Payment lower amount - -**Type:** int - -**Current value:** 200 - ---- - -### gov.dwp.winter_fuel_payment.amount.higher -**Label:** Winter Fuel Payment higher amount - -**Type:** int - -**Current value:** 300 - ---- - -### gov.dwp.winter_fuel_payment.eligibility.state_pension_age_requirement -**Label:** Winter Fuel Payment State Pension Age requirement - -Whether individuals must be State Pension Age to qualify for the Winter Fuel Payment. - -**Type:** bool - -**Current value:** True - ---- - -### gov.dwp.winter_fuel_payment.eligibility.require_benefits -**Label:** Winter Fuel Payment means-tested benefits requirement - -Whether receipt of means-tested benefits is required to qualify for the Winter Fuel Payment. - -**Type:** bool - -**Current value:** True - ---- - -### gov.dwp.winter_fuel_payment.eligibility.higher_age_requirement -**Label:** Winter Fuel Payment higher amount age requitement - -Age requirement to qualify for the higher Winter Fuel Payment. - -**Type:** int - -**Current value:** 80 - ---- - -### gov.dwp.carer_premium.couple -**Label:** Legacy benefit carer premium (two carers) - -Carer premium for two qualifying carers for legacy benefits. - -**Type:** float - -**Current value:** 45.6 - ---- - -### gov.dwp.carer_premium.single -**Label:** Legacy benefit carer premium (one carer) - -Carer premium for one qualifying carer, for legacy benefits. - -**Type:** float - -**Current value:** 45.6 - ---- - -### gov.dwp.sda.maximum -**Label:** Severe Disablement Allowance - -Maximum Severe Disablement Allowance rate. - -**Type:** float - -**Current value:** 113.1 - ---- - -### gov.dwp.dla.self_care.middle -**Label:** DLA (self-care) (middle rate) - -Middle rate for Disability Living Allowance (self-care component). - -**Type:** float - -**Current value:** 72.65 - ---- - -### gov.dwp.dla.self_care.lower -**Label:** DLA (self-care) (lower rate) - -Lower rate for Disability Living Allowance (self-care component). - -**Type:** float - -**Current value:** 28.7 - ---- - -### gov.dwp.dla.self_care.higher -**Label:** DLA (self-care) (higher rate) - -Higher rate for Disability Living Allowance (self-care component). - -**Type:** float - -**Current value:** 108.55 - ---- - -### gov.dwp.dla.mobility.lower -**Label:** DLA (mobility) (lower rate) - -Lower rate for Disability Living Allowance (mobility component). - -**Type:** float - -**Current value:** 28.7 - ---- - -### gov.dwp.dla.mobility.higher -**Label:** DLA (mobility) (higher rate) - -Higher rate for Disability Living Allowance (mobility component). - -**Type:** float - -**Current value:** 75.75 - ---- - -### gov.dwp.housing_benefit.allowances.lone_parent.younger -**Label:** Housing Benefit lone parent younger personal allowance - -The following younger lone parent personal allowance is provided under the Housing Benefit. - -**Type:** float - -**Current value:** 71.7 - ---- - -### gov.dwp.housing_benefit.allowances.lone_parent.aged -**Label:** Housing Benefit lone parent aged personal allowance - -Personal allowance for Housing Benefit for a lone parent over State Pension age. - -**Type:** float - -**Current value:** 235.2 - ---- - -### gov.dwp.housing_benefit.allowances.lone_parent.older -**Label:** Housing Benefit lone parent older personal allowance - -The following older lone parent personal allowance is provided under the Housing Benefit. - -**Type:** float - -**Current value:** 90.5 - ---- - -### gov.dwp.housing_benefit.allowances.single.younger -**Label:** Housing Benefit single younger personal allowance - -The following younger single person personal allowance is provided under the Housing Benefit. - -**Type:** float - -**Current value:** 71.7 - ---- - -### gov.dwp.housing_benefit.allowances.single.aged -**Label:** Housing Benefit single aged personal allowance - -The following personal allowance amount is provided to single filers over the pension age under the Housing Benefit. - -**Type:** float - -**Current value:** 235.2 - ---- - -### gov.dwp.housing_benefit.allowances.single.older -**Label:** Housing Benefit single older personal allowance - -The following older single person personal allowance is provided under the Housing Benefit. - -**Type:** float - -**Current value:** 90.5 - ---- - -### gov.dwp.housing_benefit.allowances.age_threshold.younger -**Label:** Housing Benefit allowance younger age threshold - -A lower Housing Benefit allowance amount is provided if both members of a couple are below this age threshold. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.dwp.housing_benefit.allowances.age_threshold.older -**Label:** Housing Benefit allowance older age threshold - -A higher Houseing Benefit allowance amount is provided for filers over this age threshold. - -**Type:** int - -**Current value:** 25 - ---- - -### gov.dwp.housing_benefit.allowances.couple.younger -**Label:** Housing Benefit younger couple personal allowance - -The following couple personal allowance is provided under the Housing Benefit, if both members are under the younger age threshold. - -**Type:** float - -**Current value:** 108.3 - ---- - -### gov.dwp.housing_benefit.allowances.couple.aged -**Label:** Housing Benefit aged couple personal allowance - -The following couple personal allowance is provided under the Housing Benefit if at least one member is over the state pension age threshold. - -**Type:** int - -**Current value:** 352 - ---- - -### gov.dwp.housing_benefit.allowances.couple.older -**Label:** Housing Benefit older couple personal allowance - -The following couple personal allowance is provided under the Housing Benefit, if at least one member is over the younger age threshold. - -**Type:** float - -**Current value:** 142.25 - ---- - -### gov.dwp.housing_benefit.non_dep_deduction.age_threshold -**Label:** Housing Benefit non dependent deduction age threshold - -A non dependent deduction is provided under Housing Benefit for filers at or above this age threshold. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.dwp.housing_benefit.means_test.withdrawal_rate -**Label:** Housing Benefit withdrawal rate - -Withdrawal rate under the Housing Benefit. - -**Type:** float - -**Current value:** 0.65 - ---- - -### gov.dwp.housing_benefit.means_test.income_disregard.worker -**Label:** Housing Benefit worker earnings disregard - -This amount of earnings is disreagrded for workers under the Housing Benefit. - -**Type:** float - -**Current value:** 51.18391608391608 - ---- - -### gov.dwp.housing_benefit.means_test.income_disregard.couple -**Label:** Housing Benefit couple earnings disregard - -This amount of earnings is disreagrded for couples under the Housing Benefit. - -**Type:** float - -**Current value:** 13.796203796203795 - ---- - -### gov.dwp.housing_benefit.means_test.income_disregard.lone_parent -**Label:** Housing Benefit lone parent earnings disregard - -This amount of earnings is disreagrded for lone parents under the Housing Benefit. - -**Type:** float - -**Current value:** 34.49050949050949 - ---- - -### gov.dwp.housing_benefit.means_test.income_disregard.single -**Label:** Housing Benefit single person earnings disregard - -This amount of earnings is disreagrded for single filers under the Housing Benefit. - -**Type:** float - -**Current value:** 6.898101898101897 - ---- - -### gov.dwp.housing_benefit.means_test.income_disregard.worker_hours -**Label:** Housing Benefit worker element hours requirement - -Filers can receive an additional income disregard amount if the meet the following averge weekly work hour quota under the Housing Benefit. - -**Type:** int - -**Current value:** 30 - ---- - -### gov.dwp.housing_benefit.takeup -**Label:** Housing Benefit take-up rate - -Share of eligible Housing Benefit recipients that participate. By definition, this is 100%, because only current claimants are eligible (no new claims). - -**Type:** float - -**Current value:** 1.0 - ---- - -### gov.dwp.constant_attendance_allowance.exceptional_rate -**Label:** Constant Attendance Allowance exceptional rate - -Exceptional rate for Constant Attendance Allowance - -**Type:** float - -**Current value:** 200.87272727272725 - ---- - -### gov.dwp.constant_attendance_allowance.full_day_rate -**Label:** Constant Attendance Allowance full day rate - -Full day rate for Constant Attendance Allowance - -**Type:** float - -**Current value:** 100.43636363636362 - ---- - -### gov.dwp.constant_attendance_allowance.part_day_rate -**Label:** Constant Attendance Allowance part day rate - -Part day rate for Constant Attendance Allowance - -**Type:** float - -**Current value:** 50.21818181818181 - ---- - -### gov.dwp.constant_attendance_allowance.intermediate_rate -**Label:** Constant Attendance Allowance intermediate rate - -Intermediate rate for Constant Attendance Allowance - -**Type:** float - -**Current value:** 150.65454545454543 - ---- - -### gov.dwp.disability_premia.disability_single -**Label:** Legacy benefit disability premium (single) - -Disability premium for a single person - -**Type:** float - -**Current value:** 48.217732267732266 - ---- - -### gov.dwp.disability_premia.severe_couple -**Label:** Legacy benefit severe disability premium (couple) - -Severe disability premium for a couple where both are eligible - -**Type:** float - -**Current value:** 184.73116883116882 - ---- - -### gov.dwp.disability_premia.enhanced_couple -**Label:** Legacy benefit enhanced disability premium (couple) - -Enhanced disability premium for a couple, invalid for Employment and Support Allowance - -**Type:** float - -**Current value:** 33.80069930069929 - ---- - -### gov.dwp.disability_premia.disability_couple -**Label:** Legacy benefit disability premium (couple) - -Disability premium for a couple - -**Type:** float - -**Current value:** 68.7050949050949 - ---- - -### gov.dwp.disability_premia.severe_single -**Label:** Legacy benefit severe disability premium (single) - -Severe disability premium for a single person - -**Type:** float - -**Current value:** 92.36558441558441 - ---- - -### gov.dwp.disability_premia.enhanced_single -**Label:** Legacy benefit enhanced disability premium (single) - -Enhanced disability premium for a single person, invalid for Employment and Support Allowance - -**Type:** float - -**Current value:** 23.591508491508492 - ---- - -### gov.dwp.JSA.income.income_disregard_single -**Label:** Jobseeker's Allowance income disregard (single) - -Threshold in income for a single person, above which the Jobseeker's Allowance amount is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.JSA.income.couple -**Label:** Income-based JSA (couple) - -Weekly contributory Jobseeker's Allowance for couples - -**Type:** float - -**Current value:** 134.1653691813804 - ---- - -### gov.dwp.JSA.income.takeup -**Label:** Income-based Jobseeker's Allowance take-up rate - -Share of eligible Income-based Jobseeker's Allowance recipients that participate - -**Type:** float - -**Current value:** 0.56 - ---- - -### gov.dwp.JSA.income.amount_18_24 -**Label:** Income-based JSA (18-24) - -Income-based Jobseeker's Allowance for persons aged 18-24 - -**Type:** float - -**Current value:** 67.66456661316212 - ---- - -### gov.dwp.JSA.income.income_disregard_couple -**Label:** Jobseeker's Allowance income disregard (couple) - -Threshold in income for a couple, above which the contributory Jobseeker's Allowance amount is reduced - -**Type:** float - -**Current value:** 10.0 - ---- - -### gov.dwp.JSA.income.amount_over_25 -**Label:** Income-based JSA (over 25) - -Income-based Jobseeker's Allowance for persons aged over 25 - -**Type:** float - -**Current value:** 85.34269662921349 - ---- - -### gov.dwp.JSA.income.income_disregard_lone_parent -**Label:** Jobseeker's Allowance income disregard (lone parent) - -Threshold in income for a lone parent, above which the contributory Jobseeker's Allowance amount is reduced - -**Type:** float - -**Current value:** 20.0 - ---- - -### gov.dwp.JSA.contrib.earn_disregard -**Label:** Jobseeker's Allowance earnings disregard - -Threshold in earnings, above which the contributory Jobseeker's Allowance amount is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.JSA.contrib.amount_18_24 -**Label:** Income-based JSA (18-24) - -Income-based Jobseeker's Allowance for persons aged 18-24 - -**Type:** float - -**Current value:** 61.05 - ---- - -### gov.dwp.JSA.contrib.pension_disregard -**Label:** Jobseeker's Allowance pension disregard - -Threshold in occupational and personal pensions, above which the contributory Jobseeker's Allowance amount is reduced - -**Type:** float - -**Current value:** 50.0 - ---- - -### gov.dwp.JSA.contrib.amount_over_25 -**Label:** Contributory JSA (over 25) - -Contributory Jobseeker's Allowance for persons aged over 25 - -**Type:** float - -**Current value:** 77.0 - ---- - -### gov.dwp.JSA.hours.couple -**Label:** Jobseeker's Allowance hours requirement (couple) - -Hours requirement for joint claimants of Jobseeker's Allowance - -**Type:** int - -**Current value:** 24 - ---- - -### gov.dwp.JSA.hours.single -**Label:** Jobseeker's Allowance hours requirement (single) - -Hours requirement for single claimants of Jobseeker's Allowance - -**Type:** int - -**Current value:** 16 - ---- - -### gov.dwp.universal_credit.takeup_rate -**Label:** Universal Credit take-up rate - -Take-up rate of Universal Credit. - -**Type:** float - -**Current value:** 0.55 - ---- - -### gov.dwp.universal_credit.standard_allowance.amount.SINGLE_YOUNG -**Label:** Universal Credit single amount (under 25) - -Standard allowance for single claimants under 25 - -**Type:** float - -**Current value:** 311.68 - ---- - -### gov.dwp.universal_credit.standard_allowance.amount.SINGLE_OLD -**Label:** Universal Credit single amount (over 25) - -Standard allowance for single claimants over 25. - -**Type:** float - -**Current value:** 393.45 - ---- - -### gov.dwp.universal_credit.standard_allowance.amount.COUPLE_YOUNG -**Label:** Universal Credit couple amount (both under 25) - -Standard allowance for couples where both are under 25. - -**Type:** float - -**Current value:** 489.23 - ---- - -### gov.dwp.universal_credit.standard_allowance.amount.COUPLE_OLD -**Label:** Universal Credit couple amount (one over 25) - -Standard allowance for couples where one is over 25. - -**Type:** float - -**Current value:** 617.6 - ---- - -### gov.dwp.universal_credit.standard_allowance.claimant_type.age_threshold -**Label:** Universal Credit standard allowance claimant type age threshold - -A higher Universal Credit standard allowance is provided to claimants over this age threshold. - -**Type:** int - -**Current value:** 25 - ---- - -### gov.dwp.universal_credit.rollout_rate -**Label:** Universal Credit roll-out rate - -Roll-out rate of Universal Credit - -**Type:** int - -**Current value:** 1 - ---- - -### gov.dwp.universal_credit.elements.housing.non_dep_deduction.age_threshold -**Label:** Universal Credit housing element non-dependent deduction age threshold - -The non-dependent deduction is limited to filers over this age threshold under the housing element of the Universal Credit. - -**Type:** int - -**Current value:** 21 - ---- - -### gov.dwp.universal_credit.elements.housing.non_dep_deduction.amount -**Label:** Universal Credit housing element non-dependent deduction amount - -Non-dependent deduction amount for the housing element of the Universal Credit. - -**Type:** float - -**Current value:** 93.77881959910913 - ---- - -### gov.dwp.universal_credit.elements.childcare.coverage_rate -**Label:** Universal Credit childcare element coverage rate - -Proportion of childcare costs covered by Universal Credit. - -**Type:** float - -**Current value:** 0.85 - ---- - -### gov.dwp.universal_credit.elements.disabled.amount -**Label:** Universal Credit disability element amount - -Limited capability for work-related activity element amount under the Universal Credit. - -**Type:** float - -**Current value:** 416.19 - ---- - -### gov.dwp.universal_credit.elements.carer.amount -**Label:** Universal Credit carer element amount - -Carer element amount under the Universal Credit. - -**Type:** float - -**Current value:** 198.31 - ---- - -### gov.dwp.universal_credit.elements.child.limit.child_count -**Label:** Universal Credit child element child limit - -Limit on the number of children for which the Universal Credit child element is payable. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.dwp.universal_credit.elements.child.limit.start_year -**Label:** Universal Credit child element start year - -A higher Universal Credit child element is payable for the first child if the child is born before this year. - -**Type:** int - -**Current value:** 2017 - ---- - -### gov.dwp.universal_credit.elements.child.first.higher_amount -**Label:** Universal Credit child element higher amount - -Child element for the first child in Universal Credit. - -**Type:** float - -**Current value:** 333.33 - ---- - -### gov.dwp.universal_credit.elements.child.amount -**Label:** Universal Credit child element amount - -The following child element is provided under the Universal Credit. - -**Type:** float - -**Current value:** 287.92 - ---- - -### gov.dwp.universal_credit.elements.child.disabled.amount -**Label:** Universal Credit disabled child element amount - -The following disabled child element is provided under the Universal Credit. - -**Type:** float - -**Current value:** 156.11 - ---- - -### gov.dwp.universal_credit.elements.child.severely_disabled.amount -**Label:** Unversal Credit severely disabled element amount - -Severely disabled child element of Universal Credit. - -**Type:** float - -**Current value:** 487.58 - ---- - -### gov.dwp.universal_credit.means_test.reduction_rate -**Label:** Universal Credit earned income reduction rate - -Rate at which Universal Credit is reduced with earnings above the work allowance. - -**Type:** float - -**Current value:** 0.55 - ---- - -### gov.dwp.universal_credit.means_test.work_allowance.with_housing -**Label:** Universal Credit Work Allowance with housing support - -Universal Credit Work Allowance if household receives housing support. - -**Type:** int - -**Current value:** 404 - ---- - -### gov.dwp.universal_credit.means_test.work_allowance.without_housing -**Label:** Universal Credit Work Allowance without housing support - -Universal Credit Work Allowance if household does not receive housing support. - -**Type:** int - -**Current value:** 673 - ---- - -### gov.dwp.universal_credit.work_requirements.default_expected_hours -**Label:** Universal Credit minimum income floor expected weekly hours worked - -Default expected hours worked per week for Universal Credit. - -**Type:** int - -**Current value:** 35 - ---- - -### gov.dwp.tax_credits.child_tax_credit.elements.dis_child_element -**Label:** CTC disabled child element - -Child Tax Credit disabled child element - -**Type:** int - -**Current value:** 4170 - ---- - -### gov.dwp.tax_credits.child_tax_credit.elements.severe_dis_child_element -**Label:** CTC severely disabled child element - -Child Tax Credit severely disabled child element - -**Type:** float - -**Current value:** 1584.935794542536 - ---- - -### gov.dwp.tax_credits.child_tax_credit.elements.child_element -**Label:** CTC child element - -Child Tax Credit child element - -**Type:** int - -**Current value:** 3455 - ---- - -### gov.dwp.tax_credits.child_tax_credit.takeup -**Label:** Child Tax Credit take-up rate - -Share of eligible Child Tax Credit recipients that participate. By definition, this is 100%, because only current claimants are eligible (no new claims). - -**Type:** float - -**Current value:** 1.0 - ---- - -### gov.dwp.tax_credits.min_benefit -**Label:** Tax credits minimum benefit - -Tax credit amount below which tax credits are not paid - -**Type:** int - -**Current value:** 26 - ---- - -### gov.dwp.tax_credits.means_test.income_threshold -**Label:** Tax Credits income threshold - -Yearly income threshold after which the Child Tax Credit is reduced for benefit units claiming Working Tax Credit - -**Type:** int - -**Current value:** 7955 - ---- - -### gov.dwp.tax_credits.means_test.income_threshold_CTC_only -**Label:** CTC income threshold - -Income threshold for benefit units only entitled to Child Tax Credit - -**Type:** int - -**Current value:** 19995 - ---- - -### gov.dwp.tax_credits.working_tax_credit.elements.childcare_1 -**Label:** Working Tax Credit childcare element one child amount - -Working Tax Credit childcare element for one child - -**Type:** float - -**Current value:** 268.52777777777777 - ---- - -### gov.dwp.tax_credits.working_tax_credit.elements.couple -**Label:** WTC couple element - -Working Tax Credit couple element - -**Type:** int - -**Current value:** 2500 - ---- - -### gov.dwp.tax_credits.working_tax_credit.elements.lone_parent -**Label:** WTC lone parent element - -Working Tax Credit lone parent element - -**Type:** int - -**Current value:** 2500 - ---- - -### gov.dwp.tax_credits.working_tax_credit.elements.childcare_2 -**Label:** Working Tax Credit childcare element two or more children amount - -Working Tax Credit childcare element for two or more children - -**Type:** float - -**Current value:** 460.33333333333326 - ---- - -### gov.dwp.tax_credits.working_tax_credit.elements.severely_disabled -**Label:** WTC severe disability element - -Working Tax Credit severe disability element - -**Type:** int - -**Current value:** 1705 - ---- - -### gov.dwp.tax_credits.working_tax_credit.elements.disabled -**Label:** WTC disability element - -Working Tax Credit disability element - -**Type:** int - -**Current value:** 3935 - ---- - -### gov.dwp.tax_credits.working_tax_credit.elements.basic -**Label:** WTC basic element - -Working Tax Credit basic element - -**Type:** int - -**Current value:** 2435 - ---- - -### gov.dwp.tax_credits.working_tax_credit.takeup -**Label:** Working Tax Credit take-up rate - -Share of eligible Working Tax Credit recipients that participate. By definition, this is 100%, because only current claimants are eligible (no new claims). - -**Type:** float - -**Current value:** 1.0 - ---- - -### gov.dwp.state_pension.basic_state_pension.amount -**Label:** basic State Pension amount - -Weekly amount paid to recipients of the basic State Pension. - -**Type:** float - -**Current value:** 169.5 - ---- - -### gov.dwp.state_pension.new_state_pension.active -**Label:** New State Pension active - -Individuals who reach State Pension age while this parameter is true receive the New State Pension. - -**Type:** bool - -**Current value:** True - ---- - -### gov.dwp.state_pension.new_state_pension.amount -**Label:** New State Pension amount - -Weekly amount paid to recipients of the New State Pension. - -**Type:** float - -**Current value:** 221.2 - ---- - -### gov.dwp.pip.mobility.enhanced -**Label:** PIP (mobility) (enhanced rate) - -Enhanced rate for Personal Independence Payment (mobility component). - -**Type:** float - -**Current value:** 75.75 - ---- - -### gov.dwp.pip.mobility.standard -**Label:** PIP (mobility) (standard rate) - -Standard rate for Personal Independence Payment (mobility component). - -**Type:** float - -**Current value:** 28.7 - ---- - -### gov.dwp.pip.daily_living.enhanced -**Label:** PIP (daily living) (enhanced rate) - -Enhanced rate for Personal Independence Payment (daily living component). - -**Type:** float - -**Current value:** 108.55 - ---- - -### gov.dwp.pip.daily_living.standard -**Label:** PIP (daily living) (standard rate) - -Standard rate for Personal Independence Payment (daily living component). - -**Type:** float - -**Current value:** 72.65 - ---- - -### gov.dwp.ESA.income.income_disregard_single -**Label:** Income-based ESA single person earnings disregard - -Threshold for income for a single person, above which the income-based Employment and Support Allowance amount is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.ESA.income.couple -**Label:** Income-based ESA personal allowance (couples) - -Income-based Employment and Support Allowance personal allowance for couples - -**Type:** float - -**Current value:** 116.8 - ---- - -### gov.dwp.ESA.income.earn_disregard -**Label:** Income-based ESA earnings disregard - -Earnings threshold above which the income-based Employment and Support Allowance amount is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.ESA.income.amount_18_24 -**Label:** Income-based ESA personal allowance (18-24) - -Income-based Employment and Support Allowance personal allowance for persons aged 18-24 - -**Type:** float - -**Current value:** 58.9 - ---- - -### gov.dwp.ESA.income.pension_disregard -**Label:** Income-based ESA pension disregard - -Threshold for occupational and personal pensions, above which the income-based Employment and Support Allowance amount is reduced - -**Type:** float - -**Current value:** 50.0 - ---- - -### gov.dwp.ESA.income.income_disregard_couple -**Label:** Income-based ESA couple earnings disregard - -Threshold for income for a couple, above which the income-based Employment and Support Allowance amount is reduced - -**Type:** float - -**Current value:** 10.0 - ---- - -### gov.dwp.ESA.income.amount_over_25 -**Label:** Income-based ESA personal allowance (over 25) - -Income-based Employment and Support Allowance personal allowance for persons aged over 25 - -**Type:** float - -**Current value:** 74.35 - ---- - -### gov.dwp.ESA.income.income_disregard_lone_parent -**Label:** Income-based ESA lone parent earnings disregard - -Threshold for income for a lone parent, above which the income-based Employment and Support Allowance amount is reduced - -**Type:** float - -**Current value:** 20.0 - ---- - -### gov.dwp.IIDB.maximum -**Label:** Industrial Injuries Disablement Benefit maximum - -Maximum weekly Industrial Injuries Disablement Benefit; amount varies in 10% increments - -**Type:** int - -**Current value:** 182 - ---- - -### gov.dwp.benefit_cap.single.in_london -**Label:** Benefit cap (single claimants, in London) - -**Type:** int - -**Current value:** 16967 - ---- - -### gov.dwp.benefit_cap.single.outside_london -**Label:** Benefit cap (single claimants, outside London) - -**Type:** int - -**Current value:** 14753 - ---- - -### gov.dwp.benefit_cap.non_single.in_london -**Label:** Benefit cap (family claimants, in London) - -**Type:** int - -**Current value:** 25323 - ---- - -### gov.dwp.benefit_cap.non_single.outside_london -**Label:** Benefit cap (family claimants, outside London) - -**Type:** int - -**Current value:** 22020 - ---- - -### gov.dwp.attendance_allowance.lower -**Label:** Attendance Allowance (lower rate) - -Lower Attendance Allowance amount. - -**Type:** float - -**Current value:** 72.65 - ---- - -### gov.dwp.attendance_allowance.higher -**Label:** Attendance Allowance (higher rate) - -Upper Attendance Allowance amount. - -**Type:** float - -**Current value:** 108.55 - ---- - -### gov.dwp.LHA.means_test.withdrawal_rate -**Label:** Housing Benefit (LHA) withdrawal rate - -Withdrawal rate of Housing Benefit (LHA) - -**Type:** float - -**Current value:** 0.65 - ---- - -### gov.dwp.LHA.means_test.worker_income_disregard -**Label:** Housing Benefit (LHA) worker income disregard - -Additional disregard in income for meeting the 16/30 hours requirement - -**Type:** int - -**Current value:** 30 - ---- - -### gov.dwp.LHA.means_test.income_disregard_single -**Label:** Housing Benefit (LHA) income disregard (single) - -Threshold in income for a single person, above which the Housing Benefit (LHA) amount is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.LHA.means_test.earn_disregard -**Label:** Housing Benefit (LHA) earnings disregard - -Threshold earnings, above which the Housing Benefit (LHA) is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.LHA.means_test.income_disregard_lone -**Label:** Housing Benefit (LHA) income disregard (lone parent) - -Threshold in income for a lone parent, above which the Housing Benefit (LHA) amount is reduced - -**Type:** float - -**Current value:** 20.0 - ---- - -### gov.dwp.LHA.means_test.worker_hours -**Label:** LHA worker hours requirement - -Default hours requirement for the Working-Tax-Credit-related worker element of Housing Benefit (LHA) - -**Type:** int - -**Current value:** 30 - ---- - -### gov.dwp.LHA.means_test.pension_disregard -**Label:** Housing Benefit (LHA) pension disregard - -Threshold in occupational and personal pensions, above which the Housing Benefit (LHA) amount is reduced - -**Type:** float - -**Current value:** 50.0 - ---- - -### gov.dwp.LHA.means_test.income_disregard_couple -**Label:** Housing Benefit (LHA) income disregard (couple) - -Threshold in income for a couple, above which the Housing Benefit (LHA) amount is reduced - -**Type:** float - -**Current value:** 10.0 - ---- - -### gov.dwp.LHA.means_test.income_disregard_lone_parent -**Label:** Housing Benefit (LHA) income disregard (lone parent) - -Threshold in income for a lone parent, above which the Housing Benefit (LHA) amount is reduced - -**Type:** float - -**Current value:** 20.0 - ---- - -### gov.dwp.LHA.freeze -**Label:** LHA freeze - -While this parameter is true, LHA rates are frozen in cash terms. - -**Type:** bool - -**Current value:** False - ---- - -### gov.dwp.LHA.percentile -**Label:** LHA percentile - -Local Housing Allowance rates are set at this percentile of private rents in the family's Broad Rental Market Area. This parameter does not apply if LHA is frozen. - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.dwp.income_support.amounts.amount_couples_age_gap -**Label:** Income Support applicable amount (couples, one under 18, one over 25) - -Income Support applicable amount for couples in which one is under 18 and one over 25 - -**Type:** float - -**Current value:** 102.57477522477521 - ---- - -### gov.dwp.income_support.amounts.amount_16_24 -**Label:** Income Support applicable amount (single, 18-24) - -Income Support applicable amount for single persons aged 18-24 - -**Type:** float - -**Current value:** 81.25964035964034 - ---- - -### gov.dwp.income_support.amounts.amount_couples_16_17 -**Label:** Income Support applicable amount (couples, both under 18) - -Income Support applicable amount for couples both aged under 18 - -**Type:** float - -**Current value:** 81.25964035964034 - ---- - -### gov.dwp.income_support.amounts.amount_lone_over_18 -**Label:** Income Support applicable amount (lone parent, over 18) - -Income Support applicable amount for lone parents aged over 18 - -**Type:** float - -**Current value:** 102.57477522477521 - ---- - -### gov.dwp.income_support.amounts.amount_couples_over_18 -**Label:** Income Support applicable amount (couples, both over 18) - -Income Support applicable amount for couples aged over 18 - -**Type:** float - -**Current value:** 161.1396603396603 - ---- - -### gov.dwp.income_support.amounts.amount_lone_16_17 -**Label:** Income Support applicable amount (lone parent, under 18) - -Income Support applicable amount for lone parents aged under 18 - -**Type:** float - -**Current value:** 81.25964035964034 - ---- - -### gov.dwp.income_support.amounts.amount_over_25 -**Label:** Income Support applicable amount (single, over 25) - -Income Support applicable amount for single persons aged over 25 - -**Type:** float - -**Current value:** 102.57477522477521 - ---- - -### gov.dwp.income_support.means_test.income_disregard_single -**Label:** Income Support income disregard (single) - -Threshold in income for a single person, above which the Income Support amount is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.income_support.means_test.earn_disregard -**Label:** Income Support earnings disregard - -Threshold in earnings, above which the Income Support amount is reduced - -**Type:** float - -**Current value:** 5.0 - ---- - -### gov.dwp.income_support.means_test.pension_disregard -**Label:** Income Support pension disregard - -Threshold in occupational and personal pensions, above which the Income Support amount is reduced - -**Type:** float - -**Current value:** 50.0 - ---- - -### gov.dwp.income_support.means_test.income_disregard_couple -**Label:** Income Support income disregard (couples) - -Threshold in income for a couple, above which the Income Support amount is reduced - -**Type:** float - -**Current value:** 10.0 - ---- - -### gov.dwp.income_support.means_test.income_disregard_lone_parent -**Label:** Income Support income disregard (lone parent) - -Threshold in income for a lone parent, above which the Income Support amount is reduced - -**Type:** float - -**Current value:** 20.0 - ---- - -### gov.dwp.income_support.takeup -**Label:** Income Support take-up rate - -Share of eligible Income Support recipients that participate. By definition, this is 100%, because only current claimants are eligible (no new claims). - -**Type:** float - -**Current value:** 1.0 - ---- - -### gov.dwp.pension_credit.income.pension_contributions_deduction -**Label:** Pension Credit pension contribution deduction - -Percentage of pension contributions which are deductible from Pension Credit income. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.dwp.pension_credit.savings_credit.rate.phase_in -**Label:** Savings Credit phase-in rate - -The rate at which Savings Credit increases for income over the Savings Credit threshold. - -**Type:** float - -**Current value:** 0.6 - ---- - -### gov.dwp.pension_credit.savings_credit.rate.phase_out -**Label:** Savings Credit phase-out rate - -The rate at which Savings Credit decreases for income over the Minimum Guarantee. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.dwp.pension_credit.savings_credit.threshold.SINGLE -**Label:** Pension Credit savings credit income threshold (single) - -**Type:** float - -**Current value:** 189.8 - ---- - -### gov.dwp.pension_credit.savings_credit.threshold.COUPLE -**Label:** Pension Credit savings credit income threshold (couple) - -**Type:** float - -**Current value:** 301.22 - ---- - -### gov.dwp.pension_credit.guarantee_credit.severe_disability.addition -**Label:** Pension Credit severe disability addition - -Addition to the Minimum Guarantee for each severely disabled adult. - -**Type:** float - -**Current value:** 76.91926163723917 - ---- - -### gov.dwp.pension_credit.guarantee_credit.carer.addition -**Label:** Pension Credit carer addition - -Addition to the Minimum Guarantee for each claimant who is a carer. - -**Type:** float - -**Current value:** 45.6 - ---- - -### gov.dwp.pension_credit.guarantee_credit.child.disability.severe.addition -**Label:** Pension Credit severely disabled child addition - -Addition to the Minimum Guarantee for each severely disabled child (above the child addition). - -**Type:** float - -**Current value:** 105.82494382022473 - ---- - -### gov.dwp.pension_credit.guarantee_credit.child.disability.addition -**Label:** Pension Credit disabled child addition - -Addition to the Minimum Guarantee for each disabled child (above the child addition). - -**Type:** float - -**Current value:** 33.89324237560192 - ---- - -### gov.dwp.pension_credit.guarantee_credit.child.addition -**Label:** Pension Credit child addition - -Addition to the Minimum Guarantee for each child. - -**Type:** float - -**Current value:** 62.45533707865169 - ---- - -### gov.dwp.pension_credit.takeup -**Label:** Pension Credit take-up rate - -Share of eligible Pension Credit recipients that participate. - -**Type:** float - -**Current value:** 0.7 - ---- - -### gov.obr.inflation.food_beverages_and_tobacco -**Label:** Food and beverages inflation - -OBR CPI category inflation projection for food, beverages and tobacco. - -**Type:** float - -**Current value:** 1.352 - ---- - -### gov.obr.inflation.utilities -**Label:** Utilities inflation - -OBR CPI category inflation projection for utilities - -**Type:** float - -**Current value:** 1.365 - ---- - -### gov.dcms.bbc.tv_licence.evasion_rate -**Label:** TV licence fee evasion rate - -Percent of households legally required to purchase a TV licence who evade the licence fee. - -**Type:** float - -**Current value:** 0.0725 - ---- - -### gov.dcms.bbc.tv_licence.discount.blind.discount -**Label:** Blind TV Licence discount - -Percentage discount for qualifying blind licence holders. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.dcms.bbc.tv_licence.discount.aged.discount -**Label:** Aged TV Licence discount - -Percentage discount for qualifying aged households. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.dcms.bbc.tv_licence.discount.aged.min_age -**Label:** Aged TV Licence discounted minimum age - -Minimum age required to qualify for a TV licence discount. - -**Type:** int - -**Current value:** 75 - ---- - -### gov.dcms.bbc.tv_licence.discount.aged.must_claim_pc -**Label:** Aged TV licence Pension Credit requirement - -Whether aged individuals must claim Pension Credit in order to qualify for a free TV licence. - -**Type:** bool - -**Current value:** True - ---- - -### gov.dcms.bbc.tv_licence.colour -**Label:** TV Licence fee - -Full TV licence for a colour TV, before any discounts are applied. - -**Type:** float - -**Current value:** 159.0 - ---- - -### gov.dcms.bbc.tv_licence.tv_ownership -**Label:** TV ownership rate - -Percentage of households which own a TV. - -**Type:** float - -**Current value:** 0.9544 - ---- - -### gov.hmrc.fuel_duty.petrol_and_diesel -**Label:** Fuel duty rate (petrol and diesel) - -Fuel duty rate per litre of petrol and diesel. - -**Type:** float - -**Current value:** 0.5295 - ---- - -### gov.hmrc.national_insurance.class_4.rates.additional -**Label:** NI Class 4 additional rate - -The additional National Insurance rate paid above the Upper Profits Limit for self-employed profits - -**Type:** float - -**Current value:** 0.02 - ---- - -### gov.hmrc.national_insurance.class_4.rates.main -**Label:** NI Class 4 main rate - -The main National Insurance rate paid between the Lower and Upper Profits Limits for self-employed profits - -**Type:** float - -**Current value:** 0.06 - ---- - -### gov.hmrc.national_insurance.class_4.thresholds.upper_profits_limit -**Label:** NI Upper Profits Limit - -The Upper Profits Limit is the threshold at which self-employed earners pay the additional Class 4 National Insurance rate - -**Type:** int - -**Current value:** 50270 - ---- - -### gov.hmrc.national_insurance.class_4.thresholds.lower_profits_limit -**Label:** NI Lower Profits Limit - -The Lower Profits Limit is the threshold at which self-employed earners pay the main Class 4 National Insurance rate - -**Type:** float - -**Current value:** 12887.282850779511 - ---- - -### gov.hmrc.national_insurance.class_2.flat_rate -**Label:** NI Class 2 Flat Rate - -Flat rate National Insurance contribution for self-employed earners - -**Type:** int - -**Current value:** 0 - ---- - -### gov.hmrc.national_insurance.class_2.small_profits_threshold -**Label:** NI Class 2 Small Profits Threshold - -Small profits National Insurance threshold for self-employed earners - -**Type:** float - -**Current value:** 7453.631621187801 - ---- - -### gov.hmrc.national_insurance.class_1.rates.employee.additional -**Label:** NI Class 1 additional rate - -The Class 1 National Insurance additional rate is paid on employment earnings above the Upper Earnings Limit - -**Type:** float - -**Current value:** 0.0185 - ---- - -### gov.hmrc.national_insurance.class_1.rates.employee.main -**Label:** NI Class 1 main rate - -The Class 1 National Insurance main rate is paid on employment earnings between the Primary Threshold and the Upper Earnings Limit - -**Type:** float - -**Current value:** 0.08 - ---- - -### gov.hmrc.national_insurance.class_1.rates.employer -**Label:** NI Employer rate - -National Insurance contribution rate by employers on earnings above the Secondary Threshold - -**Type:** float - -**Current value:** 0.138 - ---- - -### gov.hmrc.national_insurance.class_1.thresholds.lower_earnings_limit -**Label:** NI Lower Earnings Limit - -Lower earnings limit for National Insurance - -**Type:** int - -**Current value:** 123 - ---- - -### gov.hmrc.national_insurance.class_1.thresholds.primary_threshold -**Label:** NI Primary Threshold - -The Primary Threshold is the lower bound for the main rate of Class 1 National Insurance - -**Type:** float - -**Current value:** 241.73 - ---- - -### gov.hmrc.national_insurance.class_1.thresholds.secondary_threshold -**Label:** NI Secondary Threshold - -Secondary threshold for National Insurance - -**Type:** int - -**Current value:** 175 - ---- - -### gov.hmrc.national_insurance.class_1.thresholds.upper_earnings_limit -**Label:** NI Upper Earnings Limit - -The Upper Earnings Limit is the upper bound for the main rate of Class 1 National Insurance - -**Type:** float - -**Current value:** 966.73 - ---- - -### gov.hmrc.stamp_duty.abolish -**Label:** Abolish SDLT - -Abolish Stamp Duty Land Tax. - -**Type:** bool - -**Current value:** False - ---- - -### gov.hmrc.stamp_duty.residential.purchase.additional.min -**Label:** Stamp Duty secondary residence minimum value - -Minimum value for taxability of additional residential property - -**Type:** int - -**Current value:** 40000 - ---- - -### gov.hmrc.stamp_duty.residential.purchase.main.first.max -**Label:** Stamp Duty first home value limit - -Maximum value for a first-property purchase to receive the Stamp Duty relief for first-time buyers. Increasing this value will underestimate the number of claims for FTBR, as the model will not add new claims. - -**Type:** int - -**Current value:** 500000 - ---- - -### gov.hmrc.stamp_duty.property_sale_rate -**Label:** percentage of properties sold - -This percentage of properties are sold every year. - -**Type:** float - -**Current value:** 0.045 - ---- - -### gov.hmrc.income_tax.allowances.property_allowance -**Label:** Property Allowance - -Amount of income from property untaxed per year - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.hmrc.income_tax.allowances.marriage_allowance.takeup_rate -**Label:** Marriage Allowance take-up rate - -Percentage of eligible couples who claim Marriage Allowance. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.hmrc.income_tax.allowances.marriage_allowance.max -**Label:** Marriage Allowance maximum percentage - -Maximum Marriage Allowance taxable income reduction, as a percentage of the full Personal Allowance - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.hmrc.income_tax.allowances.marriage_allowance.rounding_increment -**Label:** Marriage Allowance rounding increment - -The Marriage Allowance is rounded up by this increment. - -**Type:** int - -**Current value:** 10 - ---- - -### gov.hmrc.income_tax.allowances.personal_allowance.reduction_rate -**Label:** Personal Allowance phase-out rate - -Reduction rate for the Personal Allowance - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.hmrc.income_tax.allowances.personal_allowance.amount -**Label:** Personal allowance - -The Personal Allowance is deducted from general income - -**Type:** int - -**Current value:** 12570 - ---- - -### gov.hmrc.income_tax.allowances.personal_allowance.maximum_ANI -**Label:** Personal Allowance phase-out threshold - -Maximum adjusted net income before the Personal Allowance is reduced - -**Type:** int - -**Current value:** 100000 - ---- - -### gov.hmrc.income_tax.allowances.trading_allowance -**Label:** Trading Allowance - -Amount of trading income untaxed per year - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.hmrc.income_tax.allowances.dividend_allowance -**Label:** Dividend Allowance - -Amount of dividend income untaxed per year - -**Type:** int - -**Current value:** 500 - ---- - -### gov.hmrc.income_tax.rates.uk[0].rate -**Label:** Basic rate - -The basic rate is the first of three tax brackets on all income, after allowances are deducted - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.hmrc.income_tax.rates.uk[1].threshold -**Label:** Higher rate threshold - -The lower threshold for the higher rate of income tax (and therefore the upper threshold of the basic rate) - -**Type:** int - -**Current value:** 37700 - ---- - -### gov.hmrc.income_tax.rates.uk[1].rate -**Label:** Higher rate - -The higher rate is the middle tax bracket on earned income. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.hmrc.income_tax.rates.uk[2].threshold -**Label:** Additional rate threshold - -The lower threshold for the additional rate - -**Type:** int - -**Current value:** 125140 - ---- - -### gov.hmrc.income_tax.rates.uk[2].rate -**Label:** Additional rate - -The additional rate is the highest tax bracket, with no upper bound - -**Type:** float - -**Current value:** 0.45 - ---- - -### gov.hmrc.income_tax.rates.uk[3].threshold -**Label:** Extra tax bracket threshold - -The lower threshold for the extra bracket rate. - -**Type:** int - -**Current value:** 10000000 - ---- - -### gov.hmrc.income_tax.rates.uk[3].rate -**Label:** Extra tax bracket rate - -An extra tax bracket. - -**Type:** float - -**Current value:** 0.45 - ---- - -### gov.hmrc.income_tax.rates.dividends[0].threshold -**Label:** Dividends basic rate threshold - -**Type:** int - -**Current value:** 0 - ---- - -### gov.hmrc.income_tax.rates.dividends[0].rate -**Label:** Dividends basic rate - -**Type:** float - -**Current value:** 0.0875 - ---- - -### gov.hmrc.income_tax.rates.dividends[1].threshold -**Label:** Dividends higher rate threshold - -**Type:** int - -**Current value:** 37500 - ---- - -### gov.hmrc.income_tax.rates.dividends[1].rate -**Label:** Dividends higher rate - -**Type:** float - -**Current value:** 0.3375 - ---- - -### gov.hmrc.income_tax.rates.dividends[2].threshold -**Label:** Dividends additional rate threshold - -**Type:** int - -**Current value:** 150000 - ---- - -### gov.hmrc.income_tax.rates.dividends[2].rate -**Label:** Dividends additional rate - -**Type:** float - -**Current value:** 0.3935 - ---- - -### gov.hmrc.income_tax.rates.dividends[3].threshold -**Label:** Extra dividend tax bracket threshold - -The lower threshold for the extra dividend bracket rate. - -**Type:** int - -**Current value:** 10000000 - ---- - -### gov.hmrc.income_tax.rates.dividends[3].rate -**Label:** Extra dividend tax bracket rate - -An extra dividend tax bracket. - -**Type:** float - -**Current value:** 0.3935 - ---- - -### gov.hmrc.income_tax.charges.CB_HITC.phase_out_end -**Label:** Child Benefit Tax Charge phase-out end - -Income after which the Child Benefit is fully phased out - -**Type:** int - -**Current value:** 80000 - ---- - -### gov.hmrc.income_tax.charges.CB_HITC.phase_out_start -**Label:** Child Benefit Tax Charge phase-out threshold - -Income after which the Child Benefit phases out - -**Type:** int - -**Current value:** 60000 - ---- - -### gov.hmrc.tax_free_childcare.minimum_weekly_hours -**Label:** Tax-free childcare weekly work hours minimum - -HMRC limits tax-free childcare to benefit units in which each spouse earns at least the product of their minimum wage and this number of hours per week. - -**Type:** int - -**Current value:** 16 - ---- - -### gov.hmrc.tax_free_childcare.income.income_limit -**Label:** Tax-free childcare maximum adjusted income threshold - -HMRC limits tax-free childcare eligibility to households where individual adjusted income does not exceed this yearly threshold. - -**Type:** int - -**Current value:** 100000 - ---- - -### gov.hmrc.tax_free_childcare.age.disability -**Label:** Tax-free childcare disability age limit - -HMRC extends the tax-free childcare program eligibility to children with disabilities up to this age threshold. - -**Type:** int - -**Current value:** 17 - ---- - -### gov.hmrc.tax_free_childcare.age.standard -**Label:** Tax-free childcare standard age limit - -HMRC extends the tax-free childcare program eligibility to children up to this age threshold. - -**Type:** int - -**Current value:** 12 - ---- - -### gov.hmrc.tax_free_childcare.contribution.standard_child -**Label:** Tax-free childcare standard yearly limit - -HMRC provides tax-free childcare contribution up to this yearly amount for households with children under standard eligibility. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.hmrc.tax_free_childcare.contribution.disabled_child -**Label:** Tax-free childcare disabled child yearly limit - -HMRC provides tax-free childcare contribution up to this yearly amount for households with disabled children. - -**Type:** int - -**Current value:** 4000 - ---- - -### gov.hmrc.vat.standard_rate -**Label:** VAT standard rate - -The highest VAT rate, applicable to most goods and services. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.hmrc.vat.reduced_rate -**Label:** VAT reduced rate - -A reduced rate of VAT applicable to select goods and services (domestic fuel and power). - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.hmrc.cgt.additional_rate -**Label:** Capital Gains Tax additional rate - -Capital gains tax rate on additional rate taxpayers. This parameter is under active development and reforms including it should not be cited. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.hmrc.cgt.annual_exempt_amount -**Label:** Annual Exempt Amount - -Annual Exempt Amount for individuals. This parameter is under active development and reforms including it should not be cited. - -**Type:** float - -**Current value:** 3075.723830734966 - ---- - -### gov.hmrc.cgt.higher_rate -**Label:** Capital Gains Tax higher rate - -Capital gains tax rate on higher rate taxpayers. This parameter is under active development and reforms including it should not be cited. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.hmrc.cgt.basic_rate -**Label:** Capital Gains Tax basic rate - -Capital gains tax rate on basic rate taxpayers. This parameter is under active development and reforms including it should not be cited. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.hmrc.child_benefit.amount.eldest -**Label:** Child Benefit (eldest) - -Child Benefit amount for the eldest or only child - -**Type:** float - -**Current value:** 25.6 - ---- - -### gov.hmrc.child_benefit.amount.additional -**Label:** Child Benefit (additional) - -Child Benefit amount for each additional child - -**Type:** float - -**Current value:** 16.95 - ---- - -### gov.hmrc.child_benefit.opt_out_rate -**Label:** Child Benefit HITC-liable opt-out rate - -Percentage of fully HITC-liable families who opt out of Child Benefit. - -**Type:** float - -**Current value:** 0.23 - ---- - -### gov.hmrc.pensions.pension_contributions_relief_age_limit -**Label:** pension contributions relief age limit - -The pensions contributions relief is limited to filers below this age threshold. - -**Type:** int - -**Current value:** 75 - ---- - -### gov.treasury.cost_of_living_support.pensioners.amount -**Label:** Payment to pensioner households - -Payment to pensioner households receiving benefits. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.treasury.cost_of_living_support.means_tested_households.amount -**Label:** Payment to households on means-tested benefits - -Payment to households on means-tested benefits. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.treasury.cost_of_living_support.disabled.amount -**Label:** Payment to households on disability benefits - -Payment to households receiving disability benefits. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.treasury.energy_bills_rebate.energy_bills_credit -**Label:** Energy bills credit - -Credit on energy bills paid to households. This is modeled as a flat transfer to households. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.treasury.energy_bills_rebate.council_tax_rebate.amount -**Label:** Council Tax rebate amount - -Council Tax rebate paid to households in qualifying Council Tax bands under the Energy Bills Rebate. - -**Type:** int - -**Current value:** 0 - ---- - diff --git a/docs/reference/parameters_us.md b/docs/reference/parameters_us.md deleted file mode 100644 index eb1edb9f..00000000 --- a/docs/reference/parameters_us.md +++ /dev/null @@ -1,13997 +0,0 @@ -# US parameters - -This page shows a list of available parameters for reforms for the US model. - -We exclude from this list: - -* Abolition parameters, which mirror each household property and allow the user to set the value of the property to zero (these take the format `gov.abolitions.variable_name`) because these roughly triple the size of this list and are repetitive. -### calibration.gov.cbo.snap -**Label:** Total SNAP outlays - -Total SNAP benefits. - -**Type:** int - -**Current value:** 93499000000 - ---- - -### calibration.gov.cbo.social_security -**Label:** Social Security benefits - -Social Security total benefits. - -**Type:** int - -**Current value:** 1549110000000 - ---- - -### calibration.gov.cbo.ssi -**Label:** SSI outlays - -SSI total outlays. - -**Type:** int - -**Current value:** 64000000000 - ---- - -### calibration.gov.cbo.unemployment_compensation -**Label:** Unemployment compensation outlays - -Unemployment compensation total outlays. - -**Type:** int - -**Current value:** 37801000000 - ---- - -### calibration.gov.cbo.income_by_source.adjusted_gross_income -**Label:** Total AGI - -**Type:** int - -**Current value:** 17326481000000 - ---- - -### calibration.gov.cbo.income_by_source.employment_income -**Label:** Total employment income - -**Type:** int - -**Current value:** 11422200000000 - ---- - -### calibration.gov.cbo.payroll_taxes -**Label:** Payroll tax revenues - -Historical total federal revenues from payroll taxes (2017-2022) - -**Type:** int - -**Current value:** 1737193000000 - ---- - -### calibration.gov.cbo.income_tax -**Label:** Income tax revenue - -Individual income tax revenue projections (excludes the Premium Tax Credit). - -**Type:** int - -**Current value:** 2550000000000 - ---- - -### calibration.gov.irs.soi.rental_income -**Label:** SOI rental income - -Total rental/royalty net income. - -**Type:** float - -**Current value:** 53884109207.42199 - ---- - -### calibration.gov.irs.soi.returns_by_filing_status.SINGLE -**Label:** Single - -**Type:** float - -**Current value:** 84359456.52088538 - ---- - -### calibration.gov.irs.soi.returns_by_filing_status.JOINT -**Label:** Joint (includes widow(er)s) - -**Type:** float - -**Current value:** 56204914.57638226 - ---- - -### calibration.gov.irs.soi.returns_by_filing_status.HEAD_OF_HOUSEHOLD -**Label:** Head of household - -**Type:** float - -**Current value:** 22006397.47974301 - ---- - -### calibration.gov.irs.soi.returns_by_filing_status.SEPARATE -**Label:** Married filing separately - -**Type:** float - -**Current value:** 4054069.106143078 - ---- - -### calibration.gov.irs.soi.partnership_s_corp_income -**Label:** SOI partnership and S-corp income - -Total partnership and S-corp income. - -**Type:** float - -**Current value:** 1145256886035.313 - ---- - -### calibration.gov.irs.soi.long_term_capital_gains -**Label:** SOI long-term capital gains - -Total long-term capital gains. - -**Type:** float - -**Current value:** 1411800425608.3333 - ---- - -### calibration.gov.irs.soi.social_security -**Label:** SOI social security - -Total social security. - -**Type:** float - -**Current value:** 1157378190142.132 - ---- - -### calibration.gov.irs.soi.employment_income -**Label:** SOI employment income - -Total employment income. - -**Type:** float - -**Current value:** 11422140424132.184 - ---- - -### calibration.gov.irs.soi.self_employment_income -**Label:** SOI self-employment income - -Total self-employment income. - -**Type:** float - -**Current value:** 681645787516.9231 - ---- - -### calibration.gov.irs.soi.farm_income -**Label:** SOI farm income - -Total farm income. - -**Type:** float - -**Current value:** -30622507943.26761 - ---- - -### calibration.gov.irs.soi.unemployment_compensation -**Label:** SOI unemployment compensation - -Total unemployment compensation. - -**Type:** float - -**Current value:** 311019579405.3662 - ---- - -### calibration.gov.irs.soi.farm_rent_income -**Label:** SOI farm rental income - -Total farm rental income. - -**Type:** float - -**Current value:** 7161930234.715397 - ---- - -### calibration.gov.irs.soi.tax_exempt_pension_income -**Label:** SOI tax-exempt pension income - -Total tax-exempt pension income. - -**Type:** float - -**Current value:** 810688304997.5155 - ---- - -### calibration.gov.irs.soi.non_qualified_dividend_income -**Label:** SOI non-qualified dividend income - -Total non-qualified dividend income. - -**Type:** float - -**Current value:** 96664769126.82927 - ---- - -### calibration.gov.irs.soi.qualified_dividend_income -**Label:** SOI qualified dividend income - -Total qualified dividend income. - -**Type:** float - -**Current value:** 371959126439.02435 - ---- - -### calibration.gov.irs.soi.short_term_capital_gains -**Label:** SOI short-term capital gains - -Total short-term capital gains. Taken from the IRS PUF in the absence of a SOI target. - -**Type:** float - -**Current value:** -80009944064.63641 - ---- - -### calibration.gov.irs.soi.taxable_interest_income -**Label:** SOI taxable interest income - -Total taxable interest income. - -**Type:** float - -**Current value:** 171032662482.98755 - ---- - -### calibration.gov.irs.soi.alimony_income -**Label:** SOI short-term capital gains - -Total alimony income. - -**Type:** float - -**Current value:** 9965167847.280357 - ---- - -### calibration.gov.irs.soi.taxable_pension_income -**Label:** SOI taxable pension income - -Total taxable pension income. - -**Type:** float - -**Current value:** 1156066637126.708 - ---- - -### calibration.gov.irs.soi.tax_exempt_interest_income -**Label:** SOI tax-exempt interest income - -Total tax-exempt interest income. - -**Type:** float - -**Current value:** 79824610063.07053 - ---- - -### calibration.gov.treasury.tax_expenditures.eitc -**Label:** EITC outlays - -EITC estimated outlays by the Treasury Department. - -**Type:** int - -**Current value:** 68650000000 - ---- - -### simulation.va.branch_to_determine_if_refundable_eitc -**Label:** Branch to determine Virginia refundability - -PolicyEngine branches to determine whether filers claim the refundable over non-refundable Virginia EITC, as they can choose depending on which minimizes tax liability. - -**Type:** bool - -**Current value:** False - ---- - -### simulation.marginal_tax_rate_adults -**Label:** Number of adults to simulate a marginal tax rate for - -Number of adults to simulate a marginal tax rate for, in each household. - -**Type:** int - -**Current value:** 2 - ---- - -### simulation.branch_to_determine_itemization -**Label:** Branch to determine itemization - -PolicyEngine branches to determine itemization if this is true; otherwise it compares the standard against itemized deductions. - -**Type:** bool - -**Current value:** False - ---- - -### simulation.reported_state_income_tax -**Label:** Use reported State income tax - -Whether to take State income tax liabilities as reported. - -**Type:** bool - -**Current value:** False - ---- - -### simulation.de.branch_to_determine_if_refundable_eitc -**Label:** Branch to determine delaware refundability - -PolicyEngine branches to determine whether filers claim the refundable over non-refundable Delaware EITC, as they can choose depending on which minimizes tax liability. - -**Type:** bool - -**Current value:** False - ---- - -### gov.territories.pr.tax.income.credits.low_income.amount.base -**Label:** Puerto Rico low income tax credit amount - -Puerto Rico provides the following low income tax credit amount. - -**Type:** int - -**Current value:** 400 - ---- - -### gov.territories.pr.tax.income.credits.low_income.age_threshold -**Label:** Puerto Rico low income tax credit age threshold - -Puerto Rico limits the low income tax credit to filers at or above this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.ed.pell_grant.amount.max -**Label:** Maximum value of the Pell Grant - -The Department of Education limits Pell Grants to this amount. - -**Type:** int - -**Current value:** 7395 - ---- - -### gov.ed.pell_grant.amount.min -**Label:** Minimum value of the Pell Grant - -The Department of Education does not provide Pell Grants if the calculated amount is less than this value. - -**Type:** int - -**Current value:** 740 - ---- - -### gov.ed.pell_grant.months_in_school_year -**Label:** Months in school year - -The Department of Education defines a full school year as this number of months. - -**Type:** int - -**Current value:** 9 - ---- - -### gov.ed.pell_grant.efc.simplified.applies -**Label:** Pell Grant EFC simplified formula applies - -The simplified pell grant efc formula is applied if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.ed.pell_grant.efc.simplified.income_limit -**Label:** Simplified formula max income - -The Department of Education uses the simplified formula if the head and spouse income are below this amount. - -**Type:** int - -**Current value:** 50000 - ---- - -### gov.ed.pell_grant.efc.automatic_zero -**Label:** Max income for an automatic 0 EFC - -The Department of Education sets the Expected Family Contribution to zero if a family has income below this value. - -**Type:** int - -**Current value:** 29000 - ---- - -### gov.ed.pell_grant.head.negative_rate -**Label:** Percent of income for negative head available income - -The Department of Education defines the percent of negative available income that counts towards contibution as this value. - -**Type:** float - -**Current value:** 0.22 - ---- - -### gov.ed.pell_grant.head.min_contribution -**Label:** Minimum head contribution - -The Department of Education defines the minimum contribution as this value. - -**Type:** int - -**Current value:** -1500 - ---- - -### gov.ed.pell_grant.sai.limits.max_sai -**Label:** Pell Grant maximum SAI - -The Department of Eduction caps the Pell Grant student aid index at this amount. - -**Type:** int - -**Current value:** 999999 - ---- - -### gov.ed.pell_grant.sai.limits.min_sai -**Label:** Pell Grant minimum SAI - -The Department of Education floors the Pell Grant student aid index at this amount. - -**Type:** int - -**Current value:** -1500 - ---- - -### gov.ed.pell_grant.dependent.asset_assessment_rate -**Label:** EFC dependent asset assessment rate - -The Department of Education counts this share of a dependent student's assets towards the expected family contribution. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.ed.pell_grant.dependent.income_assessment_rate -**Label:** Pell Grant EFC dependent income assessment rate - -The Education Department counts this percent of a dependent student's income towards the Pell Grant expected family contribution. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.ed.pell_grant.dependent.ipa -**Label:** Income protection allowance - -The Department of Education disregards this amount of income when computing the expected family contribution. - -**Type:** int - -**Current value:** 7040 - ---- - -### gov.aca.slspc.last_same_child_age -**Label:** ACA last same-SLSPC child age - -Highest age for which ACA SLSPC amount is the same as for newborns. - -**Type:** int - -**Current value:** 14 - ---- - -### gov.aca.slspc.max_child_age -**Label:** ACA maximum SLSPC child age - -Maximum age for ACA SLSPC amounts. - -**Type:** int - -**Current value:** 20 - ---- - -### gov.aca.slspc.max_adult_age -**Label:** ACA maximum SLSPC adult age - -Maximum age for ACA SLSPC amounts. - -**Type:** int - -**Current value:** 64 - ---- - -### gov.aca.max_child_count -**Label:** ACA maximum child count - -Maximum number of children who pay an age-based ACA plan premium. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.simulation.labor_supply_responses.bounds.effective_wage_rate_change -**Label:** Effective wage rate change LSR bound - -Effective wage rate changes larger than this will be capped at this value. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.simulation.labor_supply_responses.bounds.income_change -**Label:** Income change LSR bound - -Net income changes larger than this will be capped at this value. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.simulation.labor_supply_responses.elasticities.substitution.all -**Label:** substitution elasticity of labor supply - -Percent change (of the change in the effective marginal wage) in labor supply given a 1% change in the effective marginal wage. This parameter overrides all other substitution elasticities if provided. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.labor_supply_responses.elasticities.substitution.by_position_and_decile.primary.1 -**Label:** primary adult, 1st decile substitution elasticity - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.labor_supply_responses.elasticities.substitution.by_position_and_decile.primary.2 -**Label:** primary adult, 2nd decile substitution elasticity - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.labor_supply_responses.elasticities.substitution.by_position_and_decile.primary.3 -**Label:** primary adult, 3rd decile substitution elasticity - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.labor_supply_responses.elasticities.substitution.by_position_and_decile.primary.4 -**Label:** primary adult, 4th decile substitution elasticity - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.labor_supply_responses.elasticities.substitution.by_position_and_decile.primary.5 -**Label:** primary adult, 5th decile substitution elasticity - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.labor_supply_responses.elasticities.substitution.by_position_and_decile.primary.6 -**Label:** primary adult, 6th decile substitution elasticity - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.labor_supply_responses.elasticities.substitution.by_position_and_decile.primary.7 -**Label:** primary adult, 7th decile substitution elasticity - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.labor_supply_responses.elasticities.substitution.by_position_and_decile.primary.8 -**Label:** primary adult, 8th decile substitution elasticity - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.labor_supply_responses.elasticities.substitution.by_position_and_decile.primary.9 -**Label:** primary adult, 9th decile substitution elasticity - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.labor_supply_responses.elasticities.substitution.by_position_and_decile.primary.10 -**Label:** primary adult, 10th decile substitution elasticity - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.labor_supply_responses.elasticities.substitution.by_position_and_decile.secondary -**Label:** secondary adult, all deciles substitution elasticity - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.labor_supply_responses.elasticities.income -**Label:** income elasticity of labor supply - -Percent change (of the change in disposable income) in labor supply given a 1% change in disposable income. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.capital_gains_responses.elasticity -**Label:** capital gains elasticity - -Elasticity of capital gains with respect to the capital gains marginal tax rate. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.simulation.reported_broadband_subsidy -**Label:** Use reported broadband subsidies - -Broadband subsidies are taken as reported in the CPS ASEC. - -**Type:** bool - -**Current value:** True - ---- - -### gov.simulation.reported_snap -**Label:** Use reported SNAP benefits - -SNAP benefits are taken as reported in the CPS ASEC. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.biden.budget_2025.medicare.rate -**Label:** President Biden additional Medicare tax rate - -President Biden proposed this additional Medicare tax rate. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.biden.budget_2025.medicare.threshold -**Label:** President Biden additional Medicare tax rate threshold - -President Biden proposed an additional Medicare tax rate for filers with adjusted gross income above this threshold. - -**Type:** float - -**Current value:** 411004.94825739285 - ---- - -### gov.contrib.biden.budget_2025.capital_gains.active -**Label:** Capital income over threshold taxed as ordinary income - -The proposal of President Biden to tax capital income as ordinary is active if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.biden.budget_2025.net_investment_income.rate -**Label:** President Biden additional NIIT rate - -President Biden proposed this additional net investment income tax rate. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.biden.budget_2025.net_investment_income.threshold -**Label:** President Biden additional NIIT rate threshold - -President Biden proposed an additional net investment income tax rate for filers with adjusted gross income above this threshold. - -**Type:** float - -**Current value:** 411004.94825739285 - ---- - -### gov.contrib.harris.rent_relief_act.rent_relief_credit.subsidized_rent_rate -**Label:** Rent Relief Credit subsidized rent rate - -Kamala Harris proposed to provide a rent relief credit of this share of after-subsidy rent to residents of government-subsidized housing. - -**Type:** float - -**Current value:** 0.083 - ---- - -### gov.contrib.harris.rent_relief_act.rent_relief_credit.high_income_area_threshold_increase -**Label:** Rent Relief Credit high income area threshold increase - -Kamala Harris proposed raising the Rent Relief Act thresholds by this amounts for residents of areas where HUD uses the small area fair market rent for the Housing Choice Voucher Program. - -**Type:** int - -**Current value:** 25000 - ---- - -### gov.contrib.harris.rent_relief_act.rent_relief_credit.in_effect -**Label:** Rent Relief Tax Credit in effect - -The Rent Relief Tax Credit proposed by Kamala Harris applies if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.harris.rent_relief_act.rent_relief_credit.safmr_share_rent_cap -**Label:** Rent Relief Credit rent cap as fraction of SAFMR - -Kamala Harris proposed capping rent at this fraction of small area fair market rent under the rent relief credit. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.contrib.harris.rent_relief_act.rent_relief_credit.rent_income_share_threshold -**Label:** Rent Relief Credit income share threshold - -Kamala Harris proposed to provide a rent relief credit to households who spend more than this share of income on rent. - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.contrib.harris.capital_gains.in_effect -**Label:** Harris capital gains tax reform in effect - -Vice President Kamala Harris has proposed to add a top capital gains tax bracket, which comes into effect if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.harris.lift.middle_class_tax_credit.age_threshold -**Label:** Middle Class Tax Credit age threshold - -The Middle Class Tax Credit is limited to filers below this age threshold. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.contrib.harris.lift.middle_class_tax_credit.in_effect -**Label:** Middle Class Tax Credit in effect - -The Middle Class Tax Credit applies if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.harris.lift.middle_class_tax_credit.joint_multiplier -**Label:** Middle Class Tax Credit joint multiplier - -The amount of the Middle Class Tax Credit is multiplied by this factor for joint filers. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.contrib.harris.lift.middle_class_tax_credit.cap -**Label:** Middle Class Tax Credit cap - -The Middle Class Tax Credit is capped at the following amount. - -**Type:** int - -**Current value:** 3700 - ---- - -### gov.contrib.cbo.payroll.secondary_earnings_threshold -**Label:** Social Security payroll tax secondary earnings threshold - -The US levies payroll taxes on earnings greater than this amount, in addition to earnings below the maximum taxable amount under current law. - -**Type:** float - -**Current value:** inf - ---- - -### gov.contrib.ubi_center.basic_income.amount.tax_unit.fpg_percent -**Label:** Basic income as a percent of tax unit's poverty line - -A basic income is provided to tax units at this percentage of the federal poverty guideline - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.person.by_age[0].amount -**Label:** Young child basic income - -Unconditional payment to young children. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.person.by_age[1].amount -**Label:** Older child basic income - -Unconditional payment to older children. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.person.by_age[1].threshold -**Label:** Older child basic income age - -**Type:** int - -**Current value:** 6 - ---- - -### gov.contrib.ubi_center.basic_income.amount.person.by_age[2].amount -**Label:** Young adult basic income - -Unconditional payment to working-age adults. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.person.by_age[2].threshold -**Label:** Young adult basic income age - -Age at which individuals receive the young adult payment, rather than the older child payment. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.contrib.ubi_center.basic_income.amount.person.by_age[3].amount -**Label:** Older adult basic income - -Unconditional payment to older adults. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.person.by_age[3].threshold -**Label:** Older adult basic income age - -Age at which individuals receive the older adult payment, rather than the young adult payment. - -**Type:** int - -**Current value:** 25 - ---- - -### gov.contrib.ubi_center.basic_income.amount.person.by_age[4].amount -**Label:** Senior citizen basic income - -Unconditional payment to senior citizens. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.person.by_age[4].threshold -**Label:** Senior citizen basic income age - -Age at which individuals receive the senior citizen payment, rather than the working-age adult payment. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.contrib.ubi_center.basic_income.amount.person.disability -**Label:** Disability-based UBI - -Payment to individuals with SSI-qualifying disabilities. - -**Type:** float - -**Current value:** 0.0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.person.flat -**Label:** Basic income - -Basic income amount. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.amount.person.marriage_bonus -**Label:** Basic income marriage bonus rate - -The following bonus is provided to married couples as a percentage of their basic income amount. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.agi_limit.in_effect -**Label:** Basic income AGI limit in effect - -Basic income is limited to tax units below an AGI level if this switch is activated. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ubi_center.basic_income.phase_out.rate -**Label:** Basic income phase-out rate - -The basic income phases out at this rate for tax filers with adjusted gross income above the threshold. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.basic_income.phase_out.by_rate -**Label:** Phase out basic income as a rate - -Basic incomes phase out as a rate above a threshold if this is selected; otherwise, they phase out between the threshold and a phase-out end. - -**Type:** bool - -**Current value:** True - ---- - -### gov.contrib.ubi_center.basic_income.taxable -**Label:** Basic income taxability - -Whether the IRS counts basic income in adjusted gross income. If true, this overrides and eliminates all other basic income phase-out parameters. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ubi_center.basic_income.phase_in.per_person -**Label:** Phase in basic income per person - -Basic incomes phase in per person if this is selected; otherwise, they phase in at a flat rate irrespective of household size. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ubi_center.basic_income.phase_in.rate -**Label:** Basic income phase-in rate - -The basic income phases in at this rate. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.contrib.ubi_center.basic_income.phase_in.in_effect -**Label:** Basic income phase-in in effect - -Basic income is phased in if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ubi_center.basic_income.phase_in.include_ss_benefits_as_earnings -**Label:** SS benefits treated as earnings for basic income - -Social Security benefits are treated as earnings under the basic income phase in if this is selected. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ubi_center.flat_tax.rate.gross_income -**Label:** Flat tax rate on gross income - -Flat tax rate applied to federal gross income. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.flat_tax.rate.agi -**Label:** Flat tax rate on AGI - -Flat tax rate applied to federal adjusted gross income. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ubi_center.flat_tax.abolish_self_emp_tax -**Label:** Abolish self-employment tax - -Abolish self-employment tax liabilities. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ubi_center.flat_tax.abolish_federal_income_tax -**Label:** Abolish federal income tax - -Abolish all federal income tax liabilities. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ubi_center.flat_tax.abolish_payroll_tax -**Label:** Abolish payroll taxes - -Abolish all payroll tax liabilities. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ubi_center.flat_tax.deduct_ptc -**Label:** Premium Tax Credit flat tax deduction - -Deduct the Premium Tax Credit from the flat tax. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.joint_eitc.in_effect -**Label:** Joint EITC phase-out rate halving in effect - -A proposal to halve the EITC phase out rate for joint filers. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.deductions.salt.limit_salt_deduction_to_property_taxes -**Label:** Limit SALT deduction to property taxes - -The State and Local Tax (SALT) deduction is limited to the amount of property taxes paid, if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.repeal_state_dependent_exemptions.in_effect -**Label:** Repeal state dependent exemptions - -The state dependent exemptions are repealed, if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.local.nyc.stc.adjust_income_limit_by_filing_status_and_eligibility_by_children -**Label:** Adjust NYC STC Income Limit by Filing Status and Eligibility by Children - -Adjust the NYC School Tax Credit (Fixed and Rate Reduction components) Income Limit by Filing Status and Eligibility by Children. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.local.nyc.stc.phase_out.in_effect -**Label:** NYC school tax credit phase out in effect - -The NYC school tax credit phases out with state adjusted gross income, if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.local.nyc.stc.min_children -**Label:** NYC School Tax Credit Minimum Number of Children - -Limit NYC School Tax Credit eligibility to tax units with at least this many children. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.individual_eitc.agi_eitc_limit -**Label:** EITC AGI limit - -Tax filers with combined earned income over this cannot claim the EITC. This is only active if the Winship EITC reform is active. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.individual_eitc.enabled -**Label:** Individual-income EITCs - -A proposal by Scott Winship to assess EITC income at the individual level, regardless of filing status. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.states.mn.walz.hf1938.repeal -**Label:** Minnesota Bill HF1938 repeal - -The Minnesota Bill HF1938, implemented by Gov. Walz, is repealed if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.states.dc.property_tax.phase_out.applies -**Label:** DC property tax credit phase out applies - -The DC property tax credit phases out with adjusted gross income over the income limit, if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.states.dc.property_tax.phase_out.rate -**Label:** DC property tax credit phase out rate - -DC phases the property tax credit out at this rate of adjusted gross income over the income limit. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.contrib.states.dc.property_tax.in_effect -**Label:** DC property tax credit reform in effect - -The DC property tax credit reform applies if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.states.ny.wftc.amount.max -**Label:** New York Working Families Tax Credit max amount - -New York provides the following maximum Working Families Tax Credit amount per child. - -**Type:** int - -**Current value:** 550 - ---- - -### gov.contrib.states.ny.wftc.child_age_threshold -**Label:** New York Working Families Tax Credit child age threshold - -New York limits the Working Families Tax Credit to children at or below this age. - -**Type:** int - -**Current value:** 16 - ---- - -### gov.contrib.states.ny.wftc.in_effect -**Label:** New York Working Families Tax Credit reform in effect - -The New York Working Families Tax Credit reform applies if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.states.ny.wftc.exemptions.in_effect -**Label:** New York Working Families Tax Credit exemption reform applies - -The Exemption reform of the New York Working Families Tax Credit reform applies if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.states.ny.wftc.eitc.match -**Label:** New York Working Families Tax Credit EITC match - -New York matches this fraction of the Earned Income Tax Credit under the Working Families Tax Credit. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.contrib.states.ny.inflation_rebates.in_effect -**Label:** New York inflation rebates in effect - -New York's inflation rebates are in effect if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.states.or.rebate.state_tax_exempt -**Label:** Oregon Basic Income state tax exempt - -The Basic Income amount is exempt from Oregon state income tax if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.snap.abolish_deductions.in_effect -**Label:** Abolish SNAP deductions in effect - -SNAP deductions are abolished, if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.snap.abolish_net_income_test.in_effect -**Label:** Abolish SNAP net income test in effect - -SNAP net income test is abolished, if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.dc_kccatc.expenses.max -**Label:** DC KCCATC maximum - -DC caps the KCCATC at this amount per eligible child. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.dc_kccatc.expenses.rate -**Label:** DC KCCATC expense share - -The DC KCCATC covers this percentage of child care expenses for the tax unit. - -**Type:** float - -**Current value:** 0.0 - ---- - -### gov.contrib.dc_kccatc.phase_out.rate -**Label:** DC KCCATC phase-out rate - -DC phases out the KCCATC at this rate of AGI above the threshold. - -**Type:** float - -**Current value:** 0.0 - ---- - -### gov.contrib.dc_kccatc.active -**Label:** DC KCCATC custom reforms active - -Whether to reform the DC KCCATC in line with the parameters in this folder. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.salt_phase_out.in_effect -**Label:** SALT deduction phase out in effect - -The SALT deduction is phased out based on earnings, if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.dc_tax_threshold_joint_ratio -**Label:** DC single-joint tax threshold ratio - -Ratio of single to joint tax thresholds for DC's income tax. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.contrib.ctc.oldest_child_supplement.amount -**Label:** CTC oldest child supplement - -An increased Child Tax Credit of this amount is provided to the oldest child in a household. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.ctc.oldest_child_supplement.in_effect -**Label:** CTC oldest child supplement in effect - -An increased Child Tax Credit amount is provided to the oldest child in a household, if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.ctc.eppc.expanded_ctc.in_effect -**Label:** Expanded CTC in effect - -An expanded Child Tax Credit amount with an alternative phase-in structure is provided, if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.tax_exempt.in_effect -**Label:** Tax exemptions in effect - -Various income sources are exempt from federal income or payroll tax, if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.tax_exempt.overtime.income_tax_exempt -**Label:** Overtime income, income tax exempt - -The propsal to exempt overtime income from income tax applies, if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.tax_exempt.overtime.payroll_tax_exempt -**Label:** Overtime income payroll tax exempt - -The propsal to exempt overtime income from payroll tax applies, if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.tax_exempt.tip_income.income_tax_exempt -**Label:** Tip income, income tax exempt - -The propsal to exempt tip income from payroll tax applies, if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.tax_exempt.tip_income.payroll_tax_exempt -**Label:** Tip income payroll tax exempt - -The propsal to exempt tip income from payroll tax applies, if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.treasury.repeal_dependent_exemptions -**Label:** Repeal dependent exemptions - -The dependent exemptions will be repealed if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.congress.delauro.american_family_act.baby_bonus -**Label:** American Family Act baby bonus - -The Child Tax Credit increases by this amount for newborns, above the normal amount for young children. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.wftca.bonus_guaranteed_deduction.phase_out.rate -**Label:** Bonus guaranteed deduction phase-out rate - -Rate at which the bonus guaranteed deduction reduces with AGI. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.wftca.bonus_guaranteed_deduction.phase_out.threshold.SINGLE -**Label:** WFTCA single filer phase-out threshold - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.wftca.bonus_guaranteed_deduction.phase_out.threshold.SEPARATE -**Label:** WFTCA separate filer phase-out threshold - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.wftca.bonus_guaranteed_deduction.phase_out.threshold.HEAD_OF_HOUSEHOLD -**Label:** WFTCA head-of-household filer phase-out threshold - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.wftca.bonus_guaranteed_deduction.phase_out.threshold.JOINT -**Label:** WFTCA joint filer phase-out threshold - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.wftca.bonus_guaranteed_deduction.phase_out.threshold.SURVIVING_SPOUSE -**Label:** WFTCA widow filer phase-out threshold - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.wftca.bonus_guaranteed_deduction.amount.SINGLE -**Label:** WFTCA single filer amount - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.wftca.bonus_guaranteed_deduction.amount.SEPARATE -**Label:** WFTCA separate filer amount - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.wftca.bonus_guaranteed_deduction.amount.HEAD_OF_HOUSEHOLD -**Label:** WFTCA head-of-household filer amount - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.wftca.bonus_guaranteed_deduction.amount.JOINT -**Label:** WFTCA joint filer amount - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.wftca.bonus_guaranteed_deduction.amount.SURVIVING_SPOUSE -**Label:** WFTCA widow filer amount - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.wyden_smith.per_child_actc_phase_in -**Label:** Per-child ACTC phase-in - -The US phases in the Additional Child Tax Credit on a per child basis if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.congress.wyden_smith.actc_lookback -**Label:** ACTC lookback - -The US phases in the Additional Child Tax Credit on the greater of current and prior year earnings if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.congress.romney.family_security_act.remove_head_of_household -**Label:** Repeal head of household filing status - -The head of household filing status will be eliminated if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.congress.romney.family_security_act_2024.pregnant_mothers_credit.income_phase_in_end -**Label:** Family Security Act 3.0 Child Tax Credit phase-in earnings limit - -Senator Mitt Romney proposed phasing in the Pregnant Mothers Tax Credit linearly from zero to this earnings level under the Family Security Act 3.0. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.romney.family_security_act_2_0.ctc.child_cap -**Label:** Family Security Act 2.0 Child Tax Credit child cap - -Senator Mitt Romney proposed limiting the Child Tax Credit to this number of children per filer under the Family Security Act 2.0. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.romney.family_security_act_2_0.ctc.apply_ctc_structure -**Label:** Apply Family Security Act 2.0 structure of CTC - -Senator Mitt Romney proposed structural changes to the Child Tax Credit in the Family Security Act 2.0, which apply if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.congress.romney.family_security_act_2_0.ctc.phase_in.income_phase_in_end -**Label:** Family Security Act 2.0 Child Tax Credit phase-in earnings limit - -Senator Mitt Romney proposed phasing in the Child Tax Credit linearly from zero to this earnings level under the Family Security Act 2.0. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.contrib.congress.romney.family_security_act_2_0.eitc.apply_eitc_structure -**Label:** Apply Family Security Act 2.0 structure of EITC - -Senator Mitt Romney proposed structural changes to the Earned Income Tax Credit in the Family Security Act 2.0, which apply if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.congress.tlaib.boost.middle_class_tax_credit.administered_through_ssa -**Label:** BOOST Act middle class credit administered through SSA - -The BOOST Act middle class credit is administered through the Social Security Administration if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.congress.tlaib.end_child_poverty_act.filer_credit.phase_out.rate -**Label:** End Child Poverty Act filer credit phase-out rate - -Phase-out rate for Rep Tlaib's End Child Poverty Act (2022) filer credit - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.contrib.congress.tlaib.end_child_poverty_act.filer_credit.eligibility.min_age -**Label:** End Child Poverty Act filer credit minimum age - -Minimum age to qualify for Rep Tlaib's End Child Poverty Act (2022) filer credit - -**Type:** int - -**Current value:** 19 - ---- - -### gov.contrib.congress.tlaib.end_child_poverty_act.filer_credit.eligibility.max_age -**Label:** End Child Poverty Act filer credit maximum age - -Maximum age to qualify for Rep Tlaib's End Child Poverty Act (2022) filer credit - -**Type:** int - -**Current value:** 64 - ---- - -### gov.contrib.congress.tlaib.end_child_poverty_act.child_benefit.age_limit -**Label:** End Child Poverty Act child benefit age limit - -The child benefit component under the End Child Poverty Act is limited to dependents below this age. - -**Type:** int - -**Current value:** 19 - ---- - -### gov.contrib.congress.tlaib.end_child_poverty_act.in_effect -**Label:** End Child Poverty Act in effect - -Rep Tlaib's End Child Poverty Act applies if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.congress.tlaib.end_child_poverty_act.adult_dependent_credit.min_age -**Label:** End Child Poverty Act adult dependent credit minimum age - -Minimum age to qualify for Rep Tlaib's End Child Poverty Act (2022) adult dependent credit - -**Type:** int - -**Current value:** 19 - ---- - -### gov.contrib.congress.tlaib.end_child_poverty_act.adult_dependent_credit.amount -**Label:** End Child Poverty Act adult dependent credit amount - -Amount of Rep Tlaib's End Child Poverty Act (2022) adult dependent credit - -**Type:** float - -**Current value:** 651.7536401178518 - ---- - -### gov.contrib.maryland_child_alliance.abolish_non_refundable_child_eitc -**Label:** Abolish MD non-refundable EITC for families with children - -Abolish the non-refundable Maryland EITC for tax units with children. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.maryland_child_alliance.abolish_refundable_child_eitc -**Label:** Abolish MD refundable EITC for families with children - -Abolish the refundable Maryland EITC for tax units with children. - -**Type:** bool - -**Current value:** False - ---- - -### gov.contrib.second_earner_reform.in_effect -**Label:** Second earner tax reform in effect - -The second earner tax reform is in effect if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.local.co.denver.dhs.property_tax_relief.amount.homeowner -**Label:** Denver property tax relief program homeowner amount - -Denver provides the following Property Tax Relief Program amount for homeowners. - -**Type:** int - -**Current value:** 1800 - ---- - -### gov.local.co.denver.dhs.property_tax_relief.amount.renter -**Label:** Denver property tax relief program renter amount - -Denver provides the following Property Tax Relief Program amount for renters. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.local.co.denver.dhs.property_tax_relief.ami_rate.homeowner -**Label:** Denver homeowner AMI income limit - -Denver limits its Property Tax Relief Program to homeowners with income below this fraction of area median income. - -**Type:** float - -**Current value:** 0.6 - ---- - -### gov.local.co.denver.dhs.elderly_age_threshold -**Label:** Denver property tax relief program elderly age threshold - -Denver limits the property tax relief program to households with at least one person above this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.local.ca.sf.wftc.amount -**Label:** San Francisco Working Families Tax Credit amount - -San Francisco provides this working families tax credit amount. - -**Type:** int - -**Current value:** 250 - ---- - -### gov.local.ca.la.general_relief.amount.married -**Label:** Los Angeles County general relief married amount - -Los Angeles county provides a cash grant of this amount to married filers under the general relief program. - -**Type:** int - -**Current value:** 375 - ---- - -### gov.local.ca.la.general_relief.amount.single -**Label:** Los Angeles County general relief single amount - -Los Angeles county provides a cash grant of this amount to single filers under the general relief program. - -**Type:** int - -**Current value:** 221 - ---- - -### gov.local.ca.la.general_relief.phase_out.max -**Label:** Los Angeles County general relief phase out max - -Los Angeles county phases the general relief out for recipients with net income of up to this amount. - -**Type:** int - -**Current value:** 620 - ---- - -### gov.local.ca.la.general_relief.phase_out.start -**Label:** Los Angeles County general relief phase out start - -Los Angeles county phases the general relief out for recipients with net income starting at this amount. - -**Type:** int - -**Current value:** 201 - ---- - -### gov.local.ca.la.general_relief.eligibility.limit.personal_property -**Label:** Los Angeles County general relief personal property value limit - -Los Angeles county qualifies filers for the general relief program with personal property value below this limit. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.local.ca.la.general_relief.eligibility.limit.cash.recipient -**Label:** Los Angeles County general relief recipient cash value limit - -Los Angeles county qualifies recipient filers for the general relief program with cash in addition to money in the bank account below this limit. - -**Type:** int - -**Current value:** 1500 - ---- - -### gov.local.ca.la.general_relief.eligibility.limit.cash.applicant.married -**Label:** Los Angeles County general relief married applicant cash value limit - -Los Angeles county qualifies married applicant filers for the general relief program with cash in addition to money in the bank account below this limit. - -**Type:** int - -**Current value:** 200 - ---- - -### gov.local.ca.la.general_relief.eligibility.limit.cash.applicant.single -**Label:** Los Angeles County general relief single applicant cash value limit - -Los Angeles county qualifies single applicant filers for the general relief program with cash in addition to money in the bank account below this limit. - -**Type:** int - -**Current value:** 100 - ---- - -### gov.local.ca.la.general_relief.eligibility.limit.income.recipient -**Label:** Los Angeles County general relief recipient income limit - -Los Angeles county qualifies recipient filers for the general relief program with income below this limit. - -**Type:** int - -**Current value:** 621 - ---- - -### gov.local.ca.la.general_relief.eligibility.limit.income.applicant.married -**Label:** Los Angeles County general relief married applicant income limit - -Los Angeles county qualifies married applicant filers for the general relief program with income below this limit. - -**Type:** int - -**Current value:** 375 - ---- - -### gov.local.ca.la.general_relief.eligibility.limit.income.applicant.single -**Label:** Los Angeles County general relief single applicant income limit - -Los Angeles county qualifies single applicant filers for the general relief program with income below this limit. - -**Type:** int - -**Current value:** 221 - ---- - -### gov.local.ca.la.general_relief.eligibility.limit.motor_vehicle.value.resident -**Label:** Los Angeles County general relief resident motor vehicle value limit - -Los Angeles county qualifies resident filers for the general relief program with motor vehicle value below this limit. - -**Type:** int - -**Current value:** 4500 - ---- - -### gov.local.ca.la.general_relief.eligibility.limit.motor_vehicle.value.homeless -**Label:** Los Angeles County general relief homeless motor vehicle value limit - -Los Angeles county qualifies homeless filers for the general relief program with motor vehicle value below this limit. - -**Type:** int - -**Current value:** 11500 - ---- - -### gov.local.ca.la.general_relief.eligibility.limit.motor_vehicle.cap -**Label:** Los Angeles County general relief resident motor vehicle cap - -Los Angeles county caps the number of motor vehicles that a filer can own to this number under the general relief program. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.local.ca.la.general_relief.eligibility.limit.home_value -**Label:** Los Angeles County general relief home value limit - -Los Angeles county qualifies filers for the general relief program with home value at or below this limit. - -**Type:** int - -**Current value:** 34000 - ---- - -### gov.local.ca.la.general_relief.eligibility.age_threshold -**Label:** Los Angeles County general relief age eligiblity threshold - -Los Angeles county qualifies filers for the general relief program at this age or older. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.local.ca.la.general_relief.housing_subsidy.amount.married -**Label:** Los Angeles County general relief housing subsidy married amount - -Los Angeles county provides a housing subsidy of this amount under the general relief program for couples. - -**Type:** int - -**Current value:** 950 - ---- - -### gov.local.ca.la.general_relief.housing_subsidy.amount.single -**Label:** Los Angeles County general relief housing subsidy single amount - -Los Angeles county provides a housing subsidy of this amount under the general relief program for single filers. - -**Type:** int - -**Current value:** 475 - ---- - -### gov.local.ca.la.general_relief.housing_subsidy.rent_contribution.married -**Label:** Los Angeles County general relief housing subsidy married rent contribution - -Los Angeles county requires married filers who receive the general relief grant to contribute this amout of the total garnt towards their rent. - -**Type:** int - -**Current value:** 200 - ---- - -### gov.local.ca.la.general_relief.housing_subsidy.rent_contribution.single -**Label:** Los Angeles County general relief housing subsidy single rent contribution - -Los Angeles county requires single filers who receive the general relief grant to contribute this amout of the total garnt towards their rent. - -**Type:** int - -**Current value:** 100 - ---- - -### gov.local.ca.la.general_relief.housing_subsidy.move_in_assistance -**Label:** Los Angeles County general relief housing subsidy move-in assistance - -Los Angeles county provides this once-in-a-lifetime move-in assistance payment. - -**Type:** int - -**Current value:** 500 - ---- - -### gov.local.ca.la.dss.expectant_parent_payment.pregnancy_month.max -**Label:** California Department of Social Services Expectant Parent Payment maximum pregnancy month - -The California Department of Social Services provides the Expectant Parent Payment on and before this pregnancy month. - -**Type:** int - -**Current value:** 9 - ---- - -### gov.local.ca.la.dss.expectant_parent_payment.pregnancy_month.min -**Label:** California Department of Social Services Expectant Parent Payment pregnancy months - -The California Department of Social Services provides the Expectant Parent Payment on and after this pregnancy month. - -**Type:** int - -**Current value:** 6 - ---- - -### gov.local.ca.la.dss.expectant_parent_payment.amount -**Label:** California Department of Social Services Expectant Parent Payment amount - -The California Department of Social Services provides the following Expectant Parent Payment. - -**Type:** int - -**Current value:** 900 - ---- - -### gov.local.ca.la.dss.infant_supplement.amount.base -**Label:** California Department of Social Services Infant Supplement base amount - -The California Department of Social Services provides the following base Infant Supplement amount. - -**Type:** int - -**Current value:** 900 - ---- - -### gov.local.ca.la.dss.infant_supplement.amount.group_home -**Label:** California Department of Social Services Infant Supplement group home amount - -The California Department of Social Services provides the following Infant Supplement amount for filers in group homes or STRTP placements. - -**Type:** int - -**Current value:** 1379 - ---- - -### gov.local.ca.la.dwp.ez_save.eligibility.fpg_limit_increase -**Label:** Los Angeles County EZ Save FPG limit - -The Los Angeles Department of Water and Power limits the EZ Save program to households with income below this percentage of the federal poverty line. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.local.ca.la.dwp.ez_save.eligibility.household_size_floor -**Label:** Los Angeles County EZ Save household size floor - -Los Angeles County floors the household size to this number under the EZ Save program. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.local.ca.la.dwp.ez_save.amount -**Label:** Los Angeles County EZ Save amount - -The Los Angeles Department of Water and Power discounts electricity bills by this amount each month for EZ Save participants. - -**Type:** float - -**Current value:** 8.17 - ---- - -### gov.local.md.montgomery.tax.income.credits.eitc.refundable.match -**Label:** Montgomery County EITC match - -Montgomery County matches this percentage of the refundable Maryland Earned Income Tax Credit. - -**Type:** float - -**Current value:** 0.56 - ---- - -### gov.local.ny.nyc.tax.income.credits.cdcc.child_age_restriction -**Label:** NYC CDCC child age limit - -New York City limits its child and dependent care to expenses for children under this age. - -**Type:** int - -**Current value:** 4 - ---- - -### gov.local.ny.nyc.tax.income.credits.cdcc.max_rate -**Label:** NYC CDCC match - -New York City matches this fraction of the Child and Dependent Care Credit. - -**Type:** float - -**Current value:** 0.75 - ---- - -### gov.local.ny.nyc.tax.income.credits.cdcc.phaseout_end -**Label:** NYC Child and Dependent Care Credit income limit. - -New York City fully phases out its Child and Dependent Care Credit for filers with this income. - -**Type:** int - -**Current value:** 30000 - ---- - -### gov.local.ny.nyc.tax.income.credits.cdcc.phaseout_start -**Label:** NYC Child and Dependent Care Credit phaseout start. - -New York City reduces its Child and Dependent Care Credit match for filers with income above the threshold. - -**Type:** int - -**Current value:** 25000 - ---- - -### gov.local.ny.nyc.tax.income.credits.school.rate_reduction.income_limit -**Label:** NYC School Tax Credit Rate Reduction Amount Income Limit - -NYC limits its School Tax Credit Rate Reduction Amount to filers with NYC taxable income up to this amount. - -**Type:** int - -**Current value:** 500000 - ---- - -### gov.local.ny.nyc.tax.income.credits.school.fixed.income_limit -**Label:** NYC School Tax Credit Fixed Amount Income Limit - -NYC limits its School Tax Credit Fixed Amount to filers with NY AGI of this amount or less. - -**Type:** int - -**Current value:** 250000 - ---- - -### gov.local.ny.nyc.tax.income.credits.eitc.percent_reduction -**Label:** NYC EITC reduction percentage - -New York City reduces its earned income tax credit match by this fraction for filers with income above the threshold. - -**Type:** float - -**Current value:** 2e-05 - ---- - -### gov.usda.snap.abolish_snap -**Label:** Abolish SNAP - -Abolish SNAP payments. - -**Type:** bool - -**Current value:** False - ---- - -### gov.usda.snap.takeup_rate -**Label:** SNAP takeup rate - -Percentage of eligible SNAP recipients who do not claim SNAP. - -**Type:** float - -**Current value:** 0.82 - ---- - -### gov.usda.snap.student.working_hours_threshold -**Label:** SNAP student working hours threshold - -The United States includes students who work more than this number of weekly hours in the Supplemental Nutrition Assistance Program unit. - -**Type:** int - -**Current value:** 20 - ---- - -### gov.usda.snap.income.limit.gross -**Label:** SNAP gross income limit - -SNAP gross income limit as a percentage of the poverty line. - -**Type:** float - -**Current value:** 1.3 - ---- - -### gov.usda.snap.income.limit.net -**Label:** SNAP net income limit - -SNAP standard net income limit as a percentage of the poverty line. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.usda.snap.income.deductions.earned_income -**Label:** SNAP earned income deduction - -Share of earned income that can be deducted from gross income for SNAP - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.usda.snap.income.deductions.excess_shelter_expense.homeless.deduction -**Label:** SNAP homeless shelter deduction - -SNAP homeless shelter deduction amount. - -**Type:** float - -**Current value:** 190.3 - ---- - -### gov.usda.snap.income.deductions.excess_shelter_expense.income_share_disregard -**Label:** Share of income disregarded for SNAP shelter deduction - -Share of income disregarded for SNAP shelter deduction - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.usda.snap.income.deductions.excess_medical_expense.disregard -**Label:** Medical expense disregard for SNAP excess medical expense deduction - -Monthly medical expenses disregarded for claiming SNAP excess medical expense deduction - -**Type:** int - -**Current value:** 35 - ---- - -### gov.usda.snap.emergency_allotment.minimum -**Label:** SNAP emergency allotment minimum - -States provide SNAP emergency allotments of at least this amount. - -**Type:** int - -**Current value:** 95 - ---- - -### gov.usda.snap.emergency_allotment.allowed -**Label:** SNAP emergency allotment allowed - -The federal government allows states to apply for SNAP emergency allotments when this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.usda.snap.uprating -**Label:** SNAP uprating - -The US sets SNAP benefits at the Thrifty Food Plan each year, updating in October. This approximates that uprating via CPI-U. - -**Type:** float - -**Current value:** 313.7 - ---- - -### gov.usda.csfp.min_age -**Label:** Commodity Supplemental Food Program min age - -The Commodity Supplemental Food Program is limited to filers at or above this age. - -**Type:** int - -**Current value:** 60 - ---- - -### gov.usda.csfp.fpg_limit -**Label:** Commodity Supplemental Food Program FPG limit - -The US limits the Commodity Supplemental Food Program to individuals with household income below this percentage of the federal poverty guidelines. - -**Type:** float - -**Current value:** 1.3 - ---- - -### gov.usda.csfp.amount -**Label:** Commodity Supplemental Food Program amount - -The following food value amount is provided under the Commodity Supplemental Food Program to each eligible person. - -**Type:** int - -**Current value:** 330 - ---- - -### gov.usda.school_meals.income.limit.FREE -**Label:** Free school meal income limit as a percent of the poverty line - -**Type:** float - -**Current value:** 1.3 - ---- - -### gov.usda.school_meals.income.limit.REDUCED -**Label:** Reduced school meal income limit as a percent of the poverty line - -**Type:** float - -**Current value:** 1.85 - ---- - -### gov.usda.wic.abolish_wic -**Label:** Abolish WIC - -Abolish WIC payments. - -**Type:** bool - -**Current value:** False - ---- - -### gov.ssa.sga.non_blind -**Label:** Non-blind Substantial Gainful Activity limit - -The Social Security Administration considers non-blind individuals earning more than this amount, net of impairment-related work expenses, to be engaging in Substantial Gainful Activity. - -**Type:** int - -**Current value:** 1620 - ---- - -### gov.ssa.ssi.abolish_ssi -**Label:** Abolish SSI - -Abolish SSI payments. - -**Type:** bool - -**Current value:** False - ---- - -### gov.ssa.ssi.amount.couple -**Label:** Monthly maximum Federal SSI payment amounts for an eligible individual with an eligible spouse - -Monthly maximum Federal SSI payment amounts for an eligible individual with an eligible spouse. - -**Type:** int - -**Current value:** 1450 - ---- - -### gov.ssa.ssi.amount.individual -**Label:** Monthly maximum Federal SSI payment amounts for an eligible individual - -Monthly maximum Federal SSI payment amounts for an eligible individual. - -**Type:** int - -**Current value:** 967 - ---- - -### gov.ssa.ssi.income.exclusions.blind_or_disabled_working_student.amount -**Label:** SSI blind or disabled working student earned income exclusion amount - -The Social Security Administration excludes the following earned income amount for blind or disabled student filers under the Supplemental Security Income. - -**Type:** int - -**Current value:** 2360 - ---- - -### gov.ssa.ssi.income.exclusions.blind_or_disabled_working_student.age_limit -**Label:** SSI blind or disabled working student earned income exclusion age limit - -The Social Security Administration limits the blind or disabled Supplemental Security Income amount to student filers below this age limit. - -**Type:** int - -**Current value:** 22 - ---- - -### gov.ssa.ssi.income.exclusions.blind_or_disabled_working_student.cap -**Label:** SSI blind or disabled working student earned income exclusion cap - -The Social Security Administration caps the annual earned income exclusion for blind or disabled students receiving Supplemental Security Income at this amount. - -**Type:** int - -**Current value:** 9530 - ---- - -### gov.ssa.ssi.income.exclusions.general -**Label:** SSI flat general income exclusion - -Flat amount of income excluded from SSI countable income. - -**Type:** int - -**Current value:** 20 - ---- - -### gov.ssa.ssi.income.exclusions.earned_share -**Label:** SSI earned income share excluded above flat exclusion - -Share of earned income above the flat exclusion that is excluded from SSI countable income. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.ssa.ssi.income.exclusions.earned -**Label:** SSI flat earned income exclusion - -Flat amount of earned income excluded from SSI countable income. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.ssa.ssi.income.sources.qualifying_quarters_threshold -**Label:** SSI qualifying quarters threshold - -The US provides SSI to legal permanent residents with this minimum number of qualifying quarters of earnings. - -**Type:** int - -**Current value:** 40 - ---- - -### gov.ssa.ssi.eligibility.resources.limit.couple -**Label:** SSI resource limit for couples - -SSI resource limit for couples. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.ssa.ssi.eligibility.resources.limit.individual -**Label:** SSI resource limit for individuals - -SSI resource limit for individuals. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.ssa.ssi.eligibility.aged_threshold -**Label:** Age to qualify for Supplemental Security Income - -Age to qualify for Supplemental Security Income. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.ssa.uprating -**Label:** SSA uprating - -The US indexes Social Security benefits (OASDI and SSI) according to this schedule, annually updating based on CPI-W in the third quarter of the prior year. - -**Type:** float - -**Current value:** 310.866 - ---- - -### gov.fcc.lifeline.amount.rural_tribal_supplement -**Label:** Lifeline supplement for rural Tribal areas - -Lifeline supplement for rural Tribal areas - -**Type:** int - -**Current value:** 25 - ---- - -### gov.fcc.lifeline.amount.standard -**Label:** Lifeline maximum benefit - -Maximum Lifeline benefit amount - -**Type:** float - -**Current value:** 9.25 - ---- - -### gov.fcc.lifeline.fpg_limit -**Label:** Lifeline maximum income as a percent of the poverty line - -Maximum percent of the federal poverty guideline to be eligible for Lifeline - -**Type:** float - -**Current value:** 1.35 - ---- - -### gov.fcc.acp.amount.tribal -**Label:** Affordable Connectivity Program amount for households on Tribal lands - -Maximum monthly Affordable Connectivity Program (ACP) amount for Tribal lands - -**Type:** int - -**Current value:** 0 - ---- - -### gov.fcc.acp.amount.standard -**Label:** Affordable Connectivity Program amount for households not on Tribal lands - -Maximum monthly Affordable Connectivity Program (ACP) amount for non-Tribal lands - -**Type:** int - -**Current value:** 0 - ---- - -### gov.fcc.acp.fpg_limit -**Label:** Affordable Connectivity Program income limit as a percent of the poverty line - -Maximum percent of the federal poverty guideline to be eligible for the Affordable Connectivity Program - -**Type:** int - -**Current value:** 2 - ---- - -### gov.doe.high_efficiency_electric_home_rebate.cap.total -**Label:** High efficiency electric home rebate total annual cap - -The US caps high-efficiency home program rebates at this amount per year for appliance and non-appliance upgrades. - -**Type:** int - -**Current value:** 14000 - ---- - -### gov.doe.high_efficiency_electric_home_rebate.cap.heat_pump_water_heater -**Label:** High efficiency electric home rebate annual cap on electric heat pump water heaters - -The US caps high-efficiency home program rebates at this amount per year for heat pump water heaters. - -**Type:** int - -**Current value:** 1750 - ---- - -### gov.doe.high_efficiency_electric_home_rebate.cap.insulation_air_sealing_ventilation -**Label:** High efficiency electric home rebate annual cap on insulation, air sealing, and ventilation - -The US caps high-efficiency home program rebates at this amount per year for insulation, air sealing, and ventilation. - -**Type:** int - -**Current value:** 1600 - ---- - -### gov.doe.high_efficiency_electric_home_rebate.cap.electric_stove_cooktop_range_or_oven -**Label:** High efficiency electric home rebate annual cap on electric stoves, cooktops ranges, or ovens - -The US caps high-efficiency home program rebates at this amount per year for electric stoves, cooktops, ranges, or ovens. - -**Type:** int - -**Current value:** 840 - ---- - -### gov.doe.high_efficiency_electric_home_rebate.cap.electric_heat_pump_clothes_dryer -**Label:** High efficiency electric home rebate annual cap on electric heat pump clothes dryers - -The US caps high-efficiency home program rebates at this amount per year for heat pump clothes dryers. - -**Type:** int - -**Current value:** 840 - ---- - -### gov.doe.high_efficiency_electric_home_rebate.cap.electric_load_service_center_upgrade -**Label:** High efficiency electric home rebate annual cap on electric load service center upgrades - -The US caps high-efficiency home program rebates at this amount per year for electric load service center upgrades. - -**Type:** int - -**Current value:** 4000 - ---- - -### gov.doe.high_efficiency_electric_home_rebate.cap.electric_wiring -**Label:** High efficiency electric home rebate annual cap on electric wiring - -The US caps high-efficiency home program rebates at this amount per year for electric wiring. - -**Type:** int - -**Current value:** 2500 - ---- - -### gov.doe.high_efficiency_electric_home_rebate.cap.heat_pump -**Label:** High efficiency electric home rebate annual cap on electric heat pumps - -The US caps high-efficiency home program rebates at this amount per year for heat pumps. - -**Type:** int - -**Current value:** 8000 - ---- - -### gov.doe.residential_efficiency_electrification_rebate.threshold.high -**Label:** Energy savings to qualify for a high residential efficiency and electrification rebate - -The US limits high residential efficiency and electrification rebates to retrofits achieving at least this percentage of modeled energy savings. - -**Type:** float - -**Current value:** 0.35 - ---- - -### gov.doe.residential_efficiency_electrification_rebate.threshold.medium -**Label:** Energy savings to qualify for a medium residential efficiency and electrification rebate - -The US limits medium residential efficiency and electrification rebates to retrofits achieving at least this percentage of modeled energy savings. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.doe.residential_efficiency_electrification_rebate.threshold.low -**Label:** Energy savings to qualify for a residential efficiency and electrification rebate - -The US limits residential efficiency and electrification rebates to retrofits achieving at least this percentage of modeled energy savings. - -**Type:** float - -**Current value:** 0.15 - ---- - -### gov.states.vt.tax.income.agi.exclusions.capital_gain.flat.cap -**Label:** Vermont flat capital gains exclusion cap - -Vermont caps the flat capital gains exclusion at this amount. - -**Type:** int - -**Current value:** 5000 - ---- - -### gov.states.vt.tax.income.agi.exclusions.capital_gain.income_share_cap -**Label:** Vermont capital gains exclusion cap as fraction of taxable income - -Vermont caps the net capital gains exclusion at this fraction of federal taxable income. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.states.vt.tax.income.agi.exclusions.capital_gain.percentage.rate -**Label:** Vermont capital gains percentage exclusion calculation rate - -Vermont multiplies the adjusted net capital gains by this rate under the capital gains percentage exclusion. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.states.vt.tax.income.agi.exclusions.capital_gain.percentage.cap -**Label:** Vermont capital gains percentage exclusion max amount - -Vermont caps the capital gains percentage exclusion at this amount. - -**Type:** int - -**Current value:** 350000 - ---- - -### gov.states.vt.tax.income.agi.retirement_income_exemption.divisor -**Label:** Vermont retirement income exemption divisor - -Vermont divides the retirement income by this amount under the retirement income exemption. - -**Type:** int - -**Current value:** 10000 - ---- - -### gov.states.vt.tax.income.agi.retirement_income_exemption.csrs.amount -**Label:** Vermont CSRS retirement income exemption cap - -Vermont caps the retirement income exemption from Civil Service Retirement System (CSRS) retirement system at this amount. - -**Type:** int - -**Current value:** 10000 - ---- - -### gov.states.vt.tax.income.agi.retirement_income_exemption.military_retirement.amount -**Label:** Vermont military retirement income exemption cap - -Vermont caps the retirement income exemption from military retirement system at this amount. - -**Type:** int - -**Current value:** 10000 - ---- - -### gov.states.vt.tax.income.deductions.standard.additional -**Label:** Vermont additional aged or blind, head or spouse, standard deduction amount - -Vermont provides this additional standard deduction amount for each aged or blind head or spouse. - -**Type:** float - -**Current value:** 1249.1944768925491 - ---- - -### gov.states.vt.tax.income.credits.elderly_or_disabled -**Label:** Vermont elderly or the disabled tax credit match - -Vermont matches this fraction of the federal credit for elderly or the disabled. - -**Type:** float - -**Current value:** 0.24 - ---- - -### gov.states.vt.tax.income.credits.renter.fmr_rate -**Label:** Vermont renter credit fair market rent rate - -Vermont provides a renter credit of this fraction of fair market rent. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.vt.tax.income.credits.renter.shared_residence_reduction -**Label:** Vermont renter credit shared rent fraction - -Vermont reduces the renter credit by this fraction for filers who reside with people outside their filing unit. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.vt.tax.income.credits.renter.countable_tax_exempt_ss_fraction -**Label:** Vermont renter credit non-taxable social security rate - -Vermont counts this fraction of tax-exempt social security benefits as income for the renter credit. - -**Type:** float - -**Current value:** 0.75 - ---- - -### gov.states.vt.tax.income.credits.ctc.amount -**Label:** Vermont Child Tax Credit amount - -Vermont provides this amount per qualifying child under the child tax credit. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.vt.tax.income.credits.ctc.reduction.increment -**Label:** Vermont Child Tax Credit reduction increment - -Vermont reduces the child tax credit for each of these increments of adjusted gross income exceeding the threshold. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.vt.tax.income.credits.ctc.reduction.amount -**Label:** Vermont Child Tax Credit reduction amount - -Vermont reduces the child tax credit by this amount for each increment of adjusted gross income exceeding the threshold. - -**Type:** int - -**Current value:** 20 - ---- - -### gov.states.vt.tax.income.credits.ctc.reduction.start -**Label:** Vermont Child Tax Credit reduction threshold - -Vermont reduces the child tax credit for filers with adjusted gross income above this amount. - -**Type:** int - -**Current value:** 125000 - ---- - -### gov.states.vt.tax.income.credits.ctc.age_limit -**Label:** Vermont Child Tax Credit age limit - -Vermont limits its child tax credit to children this age or younger. - -**Type:** int - -**Current value:** 5 - ---- - -### gov.states.vt.tax.income.credits.cdcc.rate -**Label:** Vermont child and dependent care credit match - -Vermont matches this percent of the federal child and dependent care credit. - -**Type:** float - -**Current value:** 0.72 - ---- - -### gov.states.vt.tax.income.credits.cdcc.low_income.rate -**Label:** Vermont low-income child and dependent care credit match - -Vermont matches this percent of the federal child and dependent care credit for low-income filers. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.vt.tax.income.credits.eitc.match -**Label:** Vermont earned income tax credit match - -Vermont matches this fraction of the federal earned income tax credit. - -**Type:** float - -**Current value:** 0.38 - ---- - -### gov.states.va.tax.income.subtractions.military_basic_pay.threshold -**Label:** Virginia military basic pay subtraction - -Virginia provides a military basic pay subtraction up to this amount for military personnel stationed inside or outside Virginia. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.states.va.tax.income.subtractions.disability_income.amount -**Label:** Virginia disability income subtraction - -Virginia provides a disability income subtraction up to this amount for personnel with permanent and total disability on federal return - -**Type:** int - -**Current value:** 20000 - ---- - -### gov.states.va.tax.income.subtractions.military_benefit.age_threshold -**Label:** Virginia military benefit subtraction age threshold - -Virginia provides a military benefit subtraction for military personnel of this age or older. - -**Type:** int - -**Current value:** 55 - ---- - -### gov.states.va.tax.income.subtractions.military_benefit.amount -**Label:** Virginia military benefit subtraction amount - -Virginia provides a military benefit subtraction up to this amount. - -**Type:** int - -**Current value:** 40000 - ---- - -### gov.states.va.tax.income.subtractions.military_benefit.availability -**Label:** Virginia military benefit subtraction age threshold availability - -Virginia allows for the military benefit subtraction to be claimed regardless of age if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.states.va.tax.income.subtractions.national_guard_pay.cap -**Label:** Virginia national guard pay subtraction cap - -Virginia caps the national guard pay subtraction to this amount. - -**Type:** int - -**Current value:** 5500 - ---- - -### gov.states.va.tax.income.subtractions.age_deduction.age_minimum -**Label:** Age threshold for Virginia Age Deduction - -Virginia allows an age deduction for taxpayers this age and older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.va.tax.income.subtractions.age_deduction.birth_year_limit_for_full_amount -**Label:** Birth year threshold for Virginia Age Deduction. - -Virginia allows a full age deduction for taxpayers born before this year. - -**Type:** int - -**Current value:** 1939 - ---- - -### gov.states.va.tax.income.subtractions.age_deduction.amount -**Label:** Virginia age deduction amount - -Virginia provides an age deduction of up to this amount. - -**Type:** int - -**Current value:** 12000 - ---- - -### gov.states.va.tax.income.subtractions.federal_state_employees.amount -**Label:** Virginia federal state employees subtraction - -Virginia provides a federal state employees subtraction up to this amount for head and spouse who is a federal or state employee. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.states.va.tax.income.exemptions.aged_blind -**Label:** Virginia aged and blind exemption - -Virginia provides an income tax exemption of this value for each aged and blind head or spouse in the filing unit. - -**Type:** int - -**Current value:** 800 - ---- - -### gov.states.va.tax.income.exemptions.personal -**Label:** Virginia personal exemption amount - -Virginia provides an income tax exemption of this value for each person in the filing unit. - -**Type:** int - -**Current value:** 930 - ---- - -### gov.states.va.tax.income.exemptions.spouse_tax_adjustment.divisor -**Label:** Virginia spouse tax adjustment divisor - -Virginia divides the taxable income by this amount when calculating the spouse tax adjustment. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.states.va.tax.income.exemptions.spouse_tax_adjustment.cap -**Label:** Virginia spouse tax adjustment cap - -Virginia caps the spouse tax adjustment at the following amount. - -**Type:** int - -**Current value:** 259 - ---- - -### gov.states.va.tax.income.credits.eitc.match.non_refundable -**Label:** Virginia non-refundable earned income tax credit match - -Virginia matches this percent of the federal earned income tax credit as a non-refundable credit. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.va.tax.income.credits.eitc.match.refundable -**Label:** Virginia refundable earned income tax credit match - -Virginia matches this percent of the federal earned income tax credit as a refundable credit. - -**Type:** float - -**Current value:** 0.15 - ---- - -### gov.states.va.tax.income.credits.eitc.low_income_tax.base -**Label:** Virginia earned income tax credit low income credit base - -Virginia multiplies the number of personal exemptions by this amount under the low income tax credit. - -**Type:** int - -**Current value:** 300 - ---- - -### gov.states.sc.tax.income.subtractions.retirement.subtract_military -**Label:** South Carolina choice to subtract survivors retirement deduction from military retirement deduction - -South Carolina subtracts the survivors retirement deduction from the military retirement deduction if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.states.sc.tax.income.deductions.net_capital_gain.rate -**Label:** South Carolina net capital gain deduction rate - -South Carolina deducts this fraction of net capital gains from taxable income. - -**Type:** float - -**Current value:** 0.44 - ---- - -### gov.states.sc.tax.income.deductions.young_child.ineligible_age -**Label:** South Carolina young child deduction ineligible age - -South Carolina limits its young child deduction to children below this age. - -**Type:** int - -**Current value:** 6 - ---- - -### gov.states.sc.tax.income.deductions.young_child.amount -**Label:** South Carolina young child deduction amount - -South Carolina provides a young child deduction of this amount. - -**Type:** int - -**Current value:** 4610 - ---- - -### gov.states.sc.tax.income.exemptions.senior.age_threshold -**Label:** South Carolina senior exemption age threshold - -South Carolina allows filers above this age to be eligible for the senior exemption. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.sc.tax.income.exemptions.senior.amount -**Label:** South Carolina senior exemption amount - -South Carolina provides the following senior exemption amount for self. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.states.sc.tax.income.exemptions.senior.spouse_amount -**Label:** South Carolina senior exemption spouse amount - -South Carolina provides the following senior exemption amount for spouse. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.states.sc.tax.income.credits.cdcc.max_care_expense_year_offset -**Label:** Decoupled year offset for maximum CDCC expense cap - -Decoupled year offset for maximum CDCC expense cap - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.sc.tax.income.credits.cdcc.rate -**Label:** South Carolina Child and Dependent Care Credit match - -South Carolina matches this share of the federal Child and Dependent Care Credit. - -**Type:** float - -**Current value:** 0.07 - ---- - -### gov.states.sc.tax.income.credits.eitc.rate -**Label:** South Carolina EITC Rate - -South Carolina matches the federal EITC at this rate. - -**Type:** float - -**Current value:** 1.25 - ---- - -### gov.states.ut.tax.income.rate -**Label:** Utah income tax rate - -Utah taxes personal income at this flat rate. - -**Type:** float - -**Current value:** 0.0455 - ---- - -### gov.states.ut.tax.income.credits.at_home_parent.parent_max_earnings -**Label:** Utah at-home parent credit maximum earnings - -Maximum earnings for the claimant to qualify for the Utah at-home parent credit. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.states.ut.tax.income.credits.at_home_parent.max_agi -**Label:** Utah at-home parent credit maximum AGI - -Maximum adjusted gross income for a tax unit to qualify for the Utah at-home parent credit. - -**Type:** int - -**Current value:** 50000 - ---- - -### gov.states.ut.tax.income.credits.at_home_parent.max_child_age -**Label:** Utah at-home parent credit maximum child age - -Maximum age for a child to quality for the Utah at-home parent credit. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.ut.tax.income.credits.at_home_parent.amount -**Label:** Utah at-home parent credit amount - -The amount of at-home credit per qualifying child. - -**Type:** int - -**Current value:** 100 - ---- - -### gov.states.ut.tax.income.credits.taxpayer.rate -**Label:** Utah taxpayer credit rate - -The maximum taxpayer credit is this percentage of federal deductions plus the personal exemption. - -**Type:** float - -**Current value:** 0.06 - ---- - -### gov.states.ut.tax.income.credits.taxpayer.phase_out.rate -**Label:** Utah taxpayer credit phase-out rate - -The Utah taxpayer credit reduces by this rate for each dollar of income above the phase-out threshold. - -**Type:** float - -**Current value:** 0.013 - ---- - -### gov.states.ut.tax.income.credits.taxpayer.personal_exemption -**Label:** Utah taxpayer credit personal exemption - -This exemption is added to federal standard or itemized deductions for the taxpayer credit. - -**Type:** float - -**Current value:** 2108.4230257812505 - ---- - -### gov.states.ut.tax.income.credits.taxpayer.in_effect -**Label:** Utah additional qualifying dependent for personal exemption in effect - -Utah provides an additional qualifying dependent personal exemption if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.ut.tax.income.credits.retirement.birth_year -**Label:** Utah retirement credit birth year - -Utah limits the retirement credit to filers born in or before this year. - -**Type:** int - -**Current value:** 1952 - ---- - -### gov.states.ut.tax.income.credits.earned_income.rate -**Label:** Utah EITC match - -Utah matches this percentage of the federal earned income tax credit. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.ut.tax.income.credits.ctc.amount -**Label:** Utah child tax credit amount - -Utah provides the following child tax credit amount, per eligible child. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.ut.tax.income.credits.ctc.reduction.rate -**Label:** Utah child tax credit reduction rate - -Utah reduces the child tax credit by the following rate, based on state adjusted gross income and tax exempt interest income. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.ga.tax.income.agi.exclusions.retirement.cap.younger -**Label:** Georgia retirement income exclusion younger cap - -Georgia subtracts this lower retirement income amount for filers meeting the younger age threshold. - -**Type:** int - -**Current value:** 35000 - ---- - -### gov.states.ga.tax.income.agi.exclusions.retirement.cap.earned_income -**Label:** Georgia retirement exclusion earned income cap - -Georgia limits the earned income portion of the retirement exclusion to the following amount. - -**Type:** int - -**Current value:** 4000 - ---- - -### gov.states.ga.tax.income.agi.exclusions.retirement.cap.older -**Label:** Georgia retirement income exclusion older cap - -Georgia subtracts this higher retirement income amount for filers meeting the older age threshold. - -**Type:** int - -**Current value:** 65000 - ---- - -### gov.states.ga.tax.income.agi.exclusions.retirement.age_threshold.younger -**Label:** Georgia retirement income exclusion younger age threshold - -Georgia allows filers to receive the lower retirement income exclusion amount at or above the following younger age threshold. - -**Type:** int - -**Current value:** 62 - ---- - -### gov.states.ga.tax.income.agi.exclusions.retirement.age_threshold.older -**Label:** Georgia retirement income exclusion older age threshold - -Georgia allows filers to receive the higher retirement income exclusion amount at or above the following older age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ga.tax.income.agi.exclusions.military_retirement.age_limit -**Label:** Georgia military retirement income exclusion age limit - -Georgia qualifies filers for the military retirement income exclusions below the following age. - -**Type:** int - -**Current value:** 62 - ---- - -### gov.states.ga.tax.income.agi.exclusions.military_retirement.additional.earned_income_threshold -**Label:** Georgia additional retirement exclusion earned income threshold - -Georgia qualifies filers for the additional military retirement income exclusion with earned income above this threshold. - -**Type:** int - -**Current value:** 17500 - ---- - -### gov.states.ga.tax.income.agi.exclusions.military_retirement.additional.amount -**Label:** Georgia military retirement income exclusion additional amount - -Georgia subtracts this additional amount of military retirement income exclusion from adjusted gross income. - -**Type:** int - -**Current value:** 17500 - ---- - -### gov.states.ga.tax.income.agi.exclusions.military_retirement.base -**Label:** Georgia military retirement income exclusion base amount - -Georgia provides military retirement income exclusion for the age filer at this amount. - -**Type:** int - -**Current value:** 17500 - ---- - -### gov.states.ga.tax.income.deductions.standard.blind.head -**Label:** Georgia additional standard deduction for blind head - -Georgia allows for this additional standard deduction for blind filers. - -**Type:** int - -**Current value:** 1300 - ---- - -### gov.states.ga.tax.income.deductions.standard.blind.spouse -**Label:** Georgia additional standard deduction for blind spouse - -Georgia allows for this additional standard deduction for the blind spouse. - -**Type:** int - -**Current value:** 1300 - ---- - -### gov.states.ga.tax.income.deductions.standard.aged.amount.head -**Label:** Georgia additional standard deduction for aged head - -Georgia provides this additional standard deduction for aged filers. - -**Type:** int - -**Current value:** 1300 - ---- - -### gov.states.ga.tax.income.deductions.standard.aged.amount.spouse -**Label:** Georgia additional standard deduction for aged spouse - -Georgia provides this additional standard deduction for the aged spouse. - -**Type:** int - -**Current value:** 1300 - ---- - -### gov.states.ga.tax.income.deductions.standard.aged.age_threshold -**Label:** Georgia additional standard deduction age threshold - -Georgia provides additional standard deduction for the taxpayer or spouse at or above the following age. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ga.tax.income.exemptions.dependent -**Label:** Georgia dependent exemption amount - -Georgia issues the following exemption amount for each dependent. - -**Type:** int - -**Current value:** 4000 - ---- - -### gov.states.ga.tax.income.credits.low_income.supplement_age_eligibility -**Label:** Georgia low income credit supplement age eligibility - -Georgia provides an additional exemption under the low income credit for head and spouse at or above this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ga.tax.income.credits.cdcc.rate -**Label:** Georgia tax credits for qualified child and dependent care expenses - -Georgia matches this percentage of the federal child and dependent care credit. - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.states.ms.tax.income.adjustments.self_employment.rate -**Label:** Mississippi self-employment tax adjustment rate - -Mississippi subtracts this fraction of self-employment taxes from adjusted gross income. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.ms.tax.income.adjustments.national_guard_or_reserve_pay.cap -**Label:** Mississippi national guard or reserve pay adjustment cap - -Mississippi limits the national guard or reserve pay adjustment to the following amount. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.states.ms.tax.income.exemptions.blind.amount -**Label:** Mississippi blind exemption amount - -Mississippi provides an exemption of this amount per blind filer or spouse. - -**Type:** int - -**Current value:** 1500 - ---- - -### gov.states.ms.tax.income.exemptions.dependents.amount -**Label:** Mississippi dependent exemption - -Mississippi provides an exemption of this amount per dependent. - -**Type:** int - -**Current value:** 1500 - ---- - -### gov.states.ms.tax.income.exemptions.aged.age_threshold -**Label:** Mississippi senior exemption age threshold - -Mississippi provides the aged exemption amount for aged filers or spouse at or above this age. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ms.tax.income.exemptions.aged.amount -**Label:** Mississippi aged exemption amount - -Mississippi provides an exemption of this amount per aged filer or spouse. - -**Type:** int - -**Current value:** 1500 - ---- - -### gov.states.ms.tax.income.credits.cdcc.match -**Label:** Mississippi CDCC match - -Mississippi matches this percentage of the federal child and dependent care credit. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.ms.tax.income.credits.cdcc.income_limit -**Label:** Mississippi CDCC income limit - -Mississippi limits the child and dependent care credit to filers with income below the following amount. - -**Type:** int - -**Current value:** 50000 - ---- - -### gov.states.mt.tax.income.subtractions.disability_income.age_threshold -**Label:** Montana disability income exclusion age limit - -Montana limits the disability income exclusion to filers under this age. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.mt.tax.income.subtractions.disability_income.cap -**Label:** Montana disability income exclusion cap - -Montana caps the individual disability income exclusion at this amount. - -**Type:** int - -**Current value:** 5200 - ---- - -### gov.states.mt.tax.income.subtractions.tuition.cap -**Label:** Montana tuition subtraction cap - -Montana caps the tuition subtraction at this maximum amount. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.states.mt.tax.income.deductions.standard.rate -**Label:** Montana standard deduction rate - -Montana provides a standard deduction equal to this percentage of Montana adjusted gross income, subject to minimum and maximum values. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.mt.tax.income.deductions.child_dependent_care_expense.age_limit -**Label:** Montana Child and Dependent Care Expense deduction age threshold - -Montana limits the child and dependent care expense deduction to expenses for dependents who have a disability or are below this age. - -**Type:** int - -**Current value:** 15 - ---- - -### gov.states.mt.tax.income.main.capital_gains.in_effect -**Label:** Montana capital gains tax rate in effect - -Montana taxes capital gains at a separate tax rate from other income if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.mt.tax.income.exemptions.interest.age_threshold -**Label:** Montana senior interest income exclusion age threshold - -Montana partially excludes interest from adjusted gross income of filers and spouses at or above this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.mt.tax.income.exemptions.age_threshold -**Label:** Montana income tax aged exemption age threshold - -Montana provides an additional tax exemption to filers this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.mt.tax.income.exemptions.amount -**Label:** Montana income tax exemption amount - -Montana deducts this amount for each eligible exemption when computing taxable income. - -**Type:** int - -**Current value:** 2960 - ---- - -### gov.states.mt.tax.income.credits.elderly_homeowner_or_renter.net_household_income.standard_exclusion -**Label:** Montana elderly homeowner or renter credit net household income standard exclusion - -Montana excludes this amount of net household income when computing net household income for elderly homeowner or renter credit. - -**Type:** int - -**Current value:** 12600 - ---- - -### gov.states.mt.tax.income.credits.elderly_homeowner_or_renter.age_threshold -**Label:** Montana elderly homeowner or renter credit age threshold - -Montana limits the elderly homeowner or renter credit to filers of this age or older. - -**Type:** int - -**Current value:** 62 - ---- - -### gov.states.mt.tax.income.credits.elderly_homeowner_or_renter.rent_equivalent_tax_rate -**Label:** Montana elderly homeowner or renter credit rent equivalent rate - -Montana counts this fraction of rent as property tax for its elderly homeowner or renter credit. - -**Type:** float - -**Current value:** 0.15 - ---- - -### gov.states.mt.tax.income.credits.elderly_homeowner_or_renter.cap -**Label:** Montana elderly homeowner or renter credit pre multiplier cap - -Montana caps the pre-multiplier amount of the elderly homeowner or renter credit to this amount. - -**Type:** int - -**Current value:** 1150 - ---- - -### gov.states.mt.tax.income.credits.rebate.property.amount -**Label:** Montana property tax rebate amount - -Montana provides the following property tax rebate amount. - -**Type:** int - -**Current value:** 675 - ---- - -### gov.states.mt.tax.income.credits.ctc.income_limit.investment -**Label:** Montana child tax credit investment income limit - -Montana limits its child tax credit to filers with investment income below this amount. - -**Type:** int - -**Current value:** 10300 - ---- - -### gov.states.mt.tax.income.credits.ctc.income_limit.agi -**Label:** Montana child tax credit adjusted gross income limit - -Montana limits its child tax credit to filers with federal adjusted gross income below this amount. - -**Type:** int - -**Current value:** 56000 - ---- - -### gov.states.mt.tax.income.credits.ctc.reduction.increment -**Label:** Montana child tax credit reduction increment - -Montana reduces the child tax credit for each of these increments that a filer's adjusted gross income exceeds the threshold. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.mt.tax.income.credits.ctc.reduction.amount -**Label:** Montana child tax credit reduction amount - -Montana reduces the child tax credit by this amount for each income increment. - -**Type:** int - -**Current value:** 90 - ---- - -### gov.states.mt.tax.income.credits.ctc.reduction.threshold -**Label:** Montana child tax credit reduction threshold - -Montana reduces the child tax credit for filers with income above this income threshold. - -**Type:** int - -**Current value:** 50000 - ---- - -### gov.states.mt.tax.income.credits.capital_gain.percentage -**Label:** Montana capital gains credit rate - -Montana provides a credit for this fraction of the filer's net capital gains. - -**Type:** float - -**Current value:** 0.02 - ---- - -### gov.states.mt.tax.income.credits.eitc.match -**Label:** Montana EITC match - -Montana matches this fraction of the federal earned income tax credit. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.mo.tax.income.deductions.mo_max_social_security_benefit -**Label:** Missouri max social security benefit - -Missouri provides maximum amount of social security benefit. - -**Type:** float - -**Current value:** 48537.179835643285 - ---- - -### gov.states.mo.tax.income.deductions.business_income.rate -**Label:** Missouri business income deduction rate - -Missouri caps the business income deduction at this percentage of total business income. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.mo.tax.income.deductions.mo_max_private_pension -**Label:** Missouri maximum private pension amount - -Missouri provides this maximum amount of private pension. - -**Type:** int - -**Current value:** 6000 - ---- - -### gov.states.mo.tax.income.minimum_taxable_income -**Label:** Missouri minimum taxable income - -Missouri only levies tax on taxable income of at least this amount. - -**Type:** int - -**Current value:** 1273 - ---- - -### gov.states.mo.tax.income.credits.wftc.match -**Label:** Missouri EITC match - -Missouri matches this percentage of the federal Earned Income Tax Credit under the Working Families Tax Credit. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.mo.tax.income.credits.property_tax.income_offset.joint_renter -**Label:** Missouri income offset for married joint unit that paid some rent - -Gross income offset for a married couple filing jointly who rent. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.states.mo.tax.income.credits.property_tax.income_offset.non_joint -**Label:** Missouri income offset for all tax units that did not file as married joint - -Gross income offset for those not a married couple filing jointly. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.mo.tax.income.credits.property_tax.income_offset.joint_owner -**Label:** Missouri income offset for married joint unit that owns house (and paid no rent) - -Gross income offset for a married couple filing jointly who own. - -**Type:** int - -**Current value:** 4000 - ---- - -### gov.states.mo.tax.income.credits.property_tax.age_threshold -**Label:** Missouri property tax credit age threshold - -Age threshold for qualification for the MO Property Tax Credit - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.mo.tax.income.credits.property_tax.phase_out.step -**Label:** Missouri property tax credit phaseout step size - -Step size by which maximum MO property tax credit is phased out. - -**Type:** int - -**Current value:** 300 - ---- - -### gov.states.mo.tax.income.credits.property_tax.phase_out.rate -**Label:** Missouri property tax credit phaseout rate - -Rate at which maximum MO property tax credit is phased out. - -**Type:** float - -**Current value:** 0.000625 - ---- - -### gov.states.mo.tax.income.credits.property_tax.phase_out.threshold -**Label:** Missouri property tax credit phaseout threshold - -Net household income above which MO property tax credit is reduced. - -**Type:** int - -**Current value:** 14300 - ---- - -### gov.states.mo.tax.income.credits.property_tax.rent_property_tax_limit -**Label:** Missouri property tax credit limit for property renters - -Maximum claimable property tax associated with a rented property. - -**Type:** int - -**Current value:** 750 - ---- - -### gov.states.mo.tax.income.credits.property_tax.property_tax_rent_ratio -**Label:** Missouri property tax credit property-tax-to-total-rent ratio - -Ratio of property tax to total rent. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.mo.tax.income.credits.property_tax.property_tax_limit -**Label:** Missouri property tax credit limit for property owners - -Maximum claimable property tax associated with an owned property. - -**Type:** int - -**Current value:** 1100 - ---- - -### gov.states.mo.tax.income.credits.property_tax.aged_survivor_min_age -**Label:** Missouri property tax credit aged survivor minimum age - -Minimum age for person with social security survivors benefits - -**Type:** int - -**Current value:** 60 - ---- - -### gov.states.ma.tax.income.rates.part_b -**Label:** Massachusetts main income tax rate - -The tax rate on all taxable income that is not dividends or capital gains. - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.states.ma.tax.income.rates.part_a.capital_gains -**Label:** Massachusetts short-term capital gains tax rate - -Massachusetts taxes Part A short-term capital gains at this rate. - -**Type:** float - -**Current value:** 0.085 - ---- - -### gov.states.ma.tax.income.rates.part_a.dividends -**Label:** Massachusetts dividend tax rate - -The tax rate on Part A dividend income. - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.states.ma.tax.income.rates.part_c -**Label:** Massachusetts long-term capital gains rate - -The tax rate on long-term capital gains. - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.states.ma.tax.income.deductions.rent.share -**Label:** Rent share for state income tax deduction - -Share of rent that can be deducted from income for Massachusetts income tax. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.ma.tax.income.deductions.public_retirement_contributions -**Label:** Massachusetts income tax pension contributions maximum deduction - -Maximum pension contributions deductible per person for Massachusetts state income tax. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.states.ma.tax.income.capital_gains.long_term_collectibles_deduction -**Label:** MA Long-term capital gains on collectibles deduction rate - -Percent of long-term capital gains on collectibles that is deductible from Part A (interest, dividends and short-term capital gains) gross income, after loss deductions. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.ma.tax.income.capital_gains.deductible_against_interest_dividends -**Label:** MA income tax max capital gains deductible against interest or dividends - -Maximum capital losses deductible against interest or dividends. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.states.ma.tax.income.exemptions.blind -**Label:** Massachusetts income tax blind exemption - -Massachusetts income tax exemption per blind head or spouse. - -**Type:** int - -**Current value:** 2200 - ---- - -### gov.states.ma.tax.income.exemptions.dependent -**Label:** Massachusetts income tax dependent exemption - -State income tax exemption per dependent. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.ma.tax.income.exemptions.aged.amount -**Label:** Massachusetts income tax aged exemption - -Massachusetts income tax exemption per aged head or spouse. - -**Type:** int - -**Current value:** 700 - ---- - -### gov.states.ma.tax.income.exemptions.aged.age -**Label:** Massachusetts income tax aged exemption age threshold - -Age threshold to be eligible for a Massachusetts income tax aged exemption - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ma.tax.income.credits.dependent_care.dependent_cap -**Label:** Massachusetts dependent care credit dependent cap - -Massachusetts dependent care credit maximum number of qualifying individuals. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.states.ma.tax.income.credits.dependent_care.amount -**Label:** Massachusetts dependent care credit - -Massachusetts dependent care credit amount per dependent - -**Type:** int - -**Current value:** 240 - ---- - -### gov.states.ma.tax.income.credits.dependent_care.in_effect -**Label:** Massachusetts Dependent Care Tax Credit in effect - -Massachusetts provides the greater of the Dependent Tax Credit and the Dependent Care Tax Credit if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.states.ma.tax.income.credits.limited_income_credit.income_limit -**Label:** Massachusetts limited income tax credit income limit - -Maximum income for the Massachusetts Limited Income Credit, as a percentage of the AGI exempt limit. - -**Type:** float - -**Current value:** 1.75 - ---- - -### gov.states.ma.tax.income.credits.limited_income_credit.percent -**Label:** Massachusetts limited income tax credit percentage - -Massachusetts limited income tax credit percentage. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.ma.tax.income.credits.senior_circuit_breaker.amount.min_real_estate_tax -**Label:** Massachusetts Senior Circuit Breaker real estate tax threshold - -Real estate taxes (or equivalent rents) over this percentage of income (for the MA SCB) increase the Massachusetts Senior Circuit Breaker credit. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.ma.tax.income.credits.senior_circuit_breaker.amount.max -**Label:** Massachusetts Senior Circuit Breaker maximum payment - -Maximum payment under the Massachusetts Senior Circuit Breaker credit. - -**Type:** int - -**Current value:** 2590 - ---- - -### gov.states.ma.tax.income.credits.senior_circuit_breaker.amount.rent_tax_share -**Label:** Massachusetts Senior Circuit Breaker rent tax share - -Percentage of rent which is regarded as 'real estate tax payment' for the Massachusetts Senior Circuit Breaker. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.ma.tax.income.credits.senior_circuit_breaker.eligibility.min_age -**Label:** Massachusetts Senior Circuit Breaker minimum age - -Minimum age to qualify for the Massachusetts Senior Circuit Breaker credit. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ma.tax.income.credits.senior_circuit_breaker.eligibility.max_property_value -**Label:** Massachusetts Senior Circuit Breaker maximum property value - -Maximum assessed property value for the Massachusetts Senior Circuit Breaker credit. - -**Type:** int - -**Current value:** 1025000 - ---- - -### gov.states.ma.tax.income.credits.covid_19_essential_employee_premium_pay_program.min_earnings -**Label:** Massachusetts COVID-19 Essential Employee Premium Pay Program minimum earnings - -Minimum earned income to qualify for Massachusetts COVID-19 Essential Employee Premium Pay Program. - -**Type:** int - -**Current value:** 13500 - ---- - -### gov.states.ma.tax.income.credits.covid_19_essential_employee_premium_pay_program.amount -**Label:** Massachusetts COVID-19 Essential Employee Premium Pay Program amount - -Amount of Massachusetts COVID-19 Essential Employee Premium Pay Program. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.ma.tax.income.credits.covid_19_essential_employee_premium_pay_program.max_poverty_ratio -**Label:** Massachusetts COVID-19 Essential Employee Premium Pay Program maximum poverty ratio - -Maximum poverty ratio to qualify for Massachusetts COVID-19 Essential Employee Premium Pay Program. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.states.ma.tax.income.credits.dependent.dependent_cap -**Label:** Massachusetts child and dependent credit dependent cap - -Massachusetts limits its child and dependent tax credit to this number of dependents. - -**Type:** float - -**Current value:** inf - ---- - -### gov.states.ma.tax.income.credits.dependent.amount -**Label:** Massachusetts child and dependent credit amount - -Massachusetts provides this amount for each dependent in its child and dependent credit. - -**Type:** int - -**Current value:** 440 - ---- - -### gov.states.ma.tax.income.credits.dependent.child_age_limit -**Label:** Massachusetts dependent credit child age limit - -Age at which children no longer qualify for the Massachusetts dependent tax credit. - -**Type:** int - -**Current value:** 13 - ---- - -### gov.states.ma.tax.income.credits.dependent.elderly_age_limit -**Label:** Massachusetts dependent credit elderly age limit - -Age at which elderly dependents qualify for the Massachusetts dependent tax credit. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ma.tax.income.credits.eitc.match -**Label:** Massachusetts EITC match - -Massachusetts matches this fraction of the federal earned income credit. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.states.ak.dor.permanent_fund_dividend -**Label:** Alaska taxable permanent fund dividend - -Alaska provides this Permanent Fund Dividend amount. - -**Type:** float - -**Current value:** 1403.83 - ---- - -### gov.states.ak.dor.energy_relief -**Label:** Alaska energy relief - -Alaska provides this one-time energy relief payment. - -**Type:** float - -**Current value:** 298.17 - ---- - -### gov.states.ky.tax.income.deductions.standard -**Label:** Kentucky standard deduction amount - -Kentucky provides this standard deduction amount. - -**Type:** int - -**Current value:** 3270 - ---- - -### gov.states.ky.tax.income.rate -**Label:** Kentucky income tax rate - -Kentucky taxes individual income at this rate. - -**Type:** float - -**Current value:** 0.04 - ---- - -### gov.states.ky.tax.income.exclusions.pension_income.threshold -**Label:** Kentucky income tax rate - -Kentucky caps the pension income at this amount for most individuals. - -**Type:** int - -**Current value:** 31110 - ---- - -### gov.states.ky.tax.income.credits.personal.amount.blind -**Label:** Kentucky personal tax credits blind amount - -Kentucky provides this personal tax credit for blind filers. - -**Type:** int - -**Current value:** 40 - ---- - -### gov.states.ky.tax.income.credits.personal.amount.military -**Label:** Kentucky personal tax credits military service amount - -Kentucky provides this personal tax credit for filers who served in the military. - -**Type:** int - -**Current value:** 20 - ---- - -### gov.states.ky.tax.income.credits.tuition_tax.rate -**Label:** Kentucky tuition tax credit rate - -Kentucky matches this fraction of the American Opportunity and the Lifetime Learning credits, for undergraduate education at Kentucky institutions. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.ky.tax.income.credits.dependent_care_service.match -**Label:** Kentucky dependent care service credit rate - -Kentucky matches the federal child and dependent care credit at the following rate for its dependent care service credit. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.ky.tax.income.credits.family_size.family_size_cap -**Label:** Kentucky family size tax credit family size cap - -Kentucky caps the family size at this number when calculating the poverty threshold for the family size tax credit. - -**Type:** int - -**Current value:** 4 - ---- - -### gov.states.al.tax.income.deductions.itemized.work_related_expense_rate -**Label:** Alabama work-related expense deduction rate - -Alabama deducts work-related expense over this percentage of adjusted gross income. - -**Type:** float - -**Current value:** 0.02 - ---- - -### gov.states.al.tax.income.deductions.itemized.medical_expense.income_floor -**Label:** Alabama medical expenses deduction income floor - -Alabama deducts medical expenses over this percentage of adjusted gross income. - -**Type:** float - -**Current value:** 0.04 - ---- - -### gov.states.al.tax.income.exemptions.retirement.age_threshold -**Label:** Alabama retirement exemption age threshold - -Alabama provides the retirement exemption to filers at or above this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.al.tax.income.exemptions.retirement.cap -**Label:** Alabama retirement exemption cap - -Alabama caps the retirement exemption at this amount. - -**Type:** int - -**Current value:** 6000 - ---- - -### gov.states.nh.tax.income.rate -**Label:** New Hampshire tax rate - -New Hampshire taxes interest and dividends at this rate. - -**Type:** float - -**Current value:** 0.02 - ---- - -### gov.states.nh.tax.income.exemptions.amount.old_age_addition -**Label:** New Hampshire old age exemption amount - -New Hampshire provides an old age exemption amount for filers of or above the age 65. - -**Type:** int - -**Current value:** 1200 - ---- - -### gov.states.nh.tax.income.exemptions.amount.disabled_addition -**Label:** New Hampshire disabled exemption amount - -New Hampshire provided an exemption amount for disabled filers below the age of 65. - -**Type:** int - -**Current value:** 1200 - ---- - -### gov.states.nh.tax.income.exemptions.amount.blind_addition -**Label:** New Hampshire blind exemption - -New Hampshire provides an exemption of this amount per blind filer. - -**Type:** int - -**Current value:** 1200 - ---- - -### gov.states.nh.tax.income.exemptions.disability_age_threshold -**Label:** New Hampshire disabled exemption age threshold - -New Hampshire provides an exemption for disabled filers below this age. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.nh.tax.income.exemptions.old_age_eligibility -**Label:** New Hampshire old age exemption eligibility - -New Hampshire provides an exemption for taxpayers on or older than this age. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.mn.tax.income.subtractions.elderly_disabled.agi_offset_extra -**Label:** Minnesota extra AGI offset in elderly/disabled subtraction calculations - -Minnesota allows a subtraction from federal adjusted gross income to get its taxable income that is available to tax units with elderly or disabled heads or spouses that met certain eligibility conditions with this variable being extra offset against US AGI when there are two aged/disabled spouses in the tax unit. - -**Type:** int - -**Current value:** 3500 - ---- - -### gov.states.mn.tax.income.subtractions.elderly_disabled.net_agi_fraction -**Label:** Minnesota elderly/disabled subraction net AGI fraction - -Minnesota allows a subtraction from federal adjusted gross income to get its taxable income that is available to tax units with elderly or disabled heads or spouses that met certain eligibility conditions with this variable being the fraction of net AGI that reduces the subtraction amount. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.mn.tax.income.subtractions.elderly_disabled.minimum_age -**Label:** Minnesota elderly/disabled subtraction minimum age for age eligibility - -Minnesota allows a subtraction from federal adjusted gross income to get its taxable income that is available to tax units with elderly or disabled heads or spouses that met certain eligibility conditions such as being at least this old to be considered age eligible. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.mn.tax.income.subtractions.social_security.reduction.applies -**Label:** Minnesota social security subtraction reduction applies - -Minnesota reduced the social security subtraction if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.mn.tax.income.subtractions.social_security.reduction.rate -**Label:** Minnesota social security subtraction reduction rate - -Minnesota reduces the social security subtraction by this fraction for each increment of adjusted gross income. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.mn.tax.income.subtractions.social_security.net_income_fraction -**Label:** Minnesota social security subtraction net income fraction - -Minnesota allows subtraction from federal adjusted gross income of the lesser of US-taxable social security and an alternative amount with the complex calculation of the alternative subtraction amount including this fraction which is applied to a net income amout. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.mn.tax.income.subtractions.social_security.total_benefit_fraction -**Label:** Minnesota social security subtraction total benefit fraction - -Minnesota allows subtraction from federal adjusted gross income of the lesser of US-taxable social security and an alternative amount with the complex calculation of the alternative subtraction amount including this fraction which is applied to total social security benefits. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.mn.tax.income.subtractions.pension_income.reduction.increment -**Label:** Minnesota public pension subtraction reduction increment - -Minnesota reduces the public pension subtraction by this fraction for each increments of adjusted gross income. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.states.mn.tax.income.subtractions.pension_income.reduction.rate -**Label:** Minnesota public pension subtraction reduction rate - -Minnesota reduces the public pension subtraction by this fraction for each increment of adjusted gross income. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.mn.tax.income.subtractions.charity.threshold -**Label:** Minnesota charity subtraction threshold - -Minnesota allows subtraction from federal adjusted gross income of a fraction of charitable contributions in excess of this threshold for tax units that do not itemize Minnesota deductions. - -**Type:** int - -**Current value:** 500 - ---- - -### gov.states.mn.tax.income.subtractions.charity.fraction -**Label:** Minnesota charity subtraction fraction - -Minnesota allows subtraction from federal adjusted gross income of this fraction of charitable contributions in excess of a threshold for tax units that do not itemize Minnesota deductions. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.mn.tax.income.amt.rate -**Label:** Minnesota AMT rate - -Minnesota has an alternative income tax (AMT) the calculation of which involves this tax rate. - -**Type:** float - -**Current value:** 0.0675 - ---- - -### gov.states.mn.tax.income.deductions.itemized.reduction.alternate.income_threshold -**Label:** Minnesota itemized deduction alternate reduction income threshold - -Minnesota reduces the itemized deductions by a flat rate for filers with adjusted gross income above this threshold. - -**Type:** int - -**Current value:** 1000000 - ---- - -### gov.states.mn.tax.income.deductions.itemized.reduction.alternate.rate -**Label:** Minnesota alternate itemized deduction reduction rate - -Minnesota reduces the itemized deductions when federal adjusted gross income is above a threshold by applying this fraction to a subset of itemized deductions. - -**Type:** float - -**Current value:** 0.8 - ---- - -### gov.states.mn.tax.income.deductions.itemized.reduction.excess_agi_fraction.high -**Label:** Minnesota itemized deductions higher excess AGI fraction - -Minnesota reduces itemized deductions by this fraction of the excess of adjusted gross income above the higher threshold. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.mn.tax.income.deductions.itemized.reduction.excess_agi_fraction.low -**Label:** Minnesota itmeized deductions lower excess AGI fraction - -Minnesota reduces itemized deductions by this fraction of the excess of adjusted gross income above the lower threshold. - -**Type:** float - -**Current value:** 0.03 - ---- - -### gov.states.mn.tax.income.deductions.itemized.alternate_reduction_applies -**Label:** Minnesota itemized deduction alternate reduction applies - -Minnesota applies an alternate itemized deduction reduction if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.mn.tax.income.deductions.standard.reduction.alternate.income_threshold -**Label:** Minnesota standard deduction alternate reduction income threshold - -Minnesota reduces the standard deduction by a flat rate for filers with adjusted gross income above this threshold. - -**Type:** int - -**Current value:** 1053750 - ---- - -### gov.states.mn.tax.income.deductions.standard.reduction.alternate.rate -**Label:** Minnesota fraction of subset of itemized deductions that can limit total itemized deductions - -Minnesota reduces the standard deduction when federal adjusted gross income is above a threshold by applying this fraction to a subset of the standard deduction. - -**Type:** float - -**Current value:** 0.8 - ---- - -### gov.states.mn.tax.income.deductions.standard.reduction.excess_agi_fraction.high -**Label:** Minnesota standard deduction higher excess AGI fraction - -Minnesota reduces the standard deduction by this fraction of the excess of adjusted gross income above the higher threshold. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.mn.tax.income.deductions.standard.reduction.excess_agi_fraction.low -**Label:** Minnesota standard deduction lower excess AGI fraction - -Minnesota reduces the standard deduction by this fraction of the excess of adjusted gross income above the lower threshold. - -**Type:** float - -**Current value:** 0.03 - ---- - -### gov.states.mn.tax.income.deductions.standard.reduction.alternate_reduction_applies -**Label:** Minnesota standard deduction alternate reduction applies - -Minnesota applies an alternate standard deduction reduction if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.mn.tax.income.exemptions.agi_step_fraction -**Label:** Minnesota fraction of federal adjusted gross income steps above threshold that is used to limit exemptions - -Minnesota limits exemptions when federal adjusted gross income is above a threshold by this fraction of AGI per step above the threshold. - -**Type:** float - -**Current value:** 0.02 - ---- - -### gov.states.mn.tax.income.credits.marriage.minimum_taxable_income -**Label:** Minnesota marriage credit minimum taxable income for eligibility - -Minnesota provides a marriage credit for joint filers where their taxable income is at least this minimum amount. - -**Type:** int - -**Current value:** 44000 - ---- - -### gov.states.mn.tax.income.credits.marriage.minimum_individual_income -**Label:** Minnesota marriage credit minimum individual income for eligibility - -Minnesota provides a marriage credit for joint filers where the lesser income of the two spouses is at least this minimum amount. - -**Type:** int - -**Current value:** 28000 - ---- - -### gov.states.mn.tax.income.credits.marriage.standard_deduction_fraction -**Label:** Minnesota marriage credit standard deduction fraction - -Minnesota provides a marriage credit for joint filers the calculation of which involves this fraction of their standard deduction. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.mn.tax.income.credits.marriage.maximum_amount -**Label:** Minnesota marriage credit minimum amount - -Minnesota provides a marriage credit for joint filers where this is the maximum credit amount. - -**Type:** float - -**Current value:** 1857.4978743358774 - ---- - -### gov.states.mn.tax.income.credits.cwfc.wfc.additional.age_threshold -**Label:** Minnesota working family credit additional amount age threshold - -Minnesota provides an additional working family credit amount for each qualifying child over this age threshold. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.mn.tax.income.credits.cwfc.wfc.eligible.childless_adult_age.minimum -**Label:** Minnesota WFC minimum eligibility age for childless adults - -Minnesota has a working family credit (WFC) for which childless adults must be at least this age and no more than a maximum age. - -**Type:** int - -**Current value:** 19 - ---- - -### gov.states.mn.tax.income.credits.cwfc.wfc.eligible.childless_adult_age.maximum -**Label:** Minnesota WFC maximum eligibility age for childless adults - -Minnesota has a working family credit (WFC) for which childless adults must be at least a minimum age and no more than this age. - -**Type:** int - -**Current value:** 64 - ---- - -### gov.states.mn.tax.income.credits.cwfc.phase_out.rate.main -**Label:** Minnesota child and working families tax credit main phase-out rate - -Minnesota phases the child and working families tax credit out at this rate, for filers without qualifying older children. - -**Type:** float - -**Current value:** 0.12 - ---- - -### gov.states.mn.tax.income.credits.cwfc.phase_out.rate.ctc_ineligible_with_qualifying_older_children -**Label:** Minnesota child and working families tax credit phase-out ctc ineligible with qualifying older children rate - -Minnesota phases the child and working families tax credit out at this rate, for filers ineligible for the child tax credit with eligible older children. - -**Type:** float - -**Current value:** 0.09 - ---- - -### gov.states.mn.tax.income.credits.cwfc.phase_out.threshold.other -**Label:** Minnesota child and working families tax credit non-joint phase-out threshold - -Minnesota phases the child and working families tax credit out over this threshold for non-joint filers with the larger of earned income or adjusted gross income. - -**Type:** int - -**Current value:** 29500 - ---- - -### gov.states.mn.tax.income.credits.cwfc.phase_out.threshold.joint -**Label:** Minnesota child and working families tax credit joint phase-out threshold - -Minnesota phases the child and working families tax credit out over this threshold for joint filers with the larger of earned income or adjusted gross income. - -**Type:** int - -**Current value:** 35000 - ---- - -### gov.states.mn.tax.income.credits.cwfc.ctc.amount -**Label:** Minnesota child tax credit amount - -Minnesota provides the following child tax credit amount for each qualifying child. - -**Type:** int - -**Current value:** 1920 - ---- - -### gov.states.mn.tax.income.credits.cdcc.maximum_dependents -**Label:** Minnesota CDCC maximum number of qualified dependents - -Minnesota has a child/dependent care credit in which this is the maximum number of qualified dependents allowed. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.states.mn.tax.income.credits.cdcc.child_age -**Label:** Minnesota CDCC dependent child age - -Minnesota has a child/dependent care credit in which children under this age qualify as a dependent. - -**Type:** int - -**Current value:** 13 - ---- - -### gov.states.mn.tax.income.credits.cdcc.phaseout_rate -**Label:** Minnesota CDCC excess AGI phaseout rate - -Minnesota has a child/dependent care credit which is phased out at this rate above a federal AGI threshold. - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.states.mn.tax.income.credits.cdcc.phaseout_threshold -**Label:** Minnesota CDCC phaseout threshold - -Minnesota has a child/dependent care credit which begins to be phased out when federal AGI exceeds this threshold. - -**Type:** int - -**Current value:** 64320 - ---- - -### gov.states.mn.tax.income.credits.cdcc.separate_filers_excluded -**Label:** Minnesota CDCC separate filers excluded - -Minnesota excludes separate filers from the dependent care credit if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.states.mn.tax.income.credits.cdcc.maximum_expense -**Label:** Minnesota CDCC maximum allowed care expense per qualified dependent - -Minnesota has a child/dependent care credit in which this is the maximum care expense allowed per qualified dependent. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.states.mi.tax.income.senior_age -**Label:** Michigan senior age threshold - -Michigan defines "Senior citizen" as filers of this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.mi.tax.income.deductions.standard.tier_three.age_threshold -**Label:** Michigan tier three standard deduction age threshold - -Michigan limits the tier three standard deduction to filers at or above this age threshold. - -**Type:** int - -**Current value:** 67 - ---- - -### gov.states.mi.tax.income.deductions.standard.tier_two.retirement_year -**Label:** Michigan retirement benefit tier three retirement age - -Michigan limits the tier three pension benefit to filers who retired after this year. - -**Type:** int - -**Current value:** 2013 - ---- - -### gov.states.mi.tax.income.deductions.standard.tier_two.amount.increase -**Label:** Michigan increased tier two standard deduction amount - -Michigan provides this increased tier two standard deduction amount. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.states.mi.tax.income.deductions.standard.tier_two.age_threshold -**Label:** Michigan additional standard deduction age threshold - -Michigan limits the additional standard deduction to filers of this age or older. - -**Type:** int - -**Current value:** 67 - ---- - -### gov.states.mi.tax.income.deductions.interest_dividends_capital_gains.birth_year -**Label:** Michigan interest, dividends, and capital gains deduction birth year - -Michigan provides a interest, dividends, and capital gains deduction to filers born prior to this year. - -**Type:** int - -**Current value:** 1946 - ---- - -### gov.states.mi.tax.income.deductions.retirement_benefits.expanded.rate -**Label:** Michigan expanded retirement and pension benefits rate - -Michigan multiplies the reduced tier one deduction amount by this rate under the expanded retirement and pension benefits deduction. - -**Type:** float - -**Current value:** 0.75 - ---- - -### gov.states.mi.tax.income.deductions.retirement_benefits.expanded.availability -**Label:** Michigan expanded retirement and pension benefits deduction availability - -Michigan allows for an expanded retirement and pension benefits deduction calculation if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.mi.tax.income.deductions.retirement_benefits.tier_three.ss_exempt.not_retired.amount -**Label:** Michigan non-retired tier three retirement and pension benefits deduction amount - -Michigan provides this non-retired tier three retirement and pension benefits amount. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.states.mi.tax.income.deductions.retirement_benefits.tier_three.ss_exempt.retired.retirement_year -**Label:** Michigan tier three retirement benefit retirement year - -Michigan limits the tier three pension benefit to filers, retired after this year. - -**Type:** int - -**Current value:** 2013 - ---- - -### gov.states.mi.tax.income.deductions.retirement_benefits.tier_one.birth_year -**Label:** Michigan tier one retirement and pension benefits birth year threshold - -Michigan limits the tier one retirement and pension benefits addition to filers born before this year. - -**Type:** int - -**Current value:** 1946 - ---- - -### gov.states.mi.tax.income.rate -**Label:** Michigan income tax rate - -Michigan taxes individual income at this rate. - -**Type:** float - -**Current value:** 0.0425 - ---- - -### gov.states.mi.tax.income.exemptions.disabled.amount.veteran -**Label:** Michigan disabled veteran exemption amount - -Michigan provides this exemption amount for each disabled veteran in the household. - -**Type:** int - -**Current value:** 400 - ---- - -### gov.states.mi.tax.income.exemptions.disabled.amount.base -**Label:** Michigan disabled exemption base amount - -Michigan provides this exemption amount for each disabled person or dependent in the household. - -**Type:** int - -**Current value:** 3100 - ---- - -### gov.states.mi.tax.income.exemptions.disabled.age_limit -**Label:** Michigan disabled exemption age limit - -Michigan limits the disabled exemption to totally and permanently disabled filers under this age. - -**Type:** int - -**Current value:** 66 - ---- - -### gov.states.mi.tax.income.exemptions.personal -**Label:** Michigan exemption base amount - -Michigan provides this exemption amount for the filer and spouse of the tax unit, each dependent, and each of the filers stillborn children. - -**Type:** int - -**Current value:** 5400 - ---- - -### gov.states.mi.tax.income.credits.home_heating.alternate.household_resources.rate -**Label:** Michigan home heating credit alternate household resource rate - -Michigan provides a credit for this fraction of reduced heating costs less reduced adjusted household resources under the alternate home heating credit. - -**Type:** float - -**Current value:** 0.11 - ---- - -### gov.states.mi.tax.income.credits.home_heating.alternate.heating_costs.rate -**Label:** Michigan alternate home heating credit household resource rate - -Michigan provides a credit for this fraction of reduced heating costs less reduced adjusted household resources under the alternate home heating credit. - -**Type:** float - -**Current value:** 0.7 - ---- - -### gov.states.mi.tax.income.credits.home_heating.alternate.heating_costs.cap -**Label:** Michigan alternate home heating credit heating costs cap - -Michigan caps the total heating costs at this amount under the alternate home heating credit computation. - -**Type:** int - -**Current value:** 3500 - ---- - -### gov.states.mi.tax.income.credits.home_heating.additional_exemption.amount -**Label:** Michigan home heating additional base amount per additional exemption - -Michigan increases the home heating base by this amount for each additional exemption. - -**Type:** int - -**Current value:** 198 - ---- - -### gov.states.mi.tax.income.credits.home_heating.additional_exemption.limit -**Label:** Michigan home heating credit additional exemption limit - -Michigan increases the home heating credit base for each exemption over this number. - -**Type:** int - -**Current value:** 6 - ---- - -### gov.states.mi.tax.income.credits.home_heating.standard.included_heating_cost_rate -**Label:** Michigan standard home heating credit rate if rent includes heating - -Michigan multiplies the standard home heating credit by this fraction if rent includes heating. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.mi.tax.income.credits.home_heating.standard.reduction_rate -**Label:** Michigan standard home heating credit reduction rate - -Michigan reduces the standard heating credit amount by this fraction of household resources. - -**Type:** float - -**Current value:** 0.035 - ---- - -### gov.states.mi.tax.income.credits.home_heating.standard.fpg_rate -**Label:** Michigan standard home heating credit federal poverty guidelines rate - -Michigan limits the home heating credit to filers with household resources below this fraction of the federal poverty guidelines. - -**Type:** float - -**Current value:** 1.1 - ---- - -### gov.states.mi.tax.income.credits.home_heating.credit_percentage -**Label:** Michigan home heating credit percentage - -Michigan provides a credit for this fraction of the greater of the standard and alternate home heating credit. - -**Type:** float - -**Current value:** 0.56 - ---- - -### gov.states.mi.tax.income.credits.homestead_property_tax.rate.senior.alternate -**Label:** Michigan alternate property tax senior credit alternate rate - -Michigan provides senior renters with an alternate homestead property tax credit of this fraction of total household resources subtracted from total rent payments. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.states.mi.tax.income.credits.homestead_property_tax.rate.non_senior_disabled -**Label:** Michigan homestead property tax non-disabled/senior credit rate - -Michigan provides a maximum homestead property tax credit as this fraction of the excess of property taxes over the household resource exemption, for filers without a disabled or senior member. - -**Type:** float - -**Current value:** 0.6 - ---- - -### gov.states.mi.tax.income.credits.homestead_property_tax.exemption.non_senior_disabled -**Label:** Michigan homestead property tax credit non-disabled/senior exemption rate - -Michigan subtracts this fraction of the household resources from the total household resources under the homestead property tax credit computation, for filers without a disabled or senior member. - -**Type:** float - -**Current value:** 0.032 - ---- - -### gov.states.mi.tax.income.credits.homestead_property_tax.rent_equivalization -**Label:** Michigan homestead property tax credit rent equivalization - -Michigan multiplies the rent amount by this rate under the homestead property tax credit. - -**Type:** float - -**Current value:** 0.23 - ---- - -### gov.states.mi.tax.income.credits.homestead_property_tax.reduction.increment -**Label:** Michigan homestead property tax credit phase out increment - -Michigan phases its homestead property tax credit out in these increments. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.mi.tax.income.credits.homestead_property_tax.reduction.rate -**Label:** Michigan household resources reduction rate phase out brackets - -Michigan phases its homestead property tax credit at this rate multiple for each reduction increment. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.mi.tax.income.credits.homestead_property_tax.reduction.start -**Label:** Michigan homestead property tax credit reduction start - -Michigan phases its homestead property tax credit out for filers with household resources above this threshold. - -**Type:** int - -**Current value:** 58300 - ---- - -### gov.states.mi.tax.income.credits.homestead_property_tax.property_value_limit -**Label:** Michigan homestead property tax credit property value limit - -Michigan limits the homestead property tax credit to filers with property value below this amount. - -**Type:** int - -**Current value:** 154400 - ---- - -### gov.states.mi.tax.income.credits.homestead_property_tax.cap -**Label:** Michigan homestead property tax credit cap - -Michigan caps the homestead property tax credit at this amount. - -**Type:** int - -**Current value:** 1700 - ---- - -### gov.states.mi.tax.income.credits.eitc.match -**Label:** Michigan EITC match - -Michigan matches this share of the federal Earned Income Tax Credit. - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.states.ok.tax.income.agi.subtractions.pension_limit -**Label:** Oklahoma limit on taxable pension benefit AGI subtraction per person - -Oklahoma limit on taxable pension benefit AGI subtraction per person. - -**Type:** int - -**Current value:** 10000 - ---- - -### gov.states.ok.tax.income.agi.subtractions.military_retirement.floor -**Label:** Oklahoma military retirement benefit subtraction floor - -Oklahoma provides a minimum military retirement benefit subtraction for this amount, not to exceed military retirement income. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.ok.tax.income.agi.subtractions.military_retirement.rate -**Label:** Oklahoma military retirement exclusion rate - -Oklahoma excludes this percentage of military retirement benefits under the retirement benefit subtraction. - -**Type:** float - -**Current value:** 1.0 - ---- - -### gov.states.ok.tax.income.deductions.itemized.limit -**Label:** Oklahoma itemized deduction limit - -Oklahoma allows this maximum amount of itemized deductions. - -**Type:** int - -**Current value:** 17000 - ---- - -### gov.states.ok.tax.income.exemptions.special_age_minimum -**Label:** Oklahoma special exemption age minimum - -Oklahoma provides a special exemption for people this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ok.tax.income.exemptions.amount -**Label:** Oklahoma per-person exemption amount - -Oklahoma provides this exemption amount per person. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.ok.tax.income.credits.property_tax.age_minimum -**Label:** Oklahoma property tax credit minimum age - -Oklahoma limits its property tax credit to filers this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ok.tax.income.credits.property_tax.income_limit -**Label:** Oklahoma property tax credit gross income limit - -Oklahoma limits its property tax credit to filers with gross income below this amount. - -**Type:** int - -**Current value:** 12000 - ---- - -### gov.states.ok.tax.income.credits.property_tax.maximum_credit -**Label:** Oklahoma property tax credit maximum amount - -Oklahoma provides a property tax credit up to this amount. - -**Type:** int - -**Current value:** 200 - ---- - -### gov.states.ok.tax.income.credits.property_tax.income_fraction -**Label:** Oklahoma property tax credit gross income fraction - -Oklahoma provides a property tax credit of this percent of gross income. - -**Type:** float - -**Current value:** 0.01 - ---- - -### gov.states.ok.tax.income.credits.earned_income.eitc_fraction -**Label:** Oklahoma EITC match - -Oklahoma matches this share of the federal Earned Income Tax Credit. - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.states.ok.tax.income.credits.sales_tax.age_minimum -**Label:** Oklahoma sales tax credit minimum age for second income limit - -Oklahoma limits its sales tax credit to filers this age or above for the second income limit - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ok.tax.income.credits.sales_tax.income_limit1 -**Label:** Oklahoma sales tax credit gross income limit 1 - -Oklahoma applies this first gross income limit to the sales tax credit. - -**Type:** int - -**Current value:** 20000 - ---- - -### gov.states.ok.tax.income.credits.sales_tax.amount -**Label:** Oklahoma sales tax credit amount per exemption - -Oklahoma provides a sales tax credit of this amount per exemption. - -**Type:** int - -**Current value:** 40 - ---- - -### gov.states.ok.tax.income.credits.sales_tax.income_limit2 -**Label:** Oklahoma sales tax credit gross income limit 2 - -Oklahoma applies this second gross income limit to its sales tax credit. - -**Type:** int - -**Current value:** 50000 - ---- - -### gov.states.ok.tax.income.credits.child.agi_limit -**Label:** Oklahoma Child Care/Child Tax Credit income limit - -Oklahoma limits its Child Care/Child Tax Credit to filers with federal AGI below this amount. - -**Type:** int - -**Current value:** 100000 - ---- - -### gov.states.ok.tax.income.credits.child.ctc_fraction -**Label:** Oklahoma CTC match - -Oklahoma matches this percent of the federal Child Tax Credit. - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.states.ok.tax.income.credits.child.cdcc_fraction -**Label:** Oklahoma CDCC match - -Oklahoma matches this percent of the federal Child and Dependent Care Credit. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.ok.tax.use.rate -**Label:** Oklahoma use tax rate - -Oklahoma levies a use tax at this percent of federal adjusted gross income. - -**Type:** float - -**Current value:** 0.00056 - ---- - -### gov.states.in.tax.income.deductions.military_service.max -**Label:** Indiana max military service deduction - -Indiana provides up a military service deduction of up to this amount per person. - -**Type:** int - -**Current value:** 5000 - ---- - -### gov.states.in.tax.income.deductions.nonpublic_school.amount -**Label:** Indiana nonpublic school deduction - -Indiana provides a deduction of this amount for qualified dependent children in private, parochial, or home school with unreimbursed expenses. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.in.tax.income.deductions.unemployment_compensation.reduced_agi_haircut -**Label:** Indiana haircut to reduced AGI for computing maximum unemployment compensation deduction - -Indiana applies this haircut when reducing adjusted gross income for computing the maximum unemployment compensation deduction. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.in.tax.income.agi_rate -**Label:** Indiana AGI tax rate - -Indiana taxes Indiana adjusted gross income at this rate. - -**Type:** float - -**Current value:** 0.03 - ---- - -### gov.states.in.tax.income.exemptions.adoption.amount -**Label:** Indiana adopted children exemption additional amount - -Indiana provides an additional exemption for eligible adopted dependents of this amount. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.states.in.tax.income.exemptions.aged_low_agi.amount -**Label:** Indiana exemptions additional amount for low AGI aged - -Indiana provides this additional exemption amount for low-income aged filers. - -**Type:** int - -**Current value:** 500 - ---- - -### gov.states.in.tax.income.exemptions.qualifying_child.max_ages.student -**Label:** Indiana additional exemption age limit for students - -Indiana considers as children people below this age when compute its additional exemption for student dependents. - -**Type:** int - -**Current value:** 23 - ---- - -### gov.states.in.tax.income.exemptions.qualifying_child.max_ages.non_student -**Label:** Indiana additional exemption age limit for non-students - -Indiana considers as children people below this age when compute its additional exemption for non-student dependents. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.in.tax.income.exemptions.aged_blind.amount -**Label:** Indiana exemptions additional amount for aged and or blind - -Indiana provides this additional exemption amount for aged and/or blind filers. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.in.tax.income.exemptions.additional.amount -**Label:** Indiana exemptions additional amount for dependent children - -Indiana provides this additional exemption amount for qualifying dependent children. - -**Type:** int - -**Current value:** 1500 - ---- - -### gov.states.in.tax.income.exemptions.base.amount -**Label:** Indiana exemptions base amount - -Indiana provides this base exemption amount. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.in.tax.income.credits.earned_income.decoupled -**Label:** Whether IN EITC is decoupled from federal EITC - -Indiana has a state EITC that is decoupled from the federal EITC if this parameter is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.states.in.tax.income.credits.earned_income.childless.min_age -**Label:** Indiana EITC minimum age for childless eligibility - -Indiana limits its earned income tax credit to filers this age or above if they have no children. - -**Type:** int - -**Current value:** 25 - ---- - -### gov.states.in.tax.income.credits.earned_income.childless.phase_out_rate -**Label:** Indiana EITC phase-out rate for childless credit in 2021 - -Indiana has a state EITC that used this phase-out rate for childless credit in 2021. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.in.tax.income.credits.earned_income.childless.phase_in_rate -**Label:** Indiana EITC phase-in rate for childless credit in 2021 - -Indiana has a state EITC that used this phase-in rate for childless credit in 2021. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.in.tax.income.credits.earned_income.childless.phase_out_start -**Label:** Indiana EITC phase-out start income for childless credit in 2021 - -Indiana has a state EITC that used this phase-out start income for childless credit in 2021. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.in.tax.income.credits.earned_income.childless.max_age -**Label:** Indiana EITC maximum age for childless eligibility - -Indiana limits its earned income tax credit to filers this age or below if they have no children. - -**Type:** int - -**Current value:** 64 - ---- - -### gov.states.in.tax.income.credits.earned_income.childless.maximum -**Label:** Indiana EITC maximum childless credit in 2021 - -Indiana has a state EITC that used this maximum childless credit in 2021. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.in.tax.income.credits.earned_income.max_children -**Label:** IN EITC maximum allowable children - -Indiana has a state EITC that recognizes at most this maximum number of eligible children. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.states.in.tax.income.credits.earned_income.investment_income_limit -**Label:** Indiana EITC investment income limit - -Indiana makes any taxpayer with investment income that exceeds this limit EITC ineligible. - -**Type:** int - -**Current value:** 3800 - ---- - -### gov.states.in.tax.income.credits.earned_income.match_rate -**Label:** Indiana federal-EITC match rate - -Indiana matches this fraction of the federal earned income tax credit. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.in.tax.income.credits.unified_elderly.min_age -**Label:** Indiana unified elderly tax credit minimum age for eligibility - -Indiana allows filers at or above this age to receive the unified tax credit for the elderly. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.co.tax.income.subtractions.charitable_contribution.adjustment -**Label:** Colorado charitable contributions subtraction adjustment - -Colorado subtracts charitable contributions above this amount from the adjusted gross income of filers who do not itemize on their federal return. - -**Type:** int - -**Current value:** 500 - ---- - -### gov.states.co.tax.income.subtractions.pension.cap.younger -**Label:** Colorado capped pension and annuity income amount - -Colorado allows a pension and annuity subtraction to get its net income that is capped at this amount. - -**Type:** int - -**Current value:** 20000 - ---- - -### gov.states.co.tax.income.subtractions.pension.cap.older -**Label:** Colorado capped pension and annuity income amount - -Colorado allows a pension and annuity subtraction to get its net income that is capped at this amount. - -**Type:** int - -**Current value:** 24000 - ---- - -### gov.states.co.tax.income.subtractions.pension.social_security_subtraction_available -**Label:** Colorado social security subtraction available - -Colorado separates Social Security income from pension income for the pension subtraction if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.co.tax.income.subtractions.pension.age_threshold.younger -**Label:** Colorado pension subtraction lower age threshold - -Colorado limits its younger pension subtraction to filers below this age threshold. - -**Type:** int - -**Current value:** 55 - ---- - -### gov.states.co.tax.income.subtractions.pension.age_threshold.older -**Label:** Colorado pension subtraction upper age threshold - -Colorado limits its older pension subtraction to filers above this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.co.tax.income.subtractions.military_retirement.age_threshold -**Label:** Colorado military retirement subtraction age threshold - -Colorado limits its military retirement subtraction to filers below this age. - -**Type:** int - -**Current value:** 55 - ---- - -### gov.states.co.tax.income.subtractions.military_retirement.max_amount -**Label:** Colorado military retirement subtraction max amount - -Colorado allows for this maximum military retirement subtraction for each eligible individual. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.states.co.tax.income.additions.federal_deductions.agi_threshold -**Label:** Colorado federal deductions add-back AGI threshold - -Colorado adds back federal deductions for filers with adjusted gross income above this threshold. - -**Type:** int - -**Current value:** 300000 - ---- - -### gov.states.co.tax.income.additions.federal_deductions.itemized_only -**Label:** Colorado federal deduction addback itemized only - -Whether the Colorado federal deductions addback is only itemized. - -**Type:** bool - -**Current value:** False - ---- - -### gov.states.co.tax.income.rate -**Label:** Colorado income tax rate - -Colorado taxes personal income at this flat rate. - -**Type:** float - -**Current value:** 0.044 - ---- - -### gov.states.co.tax.income.credits.income_qualified_senior_housing.income_threshold -**Label:** Colorado Income Qualified Senior Housing Tax Credit AGI threshold - -Colorado provides the Income Qualified Senior Housing Tax Credit for filers with adjusted gross income at or below this threshold. - -**Type:** int - -**Current value:** 75000 - ---- - -### gov.states.co.tax.income.credits.income_qualified_senior_housing.reduction.increment -**Label:** Colorado income qualified senior housing income tax credit increment amount - -Colorado reduces the income qualified senior housing income tax credit for each of these increments of adjusted gross income exceeding the threshold. - -**Type:** int - -**Current value:** 500 - ---- - -### gov.states.co.tax.income.credits.income_qualified_senior_housing.reduction.start -**Label:** Colorado personal income qualified senior housing income tax credit start - -Colorado reduces the income qualified senior housing income tax credit for filers with adjusted gross income above this amount, based on filing status. - -**Type:** int - -**Current value:** 25499 - ---- - -### gov.states.co.tax.income.credits.income_qualified_senior_housing.age_limit -**Label:** Colorado Age Income-Qualified Senior Housing Tax Credit age threshold - -Colorado provides the Income Qualified Senior Housing Tax Credit for filers' at or above this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.co.tax.income.credits.sales_tax_refund.amount.amount -**Label:** Colorado sales tax refund credit flat amount - -Colorado provides a flat sales tax refund credit of this amount. - -**Type:** int - -**Current value:** 800 - ---- - -### gov.states.co.tax.income.credits.sales_tax_refund.amount.flat_amount_enabled -**Label:** Colorado sales tax refund credit flat amount enabled - -Colorado allows for a flat sales tax refund credit if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.co.tax.income.credits.sales_tax_refund.age_threshold -**Label:** Colorado sales tax refund age threshold - -Colorado limits its sales tax refund to filers this age or older. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.co.tax.income.credits.family_affordability.amount -**Label:** Colorado family affordability tax credit young child amount - -Colorado provides this family affordability tax credit base amount for each younger child. - -**Type:** int - -**Current value:** 3200 - ---- - -### gov.states.co.tax.income.credits.family_affordability.reduction.rate -**Label:** Colorado family affordability tax credit reduction rate - -Colorado reduces the family affordability tax credit by this rate for each increment above the adjusted gross income threshold. - -**Type:** float - -**Current value:** 0.06875 - ---- - -### gov.states.co.tax.income.credits.ctc.ctc_matched_federal_credit -**Label:** Colorado child tax credit federal CTC match - -Colorado matches a fraction of the federal child tax credit when this is true; otherwise, Colorado provides an amount based on income. - -**Type:** bool - -**Current value:** False - ---- - -### gov.states.co.tax.income.credits.ctc.age_threshold -**Label:** Colorado child tax credit age threshold - -Colorado issues the child tax credit to taxpayers with children below this age. - -**Type:** int - -**Current value:** 6 - ---- - -### gov.states.co.tax.income.credits.cdcc.low_income.federal_agi_threshold -**Label:** Colorado low-income child care expenses credit income threshold - -Colorado limits the low-income child care expenses credit to filers with adjusted gross income up to this amount. - -**Type:** int - -**Current value:** 25000 - ---- - -### gov.states.co.tax.income.credits.cdcc.low_income.rate -**Label:** Colorado low income child care expense credit rate - -Colorado matches up to this fraction of qualifying child care expenses in its low income child care expenses credit. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.co.tax.income.credits.cdcc.low_income.child_age_threshold -**Label:** Colorado low-income child care expenses credit child age threshold - -Colorado qualifies children for the low-income family child care expenses credit below this age threshold. - -**Type:** int - -**Current value:** 13 - ---- - -### gov.states.co.tax.income.credits.eitc.match -**Label:** Colorado EITC match - -Colorado matches this fraction of the federal Earned Income Tax Credit. - -**Type:** float - -**Current value:** 0.35 - ---- - -### gov.states.co.ccap.re_determination.smi_rate -**Label:** Colorado Child Care Assistance Program household size state median income re-determination rate - -Colorado limits its Child Care Assistance Program re-determination to households with income below this fraction of state median income. - -**Type:** float - -**Current value:** 0.85 - ---- - -### gov.states.co.ccap.entry.smi_rate -**Label:** Colorado Child Care Assistance Program household size state median income entry rate - -Colorado limits its Child Care Assistance Program application to applicants with adjusted gross income lower than these rates of household size state median income. - -**Type:** float - -**Current value:** 0.85 - ---- - -### gov.states.co.ccap.implementing_month -**Label:** Colorado Child Care Assistance Program implementing month - -Colorado Child Care Assistance Program annually implements in this month. - -**Type:** int - -**Current value:** 10 - ---- - -### gov.states.co.ccap.parent_fee.add_on -**Label:** Colorado Child Care Assistance Program parent fee add on rate - -Colorado multiplies the number of additional eligible children by this amount under the Child Care Assistance Program to calculate add on parent fee. - -**Type:** int - -**Current value:** 15 - ---- - -### gov.states.co.ccap.disabled_age_limit -**Label:** Colorado Child Care Assistance Program disabled child age limit - -Colorado limits its Child Care Assistance Program to disabled children below this age. - -**Type:** int - -**Current value:** 19 - ---- - -### gov.states.co.ccap.age_limit -**Label:** Colorado Child Care Assistance Program non-disabled child age limit - -Colorado limits its Child Care Assistance Program to non-disabled children below this age. - -**Type:** int - -**Current value:** 13 - ---- - -### gov.states.co.ssa.oap.resources.couple -**Label:** Colorado OAP resource limit for couples - -Colorado OAP resource limit for couples. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.states.co.ssa.oap.resources.single -**Label:** Colorado OAP resource limit for singles - -Colorado OAP resource limit for singles. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.states.co.ssa.oap.grant_standard -**Label:** Colorado OAP grant standard - -Grant Standard for OAP - -**Type:** int - -**Current value:** 1005 - ---- - -### gov.states.co.ssa.state_supplement.grant_standard -**Label:** Colorado State Supplement grant standard - -Grant Standard for Colorado State Supplement - -**Type:** int - -**Current value:** 967 - ---- - -### gov.states.co.hcpf.chp.out_of_pocket -**Label:** Colorado CHP+ out of pocket maximum percent - -Colorado limits its Child Health Plan Plus out of pocket expense to this fraction of income. - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.states.co.hcpf.chp.income_limit -**Label:** Colorado CHP+ maximum household income as percent of FPL - -Colorado limits the Child Health Plan Plus to households with income up to this percentage of the federal poverty level. - -**Type:** float - -**Current value:** 2.65 - ---- - -### gov.states.co.cdhs.tanf.income.earned_exclusion.percent -**Label:** Colorado TANF earnings exclusion percent - -Colorado excludes this share of earnings from TANF countable income, except for determining need for new applicants. - -**Type:** float - -**Current value:** 0.67 - ---- - -### gov.states.co.cdhs.tanf.income.earned_exclusion.flat -**Label:** Colorado TANF flat earnings exclusion - -Colorado excludes this amount of earnings from TANF countable income when determining need for new applicants. - -**Type:** int - -**Current value:** 90 - ---- - -### gov.states.ca.cpuc.care.discount -**Label:** CARE poverty line threshold - -California CARE recipient households recieve a discount on their energy expenses between 30 and 35%, ballparked here at 32.5% for simplicity. - -**Type:** float - -**Current value:** 0.325 - ---- - -### gov.states.ca.cpuc.care.eligibility.fpl_limit -**Label:** CARE poverty line threshold - -California provides CARE eligibility to households with income below this percent of the (CARE-adjusted) poverty line. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.states.ca.cpuc.fera.discount -**Label:** FERA poverty line threshold - -California FERA recipient households recieve a discount on their energy expenses of 18% - -**Type:** float - -**Current value:** 0.18 - ---- - -### gov.states.ca.cpuc.fera.eligibility.minimum_household_size -**Label:** CARE poverty line threshold - -Eligibility for California's FERA program requires a minimum household of this size to qualify. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.states.ca.cpuc.fera.eligibility.fpl_limit -**Label:** FERA poverty line threshold - -Eligibility for California's FERA program requires that a household make no more than this value times the poverty line. - -**Type:** float - -**Current value:** 2.5 - ---- - -### gov.states.ca.dhcs.ffyp.foster_care_age_minimum -**Label:** California Former Foster Youth Program foster care age minimum - -California limits participation in the Former Foster Youth Program to individuals who were in foster care at this age or older. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.ca.dhcs.ffyp.age_threshold -**Label:** California Former Foster Youth Program age limit - -California limits participation in the Former Foster Youth Program to individuals below this age. - -**Type:** int - -**Current value:** 26 - ---- - -### gov.states.ca.cpi -**Label:** California income tax CPI uprating - -California CPI (from the current year's June) - -**Type:** float - -**Current value:** 360.6750331608849 - ---- - -### gov.states.ca.tax.income.amt.tentative_min_tax_rate -**Label:** California tentative alternative minimum tax rate - -California multiplies the alternative minimum tax by this rate to calculate the tentative alternative minimum tax. - -**Type:** float - -**Current value:** 0.07 - ---- - -### gov.states.ca.tax.income.deductions.itemized.limit.agi_fraction -**Label:** fraction of AGI used to compute CA itemized deductions limitation - -Fraction of AGI used in CA itemized deduction limitation. - -**Type:** float - -**Current value:** 0.06 - ---- - -### gov.states.ca.tax.income.deductions.itemized.limit.ded_fraction -**Label:** California fraction of itemized deductions subject to limitation - -Fraction of itemized deductions subject to CA limitation. - -**Type:** float - -**Current value:** 0.8 - ---- - -### gov.states.ca.tax.income.exemptions.dependent_amount -**Label:** California dependent exemption amount - -California exempts this amount from taxable income per dependent. - -**Type:** float - -**Current value:** 473.6832028666453 - ---- - -### gov.states.ca.tax.income.exemptions.phase_out.amount -**Label:** California exemption phase out amount - -California reduces its exemption by this amount for each increment of income exceeding the threshold. - -**Type:** int - -**Current value:** 6 - ---- - -### gov.states.ca.tax.income.exemptions.amount -**Label:** California income exemption amount - -California exempts this amount from taxable income. - -**Type:** float - -**Current value:** 153.09934322587884 - ---- - -### gov.states.ca.tax.income.credits.young_child.ineligible_age -**Label:** California young child tax credit ineligible age - -California limits the young child tax credit to filers with children below this age. - -**Type:** int - -**Current value:** 6 - ---- - -### gov.states.ca.tax.income.credits.young_child.phase_out.increment -**Label:** California young child tax credit phase out increment - -California phases out its young child tax credit at a given amount per increment of this value. - -**Type:** int - -**Current value:** 100 - ---- - -### gov.states.ca.tax.income.credits.young_child.phase_out.amount -**Label:** California young child tax credit phase out amount - -California phases out its young child tax credit at this amount per increment. - -**Type:** float - -**Current value:** 21.67 - ---- - -### gov.states.ca.tax.income.credits.young_child.phase_out.start -**Label:** California young child tax credit phase out start - -California begins to phase out its young child tax credit at this income level. - -**Type:** float - -**Current value:** 27358.544380753356 - ---- - -### gov.states.ca.tax.income.credits.young_child.amount -**Label:** California young child tax credit amount - -California provides a young child tax credit of this amount. - -**Type:** float - -**Current value:** 1185.7492757225784 - ---- - -### gov.states.ca.tax.income.credits.young_child.loss_threshold -**Label:** California Young Child Tax Credit loss threshold - -California limits its Young Child Tax Credit to filers with losses not exceeding this value. - -**Type:** float - -**Current value:** 35553.983049005765 - ---- - -### gov.states.ca.tax.income.credits.earned_income.adjustment.factor -**Label:** CalEITC adjustment factor - -California defines the following adjustment factor to the federal EITC in its annual Budget Act. - -**Type:** float - -**Current value:** 0.85 - ---- - -### gov.states.ca.tax.income.credits.earned_income.phase_out.final.end -**Label:** CalEITC max earnings - -California limits CalEITC to filers with less than this amount of earnings. - -**Type:** int - -**Current value:** 31950 - ---- - -### gov.states.ca.tax.income.credits.earned_income.eligibility.age.max -**Label:** CalEITC max age - -California limits CalEITC to filers below this age. - -**Type:** float - -**Current value:** inf - ---- - -### gov.states.ca.tax.income.credits.earned_income.eligibility.age.min -**Label:** CalEITC minimum age - -CalEITC is limited to filers this age and above. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.ca.tax.income.credits.earned_income.eligibility.max_investment_income -**Label:** CalEITC investment income limit - -California limits the CalEITC to filers with investment income below this threshold. - -**Type:** float - -**Current value:** 4915.308702555465 - ---- - -### gov.states.ca.tax.income.credits.foster_youth.phase_out.increment -**Label:** California foster youth credit phase out increment - -California reduces the foster youth tax credit for each of these increments of earned income exceeding the threshold. - -**Type:** int - -**Current value:** 100 - ---- - -### gov.states.ca.tax.income.credits.foster_youth.phase_out.amount -**Label:** California foster youth tax credit phase out amount - -California reduces the foster youth tax credit by this amount for each increment of earned income in excess of the phase-out threshold. - -**Type:** float - -**Current value:** 21.66 - ---- - -### gov.states.ca.tax.income.credits.foster_youth.phase_out.start -**Label:** California foster youth tax credit phase out start - -California phases the foster youth tax credit out for filers with earned income above this threshold. - -**Type:** float - -**Current value:** 27358.544380753356 - ---- - -### gov.states.ca.calepa.carb.cvrp.increased_rebate.amount -**Label:** Amount of increased California CVRP rebate - -Amount of the increased rebate for low- and moderate-income participants in California's Clean Vehicle Rebate Project, based on the date of purchase. - -**Type:** int - -**Current value:** 2500 - ---- - -### gov.states.ca.calepa.carb.cvrp.increased_rebate.fpl_limit -**Label:** Maximum FPL percent to qualify for an increased California CVRP rebate - -Income limit as a percent of the federal poverty guideline to qualify for an increased rebate under California's Clean Vehicle Rebate Project. - -**Type:** int - -**Current value:** 4 - ---- - -### gov.states.ca.cdss.capi.payment_standard_offset.couple -**Label:** California CAPI couple payment standard offset - -California reduces the Supplemental Security Income / State Supplemental Payment payment standard by this amount for couples when calculating the Cash Assistance Program for Immigrants. - -**Type:** int - -**Current value:** 20 - ---- - -### gov.states.ca.cdss.capi.payment_standard_offset.single -**Label:** California CAPI single payment standard offset - -California reduces the Supplemental Security Income / State Supplemental Payment payment standard by this amount for single filers when calculating the Cash Assistance Program for Immigrants. - -**Type:** int - -**Current value:** 10 - ---- - -### gov.states.ca.cdss.capi.resources.vehicle.disregard -**Label:** California CAPI vehicle value disregard - -California counts the value of a vehicle exceeding this threshold as resources for the Cash Assistance Program for Immigrants. - -**Type:** int - -**Current value:** 4500 - ---- - -### gov.states.ca.cdss.capi.resources.limit.couple -**Label:** California CAPI couple resource limit - -California limits the Cash Assistance Program for Immigrants to couples with resources at or below this amount. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.states.ca.cdss.capi.resources.limit.single -**Label:** California CAPI single resource limit - -California limits the Cash Assistance Program for Immigrants to single filers with resources at or below this amount. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.states.ca.cdss.state_supplement.payment_standard.blind.married.two_blind -**Label:** California state supplement blind allowance married two blind amount - -California provides the following state supplement amount to married filers with two blind members who are both eligible. - -**Type:** int - -**Current value:** 1372 - ---- - -### gov.states.ca.cdss.state_supplement.payment_standard.blind.married.one_blind -**Label:** California state supplement blind allowance married one blind amount - -California provides the following state supplement amount to married filers with one blind member who are both eligible. - -**Type:** int - -**Current value:** 1295 - ---- - -### gov.states.ca.cdss.state_supplement.payment_standard.blind.single -**Label:** California state supplement blind allowance single amount - -California provides the following state supplement amount to single filers who are blind. - -**Type:** int - -**Current value:** 704 - ---- - -### gov.states.ca.cdss.state_supplement.payment_standard.allowance.medical_care_facility -**Label:** California state supplement medical care facility allowance amount - -California provides the following state supplement allowance for filers receiving care in a medical facility. - -**Type:** int - -**Current value:** 42 - ---- - -### gov.states.ca.cdss.state_supplement.payment_standard.allowance.out_of_home_care -**Label:** California state supplement out-of-home care allowance amount - -California provides the following state supplement allowance for filers in a nonmedical out-of-home care facility. - -**Type:** int - -**Current value:** 709 - ---- - -### gov.states.ca.cdss.state_supplement.payment_standard.allowance.food.married -**Label:** California state supplement food allowance married amount - -California provides the following state supplement food allowance for married adults whose living arrangements prevents them from preparing their own meals. - -**Type:** int - -**Current value:** 136 - ---- - -### gov.states.ca.cdss.state_supplement.payment_standard.allowance.food.single -**Label:** California state supplement food allowance single amount - -California provides the following state supplement food allowance for single adults whose living arrangements prevents them from preparing their own meals. - -**Type:** int - -**Current value:** 68 - ---- - -### gov.states.ca.cdss.state_supplement.payment_standard.aged_or_disabled.amount.married -**Label:** California state supplement aged or disabled allowance married amount - -California provides the following state supplement amount to two eligible aged or disabled married filers. - -**Type:** int - -**Current value:** 1167 - ---- - -### gov.states.ca.cdss.state_supplement.payment_standard.aged_or_disabled.amount.single -**Label:** California state supplement aged or disabled allowance single amount - -California provides the following state supplement amount to aged or disabled single filers. - -**Type:** int - -**Current value:** 630 - ---- - -### gov.states.ca.cdss.state_supplement.payment_standard.aged_or_disabled.age_threshold -**Label:** California state supplement aged or disabled age threshold - -California provides a state supplement amount for dependents below this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ca.cdss.state_supplement.payment_standard.dependent.amount -**Label:** California state supplement dependent amount - -California provides the following state supplement amount for eligible dependents. - -**Type:** int - -**Current value:** 499 - ---- - -### gov.states.ca.cdss.state_supplement.payment_standard.dependent.age_limit -**Label:** California state supplement dependent age limit - -California provides a state supplement amount for dependents below this age threshold. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.ca.cdss.tanf.child_care.child_care_time.weekly_care.weekly_child_care_hours_threshold -**Label:** California CalWORKs weekly child care hours per week requirement - -California CalWORKs weekly child care requires the corresponding weekly child care hours. - -**Type:** int - -**Current value:** 30 - ---- - -### gov.states.ca.cdss.tanf.child_care.child_care_time.hourly_care.daily_child_care_hours_limit -**Label:** California CalWORKs hourly child care hours per day limit - -California CalWORKs hourly child care limits the following maximum daily child care hours. - -**Type:** int - -**Current value:** 6 - ---- - -### gov.states.ca.cdss.tanf.child_care.child_care_time.hourly_care.weekly_child_care_hours_limit -**Label:** California CalWORKs hourly child care hours per week limit - -California CalWORKs hourly child care limits the following maximum weekly child care hours. - -**Type:** int - -**Current value:** 30 - ---- - -### gov.states.ca.cdss.tanf.child_care.child_care_time.monthly_care.child_care_weeks_requirement -**Label:** California CalWORKs monthly child care weeks per month requirement - -California CalWORKs monthly child care requires the child care need occurs in every week of the month - -**Type:** int - -**Current value:** 4 - ---- - -### gov.states.ca.cdss.tanf.child_care.child_care_time.monthly_care.weekly_child_care_hours_threshold -**Label:** California CalWORKs monthly child care hours per week requirement - -California CalWORKs monthly child care requires the corresponding weekly child care hours. - -**Type:** int - -**Current value:** 30 - ---- - -### gov.states.ca.cdss.tanf.child_care.child_care_time.daily_care.daily_child_care_hours_limit -**Label:** California CalWORKs daily child care hours per day limit - -California CalWORKs daily child care limits the following minimum daily child care hours. - -**Type:** int - -**Current value:** 6 - ---- - -### gov.states.ca.cdss.tanf.child_care.child_care_time.daily_care.child_care_days_limit -**Label:** California CalWORKs daily child care days per month limit - -California CalWORKs daily child care limits the following maximum number of days per month. - -**Type:** int - -**Current value:** 14 - ---- - -### gov.states.ca.cdss.tanf.child_care.eligibility.disabled_age_threshold -**Label:** California CalWORKs Child Care disabled age threshold - -California provides the CalWORKs Child Care to disabled children below this age. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.ca.cdss.tanf.child_care.eligibility.age_threshold -**Label:** California CalWORKs Child Care age threshold - -California provides the CalWORKs Child Care to children below this age. - -**Type:** int - -**Current value:** 13 - ---- - -### gov.states.ca.cdss.tanf.child_care.rate_ceilings.exceptional_needs -**Label:** California CalWORKs Child Care Exceptional Needs Regional Market Rate Ceilings - -California multiplies the child care reimbursement for Exceptional Needs under the CalWORKs Child Care by this factor. - -**Type:** float - -**Current value:** 1.2 - ---- - -### gov.states.ca.cdss.tanf.child_care.rate_ceilings.evening_or_weekend_II -**Label:** California CalWORKs Child Care Evening/Weekend (at least 10% but less than 50% of time) Regional Market Rate Ceilings - -California multiplies the child care reimbursement for Evening/Weekend Care Ii under the CalWORKs Child Care by this factor. - -**Type:** float - -**Current value:** 1.125 - ---- - -### gov.states.ca.cdss.tanf.child_care.rate_ceilings.evening_or_weekend_I -**Label:** California CalWORKs Child Care Evening/Weekend (50% or more of time) Regional Market Rate Ceilings - -California multiplies the child care reimbursement for Evening/Weekend Care I under the CalWORKs Child Care by this factor. - -**Type:** float - -**Current value:** 1.25 - ---- - -### gov.states.ca.cdss.tanf.child_care.rate_ceilings.severely_disabled -**Label:** California CalWORKs Child Care Severely Disabled Regional Market Rate Ceilings - -California multiplies the child care reimbursement for Severely Disabled under the CalWORKs Child Care by this factor. - -**Type:** float - -**Current value:** 1.5 - ---- - -### gov.states.ca.cdss.tanf.child_care.rate_ceilings.age_threshold.lower -**Label:** California CalWORKs Child Care lower age threshold - -California partition payment level based on age threshold. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.states.ca.cdss.tanf.child_care.rate_ceilings.age_threshold.higher -**Label:** California CalWORKs Child Care lower age threshold - -California partition payment level based on age threshold. - -**Type:** int - -**Current value:** 5 - ---- - -### gov.states.ca.cdss.tanf.cash.monthly_payment.max_au_size -**Label:** California CalWORKs maximum assistance unit size for payment standards - -California CalWORKs provide the maximum monthly payment for the AU which is over this size. - -**Type:** int - -**Current value:** 10 - ---- - -### gov.states.ca.cdss.tanf.cash.resources.limit.vehicle -**Label:** California CalWORKs vehicle value limit - -California limits CalWORKs to households with vehicle value below this amount. - -**Type:** int - -**Current value:** 32968 - ---- - -### gov.states.ca.cdss.tanf.cash.resources.limit.age_threshold -**Label:** California CalWORKs resource limit age threshold - -California CalWORKs provides a higher resource limit to households with at least one person at or over this age. - -**Type:** int - -**Current value:** 60 - ---- - -### gov.states.ca.cdss.tanf.cash.resources.limit.with_elderly_or_disabled_member -**Label:** California CalWORKs resources limit for households with elderly or disabled people - -California imposes this CalWORKs resource limit for households with an elderly or disabled member. - -**Type:** int - -**Current value:** 18206 - ---- - -### gov.states.ca.cdss.tanf.cash.resources.limit.without_elderly_or_disabled_member -**Label:** California CalWORKs resources limit for households without elderly or disabled people - -California imposes this CalWORKs resource limit for households without an elderly or disabled member. - -**Type:** int - -**Current value:** 12137 - ---- - -### gov.states.ca.cdss.tanf.cash.income.monthly_limit.region1.additional -**Label:** California CalWORKs monthly income limit additional for region 1 - -California CalWORKs increases the income limit by this amount for each person above the max relevant AU size in Region 1. - -**Type:** int - -**Current value:** 34 - ---- - -### gov.states.ca.cdss.tanf.cash.income.monthly_limit.max_au_size -**Label:** California CalWORKs maximum assistance unit size for MBSAC - -California provides an extra monthly income limit for the CalWORKS assistance unit over this size. - -**Type:** int - -**Current value:** 10 - ---- - -### gov.states.ca.cdss.tanf.cash.income.monthly_limit.region2.additional -**Label:** California CalWORKs monthly income limit additional for region 2 - -California CalWORKs increases the income limit by this amount for each person above the max relevant AU size in Region 2. - -**Type:** int - -**Current value:** 34 - ---- - -### gov.states.ca.cdss.tanf.cash.income.disregards.recipient.percentage -**Label:** California CalWORKs monthly percentage earnings exclusion - -California disregards this percentage of monthly earned income when computing CalWORKS payments for recipients. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.ca.cdss.tanf.cash.income.disregards.recipient.flat -**Label:** California CalWORKs flat monthly income exclusion for recipients - -California disregards this amount of monthly income when computing CalWORKS payments for recipients. - -**Type:** int - -**Current value:** 600 - ---- - -### gov.states.ca.cdss.tanf.cash.income.disregards.applicant.flat -**Label:** California CalWORKs recipient flat earnings exclusion for applicants - -California disregards this amount of monthly earned income when determining CalWORKS eligibility for new applicants. - -**Type:** int - -**Current value:** 450 - ---- - -### gov.states.ca.fcc.lifeline.max_amount -**Label:** California Lifeline maximum benefit - -California provides the following maximum Lifeline benefit amount. - -**Type:** int - -**Current value:** 19 - ---- - -### gov.states.ca.fcc.lifeline.in_effect -**Label:** California Lifeline maximum benefit in effect - -California provides a separate maximum Lifeline benefit amount if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.ca.infant.age_limit -**Label:** California infant age limit - -California defines infants as children at or below this age threshold. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.ca.foster_care.age_threshold -**Label:** California foster care minor dependent age threshold - -California considers the foster child a minor dependent below the following age. - -**Type:** int - -**Current value:** 21 - ---- - -### gov.states.ia.tax.income.rates.by_filing_status.active -**Label:** Iowa post 2023 income tax structure applies - -Iowa applies a new income tax rate structure if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.ia.tax.income.alternative_minimum_tax.rate -**Label:** Iowa alternative minimum tax rate - -Iowa imposes an alternative minimum tax with this rate. - -**Type:** float - -**Current value:** 0.064 - ---- - -### gov.states.ia.tax.income.alternative_minimum_tax.in_effect -**Label:** Iowa alternative minimum tax availability - -Iowa imposes an alternative minimum tax if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.states.ia.tax.income.alternative_minimum_tax.fraction -**Label:** Iowa alternative minimum tax fraction - -Iowa imposes an alternative minimum tax that uses this fraction. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.ia.tax.income.deductions.itemized.applies_federal -**Label:** Iowa federal itemized deduction applies - -Iowa applies the federal itemized deduction if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.ia.tax.income.deductions.qualified_business_income.fraction -**Label:** Iowa federal QBID fraction - -Iowa allows a deduction of this fraction of the federal qualified buiness income deduction (QBID). - -**Type:** float - -**Current value:** 0.75 - ---- - -### gov.states.ia.tax.income.deductions.standard.applies_federal -**Label:** Iowa federal standard deduction applies - -Iowa applies the federal standard deduction if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.ia.tax.income.tax_reduction.elderly_age -**Label:** Iowa elderly age threshold used in tax reduction worksheet - -Iowa considers single tax units with head this age or older to be elderly in tax reduction worksheet calculations. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ia.tax.income.tax_reduction.threshold.elderly -**Label:** Iowa tax reduction worksheet modified income threshold for elderly - -Iowa has a tax reduction worksheet for single tax units that uses this modified income threshold for the elderly. - -**Type:** int - -**Current value:** 24000 - ---- - -### gov.states.ia.tax.income.tax_reduction.threshold.nonelderly -**Label:** Iowa tax reduction worksheet modified income threshold for nonelderly - -Iowa has a tax reduction worksheet for single tax units that uses this modified income threshold for the nonelderly. - -**Type:** int - -**Current value:** 9000 - ---- - -### gov.states.ia.tax.income.pension_exclusion.minimum_age -**Label:** Iowa pension exclusion minimum age for age eligibility - -Iowa allows an exclusion of taxable pension income to get its net income that is available to elderly or disabled heads or spouses where elderly is defined as being at least this minimum age. - -**Type:** int - -**Current value:** 55 - ---- - -### gov.states.ia.tax.income.reportable_social_security.fraction -**Label:** Iowa reportable social security fraction - -Iowa calculates reportable social security using this fraction. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.ia.tax.income.tax_exempt.elderly_age -**Label:** Iowa elderly age threshold used in tax exemption calculations - -Iowa considers tax units with head or spouse this age or older to be elderly in exempt from income taxation calculations. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ia.tax.income.tax_exempt.income_limit.single_elderly -**Label:** Iowa tax exemption income limit for nonelderly single tax units - -Iowa considers single tax units with modified net income no greater than this limit to be exempt from income taxation. - -**Type:** int - -**Current value:** 24000 - ---- - -### gov.states.ia.tax.income.tax_exempt.income_limit.other_elderly -**Label:** Iowa tax exemption income limit for elderly nonsingle tax units - -Iowa considers tax units other than singles with modified net income no greater than this limit to be exempt from income taxation. - -**Type:** int - -**Current value:** 32000 - ---- - -### gov.states.ia.tax.income.tax_exempt.income_limit.single_nonelderly -**Label:** Iowa tax exemption income limit for nonelderly single tax units - -Iowa considers single tax units with modified net income no greater than this limit to be exempt from income taxation. - -**Type:** int - -**Current value:** 9000 - ---- - -### gov.states.ia.tax.income.tax_exempt.income_limit.other_nonelderly -**Label:** Iowa tax exemption income limit for nonelderly nonsingle tax units - -Iowa considers tax units other than singles with modified net income no greater than this limit to be exempt from income taxation. - -**Type:** int - -**Current value:** 13500 - ---- - -### gov.states.ia.tax.income.married_filing_separately_on_same_return.availability -**Label:** Iowa married filing separately on the same return availability - -Iowa allows married couples to file separately on the same tax return if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.states.ia.tax.income.credits.exemption.elderly_age -**Label:** Iowa elderly age threshold used in additional exemption credit calculations - -Iowa gives an additional exemption credit to a head or spouse who is at least this age. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ia.tax.income.credits.exemption.additional -**Label:** Iowa additional (elderly and/or blind) exemption amount - -Iowa has an nonrefundable exemption credit in which each elderly and/blind head and spouse receive this additional exemption amount for each condition. - -**Type:** int - -**Current value:** 20 - ---- - -### gov.states.ia.tax.income.credits.exemption.dependent -**Label:** Iowa dependent exemption amount - -Iowa has an nonrefundable exemption credit in which each tax unit dependent receives this dependent exemption amount. - -**Type:** int - -**Current value:** 40 - ---- - -### gov.states.ia.tax.income.credits.exemption.personal -**Label:** Iowa personal exemption amount - -Iowa has an nonrefundable exemption credit in which each tax unit head and spouse receive this personal exemption amount. - -**Type:** int - -**Current value:** 40 - ---- - -### gov.states.ia.tax.income.credits.earned_income.fraction -**Label:** Iowa EITC fraction - -Iowa provides an earned income tax credit (EITC) that is this fraction of the federal EITC amount. - -**Type:** float - -**Current value:** 0.15 - ---- - -### gov.states.ia.tax.income.alternate_tax.elderly_age -**Label:** Iowa alternate tax age threshold that determines deduction amount - -Iowa allows an alternate tax for non-single filing units where the deduction varies depending on whether head or spouse age is at least this age. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ia.tax.income.alternate_tax.rate -**Label:** Iowa alternate tax rate - -Iowa allows an alternate tax for non-single filing units that has this flat tax rate. - -**Type:** float - -**Current value:** 0.0853 - ---- - -### gov.states.ia.tax.income.alternate_tax.deduction.elderly -**Label:** Iowa deduction used in tax alternate tax calculations for elderly - -Iowa has a alternate tax with this deduction against modified income for tax units with elderly head or spouse. - -**Type:** int - -**Current value:** 32000 - ---- - -### gov.states.ia.tax.income.alternate_tax.deduction.nonelderly -**Label:** Iowa deduction used in tax alternate tax calculations for nonelderly - -Iowa has a alternate tax with this deduction against modified income for tax units without an elderly head or spouse. - -**Type:** int - -**Current value:** 13500 - ---- - -### gov.states.ct.tax.income.subtractions.pensions_or_annuity.rate -**Label:** Connecticut annuity and pension subtraction rate - -Connecticut subtracts this fraction of annuity and pension income from adjusted gross income. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.ct.tax.income.subtractions.social_security.combined_income_excess -**Label:** Connecticut combined income excess rate - -Connecticut calculates this fraction of the combined income excess, which is then compared to a portion of taxable Social Security benefits, to determine the minimum as part of the social security benefit adjustment. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.ct.tax.income.subtractions.social_security.rate.social_security -**Label:** Connecticut social security benefit adjustment rate - -Connecticut multiplies the taxable social security amount by this rate under the social security benefit adjustment. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.ct.tax.income.rebate.child_cap -**Label:** Connecticut tax rebate child cap - -Connecticut caps the child for tax rebate at this number. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.states.ct.tax.income.rebate.amount -**Label:** Connecticut child tax rebate amount - -Connecticut provides a child tax rebate of this amount, for each eligible child. - -**Type:** int - -**Current value:** 250 - ---- - -### gov.states.ct.tax.income.rebate.reduction.increment -**Label:** Connecticut child tax rebate reduction increment - -Connecticut reduces the child tax rebate amount for each of these increments of state adjusted gross income exceeding the threshold. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.ct.tax.income.rebate.reduction.rate -**Label:** Connecticut child tax rebate reduction rate - -Connecticut reduces the personal exemption amount by this rate for each increment of state adjusted gross income exceeding the threshold. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.ct.tax.income.exemptions.personal.reduction.increment -**Label:** Connecticut personal exemption reduction increment - -Connecticut reduces the personal exemption amount for each of these increments of state adjusted gross income exceeding the threshold. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.ct.tax.income.exemptions.personal.reduction.amount -**Label:** Connecticut personal exemption reduction amount - -Connecticut reduces the personal exemption amount by this amount for each increment of state adjusted gross income exceeding the threshold. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.ct.tax.income.credits.property_tax.age_threshold -**Label:** Connecticut property tax credit age threshold - -Connecticut limits its property tax credit to filers at or above this age. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.ct.tax.income.credits.property_tax.reduction.rate -**Label:** Connecticut Property Tax Credit reduction rate - -Connecticut reduces its property tax credit by this percentage for each increment of state adjusted gross income exceeding the threshold. - -**Type:** float - -**Current value:** 0.15 - ---- - -### gov.states.ct.tax.income.credits.property_tax.cap -**Label:** Connecticut property tax credit cap - -Connecticut caps the property tax credit at this amount. - -**Type:** int - -**Current value:** 300 - ---- - -### gov.states.ct.tax.income.credits.eitc.match -**Label:** Connecticut EITC match - -Connecticut matches this percent of the federal earned income tax credit. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.states.wv.tax.income.subtractions.social_security_benefits.rate -**Label:** West Virginia social security benefits subtraction rate - -West Virginia subtracts this fraction of taxable social security benefits from adjusted gross income. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.wv.tax.income.subtractions.public_pension.max_amount -**Label:** West Virginia public pension subtraction max amount - -West Virginia provides a pension subtraction of up to this maximum amount. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.states.wv.tax.income.subtractions.senior_citizen_disability_deduction.age_threshold -**Label:** West Virginia senior citizen deduction age threshold - -West Virginia limits the senior citizen deduction to filers this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.wv.tax.income.subtractions.senior_citizen_disability_deduction.cap -**Label:** West Virginia senior citizen or disability deduction cap - -West Virginia caps the reduced adjusted gross income at this amount under the senior citizen or disability deduction. - -**Type:** int - -**Current value:** 8000 - ---- - -### gov.states.wv.tax.income.exemptions.base_personal -**Label:** West Virginia personal exemption - -West Virginia provides an income tax exemption of this value for tax units with no exemptions claimed. - -**Type:** int - -**Current value:** 500 - ---- - -### gov.states.wv.tax.income.exemptions.homestead_exemption.max_amount -**Label:** West Virginia homestead exemption max amount - -West Virginia provides a homestead exemption of up to this maximum amount. - -**Type:** int - -**Current value:** 20000 - ---- - -### gov.states.wv.tax.income.exemptions.personal -**Label:** West Virginia personal exemption - -West Virginia provides an income tax exemption of this value for each person in the filing unit. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.states.wv.tax.income.credits.heptc.rate.fpg -**Label:** West Virginia homestead excess property tax credit poverty guidelines rate - -West Virginia limits the homestead excess property tax credit to filers with adjusted gross income below this multiple of the federal poverty guidelines. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.states.wv.tax.income.credits.heptc.rate.household_income -**Label:** West Virginia homestead excess property tax credit gross household income rate - -West Virginia provides a homestead property tax credit for property taxes in excess of this fraction of gross household income less the amount of the senior citizen tax credit. - -**Type:** float - -**Current value:** 0.04 - ---- - -### gov.states.wv.tax.income.credits.heptc.cap -**Label:** West Virginia homestead excess property tax credit cap - -West Virginia caps the homestead excess property tax credit at this amount. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.wv.tax.income.credits.sctc.max_amount -**Label:** West Virginia senior citizens tax credit max amount - -West Virginia provides a senior citizens tax credit of up to this maximum amount. - -**Type:** int - -**Current value:** 20000 - ---- - -### gov.states.wv.tax.income.credits.sctc.fpg_percentage -**Label:** West Virginia senior citizens tax credit federal poverty guidelines percentage - -West Virginia qualifies filers for the senior citizens tax credit with modified gross income below this percentage of the federal poverty guidelines. - -**Type:** float - -**Current value:** 1.5 - ---- - -### gov.states.wv.tax.income.credits.liftc.max_family_size -**Label:** West Virginia family size of low-income family tax credit max family size - -West Virginia limits the number of eligible tax unit members for the low-income family tax credit to this amount. - -**Type:** int - -**Current value:** 8 - ---- - -### gov.states.ri.tax.income.agi.subtractions.taxable_retirement_income.cap -**Label:** Rhode Island taxable retirement income subtraction cap - -Rhode Island subtracts up to this amount of taxable retirement income from adjusted gross income. - -**Type:** int - -**Current value:** 20000 - ---- - -### gov.states.ri.tax.income.agi.subtractions.social_security.limit.birth_year -**Label:** Rhode Island social security modification birth year threshold - -Rhode Island allows social security modifications for taxpayers or spouses born on or before this date. - -**Type:** int - -**Current value:** 1957 - ---- - -### gov.states.ri.tax.income.deductions.standard.phase_out.percentage -**Label:** Rhode Island standard deduction phase out rate - -Rhode Island phases out this percentage of its standard deduction for each increment by which their income exceeds the threshold. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.ri.tax.income.exemption.reduction.rate -**Label:** Rhode Island exemption phase out rate - -Rhode Island reduces the personal exemption amount by this rate, increased for each increment of state adjusted gross income exceeding the threshold. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.ri.tax.income.credits.property_tax.rate.rent -**Label:** Rhode Island property tax credit rent rate - -Rhode Island accounts for the following percentage of rent paid under the property tax credit. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.ri.tax.income.credits.property_tax.age_threshold -**Label:** Rhode Island property tax credit age threshold - -Rhode Island limits its property tax credit to filers this age or older, or who have a disability. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ri.tax.income.credits.child_tax_rebate.limit.age -**Label:** Rhode Island child tax rebate child age limit - -Rhode Island limits its child tax rebate to children this age or younger. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.ri.tax.income.credits.child_tax_rebate.limit.child -**Label:** Rhode Island child tax rebate child cap - -Rhode Island caps the child tax rebate to this number of children. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.states.ri.tax.income.credits.child_tax_rebate.amount -**Label:** Rhode Island child tax rebate amount - -Rhode Island provides this child tax rebate amount for each eligible child. - -**Type:** int - -**Current value:** 250 - ---- - -### gov.states.ri.tax.income.credits.cdcc.rate -**Label:** Rhode Island CDCC match percent - -Rhode Island matches the Federal Credit for child and dependent care expenses by this rate. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.ri.tax.income.credits.eitc.match -**Label:** Rhode Island EITC match - -Rhode Island matches this fraction of the federal earned income tax credit. - -**Type:** float - -**Current value:** 0.16 - ---- - -### gov.states.pa.dhs.tanf.resource_limit -**Label:** Pennsylvania TANF resource limit - -Pennsylvania limits TANF benefits to households with resources at or below this amount. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.pa.dhs.tanf.cash_assistance.age_limit -**Label:** Pennsylvania TANF age eligibility - -Pennsylvania limits TANF eligibility to people below this age, or students exactly this age. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.pa.dhs.tanf.pregnancy_eligibility.age_limit -**Label:** Pennsylvania TANF age limitation for pregnant women with child receiving TANF - -Pennsylvania has limitation for applying TANF to pregnant women above or equal to this age. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.pa.tax.income.forgiveness.tax_back -**Label:** PA tax forgiveness percentage - -Pennsylvania reduces its tax forgiveness by this percent per given amount of eligibility income. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.pa.tax.income.forgiveness.dependent_rate -**Label:** PA tax forgiveness rate increase for each additional dependent - -Pennsylvania increases the tax forgiveness eligibility income threshold by this amount for each dependent. - -**Type:** int - -**Current value:** 9500 - ---- - -### gov.states.pa.tax.income.forgiveness.base -**Label:** PA base eligibility income - -Pennsylvania starts reducing its tax forgiveness when eligibility income exceeds this amount, or double for joint filers. - -**Type:** int - -**Current value:** 6500 - ---- - -### gov.states.pa.tax.income.forgiveness.rate_increment -**Label:** PA tax forgiveness rate decrease for each additional increment of eligibility income - -Pennsylvania reduces its tax forgiveness by a given percent per this amount of eligibility income. - -**Type:** int - -**Current value:** 250 - ---- - -### gov.states.pa.tax.income.rate -**Label:** PA income tax rate - -Pennsylvania taxes income at this rate. - -**Type:** float - -**Current value:** 0.0307 - ---- - -### gov.states.pa.tax.income.credits.cdcc.match -**Label:** Pennsylvania Child and Dependent Care Credit match - -Pennsylvania matches this percentage of the federal Child and Dependent Care Credit. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.pa.tax.use_tax.higher.rate.rest_of_pa -**Label:** Rest of PA Use Tax Rate - -Pennsylvania levies a use tax at this percent of taxable income for residents outside Philadelphia and Allegheny County with taxable income over the higher threshold. - -**Type:** float - -**Current value:** 0.0003 - ---- - -### gov.states.pa.tax.use_tax.higher.rate.allegheny_county -**Label:** PA Allegheny County Use Tax Rate - -Pennsylvania levies a use tax at this percent of taxable income for Allegheny County residents with taxable income over the higher threshold. - -**Type:** float - -**Current value:** 0.00035 - ---- - -### gov.states.pa.tax.use_tax.higher.rate.philadelphia_county -**Label:** PA Philadelphia Use Tax Rate - -Pennsylvania levies a use tax at this percent of taxable income for Philadelphia residents with taxable income over the higher threshold. - -**Type:** float - -**Current value:** 0.0004 - ---- - -### gov.states.pa.tax.use_tax.higher.cap.rest_of_pa -**Label:** Rest of PA use tax cap - -Pennsylvania caps the use tax at this amount for people outside Philadelphia and Allegheny County. - -**Type:** int - -**Current value:** 75 - ---- - -### gov.states.pa.tax.use_tax.higher.cap.allegheny_county -**Label:** PA Alleghney County use tax cap - -Pennsylvania caps the use tax for Allegheny County at this amount. - -**Type:** int - -**Current value:** 88 - ---- - -### gov.states.pa.tax.use_tax.higher.cap.philadelphia_county -**Label:** PA Philadelphia use tax cap - -Pennsylvania caps the use tax for Philadelphia at this amount. - -**Type:** int - -**Current value:** 100 - ---- - -### gov.states.pa.tax.use_tax.higher.threshold -**Label:** PA use Tax higher threshold - -Pennsylvania moves to a percentage based use tax system at this threshold. - -**Type:** int - -**Current value:** 200000 - ---- - -### gov.states.nc.ncdhhs.tanf.need_standard.average_reduced_need_standard_thresold -**Label:** North Carolina TANF monthly minimum benefit - -North Carolina disqualifies households from the Temporary Assistance for Needy Families program if their average per-person need standard, after subtracting income, falls below this amount. - -**Type:** int - -**Current value:** 25 - ---- - -### gov.states.nc.ncdhhs.tanf.need_standard.payment_percentage -**Label:** North Carolina TANF payment percentage - -North Carolina provides this fraction of the difference between the need standard and household income for its Temporary Assistance for Needy Families program. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.nc.ncdhhs.tanf.need_standard.age_limit -**Label:** North Carolina TANF program child age limit - -North Carolina limits its Temporary Assistance for Needy Families program to children below this age. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.nc.ncdhhs.tanf.need_standard.additional_person -**Label:** North Carolina TANF monthly income limit per additional person - -North Carolina provides an additional need standard amount for each household member exceeding the maximum specified household size for its Temporary Assistance for Needy Families program. - -**Type:** int - -**Current value:** 50 - ---- - -### gov.states.nc.tax.income.deductions.military_retirement.minimum_years -**Label:** North Carolina minimum years serving in the military - -North Carolina requires a filer to have served for at least this many years in the military to qualify for specific military retirement deductions, given the filer is not medically retired. - -**Type:** int - -**Current value:** 20 - ---- - -### gov.states.nc.tax.income.deductions.military_retirement.fraction -**Label:** North Carolina military retirement subtraction fraction - -North Carolina subtracts this fraction of military retirement benefits from federal adjusted gross income. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.nc.tax.income.rate -**Label:** North Carolina individual income tax rate - -North Carolina taxes individual taxable income at this rate. - -**Type:** float - -**Current value:** 0.0425 - ---- - -### gov.states.nd.tax.income.taxable_income.subtractions.ltcg_fraction -**Label:** North Dakota fraction of long-term capital gains that can be subtracted from taxable income - -North Dakota subtracts this fraction of long-term capital gains from US taxable income when calculating its taxable income. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.states.nd.tax.income.taxable_income.subtractions.qdiv_fraction -**Label:** North Dakota fraction of qualified dividends that can be subtracted from taxable income - -North Dakota subtracts this fraction of qualified dividends from US taxable income when calculating its taxable income. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.states.nd.tax.income.credits.marriage_penalty.qualified_income_threshold -**Label:** North Dakota marriage-penalty credit qualified income threshold - -North Dakota has a nonrefundable marriage-penalty credit for joint filers with smaller of head and spouse qualified income more than this amount. - -**Type:** float - -**Current value:** 47773.54182063854 - ---- - -### gov.states.nd.tax.income.credits.marriage_penalty.maximum -**Label:** North Dakota marriage-penalty credit maximum amount - -North Dakota has a nonrefundable marriage-penalty credit for joint filers in which this is the maximum credit amount. - -**Type:** float - -**Current value:** 311.75549118970577 - ---- - -### gov.states.nd.tax.income.credits.marriage_penalty.taxable_income_threshold -**Label:** North Dakota marriage-penalty credit taxable income threshold - -North Dakota has a nonrefundable marriage-penalty credit for joint filers with state taxable income more than this amount. - -**Type:** float - -**Current value:** 81319.30167750437 - ---- - -### gov.states.nd.tax.income.credits.resident_tax_relief.other_amount -**Label:** North Dakota resident-tax-relief credit amount for non-joint filing units - -North Dakota had for 2021-2022 a nonrefundable resident-tax-relief credit of this amount for non-joint filing units. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.nd.tax.income.credits.resident_tax_relief.joint_amount -**Label:** North Dakota resident-tax-relief credit amount for joint filing units - -North Dakota had for 2021-2022 a nonrefundable resident-tax-relief credit of this amount for joint filing units. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.nm.tax.income.rebates.property_tax.rent_rate -**Label:** New Mexico property tax rebate rent rate - -New Mexico treats this percentage of rent as property tax for the property tax rebate. - -**Type:** float - -**Current value:** 0.06 - ---- - -### gov.states.nm.tax.income.rebates.property_tax.age_eligibility -**Label:** New Mexico property tax rebate age threshold - -New Mexico provides the property tax rebate for filers at or above this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.nm.tax.income.rebates.property_tax.income_threshold -**Label:** New Mexico property tax rebate income threshold - -New Mexico provides the property tax rebate for filers with income below this threshold. - -**Type:** int - -**Current value:** 16000 - ---- - -### gov.states.nm.tax.income.rebates.low_income.divisor -**Label:** New Mexico low income rebate divisor for married filing separately - -New Mexico divides its low income comprehensive tax rebate by this number for married filing separately filers. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.states.nm.tax.income.rebates.low_income.exemptions.blind -**Label:** New Mexico low income rebate blind exemption - -New Mexico provides an additional exemption under the low income comprehensive tax rebate for blind filers. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.nm.tax.income.deductions.net_capital_gains.uncapped_element_percent -**Label:** New Mexico net capital gain deduction uncapped element percent - -New Mexico allows filers to deduct this percentage of their net capital gains, or an amount of it, whichever is greater. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.states.nm.tax.income.exemptions.low_and_middle_income.max_amount -**Label:** New Mexico low- and middle-income exemption maximum amount - -New Mexico provides this maximum low- and middle-income exemption amount. - -**Type:** int - -**Current value:** 2500 - ---- - -### gov.states.nm.tax.income.exemptions.unreimbursed_medical_care_expense.age_eligibility -**Label:** New Mexico medical care expense exemption age threshold - -New Mexico provides the unreimbursed medical care expense exemption for filers at or above this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.nm.tax.income.exemptions.unreimbursed_medical_care_expense.amount -**Label:** New Mexico medical care expense exemption amount - -New Mexico provides this amount under the unreimbursed medical care expense exemption. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.states.nm.tax.income.exemptions.unreimbursed_medical_care_expense.min_expenses -**Label:** New Mexico medical care expense exemption minimum expenses - -New Mexico provides the unreimbursed medical care expense exemption for filers with expenses at or above this amount. - -**Type:** int - -**Current value:** 28000 - ---- - -### gov.states.nm.tax.income.exemptions.hundred_year.age_eligibility -**Label:** New Mexico hundred year exemption age threshold - -New Mexico provides the hundred year exemption for filers at or above this age threshold. - -**Type:** int - -**Current value:** 100 - ---- - -### gov.states.nm.tax.income.exemptions.blind_and_aged.age_threshold -**Label:** New Mexico aged and blind exemption age threshold - -New Mexico provides the aged or blind exemption for filers at or above this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.nm.tax.income.exemptions.armed_forces_retirement_pay.cap -**Label:** New Mexico armed forces retirement pay exemption cap - -New Mexico exempts this amount of armed forces retirement pay. - -**Type:** int - -**Current value:** 30000 - ---- - -### gov.states.nm.tax.income.credits.unreimbursed_medical_care_expense.age_eligibility -**Label:** New Mexico medical care expense credit age threshold - -New Mexico provides the unreimbursed medical care expense credit for filers at or above this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.nm.tax.income.credits.unreimbursed_medical_care_expense.amount -**Label:** New Mexico medical care expense credit amount - -New Mexico provides this amount under the unreimbursed medical care expense credit. - -**Type:** int - -**Current value:** 2800 - ---- - -### gov.states.nm.tax.income.credits.unreimbursed_medical_care_expense.min_expenses -**Label:** New Mexico medical care expense credit minimum expenses - -New Mexico provides the unreimbursed medical care expense credit for filers with expenses at or above this amount. - -**Type:** int - -**Current value:** 28000 - ---- - -### gov.states.nm.tax.income.credits.cdcc.age_eligible -**Label:** New Mexico credit for dependent day care child eligible age - -New Mexico provides the credit for dependent day care for dependents below this age threshold. - -**Type:** int - -**Current value:** 15 - ---- - -### gov.states.nm.tax.income.credits.cdcc.divisor -**Label:** New Mexico credit for dependent day care separate divisor - -New Mexico divides the credit for dependent day care for separate filers by this divisor. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.states.nm.tax.income.credits.cdcc.rate -**Label:** New Mexico dependent day care credit rate - -New Mexico matches up to this share of the federal Child and Dependent Care Credit for its Child Day Care Credit. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.states.nm.tax.income.credits.cdcc.max_amount.per_child -**Label:** New Mexico credit for child and dependent care one dependent max amount - -New Mexico provides up to this amount per child under its Child Day Care Credit. - -**Type:** int - -**Current value:** 480 - ---- - -### gov.states.nm.tax.income.credits.cdcc.max_amount.total -**Label:** New Mexico credit for child and dependent care max amount - -New Mexico provides up to this total amount under its Child Day Care Credit. - -**Type:** int - -**Current value:** 1200 - ---- - -### gov.states.nm.tax.income.credits.cdcc.full_time_hours -**Label:** New Mexico credit for dependent day care full time hours - -New Mexico provides the credit for child and dependent day care for filers with modified gross income based on these full time working hours. - -**Type:** int - -**Current value:** 40 - ---- - -### gov.states.nm.tax.income.credits.cdcc.income_limit_as_fraction_of_minimum_wage -**Label:** New Mexico CDCC MAGI limit as fraction of minimum wage - -New Mexico provides the child and dependent day care credit for filers with modified gross income at or below this fraction of full-time minimum wage. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.states.nm.tax.income.credits.eitc.match -**Label:** New Mexico EITC match - -New Mexico matches this percentage of the federal Earned Income Tax Credit. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.nm.tax.income.credits.eitc.eligibility.age.min -**Label:** New Mexico EITC minimum childless age - -New Mexico limits Earned Income Tax Credit eligibility for filers without children to those this age or older. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.nj.tax.income.deductions.property_tax.qualifying_rent_fraction -**Label:** New Jersey percent of rent considered property taxes - -New Jersey considers this percent of rent paid property taxes. - -**Type:** float - -**Current value:** 0.18 - ---- - -### gov.states.nj.tax.income.deductions.property_tax.limit -**Label:** New Jersey property tax deduction/credit property tax limit - -New Jersey allows for a property tax credit or deduction on up to this amount of paid property taxes. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.states.nj.tax.income.deductions.medical_expenses.rate -**Label:** New Jersey medical expense deduction rate - -New Jersey deducts from taxable income the excess of medical expenses over this fraction of state adjusted gross income. - -**Type:** float - -**Current value:** 0.02 - ---- - -### gov.states.nj.tax.income.exclusions.retirement.other_retirement_income.earned_income_threshold -**Label:** NJ other retirement earned income exclusion threshold. - -New Jersey filers with more than this amount of earned income are not eligible for other retirement exclusion. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.states.nj.tax.income.exclusions.retirement.age_threshold -**Label:** NJ pension/retirement exclusion and other retirement income exclusion qualifying age - -Filers (and/or spouses) must be at or above this age to subtract retirement income from taxable income - -**Type:** int - -**Current value:** 62 - ---- - -### gov.states.nj.tax.income.exemptions.senior.age_threshold -**Label:** New Jersey senior exemption age threshold - -New Jersey provides an additional exemption amount for filers above this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.nj.tax.income.exemptions.senior.amount -**Label:** New Jersey senior exemption amount - -New Jersey provides this exemption amount per qualifying person. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.nj.tax.income.exemptions.dependents_attending_college.age_threshold -**Label:** New Jersey dependent attending college exemption age limit - -New Jersey limits its exemption for dependents attending college to people below this age. - -**Type:** int - -**Current value:** 22 - ---- - -### gov.states.nj.tax.income.exemptions.dependents_attending_college.amount -**Label:** New Jersey dependent attending college exemption - -New Jersey provides an exemption of this value per dependent attending colleges. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.nj.tax.income.exemptions.dependents.amount -**Label:** New Jersey dependent exemption - -New Jersey provides an exemption of this value per dependent. - -**Type:** int - -**Current value:** 1500 - ---- - -### gov.states.nj.tax.income.exemptions.blind_or_disabled.amount -**Label:** New Jersey blind or disabled exemption - -New Jersey provides an exemption of this amount per blind or disabled filer or spouse. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.nj.tax.income.credits.property_tax.age_threshold -**Label:** New Jersey property tax credit senior age threshold - -New Jersey limits the property tax credit to filers of this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.nj.tax.income.credits.property_tax.amount -**Label:** New Jersey property tax credit amount - -New Jersey offers a refundable property tax credit of this amount. - -**Type:** int - -**Current value:** 50 - ---- - -### gov.states.nj.tax.income.credits.ctc.age_limit -**Label:** New Jersey child tax credit age limit - -New Jersey provides a child tax credit to filers for each dependent below this age. - -**Type:** int - -**Current value:** 6 - ---- - -### gov.states.nj.tax.income.credits.eitc.match -**Label:** New Jersey EITC match - -New Jersey matches this fraction of the federal earned income tax credit. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.states.nj.tax.income.credits.eitc.eligibility.age.min -**Label:** New Jersey EITC minimum childless age - -New Jersey limits the earned income tax credit for filers without children to this age or older. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.nj.njdhs.tanf.maximum_benefit.additional -**Label:** New Jersey TANF monthly maximum benefit per additional person - -New Jersey limits its TANF program to households with this maximum benefit for people beyond size. - -**Type:** int - -**Current value:** 66 - ---- - -### gov.states.nj.njdhs.tanf.eligibility.resources.limit -**Label:** New Jersey TANF resource limit - -New Jersey limits its TANF eligibility to households with up to this amount of resources. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.states.nj.njdhs.tanf.maximum_allowable_income.additional -**Label:** New Jersey TANF monthly income limit per additional person - -New Jersey limits its TANF program to households with up to this income level for people beyond size. - -**Type:** int - -**Current value:** 99 - ---- - -### gov.states.nj.snap.amount -**Label:** New Jersey SNAP minimum allotment amount - -New Jersey provides a minimum monthly SNAP allotment of this amount. - -**Type:** int - -**Current value:** 95 - ---- - -### gov.states.nj.snap.in_effect -**Label:** New Jersey SNAP minimum allotment in effect - -New Jersey provides a separate SNAP minimum allotment amount if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.me.tax.income.agi.subtractions.pension_exclusion.cap -**Label:** Maine pension exclusion cap - -Maine subtracts this amount from pensions and annuities included in federal AGI from Maine AGI. - -**Type:** int - -**Current value:** 35000 - ---- - -### gov.states.me.tax.income.credits.child_care.max_amount -**Label:** Maine child care credit amount refundable max - -Maine provides up to this amount in its child care credit. - -**Type:** int - -**Current value:** 500 - ---- - -### gov.states.me.tax.income.credits.child_care.share_of_federal_credit.step_4 -**Label:** Maine child care credit match for step 4 child care expenses - -Maine matches this share of the federal child and dependent care credit for child care expenses that qualify as Step 4. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.me.tax.income.credits.child_care.share_of_federal_credit.non_step_4 -**Label:** Maine child care credit match for non-Step 4 child care expenses - -Maine matches this share of the federal child and dependent care credit for child care expenses that don't qualify as Step 4. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.me.tax.income.credits.fairness.property_tax.rate.income -**Label:** Maine property tax fairness credit income rate - -Maine allows for a the property tax fairness credit amount which exceedes this rate of the filers income. - -**Type:** float - -**Current value:** 0.04 - ---- - -### gov.states.me.tax.income.credits.fairness.property_tax.rate.rent -**Label:** Maine property tax fairness credit income rate - -Maine considers this percentage of the gross rent as rent constituting property taxes under the property tax fairness credit. - -**Type:** float - -**Current value:** 0.15 - ---- - -### gov.states.me.tax.income.credits.fairness.property_tax.dependent_count_threshold -**Label:** Maine property tax fairness credit dependent amount threshold - -Maine assigns same amount of benefit base for household who have dependent of more than this value. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.me.tax.income.credits.fairness.property_tax.benefit_base.head_of_household_one_child -**Label:** Maine property tax fairness credit benefit base for household with one child or joint filers with no child - -Maine allows for this property tax fairness credit benefit base for head of household with one child or joint filers with no child - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.states.me.tax.income.credits.fairness.property_tax.benefit_base.joint_or_head_of_household_multiple_children -**Label:** Maine property tax fairness credit benefit base for household with multiple children or joint filers with one child or more - -Maine allows for this property tax fairness credit benefit base for head of household with multiple children or joint filers with one child or more. - -**Type:** int - -**Current value:** 3700 - ---- - -### gov.states.me.tax.income.credits.fairness.property_tax.benefit_base.single -**Label:** Maine property tax fairness credit benefit base for single filers - -Maine allows for this property tax fairness credit benefit base for single filers - -**Type:** int - -**Current value:** 2300 - ---- - -### gov.states.me.tax.income.credits.fairness.property_tax.veterans_matched -**Label:** Maine additional credit for permanently and totally disabled veterans in effect - -Maine provides additional credit for permanently and totally disabled veterans if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.me.tax.income.credits.dependent_exemption.phase_out.step -**Label:** Maine dependent exemption phaseout amount per phaseout increment - -Maine reduces the dependent exemption credit by this amount for each increment in of Maine adjusted gross income above the threshold. - -**Type:** float - -**Current value:** 7.5 - ---- - -### gov.states.me.tax.income.credits.dependent_exemption.phase_out.increment -**Label:** Maine dependent exemption phaseout increment - -Maine reduces the dependent exemption credit by an amount for each of these increments of Maine adjusted gross income exceeding the threshold. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.me.tax.income.credits.dependent_exemption.amount -**Label:** Maine dependent exemption credit amount - -Maine provides up to this dependent exemption credit amount. - -**Type:** int - -**Current value:** 300 - ---- - -### gov.states.me.tax.income.credits.eitc.rate.with_qualifying_child -**Label:** Maine EITC percent - -Maine matches this share of the federal EITC for filers with qualifying children. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.me.tax.income.credits.eitc.rate.no_qualifying_child -**Label:** Maine EITC percent - -Maine matches this share of the federal EITC for filers without qualifying children. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.ar.tax.income.deductions.itemized.tuition.rate -**Label:** Arkansas post-secondary education deduction tuition expense rate - -Arkansas calculates this rate of education tuition expenses under the post secondary eduction tuition deduction. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.ar.tax.income.deductions.itemized.tuition.weighted_average_tuition.two_year_college -**Label:** Arkansas post secondary eduction tuition deduction two-year college weighted average tuition - -Arkansas defines the weighted average tuition for four-year colleges at this amount under the post secondary education tuition deduction. - -**Type:** int - -**Current value:** 2405 - ---- - -### gov.states.ar.tax.income.deductions.itemized.tuition.weighted_average_tuition.technical_institutes -**Label:** Arkansas post secondary eduction tuition deduction technical institutes weighted average tuition - -Arkansas defines the weighted average tuition for technical institutes at this amount under the post secondary education tuition deduction. - -**Type:** int - -**Current value:** 780 - ---- - -### gov.states.ar.tax.income.deductions.itemized.tuition.weighted_average_tuition.four_year_college -**Label:** Arkansas post secondary eduction tuition deduction four-year college weighted average tuition - -Arkansas defines the weighted average tuition for four-year colleges at this amount under the post secondary education tuition deduction. - -**Type:** int - -**Current value:** 4819 - ---- - -### gov.states.ar.tax.income.gross_income.capital_gains.exempt.rate -**Label:** Arkansas long-term capital gains tax exempt rate - -Arkansas exempts this percentage of long-term capital gains. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.ar.tax.income.gross_income.capital_gains.exempt.cap -**Label:** Arkansas long-term capital gains tax exempt cap - -Arkansas exempts all net capital gains in excess of this threshold. - -**Type:** int - -**Current value:** 10000000 - ---- - -### gov.states.ar.tax.income.exemptions.retirement_or_disability_benefits.cap -**Label:** Arkansas retirement or disability benefits exemption cap - -Arkansas caps the retirement and benefit exemption at this amount. - -**Type:** int - -**Current value:** 6000 - ---- - -### gov.states.ar.tax.income.credits.personal.amount.disabled_dependent -**Label:** Arkansas disabled dependent personal tax credit amount - -Arkansas provides this personal tax credit amount to each disabled dependent. - -**Type:** int - -**Current value:** 500 - ---- - -### gov.states.ar.tax.income.credits.personal.amount.base -**Label:** Arkansas personal tax credit base amount - -Arkansas provides this base personal tax credit amount. - -**Type:** int - -**Current value:** 29 - ---- - -### gov.states.ar.tax.income.credits.personal.age_threshold -**Label:** Arkansas aged personal credit age threshold - -Arkansas limits its aged personal credit to filers this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ar.tax.income.credits.cdcc.match -**Label:** Arkansas household and dependents care credit match - -Arkansas matches this percentage of the federal child and dependent care credit. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.dc.dhs.tanf.resource_limit.lower_limit -**Label:** DC TANF resource limit for households without elderly or disabled people - -DC limits TANF to households with up to this resource amount if they do not have elderly or disabled members. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.states.dc.dhs.tanf.resource_limit.higher_limit -**Label:** DC TANF resource limit for households with elderly or disabled people - -DC limits TANF to households with up to this resource amount if they have elderly or disabled members. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.states.dc.dhs.tanf.resource_limit.elderly_age_threshold -**Label:** DC TANF resource limit threshold for an elderly - -DC provide higher limit for resource amount to households have at least one elderly over 60. - -**Type:** int - -**Current value:** 60 - ---- - -### gov.states.dc.dhs.tanf.income.deductions.earned.percentage -**Label:** DC TANF earnings exclusion percent - -DC excludes this share of earnings from TANF countable income, except for determining need for new applicants. - -**Type:** float - -**Current value:** 0.67 - ---- - -### gov.states.dc.dhs.tanf.income.deductions.earned.flat -**Label:** DC TANF flat earnings exclusion - -DC excludes this amount of earnings from TANF countable income when determining need for new applicants. - -**Type:** int - -**Current value:** 160 - ---- - -### gov.states.dc.dhs.tanf.income.deductions.child_support -**Label:** DC TANF child support exclusion - -DC excludes this amount of monthly child support when computing unearned income. - -**Type:** int - -**Current value:** 150 - ---- - -### gov.states.dc.dhs.snap.min_allotment.amount -**Label:** DC SNAP minimum allotment amount - -DC provides the following monthly SNAP minimum allotment amount. - -**Type:** int - -**Current value:** 30 - ---- - -### gov.states.dc.dhs.snap.min_allotment.in_effect -**Label:** DC SNAP minimum allotment in effect - -DC provides a separate SNAP minimum allotment amount if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.dc.tax.income.subtractions.disabled_exclusion.income_limit -**Label:** DC disabled exclusion income limit - -DC allows an AGI subtraction for disabled persons who meet certain eligibility requirements and have household income below this limit. - -**Type:** int - -**Current value:** 100000 - ---- - -### gov.states.dc.tax.income.subtractions.disabled_exclusion.amount -**Label:** DC disabled exclusion amount - -DC allows an AGI subtraction of this amount for disabled persons who meet certain eligibility requirements. - -**Type:** int - -**Current value:** 10000 - ---- - -### gov.states.dc.tax.income.additions.self_employment_loss.threshold -**Label:** DC AGI addition self-employment loss threshold - -DC AGI excludes self-employment losses in excess of this threshold. - -**Type:** int - -**Current value:** 12000 - ---- - -### gov.states.dc.tax.income.deductions.itemized.phase_out.rate -**Label:** DC itemized deduction phase-out rate - -DC phases out some itemized deductions at this rate on DC AGI above a threshold. - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.states.dc.tax.income.joint_separately_option -**Label:** Whether DC offers filing separate option to married-joint taxpayers - -DC offers taxpayers who file married joint on federal return the option to file separately on DC return if this parameter is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.dc.tax.income.snap.temporary_local_benefit.rate -**Label:** DC temporary local SNAP benefit rate - -DC provides a temporary local SNAP benefit of this percentage of the maximum allotment. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.dc.tax.income.credits.ptc.takeup -**Label:** DC property tax credit takeup rate - -The share of eligible individuals who claim the DC property tax credit. - -**Type:** float - -**Current value:** 0.32 - ---- - -### gov.states.dc.tax.income.credits.ptc.rent_ratio -**Label:** DC property tax credit property tax to rent ratio - -DC property tax credit assumes property taxes are this ratio to rent. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.dc.tax.income.credits.ptc.min_elderly_age -**Label:** DC property tax minimum elderly age - -DC property tax credit has a different credit rate for those this age or older. - -**Type:** int - -**Current value:** 70 - ---- - -### gov.states.dc.tax.income.credits.kccatc.max_age -**Label:** DC KCCATC maximum child age - -DC keep child care affordable tax credit is for children this age or less. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.states.dc.tax.income.credits.ctc.phase_out.increment -**Label:** DC Child Tax Credit phase-out increment - -DC reduces the Child Tax Credit by a certain amount for each of this increment by which one's income exceeds the phase-out thresholds. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.dc.tax.income.credits.ctc.phase_out.amount -**Label:** DC Child Tax Credit phase-out amount - -DC reduces the Child Tax Credit by this amount for each increment by which one's income exceeds the phase-out thresholds. - -**Type:** int - -**Current value:** 20 - ---- - -### gov.states.dc.tax.income.credits.ctc.amount -**Label:** DC Child Tax Credit amount - -DC provides a Child Tax Credit of this amount per eligible child. - -**Type:** int - -**Current value:** 420 - ---- - -### gov.states.dc.tax.income.credits.ctc.child.child_cap -**Label:** DC Child Tax Credit child cap - -DC limits the number of eligible children for the Child Tax Credit to this number. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.states.dc.tax.income.credits.ctc.child.age_threshold -**Label:** DC Child Tax Credit child age threshold - -DC provides a Child Tax Credit amount for children below this age. - -**Type:** int - -**Current value:** 6 - ---- - -### gov.states.dc.tax.income.credits.cdcc.match -**Label:** DC CDCC match rate - -DC matches this share of the federal child/dependent care credit. - -**Type:** float - -**Current value:** 0.32 - ---- - -### gov.states.dc.tax.income.credits.eitc.with_children.match -**Label:** DC EITC match for filers with qualifying children - -DC matches this percentage of the federal earned income tax credit for filers with qualifying children. - -**Type:** float - -**Current value:** 0.85 - ---- - -### gov.states.dc.tax.income.credits.eitc.without_children.phase_out.rate -**Label:** DC EITC phase-out rate for filers without qualifying children - -DC phases out its EITC for filers without qualifying children at this rate for income above the threshold. - -**Type:** float - -**Current value:** 0.0848 - ---- - -### gov.states.dc.tax.income.credits.eitc.without_children.phase_out.start -**Label:** DC EITC phase-out threshold for filers without qualifying children - -DC phases out its EITC for filers without qualifying children for income above this threshold. - -**Type:** float - -**Current value:** 23775.972791499233 - ---- - -### gov.states.md.tax.income.agi.subtractions.max_care_expense_year_offset -**Label:** Decoupled year offset for maximum CDCC expense cap - -Decoupled year offset for maximum CDCC expense cap - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.md.tax.income.agi.subtractions.pension.min_age -**Label:** Maryland pension AGI subtraction minimum eligibility age - -Maryland pension AGI subtraction minimum eligibility age - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.md.tax.income.agi.subtractions.pension.max_amount -**Label:** Maryland max pension AGI subtraction - -Maryland provides the following maximum pension subtarction from adjusted gross income. - -**Type:** int - -**Current value:** 36200 - ---- - -### gov.states.md.tax.income.agi.subtractions.hundred_year.age_threshold -**Label:** Maryland hundred year subtraction age eligibility - -Maryland limits the hundred year subtraction to individuals this age or older. - -**Type:** int - -**Current value:** 100 - ---- - -### gov.states.md.tax.income.agi.subtractions.hundred_year.amount -**Label:** Maryland hundred year subtraction amount - -Maryland subtracts this amount from adjusted gross income under the hundred year subtraction. - -**Type:** int - -**Current value:** 100000 - ---- - -### gov.states.md.tax.income.agi.subtractions.max_two_income_subtraction -**Label:** MD max two-income AGI subtraction - -Maryland maximum two-income AGI subtraction - -**Type:** int - -**Current value:** 1200 - ---- - -### gov.states.md.tax.income.deductions.standard.rate -**Label:** Maryland standard deduction as a percent of AGI - -Maryland provides a standard deduction of this share of a filer's adjusted gross income. - -**Type:** float - -**Current value:** 0.15 - ---- - -### gov.states.md.tax.income.exemptions.blind -**Label:** Maryland income tax blind exemption - -Maryland provides an exemption of this amount per blind head or spouse. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.md.tax.income.exemptions.aged.aged_dependent -**Label:** Maryland income tax aged dependent exemption - -Maryland provides a tax exemption of this amount per aged dependent. - -**Type:** int - -**Current value:** 3200 - ---- - -### gov.states.md.tax.income.exemptions.aged.amount -**Label:** Maryland income tax aged exemption - -Maryland provides a tax exemption of this amount per aged head or spouse. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.md.tax.income.exemptions.aged.age -**Label:** Maryland income tax aged exemption age threshold - -Maryland provides an additional tax exemption to people of at least this age. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.md.tax.income.credits.poverty_line.earned_income_share -**Label:** Maryland Poverty Line Credit rate - -Maryland provides up to this share of earned income in its Poverty Line Credit. - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.states.md.tax.income.credits.ctc.agi_cap -**Label:** Maryland Child Tax Credit AGI cap - -Maryland limits its Child Tax Credit to filers below this adjusted gross income. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.states.md.tax.income.credits.ctc.reduced_by_federal_credit -**Label:** Maryland CTC reduced by federal credit - -Maryland reduces its child tax credit by the federal child tax credit amount when this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.states.md.tax.income.credits.ctc.amount -**Label:** Maryland Child Tax Credit amount per eligible child - -Maryland's Child Tax Credit provides this amount to eligible children. - -**Type:** int - -**Current value:** 500 - ---- - -### gov.states.md.tax.income.credits.ctc.age_threshold.main -**Label:** Maryland Child Tax Credit main age limit - -Maryland limits its Child Tax Credit to children below this age. - -**Type:** int - -**Current value:** 6 - ---- - -### gov.states.md.tax.income.credits.ctc.age_threshold.disabled -**Label:** Maryland Child Tax Credit disabled age limit - -Maryland limits its Child Tax Credit to disabled children below this age. - -**Type:** int - -**Current value:** 17 - ---- - -### gov.states.md.tax.income.credits.cdcc.phase_out.percent -**Label:** Maryland CDCC phase-out percent - -Maryland reduces its Child and Dependent Care Credit by this percentage for each increment of a filer's income above its phase-out start. - -**Type:** float - -**Current value:** 0.01 - ---- - -### gov.states.md.tax.income.credits.cdcc.percent -**Label:** Maryland percent of federal CDCC - -Maryland matches up to this share of the federal Child and Dependent Care Credit. - -**Type:** float - -**Current value:** 0.32 - ---- - -### gov.states.md.tax.income.credits.senior_tax.age_eligibility -**Label:** Maryland Senior Tax Credit age eligibility - -Maryland allows filers at or above this age to receive the senior tax credit. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.md.tax.income.credits.senior_tax.amount.head_of_household -**Label:** Maryland Senior Tax Credit head of houshehold amount - -Maryland provides this senior tax credit amount for head of household filers. - -**Type:** int - -**Current value:** 1750 - ---- - -### gov.states.md.tax.income.credits.senior_tax.amount.widow -**Label:** Maryland Senior Tax Credit widow(er) amount - -Maryland provides this senior tax credit amount for widow(er) filers. - -**Type:** int - -**Current value:** 1750 - ---- - -### gov.states.md.tax.income.credits.senior_tax.amount.separate -**Label:** Maryland Senior Tax Credit separate amount - -Maryland provides this senior tax credit amount for separate filers. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.md.tax.income.credits.senior_tax.amount.single -**Label:** Maryland Senior Tax Credit single amount - -Maryland provides this senior tax credit amount for single filers. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.md.tax.income.credits.eitc.refundable.married_or_has_child.match -**Label:** Maryland refundable EITC match - -Maryland matches this percent of the federal Earned Income Tax Credit as a refundable credit for filers who are not single and childless. - -**Type:** float - -**Current value:** 0.45 - ---- - -### gov.states.md.tax.income.credits.eitc.non_refundable.married_or_has_child.match -**Label:** Maryland non-refundable EITC match - -Maryland matches this percent of the federal Earned Income Tax Credit for individuals with qualifying child or married couples filing jointly or separately with or without a qualifying child. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.md.tax.income.credits.eitc.non_refundable.unmarried_childless.match -**Label:** Maryland childless EITC match - -Maryland matches this percentage of the federal Earned Income Tax Credit to individuals without a qualifying child. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.md.tax.income.credits.eitc.non_refundable.unmarried_childless.max_amount -**Label:** Maryland childless EITC maximum - -Maryland provides up to this amount for its Earned Income Tax Credit to individuals without a qualifying child. - -**Type:** float - -**Current value:** inf - ---- - -### gov.states.md.usda.snap.min_allotment.age_threshold -**Label:** Maryland SNAP age threshold for supplement minimum allotment - -Maryland supplements the Supplemental Nutritional Assistant Program minimum allotment for households that include individuals this age or older. - -**Type:** int - -**Current value:** 62 - ---- - -### gov.states.md.usda.snap.min_allotment.amount -**Label:** Maryland SNAP minimum allotment amount - -Maryland provides the following monthly SNAP minimum allotment amount. - -**Type:** int - -**Current value:** 40 - ---- - -### gov.states.md.usda.snap.min_allotment.in_effect -**Label:** Maryland SNAP minimum allotment in effect - -Maryland provides a separate SNAP minimum allotment amount if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.md.tanf.income.deductions.earned.new -**Label:** Maryland TANF earnings exclusion percent for new enrollees - -Maryland excludes this share of earnings from TANF countable earned income, for individuals not currently enrolled in TANF. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.md.tanf.income.deductions.earned.not_self_employed -**Label:** Maryland TANF earnings exclusion percent for non-self-employed individuals - -Maryland excludes this share of earnings from TANF countable earned income, for individuals without self employment income. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.states.md.tanf.income.deductions.earned.self_employed -**Label:** Maryland TANF earnings exclusion percent for self-employed individuals - -Maryland excludes this share of earnings from TANF countable earned income, for individuals with self employment income. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.ks.tax.income.agi.subtractions.oasdi.agi_limit -**Label:** Kansas federal AGI limit for taxable social security AGI subtraction - -Kansas limits its taxable OASDI subtraction to filers with AGI at or below this amount. - -**Type:** float - -**Current value:** inf - ---- - -### gov.states.ks.tax.income.exemptions.consolidated.amount -**Label:** Kansas personal exemption consolidated amount - -Kansas provides this exemption for each person in a filing unit, pre 2024. - -**Type:** int - -**Current value:** 2250 - ---- - -### gov.states.ks.tax.income.exemptions.disabled_veteran.in_effect -**Label:** Kansas additional exemptions for disabled veterans in effect - -Kansas provides additional exemptions for disabled veterans if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.ks.tax.income.exemptions.disabled_veteran.base -**Label:** Kansas disabled veteran exemption amount - -Kansas provides the following exemption amount for disabled veterans. - -**Type:** int - -**Current value:** 2250 - ---- - -### gov.states.ks.tax.income.exemptions.by_filing_status.dependent -**Label:** Kansas personal exemption by filing status dependent amount - -Kansas provides this exemption amount for each dependent in a filing unit post 2024. - -**Type:** int - -**Current value:** 2320 - ---- - -### gov.states.ks.tax.income.exemptions.by_filing_status.in_effect -**Label:** Kansas person exemptions by filing status in effect - -Kansas provides an updated personal exemption structure by filing status as well as a separate dependent exemption amount if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.ks.tax.income.exemptions.base -**Label:** Kansas personal exemption - -Kansas provides the following exemption amount for each person in a filing unit. - -**Type:** int - -**Current value:** 2250 - ---- - -### gov.states.ks.tax.income.credits.eitc_fraction -**Label:** Kansas EITC match - -Kansas matches this percentage of the federal EITC. - -**Type:** float - -**Current value:** 0.17 - ---- - -### gov.states.ks.tax.income.credits.cdcc_fraction -**Label:** Kansas CDCC match - -Kansas matches this percentage of the federal Child and Dependent Care Credit. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.ks.tax.income.credits.food_sales_tax.agi_limit -**Label:** Kansas food sales tax credit AGI limit - -Kansas limits its food sales tax credit to filers with federal AGI below this amount. - -**Type:** int - -**Current value:** 30615 - ---- - -### gov.states.ks.tax.income.credits.food_sales_tax.child_age -**Label:** Kansas food sales tax credit adult age - -Kansas considers people children for the purposes of the food sales tax credit if they are below this age. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.ks.tax.income.credits.food_sales_tax.min_adult_age -**Label:** Kansas food sales tax credit adult age - -Kansas limits its food sales tax credit to adults of this age and above. - -**Type:** int - -**Current value:** 55 - ---- - -### gov.states.ks.tax.income.credits.food_sales_tax.amount -**Label:** Kansas food sales tax credit amount - -Kansas provides a food sales tax credit of this amount per qualifying exemption. - -**Type:** int - -**Current value:** 125 - ---- - -### gov.states.ne.tax.income.agi.subtractions.social_security.fraction -**Label:** fraction of taxable social security allowed as NE AGI subtraction when federal AGI is above threshold (fraction is 1.0 for others) - -Fraction of taxable social security allowed as NE AGI subtraction when federal AGI is above threshold (fraction is 1.0 for others). - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.ne.tax.income.agi.subtractions.military_retirement.age_threshold -**Label:** Nebraska military retirement benefits age threshold - -Nebraska limits the military retirement benefits to filers this age or older. - -**Type:** int - -**Current value:** 67 - ---- - -### gov.states.ne.tax.income.agi.subtractions.military_retirement.fraction -**Label:** Nebraska military retirement subtraction fraction - -Nebraska subtracts this fraction of military retirement benefits from federal adjusted gross income. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.ne.tax.income.deductions.standard.age_minimum -**Label:** Nebraska extra standard deduction age threshold - -Nebraska limits its extra standard deduction to filers this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ne.tax.income.exemptions.amount -**Label:** Nebraska per-person exemption amount - -Nebraska per-person exemption amount - -**Type:** float - -**Current value:** 170.54220249750455 - ---- - -### gov.states.ne.tax.income.credits.ctc.refundable.age_threshold -**Label:** Nebraska refundable child tax credit age threshold - -Nebraska limits the refundable child tax credit to children this age or younger. - -**Type:** int - -**Current value:** 5 - ---- - -### gov.states.ne.tax.income.credits.ctc.refundable.fpg_fraction -**Label:** Nebraska refundable child tax credit FPG limit - -Nebraska limits the refundable child tax credit to filers with an total household income at or below this fraction of the federal poverty guideline. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.ne.tax.income.credits.cdcc.refundable.match -**Label:** Nebraska refundable CDCC match - -Nebraska matches this fraction of the federal child and dependent care credit as a refundable credit. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.ne.tax.income.credits.cdcc.refundable.income_limit -**Label:** Nebraska CDCC refundability AGI limit - -Nebraska provides the child and dependent care credit as a refundable credit to filers with federal adjusted gross income of this amount or less. - -**Type:** int - -**Current value:** 29000 - ---- - -### gov.states.ne.tax.income.credits.cdcc.refundable.reduction.increment -**Label:** Nebraska refundable CDCC reduction incrememnt - -Nebraska reduces the refundable child and dependent tax credit match percentage for each of these increments of federal adjusted gross income exceeding the threshold. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.ne.tax.income.credits.cdcc.refundable.reduction.amount -**Label:** Nebraska refundable CDCC reduction amount - -Nebraska reduces the refundable child and dependent tax credit match percentage by this amount for each increment of federal adjusted gross income exceeding the threshold. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.ne.tax.income.credits.cdcc.refundable.reduction.start -**Label:** Nebraska refundable CDCC reduction start - -Nebraska reduces the refundable child and dependent tax credit match percentage for filers with federal adjusted gross income above this amount. - -**Type:** int - -**Current value:** 22000 - ---- - -### gov.states.ne.tax.income.credits.cdcc.nonrefundable.fraction -**Label:** Nebraska nonrefundable CDCC match - -Nebraska matches this fraction of the federal child and dependent care credit as a non-refundable credit. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.ne.tax.income.credits.eitc.fraction -**Label:** Nebraska EITC match - -Nebraska matches this fraction of the federal earned income tax credit. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.ne.tax.income.credits.nonrefundable_adjust_limit -**Label:** Nebraska AGI adjustment limit - -Nebraska limits the net adjusted gross income adjustments to this amount. - -**Type:** int - -**Current value:** 5000 - ---- - -### gov.states.ne.dhhs.child_care_subsidy.fpg_fraction.initial_eligibility -**Label:** Nebraska child care subsidy initial eligibility federal poverty guideline limit - -Nebraska limits the child care subsidy to families with income at or below this fraction of the federal poverty guidelines for initial eligibility. - -**Type:** float - -**Current value:** 1.85 - ---- - -### gov.states.ne.dhhs.child_care_subsidy.fpg_fraction.fee_free_limit -**Label:** Nebraska child care subsidy federal poverty guideline limit threshold - -Nebraska provides a fee-free child care subsidy to families with a income at or below this fraction of the federal poverty guidelines. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.ne.dhhs.child_care_subsidy.rate -**Label:** Nebraska child care subsidy family fee rate - -Nebraska obligates families participating in the child care subsidy program to pay childcare expenses of this fraction of income excess over federal poverty guidelines. - -**Type:** float - -**Current value:** 0.07 - ---- - -### gov.states.ne.dhhs.child_care_subsidy.age_threshold.special_needs -**Label:** Nebraska child care subsidy special needs age threshold - -Nebraska limits the child care subsidy to children of this age or younger, requiring special needs care. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.ne.dhhs.child_care_subsidy.age_threshold.base -**Label:** Nebraska child care subsidy base age threshold - -Nebraska limits the child care subsidy to children of this age or younger, not requiring special needs care. - -**Type:** int - -**Current value:** 12 - ---- - -### gov.states.hi.tax.income.subtractions.military_pay.cap -**Label:** Hawaii military reserve or national guard duty pay exclusion cap - -Hawaii caps the military reserve or Hawaii national guard duty pay exclusion at this amount. - -**Type:** int - -**Current value:** 7683 - ---- - -### gov.states.hi.tax.income.deductions.itemized.threshold.dependent -**Label:** Hawaii itemized deductions dependent threshold - -Hawaii allows for itemized deductions for dependent filers with deductions above this amount. - -**Type:** int - -**Current value:** 500 - ---- - -### gov.states.hi.tax.income.alternative_tax.rate -**Label:** Hawaii alternative tax on capital gains rate - -Hawaii taxes the excess of the eligible taxable income for the alternative capital gains over the total taxable income at this rate. - -**Type:** float - -**Current value:** 0.0725 - ---- - -### gov.states.hi.tax.income.alternative_tax.availability -**Label:** Hawaii alternative tax on capital gain availability - -Hawaii allows for an alternative tax on capital gains calculation if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.states.hi.tax.income.exemptions.disabled -**Label:** Hawaii disability exemption amount - -Hawaii allows this exemption amount for each disabled head or spouse. - -**Type:** int - -**Current value:** 7000 - ---- - -### gov.states.hi.tax.income.exemptions.aged_threshold -**Label:** Hawaii aged exemption age threshold - -Hawaii provides an additional exemption for filer heads and spouses this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.hi.tax.income.exemptions.base -**Label:** Hawaii exemption base amount - -Hawaii provides this base exemption amount. - -**Type:** int - -**Current value:** 1144 - ---- - -### gov.states.hi.tax.income.credits.food_excise_tax.minor_child.support_proportion_threshold -**Label:** Hawaii Food/Excise Tax Credit minor child public agency support's proportion threshold - -Hawaii allows for an additional food/excise credit amount for each minor child receiving more than this proportion of support from public agencies. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.hi.tax.income.credits.food_excise_tax.minor_child.age_threshold -**Label:** Hawaii Food/Excise Tax Credit minor child age threshold - -Hawaii extends an additional food/excise credit amount to filers with minor children below this age threshold. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.hi.tax.income.credits.food_excise_tax.minor_child.amount -**Label:** Hawaii Food/Excise Tax Credit minor child amount - -Hawaii provides this amount under the Food/Excise Tax Credit for each minor child receiving support from public agencies. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.hi.tax.income.credits.food_excise_tax.minor_child.in_effect -**Label:** Hawaii Food/Excise Tax Credit minor child fixed amount in effect - -Hawaii multiplies the number of minor children by a fixed amount, if this is true, under the Food/Excise Tax Credit. - -**Type:** bool - -**Current value:** False - ---- - -### gov.states.hi.tax.income.credits.lihrtc.eligibility.agi_limit -**Label:** Hawaii low-income household renters credit AGI limit - -Hawaii limits the tax credit for low-income household renters to filers with adjusted gross income below this amount. - -**Type:** int - -**Current value:** 30000 - ---- - -### gov.states.hi.tax.income.credits.lihrtc.eligibility.rent_threshold -**Label:** Hawaii tax credit for low-income household renters rent threshold - -Hawaii limits the tax credit for low-income household renters to filers that paid more than this amount in rent. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.hi.tax.income.credits.lihrtc.amount -**Label:** Hawaii income tax credit for low-income household renters base amount - -Hawaii extends this amount for each exemption under the income tax credit for low-income household renters. - -**Type:** int - -**Current value:** 50 - ---- - -### gov.states.hi.tax.income.credits.lihrtc.aged_age_threshold -**Label:** Hawaii low-income household renters credit age threshold - -Hawaii counts filer heads and spouses as additional exemptions for the income tax credit for low-income household renters if they are this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.hi.tax.income.credits.eitc.match -**Label:** Hawaii EITC match rate - -Hawaii matches this percent of the federal EITC. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.states.de.tax.income.subtractions.exclusions.pension.military_retirement_exclusion_available -**Label:** Delaware military retirement exclusion available - -Delaware allows for an exclusion of military retirement pay under the pension exclusion if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.de.tax.income.subtractions.exclusions.pension.cap.military -**Label:** Delaware military pension exclusion cap - -Delaware caps the military pension income exclusion at this amount. - -**Type:** int - -**Current value:** 12500 - ---- - -### gov.states.de.tax.income.subtractions.exclusions.elderly_or_disabled.eligibility.age_threshold -**Label:** Delaware aged or disabled exclusion age threshold - -Delaware qualifies filers above his age threshold to receive the aged or disabled exclusion. - -**Type:** int - -**Current value:** 60 - ---- - -### gov.states.de.tax.income.deductions.standard.additional.age_threshold -**Label:** Delaware additional aged deduction age eligibility - -Delaware provides the aged deduction amount to filers at or above this age. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.de.tax.income.deductions.standard.additional.amount -**Label:** Delaware aged deduction amount - -Delaware provides this deduction amount for aged or blind filers. - -**Type:** int - -**Current value:** 2500 - ---- - -### gov.states.de.tax.income.credits.relief_rebate.amount -**Label:** Delaware relief rebate amount - -Delaware provides a relief rebate of this amount to each adult in the household. - -**Type:** int - -**Current value:** 300 - ---- - -### gov.states.de.tax.income.credits.personal_credits.personal -**Label:** Delaware personal credits amount - -Delaware provides this personal credit amount. - -**Type:** int - -**Current value:** 110 - ---- - -### gov.states.de.tax.income.credits.cdcc.match -**Label:** Delaware federal CDCC match - -Delaware matches up to this share of the federal Child and Dependent Care Credit. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.de.tax.income.credits.eitc.non_refundable -**Label:** Delaware non-refundable EITC match - -Delaware matches this percent of the federal Earned Income Tax Credit as a non-refundable credit. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.de.tax.income.credits.eitc.refundable -**Label:** Delaware refundable EITC match - -Delaware matches this percent of the federal Earned Income Tax Credit as a refundable credit. - -**Type:** float - -**Current value:** 0.045 - ---- - -### gov.states.az.tax.income.subtractions.pension.public_pension_cap -**Label:** Arizona pension exclusion cap - -Arizona caps the pension exclusion at this amount. - -**Type:** int - -**Current value:** 2500 - ---- - -### gov.states.az.tax.income.subtractions.capital_gains.rate -**Label:** Arizona long-term net capital gains subtraction rate - -Arizona subtracts this fraction of long term capital gains from adjusted gross income. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.az.tax.income.subtractions.military_retirement.max_amount -**Label:** Arizona military retirement subtraction max amount - -Arizona caps the military retirement subtraction at this amount for each eligible individual. - -**Type:** float - -**Current value:** inf - ---- - -### gov.states.az.tax.income.deductions.standard.increased.rate -**Label:** Arizona increased standard deduction for charitable contributions rate - -Arizona increases the standard deduction by this fraction of charitable contributions that would have been allowed if the taxpayer elected to claim itemized deductions. - -**Type:** float - -**Current value:** 0.31 - ---- - -### gov.states.az.tax.income.exemptions.stillborn -**Label:** Arizona stillborn exemption amount - -Arizona provides an exemption of this amount for each stillborn child. - -**Type:** int - -**Current value:** 2300 - ---- - -### gov.states.az.tax.income.exemptions.blind -**Label:** Arizona blind exemption amount - -Arizona provides an exemption of this amount per blind filer or spouse. - -**Type:** int - -**Current value:** 1500 - ---- - -### gov.states.az.tax.income.exemptions.parent_grandparent.cost_rate -**Label:** Arizona parents and grandparents exemption cost rate - -Arizona allows for the parent and grandparent exemptions if the filer paid care and support costs over this percentage of total costs. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.az.tax.income.exemptions.parent_grandparent.min_age -**Label:** Arizona parents and grandparents exemption age threshold - -Arizona extends the parents and grandparents exemption to filers this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.az.tax.income.exemptions.parent_grandparent.amount -**Label:** Arizona parents and grandparents exemption amount - -Arizona provides an exemption of this amount per qualifying parent and grandparent. - -**Type:** int - -**Current value:** 10000 - ---- - -### gov.states.az.tax.income.credits.dependent_credit.reduction.percentage -**Label:** Arizona dependent tax credit reduction percentage - -Arizona reduces the dependent tax credit amount by this percentage based on the federal adjusted gross income increments. - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.states.az.tax.income.credits.dependent_credit.reduction.increment -**Label:** Arizona dependent tax credit reduction increment - -Arizona reduces the dependent tax credit amount in these increments of federal adjusted gross income. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.az.tax.income.credits.property_tax.age_threshold -**Label:** Arizona property tax credit age threshold - -Arizona limits the property tax credit to filers of this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.az.tax.income.credits.increased_excise.max_amount -**Label:** Arizona increase excise tax credit max amount - -Arizona allows for the following increase excise tax credit maximum amount. - -**Type:** int - -**Current value:** 100 - ---- - -### gov.states.az.tax.income.credits.increased_excise.amount -**Label:** Arizona increase excise tax credit amount - -Arizona provides the following amount per personal or dependent exemption under the Increased Excise Tax Credit. - -**Type:** int - -**Current value:** 25 - ---- - -### gov.states.az.tax.income.credits.family_tax_credits.amount.per_person -**Label:** Arizona Family Income Tax Credit amount - -Arizona provides the following family income tax credit amount per person. - -**Type:** int - -**Current value:** 40 - ---- - -### gov.states.az.tax.income.credits.family_tax_credits.income_limit.separate -**Label:** Arizona family tax credit separate maximum income - -Arizona qualifies separate filers with income below this amount for the family tax credit. - -**Type:** int - -**Current value:** 10000 - ---- - -### gov.states.az.tax.income.credits.family_tax_credits.income_limit.single -**Label:** Arizona family tax credit single maximum income - -Arizona qualifies single filers with income below this amount for the family tax credit. - -**Type:** int - -**Current value:** 10000 - ---- - -### gov.states.az.hhs.tanf.eligibility.age_threshold.student -**Label:** Arizona cash assistance student age threshold - -Arizona limits the cash assistance to filers with student children below this age threshold. - -**Type:** int - -**Current value:** 19 - ---- - -### gov.states.az.hhs.tanf.eligibility.age_threshold.non_student -**Label:** Arizona cash assistance non-student age threshold - -Arizona limits the cash assistance to filers with non-student children below this age threshold. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.ny.otda.tanf.need_standard.additional -**Label:** New York TANF monthly income limit per additional person - -New York limits its TANF program to households with up to this income level for people beyond size. - -**Type:** int - -**Current value:** 85 - ---- - -### gov.states.ny.otda.tanf.income.earned_income_deduction.percent -**Label:** New York TANF earned income deduction - -New York excludes this percentage of earned income for the purposes of its TANF program. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.ny.otda.tanf.income.earned_income_deduction.flat -**Label:** New York TANF flat earnings exclusion - -New York excludes this amount of earned income for the purposes of its TANF program, after the percentage deduction. - -**Type:** int - -**Current value:** 150 - ---- - -### gov.states.ny.otda.tanf.eligibility.resources.lower_limit -**Label:** New York TANF resource limit for households without elderly people - -New York limits its TANF eligibility to households with up to this amount of resources, if they have no elderly members. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.states.ny.otda.tanf.eligibility.resources.higher_resource_limit_age_threshold -**Label:** New York TANF asset limit elderly age - -New York provide higher limit for amount of asset to households with family members over this age. - -**Type:** int - -**Current value:** 60 - ---- - -### gov.states.ny.otda.tanf.eligibility.resources.higher_limit -**Label:** New York TANF resource limit for households with elderly people - -New York limits TANF to households with up to this resource amount if they have elderly members. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.states.ny.otda.tanf.grant_standard.additional -**Label:** New York TANF monthly income limit per additional person - -New York limits its TANF grant standard to households with up to this income level for people beyond size. - -**Type:** int - -**Current value:** 85 - ---- - -### gov.states.ny.tax.income.college_tuition.cap -**Label:** New York allowable college tuition expenses cap - -New York caps college tuition expenses at this amount per eligible student when calculating the credit and deduction. - -**Type:** int - -**Current value:** 10000 - ---- - -### gov.states.ny.tax.income.agi.subtractions.pension_exclusion.min_age -**Label:** New York pension exclusion minimum age - -New York State residents over this age can make use of the NY State AGI exclusion for pensions and annuities. - -**Type:** float - -**Current value:** 59.5 - ---- - -### gov.states.ny.tax.income.agi.subtractions.pension_exclusion.cap -**Label:** New York pension exclusion cap - -New York State residents can subtract this amount from pensions and annuities included in federal AGI from their NY State AGI. - -**Type:** int - -**Current value:** 20000 - ---- - -### gov.states.ny.tax.income.deductions.itemized.college_tuition.applicable_percentage -**Label:** New York college tuition deduction applicable percentage - -New York provides an itemized deduction for this fraction of allowable college tuition expenses. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.ny.tax.income.deductions.standard.dependent_elsewhere -**Label:** New York standard deduction for dependent filers - -New York standard deduction for filers who can be claimed as a dependent elsewhere. - -**Type:** int - -**Current value:** 3100 - ---- - -### gov.states.ny.tax.income.supplemental.min_agi -**Label:** New York State supplemental tax minimum AGI - -New York imposes the NY supplemental tax on filers with AGI over this amount. - -**Type:** int - -**Current value:** 107650 - ---- - -### gov.states.ny.tax.income.supplemental.phase_in_length -**Label:** New York State supplemental tax phase-in length - -Each bracket of the New York supplemental tax phases in over this length. - -**Type:** int - -**Current value:** 50000 - ---- - -### gov.states.ny.tax.income.supplemental.in_effect -**Label:** New York supplemental tax availability - -New York state provides a incremental benefit under the supplemental tax if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.ny.tax.income.exemptions.dependent -**Label:** New York dependent exemption amount - -New York dependent exemption amount. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.ny.tax.income.credits.college_tuition.applicable_percentage -**Label:** New York college tuition credit applicable percentage - -New York provides a credit for this fraction of allowable college tuition expenses, after applying the rate structure. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.ny.tax.income.credits.solar_energy_systems_equipment.rate -**Label:** New York solar energy systems equipment credit rate - -New York provides a credit for this fraction of total solar energy systems equipment expenditures. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.ny.tax.income.credits.solar_energy_systems_equipment.cap -**Label:** New York solar energy systems equipment credit cap - -New York caps the solar energy systems equipment credit at this amount. - -**Type:** int - -**Current value:** 5000 - ---- - -### gov.states.ny.tax.income.credits.real_property_tax.elderly_age -**Label:** New York real property tax credit elderly age - -New York applies the maximum real property tax credit for the elderly at this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.ny.tax.income.credits.real_property_tax.rent_tax_equivalent -**Label:** New York real property tax rent equivalent - -New York deems this percentage of rent as equivalent to property tax for the real property tax credit. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.ny.tax.income.credits.real_property_tax.rate -**Label:** New York real property tax credit rate - -New York credits this percentage of excess real property tax (or rent equivalent) from the New York State income tax as the real property tax credit. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.ny.tax.income.credits.real_property_tax.max_agi -**Label:** New York real property tax credit maximum AGI - -New York sets this maximum AGI for eligibility for the real property tax credit. - -**Type:** int - -**Current value:** 18000 - ---- - -### gov.states.ny.tax.income.credits.real_property_tax.max_rent -**Label:** New York real property tax maximum rent - -New York disqualifies renters whose annual rent exceeds this value from receiving the real property tax credit. - -**Type:** int - -**Current value:** 5400 - ---- - -### gov.states.ny.tax.income.credits.real_property_tax.max_property_value -**Label:** New York real property tax credit maximum property value - -New York disqualifies property owners who own property valued above this amount from receiving the real property tax credit. - -**Type:** int - -**Current value:** 85000 - ---- - -### gov.states.ny.tax.income.credits.ctc.amount.percent -**Label:** New York CTC share of federal credit - -New York's Empire State Child Credit share of federal credit. - -**Type:** float - -**Current value:** 0.33 - ---- - -### gov.states.ny.tax.income.credits.ctc.amount.minimum -**Label:** New York CTC minimum amount - -New York sets this minimum amount per child for its Empire State Child Credit. - -**Type:** int - -**Current value:** 100 - ---- - -### gov.states.ny.tax.income.credits.ctc.minimum_age -**Label:** NY CTC minimum age - -New York provides the Empire State Child Credit for children this age or older. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.ny.tax.income.credits.ctc.pre_tcja -**Label:** Use pre-TCJA parameters for the federal CTC - -Whether the NY CTC uses pre-TCJA parameters to calculate the federal CTC. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.ny.tax.income.credits.ctc.additional.min_credit_value -**Label:** New York additional Empire State Child Credit minimum credit - -New York provides the additional Empire State Child Credit if the calculated credit value is at least this amount. - -**Type:** int - -**Current value:** 25 - ---- - -### gov.states.ny.tax.income.credits.cdcc.percentage.alternate.multiplier -**Label:** New York CDCC alternate maximum AGI - -New York sets this minimum numerator for the alternate fraction for the CDCC. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.states.ny.tax.income.credits.cdcc.percentage.alternate.max_agi -**Label:** New York CDCC alternate maximum AGI - -New York filers with AGI under this amount use the alternate parameters. - -**Type:** int - -**Current value:** 40000 - ---- - -### gov.states.ny.tax.income.credits.cdcc.percentage.alternate.base_percentage -**Label:** New York CDCC alternate base percentage - -New York sets this base percentage for the alternate fraction for the CDCC. - -**Type:** float - -**Current value:** 1.0 - ---- - -### gov.states.ny.tax.income.credits.cdcc.percentage.alternate.fraction.denominator -**Label:** New York CDCC alternate fraction denominator - -New York sets this denominator for the alternate fraction for the CDCC. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.states.ny.tax.income.credits.cdcc.percentage.alternate.fraction.numerator.min -**Label:** New York CDCC alternate fraction numerator minimum - -New York sets this minimum numerator for the alternate fraction for the CDCC. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.states.ny.tax.income.credits.cdcc.percentage.alternate.fraction.numerator.top -**Label:** New York CDCC alternate fraction numerator top - -New York AGI is subtracted from this to determine the NY CDCC percentage under the alternate fraction. - -**Type:** int - -**Current value:** 40000 - ---- - -### gov.states.ny.tax.income.credits.cdcc.percentage.main.multiplier -**Label:** New York CDCC main maximum AGI - -New York sets this minimum numerator for the main fraction for the CDCC. - -**Type:** float - -**Current value:** 0.8 - ---- - -### gov.states.ny.tax.income.credits.cdcc.percentage.main.base_percentage -**Label:** New York CDCC main base percentage - -New York sets this base percentage for the main fraction for the CDCC. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.ny.tax.income.credits.cdcc.percentage.main.fraction.denominator -**Label:** New York CDCC main fraction denominator - -New York sets this denominator for the main fraction for the CDCC. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.states.ny.tax.income.credits.cdcc.percentage.main.fraction.numerator.min -**Label:** New York CDCC main fraction numerator minimum - -New York sets this minimum numerator for the main fraction for the CDCC. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.states.ny.tax.income.credits.cdcc.percentage.main.fraction.numerator.top -**Label:** New York CDCC main fraction numerator top - -New York AGI is subtracted from this to determine the NY CDCC percentage under the main fraction. - -**Type:** int - -**Current value:** 65000 - ---- - -### gov.states.ny.tax.income.credits.geothermal_energy_system.rate -**Label:** New York geothermal energy system equipment credit rate - -New York provides a geothermal energy systems credit of this percentage of total solar geothermal systems equipment expenditures. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.ny.tax.income.credits.geothermal_energy_system.cap -**Label:** New York geothermal energy system equipment credit cap - -New York caps the geothermal energy system credit at this amount. - -**Type:** int - -**Current value:** 5000 - ---- - -### gov.states.ny.tax.income.credits.eitc.match -**Label:** New York EITC percent - -New York matches this fraction of the federal Earned Income Tax Credit. - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.states.ny.tax.income.credits.eitc.supplemental_match -**Label:** New York supplemental EITC match - -New York matches this fraction of the federal earned income tax credit in its supplemental EITC. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.ny.nyserda.drive_clean.flat_rebate.msrp_threshold -**Label:** New York Drive Clean point-of-sale flat rebate MSRP threshold - -New York provides a flat Drive Clean point-of-sale rebate for vehicles with base MSRP over this amount. - -**Type:** int - -**Current value:** 42000 - ---- - -### gov.states.ny.nyserda.drive_clean.flat_rebate.amount -**Label:** New York Drive Clean point-of-sale flat rebate MSRP amount - -New York provides the following flat Drive Clean point-of-sale rebate vehicles with a base MSRP over a certain threshold. - -**Type:** int - -**Current value:** 500 - ---- - -### gov.states.id.tax.income.subtractions.aged_or_disabled.person_cap -**Label:** Idaho aged or disabled deduction maximum household members - -Idaho limits the aged or disabled deduction to this number of people per filing unit. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.states.id.tax.income.subtractions.aged_or_disabled.age_threshold -**Label:** Idaho development disabilities deduction age threshold - -Idaho limits the aged or disabled deduction to filers this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.id.tax.income.subtractions.aged_or_disabled.support_fraction_threshold -**Label:** Idaho aged or disabled deduction support fraction threshold - -Idaho limits its aged or disabled deduction to family members of filers for whom the filer pays more than this fraction of their care and support costs. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.id.tax.income.subtractions.aged_or_disabled.amount -**Label:** Idaho aged or disabled deduction - -Idaho subtracts this amount from adjusted gross income for each aged or disabled person in the taxpayer's household. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.id.tax.income.deductions.dependent_care_expenses.cap -**Label:** Idaho dependent care expense deduction cap amount - -Idaho caps the household and dependent care expense deduction at the greater of the federal cap and this amount. - -**Type:** int - -**Current value:** 12000 - ---- - -### gov.states.id.tax.income.deductions.retirement_benefits.age_eligibility.main -**Label:** Idaho retirement benefit deduction age threshold - -Idaho limits the retirement benefit deduction to filers this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.id.tax.income.deductions.retirement_benefits.age_eligibility.disabled -**Label:** Idaho retirement benefit deduction disabled age threshold - -Idaho limits the retirement benefit deduction to disabled filers at or above this age threshold. - -**Type:** int - -**Current value:** 62 - ---- - -### gov.states.id.tax.income.deductions.capital_gains.percentage -**Label:** Idaho capital gains deduction percentage - -Idaho allows filers to deduct this fraction of capital gains on qualified property sales. - -**Type:** float - -**Current value:** 0.6 - ---- - -### gov.states.id.tax.income.other_taxes.pbf.amount -**Label:** Idaho permanent building fund tax amount - -Idaho levies a permanent building fund tax of this amount. - -**Type:** int - -**Current value:** 10 - ---- - -### gov.states.id.tax.income.credits.grocery.amount.base -**Label:** Idaho grocery credit amount - -Idaho provides this amount under the grocery tax credit. - -**Type:** int - -**Current value:** 120 - ---- - -### gov.states.id.tax.income.credits.aged_or_disabled.person_cap -**Label:** Idaho aged or disabled credit maximum household members - -Idaho limits the aged or disabled credit to this number of people per filing unit. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.states.id.tax.income.credits.aged_or_disabled.age_threshold -**Label:** Idaho aged or disabled credit age threshold - -Idaho limits the aged or disabled credit to filers this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.id.tax.income.credits.aged_or_disabled.support_fraction_threshold -**Label:** Idaho aged or disabled credit support fraction threshold - -Idaho limits its aged or disabled credit to family members of filers for whom the filer pays more than this fraction of their care and support costs. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.id.tax.income.credits.aged_or_disabled.amount -**Label:** Idaho aged or disabled credit - -Idaho provides this credit for each aged or disabled person in the taxpayer's household. - -**Type:** int - -**Current value:** 100 - ---- - -### gov.states.id.tax.income.credits.ctc.amount -**Label:** Idaho child tax credit amount - -Idaho provides this child tax credit amount for each qualifying child. - -**Type:** int - -**Current value:** 205 - ---- - -### gov.states.oh.tax.income.agi_threshold -**Label:** Ohio assigns minimum income threshold to pay individual income tax. - -Ohio requires filers with this adjusted gross income or more to pay individual income tax. - -**Type:** int - -**Current value:** 26050 - ---- - -### gov.states.oh.tax.income.deductions.unreimbursed_medical_care_expenses.rate -**Label:** Ohio Unreimbursed Medical Care Expenses Deduction AGI threshold - -Ohio deducts medical care expenses in excess of this fraction of federal adjusted gross income. - -**Type:** float - -**Current value:** 0.075 - ---- - -### gov.states.oh.tax.income.deductions.plan_529_contributions.cap -**Label:** Ohio 529 plan contribution deduction cap - -Ohio caps the 529 plan contributions deduction to this amount. - -**Type:** int - -**Current value:** 4000 - ---- - -### gov.states.oh.tax.income.credits.retirement.pension_based.income_limit -**Label:** Ohio pension based retirement income credit retirement credit income limit - -Ohio limits its pension based retirement income credit to filers with state adjusted gross income below this amount. - -**Type:** int - -**Current value:** 100000 - ---- - -### gov.states.oh.tax.income.credits.retirement.lump_sum.age_threshold -**Label:** Ohio lump sum retirement income credit age threshold - -Ohio limits the lump sum retirement income credit to filers this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.oh.tax.income.credits.retirement.lump_sum.income_limit -**Label:** Ohio lump sum retirement income credit retirement credit income limit - -Ohio limits its lump sum retirement income credit to filers with state adjusted gross income below this amount. - -**Type:** int - -**Current value:** 100000 - ---- - -### gov.states.oh.tax.income.credits.adoption.amount.max -**Label:** Ohio adoption credit maximum amount - -Ohio issues the adoption credit of up to this maximum amount. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.oh.tax.income.credits.adoption.amount.min -**Label:** Ohio adoption credit minimum amount - -Ohio issues the adoption credit of this minimum amount. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.states.oh.tax.income.credits.adoption.age_limit -**Label:** Ohio adoption credit child age limit - -Ohio provides an adoption credit for children younger than this age. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.oh.tax.income.credits.lump_sum_distribution.age_threshold -**Label:** Ohio Lump Sum Distribution Credit age threshold - -Ohio limits the lump sum distribution credit to filers of this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.oh.tax.income.credits.lump_sum_distribution.income_limit -**Label:** Ohio lump sum distribution credit income limit - -Ohio limits its lump sum distribution credit to filers with Ohio modified adjusted gross income below this amount. - -**Type:** int - -**Current value:** 100000 - ---- - -### gov.states.oh.tax.income.credits.lump_sum_distribution.base_amount -**Label:** Ohio lump sum distribution credit base amount - -Ohio multiplies the filer's expected remaining life in years by the following amount when calculating the lump sum distribution credit. - -**Type:** int - -**Current value:** 50 - ---- - -### gov.states.oh.tax.income.credits.joint_filing.income_threshold -**Label:** Ohio joint filing credit income threshold - -Ohio limits the joint filing credit to filers with head and spouse each having at least this adjusted gross income. - -**Type:** int - -**Current value:** 500 - ---- - -### gov.states.oh.tax.income.credits.joint_filing.cap -**Label:** Ohio joint filing credit cap - -Ohio caps the joint filing credit at this amount. - -**Type:** int - -**Current value:** 650 - ---- - -### gov.states.oh.tax.income.credits.senior_citizen.age_threshold -**Label:** Ohio Senior Citizen Credit age threshold - -Ohio provides the Senior Citizen Credit to filers at or above this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.oh.tax.income.credits.eitc.rate -**Label:** Ohio earned income credit rate - -Ohio matches the federal earned income tax credit at this rate. - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.states.or.tax.income.deductions.standard.aged_or_blind.age -**Label:** Oregon standard deduction addition age threshold - -Oregon provides a standard deduction addition at this age threshold. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.or.tax.income.deductions.standard.claimable_as_dependent.earned_income_addition -**Label:** Oregon earned income addition if claimable as dependent - -Oregon adds this to your earned income for you total standard deduction if you can be claimed as a dependent, up to the filing status maximum. - -**Type:** int - -**Current value:** 400 - ---- - -### gov.states.or.tax.income.deductions.standard.claimable_as_dependent.min -**Label:** Oregon minimum deduction if claimable as dependent - -Oregon provides a minimum standard deduction of this amount for filers who are claimable as a dependent. - -**Type:** float - -**Current value:** 1357.820083578858 - ---- - -### gov.states.or.tax.income.credits.exemption.income_limit.disabled_child_dependent -**Label:** Oregon exemption credit income limit (disabled child dependent) - -Oregon limits its disabled child exemption credit to filers with adjusted gross income below this threshold. - -**Type:** int - -**Current value:** 100000 - ---- - -### gov.states.or.tax.income.credits.exemption.income_limit.severely_disabled -**Label:** Oregon exemption credit income limit (severely disabled) - -Oregon limits its severely disabled exemption credit to filers with adjusted gross income below this threshold. - -**Type:** int - -**Current value:** 100000 - ---- - -### gov.states.or.tax.income.credits.exemption.amount -**Label:** Oregon exemption amount - -Oregon provides a nonrefundable tax credit of this amount per exemption. - -**Type:** int - -**Current value:** 236 - ---- - -### gov.states.or.tax.income.credits.wfhdc.age_range.young -**Label:** Oregon working family household and dependent care credit youngest qualifying individual young age threshold - -Oregon assigns filers a percentage value when the youngest qualifying individual is below this young age threshold under the working family household and dependent care credit. - -**Type:** int - -**Current value:** 6 - ---- - -### gov.states.or.tax.income.credits.wfhdc.age_range.youngest -**Label:** Oregon working family household and dependent care credit youngest qualifying individual youngest age threshold - -Oregon assigns filers a percentage value when the youngest qualifying individual is below this youngest age threshold under the working family household and dependent care credit. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.states.or.tax.income.credits.wfhdc.age_range.oldest -**Label:** Oregon working family household and dependent care credit youngest qualifying individual oldest age threshold - -Oregon assigns filers a percentage value when the youngest qualifying individual is below this oldest age threshold under the working family household and dependent care credit. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.states.or.tax.income.credits.wfhdc.age_range.old -**Label:** Oregon working family household and dependent care credit youngest qualifying individual old age threshold - -Oregon assigns filers a percentage value when the youngest qualifying individual is below this old age threshold under the working family household and dependent care credit. - -**Type:** int - -**Current value:** 13 - ---- - -### gov.states.or.tax.income.credits.wfhdc.fpg_limit -**Label:** Oregon working family household and dependent care credit federal poverty guidelines rate - -Oregon limits the working family household and dependent care credit to filers with the greater of federal or state adjusted gross income below this percentage of the federal poverty guidelines. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.states.or.tax.income.credits.wfhdc.child_age_limit -**Label:** Oregon working family household and dependent care credit child age threshold - -Oregon qualifies children without disabilities for the working family household and dependent care credit at or below this age. - -**Type:** int - -**Current value:** 12 - ---- - -### gov.states.or.tax.income.credits.wfhdc.cap -**Label:** Oregon working family household and dependent care expense credit child and dependent care expense cap - -Oregon caps the childcare expenses under the working family household and dependent care at this amount, for each dependent. - -**Type:** int - -**Current value:** 12000 - ---- - -### gov.states.or.tax.income.credits.wfhdc.min_tax_unit_size -**Label:** Oregon working family household and dependent care credit minimum household size - -Oregon limits its working family household and dependent care credit to filers with at least this number of people. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.states.or.tax.income.credits.retirement_income.percentage -**Label:** Oregon retirement income credit percentage - -Oregon multplies the lesser of the retirement income base credit amount or the filers retirement income by the following percentage. - -**Type:** float - -**Current value:** 0.09 - ---- - -### gov.states.or.tax.income.credits.retirement_income.age_eligibility -**Label:** Oregon retirement income credit age eligiblity - -Oregon qualifies filers for the retirement income credit at or above this age threshold. - -**Type:** int - -**Current value:** 62 - ---- - -### gov.states.or.tax.income.credits.ctc.ineligible_age -**Label:** Oregon Child Tax Credit ineligible age - -Oregon provides this Child Tax Credit to children below this age. - -**Type:** int - -**Current value:** 6 - ---- - -### gov.states.or.tax.income.credits.ctc.child_limit -**Label:** Oregon Child Tax Credit child limit - -Oregon caps its Child Tax Credit at this number of children per filer. - -**Type:** int - -**Current value:** 5 - ---- - -### gov.states.or.tax.income.credits.ctc.amount -**Label:** Oregon Child Tax Credit amount - -Oregon provides this maximum Child Tax Credit per qualifying child. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.or.tax.income.credits.ctc.reduction.width -**Label:** Oregon Child Tax Credit phase-out width - -Oregon reduces its Child Tax Credit over this income range exceeding the phase-out start. - -**Type:** int - -**Current value:** 5000 - ---- - -### gov.states.or.tax.income.credits.ctc.reduction.start -**Label:** Oregon Child Tax Credit phase-out start - -Oregon reduces its Child Tax Credit for filers with Oregon adjusted gross income exceeding this amount. - -**Type:** int - -**Current value:** 25000 - ---- - -### gov.states.or.tax.income.credits.kicker.percent -**Label:** Oregon kicker rate - -Oregon returns this portion of the filer's prior-year tax liability before credits via its kicker credit. - -**Type:** float - -**Current value:** 0.4428 - ---- - -### gov.states.or.tax.income.credits.eitc.old_child_age -**Label:** Oregon EITC young child age limit - -Oregon defines young children as those up to this age for its Earned Income Tax Credit match. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.states.or.tax.income.credits.eitc.match.no_young_child -**Label:** Oregon EITC match for filers with no young children - -Oregon matches the federal Earned Income Tax Credit at this rate for filers with no young children. - -**Type:** float - -**Current value:** 0.09 - ---- - -### gov.states.or.tax.income.credits.eitc.match.has_young_child -**Label:** Oregon EITC match for filers with young children - -Oregon matches the federal Earned Income Tax Credit at this rate for filers with young children. - -**Type:** float - -**Current value:** 0.12 - ---- - -### gov.states.or.fcc.lifeline.max_amount -**Label:** Oregon Lifeline maximum benefit - -Oregon provides the following maximum Lifeline benefit amount. - -**Type:** float - -**Current value:** 15.25 - ---- - -### gov.states.or.fcc.lifeline.in_effect -**Label:** Oregon Lifeline maximum benefit in effect - -Oregon provides a separate maximum Lifeline benefit amount if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.il.tax.income.exemption.dependent -**Label:** Illinois dependent exemption amount - -Illinois provides the following exemption amount for each dependent. - -**Type:** int - -**Current value:** 2425 - ---- - -### gov.states.il.tax.income.exemption.aged_and_blind -**Label:** Illinois Senior & Blind Exemption - -Illinois Senior & Blind Exemption Allowance - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.il.tax.income.exemption.personal -**Label:** Illinois personal exemption amount - -Illinois provides the following personal exemption allowance amount. - -**Type:** int - -**Current value:** 2875 - ---- - -### gov.states.il.tax.income.rate -**Label:** Illinois tax rate - -Illinois Individual Income Tax Rates - -**Type:** float - -**Current value:** 0.0495 - ---- - -### gov.states.il.tax.income.credits.property_tax.rate -**Label:** Illinois Property Tax Credit Rate - -Illinois provides a non-refundable credit for this fraction of property taxes. - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.states.il.tax.income.credits.ctc.amount -**Label:** Illinois Child Tax Credit amount - -Illinois provides the following child tax credit amount for each individual child. - -**Type:** int - -**Current value:** 300 - ---- - -### gov.states.il.tax.income.credits.k12.rate -**Label:** Illinois K-12 Education Expense Credit Rate - -Illinois provides a non-refundable credit for this fraction of K-12 education expenses. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.states.il.tax.income.credits.k12.reduction -**Label:** Illinois K-12 Education Expense Credit Reduction - -Illinois provides a non-refundable credit for a capped fraction of K-12 education expenses in excess of this amount. - -**Type:** int - -**Current value:** 250 - ---- - -### gov.states.il.tax.income.credits.k12.cap -**Label:** Illinois K-12 Education Expense Credit Cap - -Illinois caps its K-12 Education Expense Credit at this amount. - -**Type:** int - -**Current value:** 750 - ---- - -### gov.states.il.tax.income.credits.eitc.match -**Label:** Illinois EITC match - -Illinois matches this fraction of the federal Earned Income Tax Credit. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.la.tax.income.deductions.federal_tax.availability -**Label:** Louisiana federal tax deduction availability - -Louisiana allows for a federal tax deduction if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.states.la.tax.income.deductions.itemized.excess_fraction -**Label:** Louisiana itemized deductions excess fraction - -Louisiana subtracts this fraction of the excess of the either the federal itemized deductions or the medical expense deduction amount over the federal standard deduction from adjusted gross income. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.la.tax.income.deductions.standard.applies -**Label:** Lousiana standard deduction applies - -Louisiana applies a standard deduction and repeals personal exemptions, if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.la.tax.income.exempt_income.military_pay_exclusion.max_amount -**Label:** Louisiana military pay exclusion max amount - -Louisiana allows for this maximum military pay exclusion amount. - -**Type:** int - -**Current value:** 50000 - ---- - -### gov.states.la.tax.income.exempt_income.reduction.in_effect -**Label:** Louisiana exempt adjusted gross income reduction in effect - -Louisiana reduces the exempt adjusted gross income if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.states.la.tax.income.exempt_income.disability.cap -**Label:** Louisiana disability income exemption cap - -Louisiana caps the disability income exemption at this amount. - -**Type:** int - -**Current value:** 12000 - ---- - -### gov.states.la.tax.income.main.flat.applies -**Label:** Lousiana flat income tax rate applies - -Louisiana applies a flat income tax rate if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.la.tax.income.main.flat.rate -**Label:** Louisiana flat income tax rate post 2024 - -Louisiana taxes income at this flat rate, post 2024. - -**Type:** float - -**Current value:** 0.03 - ---- - -### gov.states.la.tax.income.exemptions.blind -**Label:** Louisiana blind exemption amount - -Louisiana reduces taxable income by this amount for each blind head or spouse. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.la.tax.income.exemptions.dependent -**Label:** Louisiana dependent exemption amount - -Louisiana reduces taxable income by this amount for each dependent. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.la.tax.income.exemptions.widow -**Label:** Louisiana qualifying widow exemption amount - -Louisiana reduces taxable income by this amount for each qualifying widow(er). - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.states.la.tax.income.credits.school_readiness.age_threshold -**Label:** Louisiana school readiness tax credit child age threshold - -Louisiana provides the school readiness tax credit to filers with children below this age threshold. - -**Type:** int - -**Current value:** 6 - ---- - -### gov.states.la.tax.income.credits.cdcc.non_refundable.upper_bracket_cap -**Label:** Louisiana non-refundable CDCC upper bracket cap - -Louisiana limits its non-refundable child and dependent care credit to this maximum amount, for filers with income in the top bracket. - -**Type:** int - -**Current value:** 25 - ---- - -### gov.states.la.tax.income.credits.eitc.match -**Label:** Louisiana EITC match - -Louisiana matches this percent of the federal EITC. - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.states.wi.tax.income.subtractions.childcare_expense.max_dependents -**Label:** Wisconsin maximum dependents for care expense AGI subtraction - -Wisconsin recognizes this maximum number of dependents as eligible for care expense AGI subtraction. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.states.wi.tax.income.subtractions.childcare_expense.max_amount -**Label:** Wisconsin maximum care expenses per dependent for AGI subtraction - -Wisconsin subtracts from AGI this maximum of child and dependent care expenses per dependent. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.states.wi.tax.income.subtractions.unemployment_compensation.income_phase_out.rate -**Label:** Wisconsin income phase-out rate for unemployment compensation subtraction - -Wisconsin uses this rate to phase-out income in calculation of unemployment compensation subtraction. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.states.wi.tax.income.subtractions.retirement_income.min_age -**Label:** Wisconsin minimum age for retirement income subtraction - -Wisconsin limits its retirement income subtraction to filers this age or older. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.wi.tax.income.subtractions.retirement_income.max_amount -**Label:** Wisconsin maximum retirement income AGI subtraction per person - -Wisconsin limits retirement income AGI subtraction to this maximum per person. - -**Type:** int - -**Current value:** 5000 - ---- - -### gov.states.wi.tax.income.subtractions.capital_gain.fraction -**Label:** Wisconsin fraction of capital gains subtracted from AGI - -Wisconsin subtracts from AGI this fraction of long-term capital gains. - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.states.wi.tax.income.exemption.extra -**Label:** Wisconsin personal exemption additional amount - -Wisconsin exemption includes this amount for each elderly taxpayer. - -**Type:** int - -**Current value:** 250 - ---- - -### gov.states.wi.tax.income.exemption.old_age -**Label:** Wisconsin personal exemption old age threshold - -Wisconsin gives an extra exemption to head/spouse this age or more. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.states.wi.tax.income.exemption.base -**Label:** Wisconsin personal exemption base amount - -Wisconsin exemption includes this base amount. - -**Type:** int - -**Current value:** 700 - ---- - -### gov.states.wi.tax.income.credits.married_couple.max -**Label:** Wisconsin married couple credit cap - -Wisconsin married couple credit is limited to this maximum. - -**Type:** int - -**Current value:** 480 - ---- - -### gov.states.wi.tax.income.credits.married_couple.rate -**Label:** Wisconsin married couple credit rate - -Wisconsin married couple credit is calculated using this rate. - -**Type:** float - -**Current value:** 0.03 - ---- - -### gov.states.wi.tax.income.credits.childcare_expense.fraction -**Label:** Wisconsin CDCC fraction of federal CDCC - -Wisconsin allows this faction of the federal child and dependent care credit as an AGI income subtraction. - -**Type:** int - -**Current value:** 1 - ---- - -### gov.states.wi.tax.income.credits.property_tax.max -**Label:** Wisconsin property tax credit limit - -Wisconsin property tax credit is limited to this maximum. - -**Type:** int - -**Current value:** 300 - ---- - -### gov.states.wi.tax.income.credits.property_tax.rate -**Label:** Wisconsin property tax credit rate - -Wisconsin propery tax credit is calculated using this rate. - -**Type:** float - -**Current value:** 0.12 - ---- - -### gov.states.wi.tax.income.credits.property_tax.rent_fraction -**Label:** Wisconsin property tax credit fraction of rent considered property tax - -Wisconsin property tax credit considers property taxes to be this fraction of rent. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.states.wi.tax.income.credits.earned_income.investment_income_limit -**Label:** Wisconsin EITC investment income limit - -Wisconsin limits EITC eligibility to this investment income amount. - -**Type:** int - -**Current value:** 3800 - ---- - -### gov.states.wi.tax.income.credits.earned_income.apply_federal_investment_income_limit -**Label:** Wisconsin EITC apply federal investment income limit - -Wisconsin applies the federal investment income limit for the earned income tax credit if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.wa.tax.income.in_effect -**Label:** Washington income tax rules in effect - -Washington applies its income tax rules if this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.states.wa.tax.income.capital_gains.deductions.charitable.exemption -**Label:** Washington capital gains charitable contribution exemption - -Washington capital gains charitable contribution exemption. - -**Type:** int - -**Current value:** 285000 - ---- - -### gov.states.wa.tax.income.capital_gains.deductions.charitable.cap -**Label:** Washington capital gains charitable contribution cap - -Washington capital gains charitable contribution cap. - -**Type:** int - -**Current value:** 114000 - ---- - -### gov.states.wa.tax.income.capital_gains.deductions.standard -**Label:** Washington capital gains standard deduction - -Washington capital gains standard deduction. - -**Type:** int - -**Current value:** 285000 - ---- - -### gov.states.wa.tax.income.capital_gains.rate -**Label:** Washington capital gains tax rate - -Washington capital gains tax rate. - -**Type:** float - -**Current value:** 0.07 - ---- - -### gov.states.wa.tax.income.credits.working_families_tax_credit.min_amount -**Label:** Washington Working Families Tax Credit minimum amount - -Washington Working Families Tax Credit minimum amount for those with nonzero benefit. - -**Type:** int - -**Current value:** 50 - ---- - -### gov.states.wa.dshs.tanf.eligibility.resources.limit -**Label:** Washington TANF resource limit - -Washington limits its TANF eligibility to household withs up to this resource amount. - -**Type:** int - -**Current value:** 6000 - ---- - -### gov.bls.cpi.c_cpi_u -**Label:** Chained CPI-U - -The Bureau of Labor Statistics estimates this Chained Consumer Price Index for All Urban Consumers. - -**Type:** float - -**Current value:** 173.7 - ---- - -### gov.bls.cpi.cpi_u -**Label:** CPI-U - -The Bureau of Labor Statistics estimates this Consumer Price Index for All Urban Consumers. - -**Type:** float - -**Current value:** 311.2 - ---- - -### gov.bls.cpi.cpi_w -**Label:** CPI-W - -The Bureau of Labor Statistics estimates this Consumer Price Index for Urban Wage Earners and Clerical Workers. - -**Type:** float - -**Current value:** 312.639 - ---- - -### gov.dol.minimum_wage -**Label:** Federal minimum wage - -The US requires each employer to pay each of its employees the following federal minimum wage rate. - -**Type:** float - -**Current value:** 7.25 - ---- - -### gov.irs.vita.eligibility.income_limit -**Label:** VITA Program Income Limit - -The IRS extends the Volunteer Income Tax Assistance (VITA) program to filers with gross income at or below this amount. - -**Type:** int - -**Current value:** 64000 - ---- - -### gov.irs.self_employment.social_security_rate -**Label:** Self-employment Social Security tax rate - -Self-employment Social Security tax rate - -**Type:** float - -**Current value:** 0.124 - ---- - -### gov.irs.self_employment.net_earnings_exemption -**Label:** Self-employment net earnings exemption - -Minimum self-employment net earnings to have to pay self-employment tax. - -**Type:** int - -**Current value:** 400 - ---- - -### gov.irs.self_employment.medicare_rate -**Label:** Self-employment Medicare tax rate - -Self-employment Medicare tax rate. - -**Type:** float - -**Current value:** 0.029 - ---- - -### gov.irs.deductions.qbi.max.w2_wages.alt_rate -**Label:** Alternative QBID rate on W-2 wages - -Alternative QBID cap rate on pass-through business W-2 wages paid. QBID is capped at this fraction of W-2 wages paid by the pass-through business plus some fraction of business property if pre-QBID taxable income is above the QBID thresholds and the alternative cap is higher than the main wage-only cap. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.irs.deductions.qbi.max.w2_wages.rate -**Label:** QBID rate on W-2 wages - -QBID cap rate on pass-through business W-2 wages paid. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.irs.deductions.qbi.max.rate -**Label:** Qualified business income deduction rate - -Pass-through qualified business income deduction rate. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.irs.deductions.qbi.max.business_property.rate -**Label:** Alternative QBID rate on business property - -Alternative QBID cap rate on pass-through business property owned - -**Type:** float - -**Current value:** 0.025 - ---- - -### gov.irs.deductions.itemized.limitation.agi_rate -**Label:** The US itemized deductions limitation fraction - -The US limits itemized deductions to this fraction of the excess of adjusted gross income over the applicable amount. - -**Type:** float - -**Current value:** inf - ---- - -### gov.irs.deductions.itemized.limitation.itemized_deduction_rate -**Label:** The US itemized deductions limitation rate - -The US limits itemized deductions to this fraction of the amount of the itemized deductions otherwise allowable for such taxable year. - -**Type:** float - -**Current value:** inf - ---- - -### gov.irs.deductions.itemized.casualty.floor -**Label:** Casualty expense deduction floor - -Floor (as a fraction of AGI) for deductible casualty loss. - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.irs.deductions.itemized.casualty.active -**Label:** Casualty expense deduction active - -Casualty expense deduction is active. - -**Type:** bool - -**Current value:** False - ---- - -### gov.irs.deductions.itemized.reduction.rate.excess_agi -**Label:** IRS itemized deductions reduced adjusted gross income rate - -IRS multiplies the excess of adjusted gross income over the applicable amount by this rate. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.deductions.itemized.reduction.rate.base -**Label:** IRS reduced itemized deductions base rate - -IRS multiplies the excess of the total and reduced itemized deductions by this rate. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.deductions.itemized.medical.floor -**Label:** Medical expense deduction floor - -Medical expenses over this percentage of AGI are deductible from taxable income. - -**Type:** float - -**Current value:** 0.075 - ---- - -### gov.irs.deductions.itemized.charity.ceiling.all -**Label:** Charitable deduction limit - -Ceiling (as a decimal fraction of AGI) for all charitable contribution deductions. - -**Type:** float - -**Current value:** 0.6 - ---- - -### gov.irs.deductions.itemized.charity.ceiling.non_cash -**Label:** Non-cash charitable deduction limit - -Ceiling (as a fraction of AGI) for noncash charitable contribution deductions. - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.irs.deductions.standard.aged_or_blind.age_threshold -**Label:** Aged standard deduction age - -Age at which a person qualifies for the aged standard deduction addition - -**Type:** int - -**Current value:** 65 - ---- - -### gov.irs.income.amt.capital_gains.capital_gain_excess_tax_rate -**Label:** Alternative Minimum Tax capital gain excess tax rate - -The IRS multiplies the taxable excess capital gain by this rate. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.irs.income.exemption.traditional_distribution.age_threshold -**Label:** Traditional IRA distribution age threshold - -The exemption for traditional IRA distributions is limited to filers above this age. - -**Type:** float - -**Current value:** 59.5 - ---- - -### gov.irs.income.disability_income_exclusion.amount -**Label:** Disability income reduction amount - -IRS reduces the excludable disability income by this amount. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.irs.income.disability_income_exclusion.cap -**Label:** Disability exclusion cap - -IRS caps the disability exclusion to this amount per disabled person. - -**Type:** int - -**Current value:** 5200 - ---- - -### gov.irs.gross_income.retirement_contributions.limit.401k -**Label:** 401(k) contribution limit - -The US limits annual 401(k) contributions to this amount. - -**Type:** int - -**Current value:** 23000 - ---- - -### gov.irs.gross_income.retirement_contributions.limit.ira -**Label:** IRA contribution limit - -The US limits annual IRA contributions to this amount. - -**Type:** int - -**Current value:** 7000 - ---- - -### gov.irs.gross_income.retirement_contributions.catch_up.limit.401k -**Label:** 401(k) catch-up amount - -IRS limits the 401(k) contributions catch-up to this amount. - -**Type:** int - -**Current value:** 7500 - ---- - -### gov.irs.gross_income.retirement_contributions.catch_up.limit.ira -**Label:** IRA catch-up amount - -The US allows for catch-up IRA contributions of this amount. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.irs.gross_income.retirement_contributions.catch_up.age_threshold -**Label:** Pension contribution catch-up age threshold - -The US limits catch-up pension contributions to individuals this age or older. - -**Type:** int - -**Current value:** 50 - ---- - -### gov.irs.social_security.taxability.rate.additional -**Label:** Social Security benefit additional taxable rate - -The IRS includes this additional portion of Social Security benefits in taxable income for filers whose modified adjusted gross income exceeds the additional threshold. - -**Type:** float - -**Current value:** 0.85 - ---- - -### gov.irs.social_security.taxability.rate.base -**Label:** Social Security benefit base taxable rate - -The IRS includes this portion of Social Security benefits in taxable income for filers whose modified adjusted gross income is between the base and additional thresholds. - -**Type:** float - -**Current value:** 0.5 - ---- - -### gov.irs.social_security.taxability.threshold.adjusted_base.separate_cohabitating -**Label:** Social Security taxability additional threshold for cohabitating separate filers - -The IRS taxes Social Security benefits at the additional rate, for cohabitating married filing separately filers with modified adjusted gross income above this threshold. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.social_security.taxability.threshold.base.separate_cohabitating -**Label:** Social Security taxability base threshold for cohabitating separate filers - -The IRS taxes Social Security benefits at the base rate, for cohabitating married filing separately filers with modified adjusted gross income between this threshold and the respective additional threshold. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.tce.age_threshold -**Label:** TCE age threshold - -IRS provides free tax assistance under the Tax Counseling for the Elderly (TCE) grant program for individuals this age or older. - -**Type:** int - -**Current value:** 60 - ---- - -### gov.irs.dependent.ineligible_age.student -**Label:** IRS student dependent age limit - -The IRS permits filers to claim dependents who are full-time students if they are younger than this age at the end of the year. - -**Type:** int - -**Current value:** 24 - ---- - -### gov.irs.dependent.ineligible_age.non_student -**Label:** IRS non-student dependent age limit - -The IRS permits filers to claim dependents who are non-students if they are younger than this age at the end of the year. - -**Type:** int - -**Current value:** 19 - ---- - -### gov.irs.uprating -**Label:** Uprating index for IRS tax parameters - -Uprating index for IRS tax parameters (December 1999 = 100%). - -**Type:** float - -**Current value:** 172.57558333333336 - ---- - -### gov.irs.capital_gains.unrecaptured_s_1250_rate -**Label:** Tax rate on net un-recaptured Section 1250 gains. - -Tax rate on net un-recaptured Section 1250 gains. - -**Type:** float - -**Current value:** 0.25 - ---- - -### gov.irs.capital_gains.other_cg_rate -**Label:** Other capital gain tax rate - -Capital gains tax rate applying to special categories of gains (including small business stock and collectibles). - -**Type:** float - -**Current value:** 0.28 - ---- - -### gov.irs.payroll.medicare.rate.employee -**Label:** Employee-side Medicare tax rate - -Employee-side Medicare FICA rate. - -**Type:** float - -**Current value:** 0.0145 - ---- - -### gov.irs.payroll.medicare.rate.employer -**Label:** Employer-side Medicare tax rate - -Employer-side Medicare FICA rate. - -**Type:** float - -**Current value:** 0.0145 - ---- - -### gov.irs.payroll.medicare.additional.rate -**Label:** Additional Medicare Tax rate - -Additional Medicare Tax rate (same for wages and self-employment earnings). - -**Type:** float - -**Current value:** 0.009 - ---- - -### gov.irs.payroll.social_security.rate.employee -**Label:** Employee-side Social Security tax rate - -Employee-side Social Security payroll tax rate - -**Type:** float - -**Current value:** 0.062 - ---- - -### gov.irs.payroll.social_security.rate.employer -**Label:** Employer-side Social Security tax rate - -Employer-side Social Security payroll tax rate - -**Type:** float - -**Current value:** 0.062 - ---- - -### gov.irs.payroll.social_security.cap -**Label:** Social Security earnings cap - -Individual earnings below this amount are subjected to Social Security (OASDI) payroll tax. This parameter is indexed by the rate of growth in average wages, not by the price inflation rate. - -**Type:** int - -**Current value:** 176100 - ---- - -### gov.irs.credits.recovery_rebate_credit.caa.phase_out.rate -**Label:** CAA Recovery Rebate Credit phase-out rate - -Phase-out rate for the CAA Recovery Rebate Credit. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.credits.recovery_rebate_credit.caa.max.adult -**Label:** CAA Recovery Rebate Credit maximum amount (non-dependent adults) - -Maximum credit per non-dependent adult. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.credits.recovery_rebate_credit.caa.max.child -**Label:** CAA Recovery Rebate Credit maximum amount (dependent children) - -Maximum credit per dependent child. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.credits.recovery_rebate_credit.arpa.max.dependent -**Label:** ARPA Recovery Rebate Credit maximum amount (dependent children) - -Maximum credit per dependent. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.credits.recovery_rebate_credit.arpa.max.adult -**Label:** ARPA Recovery Rebate Credit maximum amount (non-dependent adults) - -Maximum credit per non-dependent adult. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.credits.recovery_rebate_credit.cares.phase_out.rate -**Label:** CARES Recovery Rebate Credit phase-out rate - -Phase-out rate for the CARES Recovery Rebate Credit. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.credits.recovery_rebate_credit.cares.max.adult -**Label:** CARES Recovery Rebate Credit maximum amount (non-dependent adults) - -Maximum credit per non-dependent adult. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.credits.recovery_rebate_credit.cares.max.child -**Label:** CARES Recovery Rebate Credit maximum amount (dependent children) - -Maximum credit per dependent child. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.credits.retirement_saving.age_threshold -**Label:** Retirement Savings Contributions Credit (Saver's Credit) age threshold - -The IRS limits the saver's credit to taxpayers at or over to following age. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.irs.credits.retirement_saving.contributions_cap -**Label:** Saver's Credit contributions cap - -The IRS caps the qualifying contributions at the following amount under the saver's credit. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.irs.credits.estate.base -**Label:** Estate tax credit base exclusion amount - -The IRS provides this base exclusion amount under the estate tax credit. - -**Type:** int - -**Current value:** 13990000 - ---- - -### gov.irs.credits.education.phase_out.start.single -**Label:** Education credits phase-out start (single filers) - -Phase-out start for both the American Opportunity Credit and Lifetime Learning Credit on AGI. - -**Type:** int - -**Current value:** 80000 - ---- - -### gov.irs.credits.education.phase_out.start.joint -**Label:** Education credits phase-out start (joint filers) - -Phase-out start for both the American Opportunity Credit and Lifetime Learning Credit on AGI. - -**Type:** int - -**Current value:** 160000 - ---- - -### gov.irs.credits.education.phase_out.length.single -**Label:** Education credits phase-out length (single filers) - -Length of the phase-out for both the American Opportunity Credit and Lifetime Learning Credit on AGI (when excess income totals this amount, the credit is reduced to zero). - -**Type:** int - -**Current value:** 10000 - ---- - -### gov.irs.credits.education.phase_out.length.joint -**Label:** Education credits phase-out length (joint filers) - -Length of the phase-out for both the American Opportunity Credit and Lifetime Learning Credit on AGI (when excess income totals this amount, the credit is reduced to zero). - -**Type:** int - -**Current value:** 20000 - ---- - -### gov.irs.credits.education.american_opportunity_credit.abolition -**Label:** American Opportunity Credit abolition - -**Type:** bool - -**Current value:** False - ---- - -### gov.irs.credits.education.american_opportunity_credit.refundability -**Label:** American Opportunity Credit refundable percentage - -Percentage of the American Opportunity Credit which is refundable. - -**Type:** float - -**Current value:** 0.4 - ---- - -### gov.irs.credits.education.lifetime_learning_credit.expense_limit -**Label:** Lifetime Learning Credit maximum expense - -Maximum expenses for relief under the Lifetime Learning Credit - -**Type:** int - -**Current value:** 10000 - ---- - -### gov.irs.credits.education.lifetime_learning_credit.abolition -**Label:** Abolish the Lifetime Learning Credit - -**Type:** bool - -**Current value:** False - ---- - -### gov.irs.credits.energy_efficient_home_improvement.rates.improvements -**Label:** Energy efficient home improvement credit rate on improvements - -The IRS provides an energy efficient home improvement tax credit for this share of qualified energy efficiency improvements. - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.irs.credits.energy_efficient_home_improvement.rates.home_energy_audit -**Label:** Energy efficient home improvement credit rate on home energy audits - -The IRS provides an energy efficient home improvement tax credit for this share of home energy audit expenditures. - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.irs.credits.energy_efficient_home_improvement.rates.property -**Label:** Energy efficient home improvement credit rate on property - -The IRS provides an energy efficient home improvement tax credit for this share of residential energy property expenditures. - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.irs.credits.energy_efficient_home_improvement.cap.annual.energy_efficient_building_property -**Label:** Energy efficient home improvement credit cap on energy-efficient building property - -The IRS caps energy efficient home improvement credits on energy efficient building property at this amount per year. - -**Type:** int - -**Current value:** 600 - ---- - -### gov.irs.credits.energy_efficient_home_improvement.cap.annual.total -**Label:** Energy efficient home improvement credit total cap - -The IRS caps energy efficient total home improvement credits at this amount per year (the cap on heat pumps, heat pump water heaters, and biomass stoves and boilers supersedes this cap). - -**Type:** int - -**Current value:** 1200 - ---- - -### gov.irs.credits.energy_efficient_home_improvement.cap.annual.energy_efficient_central_air_conditioner -**Label:** Energy efficient home improvement credit cap on energy-efficient central air conditioners - -The IRS caps energy efficient home improvement credits on energy efficient central air conditioners at this amount per year. - -**Type:** float - -**Current value:** inf - ---- - -### gov.irs.credits.energy_efficient_home_improvement.cap.annual.heat_pump_heat_pump_water_heater_biomass_stove_boiler -**Label:** Energy efficient home improvement credit cap on heat pumps, heat pump water heaters, and biomass stoves and boilers - -The IRS caps energy efficient home improvement credits on heat pumps, heat pump water heaters, and biomass stoves and boilers at this amount per year. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.irs.credits.energy_efficient_home_improvement.cap.annual.home_energy_audit -**Label:** Energy efficient home improvement credit cap on home energy audits - -The IRS caps energy efficient home improvement credits on home energy audits at this amount per year. - -**Type:** int - -**Current value:** 150 - ---- - -### gov.irs.credits.energy_efficient_home_improvement.cap.annual.roof -**Label:** Energy efficient home improvement credit cap on roofs - -The IRS caps energy efficient home improvement credits on roofs and roof material at this amount per year. - -**Type:** float - -**Current value:** inf - ---- - -### gov.irs.credits.energy_efficient_home_improvement.cap.annual.qualified_furnace_or_hot_water_boiler -**Label:** Energy efficient home improvement credit cap on qualified furnaces or boilers - -The IRS caps energy efficient home improvement credits on qualified natural gas, propane, or oil furnaces or hot water boilers at this amount per year. - -**Type:** float - -**Current value:** inf - ---- - -### gov.irs.credits.energy_efficient_home_improvement.cap.annual.door -**Label:** Energy efficient home improvement credit cap on exterior doors - -The IRS caps energy efficient home improvement credits on exterior doors at this amount per year. - -**Type:** int - -**Current value:** 500 - ---- - -### gov.irs.credits.energy_efficient_home_improvement.cap.annual.insulation_material -**Label:** Energy efficient home improvement credit cap on energy efficient insulation material - -The IRS caps energy efficient home improvement credits on energy efficient insulation material at this amount per year. - -**Type:** float - -**Current value:** inf - ---- - -### gov.irs.credits.energy_efficient_home_improvement.cap.annual.advanced_main_air_circulating_fan -**Label:** Energy efficient home improvement credit cap on advanced main air circulating fans - -The IRS caps energy efficient home improvement credits on advance main air circulating fans at this amount per year. - -**Type:** float - -**Current value:** inf - ---- - -### gov.irs.credits.energy_efficient_home_improvement.cap.annual.window -**Label:** Energy efficient home improvement credit cap on windows and skylights - -The IRS caps energy efficient home improvement credits on energy efficient windows and skylights at this amount per year. - -**Type:** int - -**Current value:** 600 - ---- - -### gov.irs.credits.energy_efficient_home_improvement.cap.lifetime.total -**Label:** Energy efficient home improvement credit lifetime limit - -The IRS caps lifetime energy efficient home improvement credits at this amount. - -**Type:** float - -**Current value:** inf - ---- - -### gov.irs.credits.energy_efficient_home_improvement.cap.lifetime.window -**Label:** Energy efficient home improvement credit lifetime window limit - -The IRS caps lifetime energy efficient home improvement credits on windows at this amount. - -**Type:** float - -**Current value:** inf - ---- - -### gov.irs.credits.energy_efficient_home_improvement.in_effect -**Label:** Energy efficient home improvement tax credit in effect - -The IRS provides the energy efficient home improvement tax credit when this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.irs.credits.clean_vehicle.new.critical_minerals.amount -**Label:** Credit for clean vehicles meeting the critical mineral requirement. - -The IRS provides a credit of this amount to filers purchasing new clean vehicles meeting the critical mineral requirement. - -**Type:** int - -**Current value:** 3750 - ---- - -### gov.irs.credits.clean_vehicle.new.critical_minerals.threshold -**Label:** Share of clean vehicle battery critical minerals made in North America to qualify for credit - -The IRS limits the new clean vehicle tax credit to vehicles with at least this share of battery critical minerals (by value) extracted or processed in a country with which the United States has a free trade agreement in effect, or recycled in North America. - -**Type:** float - -**Current value:** 0.6 - ---- - -### gov.irs.credits.clean_vehicle.new.eligibility.min_kwh -**Label:** Minimum kWh of battery capacity for new clean vehicle to be eligible for credit - -The IRS limits the new clean vehicle credit to vehicles with at least this battery capacity, in kilowatt hours. - -**Type:** int - -**Current value:** 4 - ---- - -### gov.irs.credits.clean_vehicle.new.base_amount -**Label:** New clean vehicle credit base amount - -The IRS sets the new clean vehicle credit at this base amount. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.credits.clean_vehicle.new.capacity_bonus.max -**Label:** New clean vehicle credit maximum amount for capacity bonus - -The IRS caps its new clean vehicle credit capacity bonus at this amount. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.credits.clean_vehicle.new.capacity_bonus.amount -**Label:** New clean vehicle credit amount per excess kilowatt-hour - -The IRS enhances its new clean vehicle credit with capacity bonus of this amount per kilowatt-hour in excess of the threshold. - -**Type:** int - -**Current value:** 0 - ---- - -### gov.irs.credits.clean_vehicle.new.capacity_bonus.kwh_threshold -**Label:** New clean vehicle credit kilowatt-hour threshold for battery capacity bonus - -The IRS provides a capacity bonus for its new clean vehicle credit to filers purchasing vehicles with at least this battery capacity, in kilowatt hours. - -**Type:** int - -**Current value:** 5 - ---- - -### gov.irs.credits.clean_vehicle.new.battery_components.amount -**Label:** Credit for clean vehicles meeting the battery components requirement - -The IRS provides a credit of this amount for filers purchasing new clean vehicles meeting the battery components requirement. - -**Type:** int - -**Current value:** 3750 - ---- - -### gov.irs.credits.clean_vehicle.new.battery_components.threshold -**Label:** Share of clean vehicle battery components made in North America to qualify for credit - -The IRS limits its clean vehicle credit battery component amount to filers purchasing vehicles with this share of battery components (by value) made in North America. - -**Type:** float - -**Current value:** 0.6 - ---- - -### gov.irs.credits.clean_vehicle.used.amount.percent_of_sale_price -**Label:** Used clean vehicle credit as a percent of sale price - -The IRS provides a tax credit for up to this percentage of a used clean vehicle's purchase price. - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.irs.credits.clean_vehicle.used.amount.max -**Label:** Maximum amount of used clean vehicle credit - -The IRS caps the used clean vehicle credit at this amount. - -**Type:** int - -**Current value:** 4000 - ---- - -### gov.irs.credits.clean_vehicle.used.eligibility.sale_price_limit -**Label:** Sale price limit for used clean vehicle credit - -The IRS limits the used clean vehicle credit to vehicle purchases below this threshold. - -**Type:** int - -**Current value:** 25000 - ---- - -### gov.irs.credits.residential_clean_energy.applicable_percentage -**Label:** Residential Clean Energy Credit applicable percentage - -The IRS provides a tax credit for this share of qualifying residential clean energy expenditures. - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.irs.credits.residential_clean_energy.fuel_cell_cap_per_kw -**Label:** Residential Clean Energy Credit fuel cell cap per kilowatt - -The IRS caps the tax credit for fuel cell property expenditures at this amount per kilowatt. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.irs.credits.ctc.refundable.individual_max -**Label:** Child tax credit refundable maximum amount - -Maximum refundable amount of the CTC for qualifying children. - -**Type:** int - -**Current value:** 1700 - ---- - -### gov.irs.credits.ctc.refundable.phase_in.rate -**Label:** CTC refundable phase-in rate - -Additional Child Tax Credit rate - -**Type:** float - -**Current value:** 0.15 - ---- - -### gov.irs.credits.ctc.refundable.phase_in.min_children_for_ss_taxes_minus_eitc -**Label:** Minimum children to consider Social Security taxes minus EITC in refundable CTC - -Minimum number of qualifying children to increase the refundable Child Tax Credit by Social Security taxes minus the Earned Income Tax Credit. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.irs.credits.ctc.refundable.phase_in.threshold -**Label:** CTC refundable phase-in threshold - -Additional Child Tax Credit income threshold - -**Type:** int - -**Current value:** 2500 - ---- - -### gov.irs.credits.ctc.refundable.fully_refundable -**Label:** Fully refundable CTC - -The IRS makes the Child Tax Credit fully refundable if this is true. - -**Type:** bool - -**Current value:** False - ---- - -### gov.irs.credits.ctc.amount.adult_dependent -**Label:** Child tax credit for adult dependents - -Maximum value of the CTC for adult dependents. - -**Type:** int - -**Current value:** 500 - ---- - -### gov.irs.credits.ctc.amount.arpa_expansion_cap_percent_of_threshold_diff -**Label:** ARPA CTC expansion cap as percent of threshold difference - -The IRS caps the American Rescue Plan Act Child Tax Credit expansion by this percentage of the difference in phase-out thresholds between base and ARPA. - -**Type:** float - -**Current value:** 0.05 - ---- - -### gov.irs.credits.ctc.phase_out.increment -**Label:** CTC phase-out increment (ARPA) - -The IRS reduces the American Rescue Plan Act Child Tax Credit expansion by a certain amount for each of this increment by which one's income exceeds the phase-out thresholds. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.irs.credits.ctc.phase_out.arpa.increment -**Label:** CTC phase-out increment - -The IRS reduces the Child Tax Credit by a certain amount for each of this increment by which one's income exceeds the phase-out thresholds. - -**Type:** int - -**Current value:** 1000 - ---- - -### gov.irs.credits.ctc.phase_out.arpa.amount -**Label:** CTC phase-out amount (ARPA) - -The IRS reduces the American Rescue Plan Act Child Tax Credit expansion by this amount for each increment by which one's income exceeds the phase-out thresholds. - -**Type:** int - -**Current value:** 50 - ---- - -### gov.irs.credits.ctc.phase_out.arpa.in_effect -**Label:** CTC ARPA phase-out in effect - -The IRS adds a second phase-out when this is in effect. - -**Type:** bool - -**Current value:** False - ---- - -### gov.irs.credits.ctc.phase_out.amount -**Label:** CTC phase-out amount - -The IRS reduces the Child Tax Credit by this amount for each increment by which one's income exceeds the phase-out thresholds. - -**Type:** int - -**Current value:** 50 - ---- - -### gov.irs.credits.cdcc.max -**Label:** Maximum care expenses per dependent for CDCC. - -Maximum child and dependent care expenses per dependent. - -**Type:** int - -**Current value:** 3000 - ---- - -### gov.irs.credits.cdcc.phase_out.second_start -**Label:** CDCC second phase-out start - -Child & dependent care credit second phase-out start. - -**Type:** float - -**Current value:** inf - ---- - -### gov.irs.credits.cdcc.phase_out.max -**Label:** CDCC maximum rate - -Child and dependent care credit maximum percentage rate. - -**Type:** float - -**Current value:** 0.35 - ---- - -### gov.irs.credits.cdcc.phase_out.increment -**Label:** CDCC phase-out increment - -Child and dependent care credit phase-out increment. Income after the phase-out start(s) reduce the CDCC applicable percentage by the rate for each full or partial increment. - -**Type:** int - -**Current value:** 2000 - ---- - -### gov.irs.credits.cdcc.phase_out.rate -**Label:** CDCC phase-out rate - -Child and dependent care credit phase-out percentage rate. This is the reduction to the applicable percentage for each full or partial increment beyond which AGI exceeds the phase-out start(s). - -**Type:** float - -**Current value:** 0.01 - ---- - -### gov.irs.credits.cdcc.phase_out.min -**Label:** CDCC minimum rate - -Child and dependent care credit phase-out percentage rate floor. The first phase-out does not reduce the childcare credit rate below this percentage. - -**Type:** float - -**Current value:** 0.2 - ---- - -### gov.irs.credits.cdcc.phase_out.start -**Label:** CDCC phase-out start - -Child & dependent care credit phase-out AGI start. - -**Type:** int - -**Current value:** 15000 - ---- - -### gov.irs.credits.cdcc.eligibility.child_age -**Label:** CDCC dependent child maximum age - -The age under which a child qualifies as a dependent for the CDCC. - -**Type:** int - -**Current value:** 13 - ---- - -### gov.irs.credits.cdcc.eligibility.max -**Label:** CDCC maximum dependents - -Maximum number of dependents qualifiable for CDCC. - -**Type:** int - -**Current value:** 2 - ---- - -### gov.irs.credits.eitc.phase_out.joint_bonus[0].amount -**Label:** EITC phase-out start joint filer bonus (no children) - -**Type:** int - -**Current value:** 7110 - ---- - -### gov.irs.credits.eitc.phase_out.joint_bonus[1].amount -**Label:** EITC phase-out start joint filer bonus (with children) - -**Type:** int - -**Current value:** 7120 - ---- - -### gov.irs.credits.eitc.phase_out.max_investment_income -**Label:** EITC maximum investment income - -Maximum investment income for EITC. - -**Type:** int - -**Current value:** 11950 - ---- - -### gov.irs.credits.eitc.eligibility.separate_filer -**Label:** EITC separate filers eligible - -The US makes married filing separate filers eligible for the EITC when this is true. - -**Type:** bool - -**Current value:** True - ---- - -### gov.irs.credits.eitc.eligibility.age.max -**Label:** EITC maximum childless age - -The US limits EITC eligibility for filers without children to those below this age. - -**Type:** int - -**Current value:** 64 - ---- - -### gov.irs.credits.eitc.eligibility.age.min -**Label:** EITC minimum non-student childless age - -The US limits EITC eligibility for non-student filers without children to those this age or older. - -**Type:** int - -**Current value:** 25 - ---- - -### gov.irs.credits.eitc.eligibility.age.min_student -**Label:** EITC minimum childless student age - -The US limits EITC eligibility for students without children to those this age or older. - -**Type:** int - -**Current value:** 25 - ---- - -### gov.hhs.head_start.early_head_start.age_limit -**Label:** Early Head Start children age limit - -The Administration for Children and Families limits the Early Head Start participants to children below this age limit. - -**Type:** int - -**Current value:** 3 - ---- - -### gov.hhs.medicare.eligibility.min_months_receiving_social_security_disability -**Label:** Minimum number of months of receiving social security disability for Medicare eligibility - -Minimum number of months of receiving social security disability for Medicare eligibility. - -**Type:** int - -**Current value:** 24 - ---- - -### gov.hhs.medicare.eligibility.min_age -**Label:** Minimum age for age-based Medicare eligibility - -Minimum age for age-based Medicare eligibility. - -**Type:** int - -**Current value:** 65 - ---- - -### gov.hhs.tanf.cash.eligibility.age_limit.student -**Label:** TANF minor child student age limit - -The Temporary Assistance for Needy Families (TANF) program defines one of the qualifying criteria of a minor child as an individual who has not yet reached this age and is a full-time student in a secondary school (or an equivalent level of vocational or technical training). - -**Type:** int - -**Current value:** 19 - ---- - -### gov.hhs.tanf.cash.eligibility.age_limit.non_student -**Label:** TANF minor child non student age limit - -The Temporary Assistance for Needy Families (TANF) program defines one of the qualifying criteria of a minor child as an individual who has not yet reached this age. - -**Type:** int - -**Current value:** 18 - ---- - -### gov.hhs.tanf.abolish_tanf -**Label:** Abolish TANF - -Abolish TANF cash payments. - -**Type:** bool - -**Current value:** False - ---- - -### gov.hhs.uprating -**Label:** Poverty line uprating - -The US indexes the federal poverty guidelines according to this schedule, annually updating based on CPI-U in the calendar year. - -**Type:** float - -**Current value:** 312.6 - ---- - -### gov.hud.abolition -**Label:** Housing subsidy abolition - -HUD stops providing housing subsidies when this is toggled. - -**Type:** bool - -**Current value:** False - ---- - -### gov.hud.adjusted_income.deductions.elderly_disabled.amount -**Label:** HUD elderly or disabled deduction - -HUD adjusted income elderly or disabled deduction - -**Type:** int - -**Current value:** 400 - ---- - -### gov.hud.adjusted_income.deductions.moop.threshold -**Label:** HUD medical expense deduction income threshold - -Percent of annual income beyond which medical expenses are deducted from HUD adjusted income. - -**Type:** float - -**Current value:** 0.03 - ---- - -### gov.hud.adjusted_income.deductions.dependent.amount -**Label:** HUD dependent deduction - -HUD adjusted income dependent deduction - -**Type:** int - -**Current value:** 480 - ---- - -### gov.hud.total_tenant_payment.income_share -**Label:** TTP Income Share - -HUD total tenant payment share, monthly income - -**Type:** float - -**Current value:** 0.1 - ---- - -### gov.hud.total_tenant_payment.adjusted_income_share -**Label:** Total tenant payment adjusted income share - -HUD total tenant payment as a share of adjusted monthly income - -**Type:** float - -**Current value:** 0.3 - ---- - -### gov.hud.elderly_age_threshold -**Label:** HUD elderly age threshold - -HUD applies special rules to people this age or older. - -**Type:** int - -**Current value:** 62 - ---- - diff --git a/docs/reference/uk_parameters.ipynb b/docs/reference/uk_parameters.ipynb deleted file mode 100644 index 806d4e8b..00000000 --- a/docs/reference/uk_parameters.ipynb +++ /dev/null @@ -1,87 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# UK parameters\n", - "\n", - "This page shows a list of available parameters for reforms for the UK model.\n", - "\n", - "We exclude from this list:\n", - "\n", - "* Some parameters without documentation (we're a large, fast-growing model maintained by a small team- we're working on it!)\n", - "* Abolition parameters, which mirror each household property and allow the user to set the value of the property to zero (these take the format `gov.abolitions.variable_name`) because these roughly triple the size of this list and are repetitive.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "from IPython.display import Markdown\n", - "from policyengine_uk.system import system\n", - "from policyengine_core.parameters import Parameter\n", - "import pandas as pd\n", - "\n", - "parameters = system.parameters\n", - "\n", - "markdown = \"\"\"# UK parameters\n", - "\n", - "This page shows a list of available parameters for reforms for the UK model.\n", - "\n", - "We exclude from this list:\n", - "\n", - "* Some parameters without documentation (we're a large, fast-growing model maintained by a small team- we're working on it!)\n", - "* Abolition parameters, which mirror each household property and allow the user to set the value of the property to zero (these take the format `gov.abolitions.variable_name`) because these roughly triple the size of this list and are repetitive.\n", - "\"\"\"\n", - "i = 0\n", - "for parameter in parameters.get_descendants():\n", - " if isinstance(parameter, Parameter):\n", - " if not parameter.metadata.get(\"label\"):\n", - " continue\n", - " if \".abolitions.\" in parameter.name:\n", - " continue\n", - " if type(parameter(2025)) not in (int, float, bool):\n", - " continue\n", - " markdown += f\"### {parameter.name}\\n\"\n", - " markdown += f\"**Label:** {parameter.metadata.get('label')}\\n\\n\"\n", - " if parameter.description:\n", - " markdown += f\"{parameter.description}\\n\\n\"\n", - " markdown += f\"**Type:** {type(parameter(2025)).__name__}\\n\\n\"\n", - " markdown += f\"**Current value:** {parameter(2025)}\\n\\n---\"\n", - " markdown += \"\\n\\n\"\n", - " i += 1\n", - "\n", - "with open(\"./parameters_uk.md\", \"w+\") as f:\n", - " f.write(markdown)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "base", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.14" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/reference/us_parameters.ipynb b/docs/reference/us_parameters.ipynb deleted file mode 100644 index 7802de1c..00000000 --- a/docs/reference/us_parameters.ipynb +++ /dev/null @@ -1,85 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# US parameters\n", - "\n", - "This page shows a list of available parameters for reforms for the US model.\n", - "\n", - "We exclude from this list:\n", - "\n", - "* Abolition parameters, which mirror each household property and allow the user to set the value of the property to zero (these take the format `gov.abolitions.variable_name`) because these roughly triple the size of this list and are repetitive.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "tags": [ - "hide-input" - ] - }, - "outputs": [], - "source": [ - "from IPython.display import Markdown\n", - "from policyengine_us.system import system\n", - "from policyengine_core.parameters import Parameter\n", - "import pandas as pd\n", - "\n", - "parameters = system.parameters\n", - "\n", - "markdown = \"\"\"# US parameters\n", - "\n", - "This page shows a list of available parameters for reforms for the US model.\n", - "\n", - "We exclude from this list:\n", - "\n", - "* Abolition parameters, which mirror each household property and allow the user to set the value of the property to zero (these take the format `gov.abolitions.variable_name`) because these roughly triple the size of this list and are repetitive.\n", - "\"\"\"\n", - "i = 0\n", - "for parameter in parameters.get_descendants():\n", - " if isinstance(parameter, Parameter):\n", - " if not parameter.metadata.get(\"label\"):\n", - " continue\n", - " if \".abolitions.\" in parameter.name:\n", - " continue\n", - " if type(parameter(2025)) not in (int, float, bool):\n", - " continue\n", - " markdown += f\"### {parameter.name}\\n\"\n", - " markdown += f\"**Label:** {parameter.metadata.get('label')}\\n\\n\"\n", - " if parameter.description:\n", - " markdown += f\"{parameter.description}\\n\\n\"\n", - " markdown += f\"**Type:** {type(parameter(2025)).__name__}\\n\\n\"\n", - " markdown += f\"**Current value:** {parameter(2025)}\\n\\n---\"\n", - " markdown += \"\\n\\n\"\n", - " i += 1\n", - "\n", - "with open(\"./parameters_us.md\", \"w+\") as f:\n", - " f.write(markdown)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "base", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.14" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/policyengine/__init__.py b/policyengine/__init__.py deleted file mode 100644 index 4bb8a90c..00000000 --- a/policyengine/__init__.py +++ /dev/null @@ -1,3 +0,0 @@ -from .simulation import Simulation, SimulationOptions - -__version__ = "0.1.1" diff --git a/policyengine/outputs/household/__init__.py b/policyengine/outputs/household/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/policyengine/outputs/household/comparison/__init__.py b/policyengine/outputs/household/comparison/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/policyengine/outputs/household/comparison/calculate_household_comparison.py b/policyengine/outputs/household/comparison/calculate_household_comparison.py deleted file mode 100644 index 756be8e2..00000000 --- a/policyengine/outputs/household/comparison/calculate_household_comparison.py +++ /dev/null @@ -1,53 +0,0 @@ -"""Calculate comparison statistics between two economic scenarios.""" - -import typing - -from policyengine import Simulation - -from pydantic import BaseModel -from policyengine.utils.calculations import get_change -from policyengine_core.simulations import Simulation as CountrySimulation -from policyengine.outputs.household.single.calculate_single_household import ( - SingleHousehold, - fill_and_calculate, - FullHouseholdSpecification, -) -from typing import Literal, List - - -class HouseholdComparison(BaseModel): - full_household_baseline: FullHouseholdSpecification - """The full completion of the household under the baseline scenario.""" - - full_household_reform: FullHouseholdSpecification - """The full completion of the household under the reform scenario.""" - - change: FullHouseholdSpecification - """The change in the household from the baseline to the reform scenario.""" - - -def calculate_household_comparison( - simulation: Simulation, -) -> HouseholdComparison: - """Calculate comparison statistics between two household scenarios.""" - if not simulation.is_comparison: - raise ValueError("Simulation must be a comparison simulation.") - - baseline_household = fill_and_calculate( - simulation.options.data, simulation.baseline_simulation - ) - reform_household = fill_and_calculate( - simulation.options.data, simulation.reform_simulation - ) - change = get_change( - baseline_household, - reform_household, - relative=False, - skip_mismatch=True, - ) - - return HouseholdComparison( - full_household_baseline=baseline_household, - full_household_reform=reform_household, - change=change, - ) diff --git a/policyengine/outputs/household/single/__init__.py b/policyengine/outputs/household/single/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/policyengine/outputs/household/single/calculate_single_household.py b/policyengine/outputs/household/single/calculate_single_household.py deleted file mode 100644 index 19cab8e2..00000000 --- a/policyengine/outputs/household/single/calculate_single_household.py +++ /dev/null @@ -1,203 +0,0 @@ -"""Calculate comparison statistics between two economic scenarios.""" - -import typing - -from policyengine import Simulation - -from pydantic import BaseModel -from policyengine_core.simulations import Simulation as CountrySimulation -from typing import List, Dict -from datetime import date -from policyengine_core.variables import Variable -from policyengine_core.entities import Entity -from policyengine_core.model_api import YEAR, MONTH, ETERNITY, Enum -import dpath.util -import math -import json - -Value = float | str | bool | list | None -Axes = List[List[Dict[str, str | int]]] -TimePeriodValues = Dict[str, Value] -EntityValues = Dict[str, TimePeriodValues] -EntityGroupValues = Dict[str, EntityValues] -FullHouseholdSpecification = Dict[ - str, EntityGroupValues | Axes -] # {people: {person: {variable: {time_period: value}}}} - - -class SingleHousehold(BaseModel): - """Statistics for a single household scenario.""" - - full_household: FullHouseholdSpecification - """Full variable calculations for the household.""" - - -def calculate_single_household( - simulation: Simulation, -) -> SingleHousehold: - """Calculate household statistics for a single household scenario.""" - if simulation.is_comparison: - raise ValueError( - "This function is for single household simulations only." - ) - - return SingleHousehold( - full_household=fill_and_calculate( - simulation.options.data, simulation.baseline_simulation - ) - ) - - -def fill_and_calculate( - household: FullHouseholdSpecification, simulation: CountrySimulation -): - """Fill in missing variables and calculate all variables for a household""" - # Copy the household to avoid modifying the original - household = json.loads(json.dumps(household)) - household = add_yearly_variables(household, simulation) - household = calculate_all_variables(household, simulation) - household.pop("axes", None) - return household - - -def get_requested_computations( - household: FullHouseholdSpecification, -) -> List[tuple[str, str, str, str]]: - requested_computations = dpath.util.search( - {k: v for k, v in household.items() if k != "axes"}, - "*/*/*/*", - # afilter=lambda t: t is None, - yielded=True, - ) - requested_computation_data = [] - - for computation in requested_computations: - path = computation[0] - entity_plural, entity_id, variable_name, period = path.split("/") - requested_computation_data.append( - (entity_plural, entity_id, variable_name, period) - ) - - return requested_computation_data - - -def calculate_all_variables( - household: FullHouseholdSpecification, simulation: CountrySimulation -) -> FullHouseholdSpecification: - requested_computations = get_requested_computations(household) - - for ( - entity_plural, - entity_id, - variable_name, - period, - ) in requested_computations: - variable = simulation.tax_benefit_system.get_variable(variable_name) - result = simulation.calculate(variable_name, period) - population = simulation.get_population(entity_plural) - - if "axes" in household: - count_entities = len(household[entity_plural]) - entity_index = 0 - for _entity_id in household[entity_plural].keys(): - if _entity_id == entity_id: - break - entity_index += 1 - try: - result = result.astype(float) - except: - pass - result = ( - result.reshape((-1, count_entities)).T[entity_index].tolist() - ) - # If the result contains infinities, throw an error - if any( - [ - not isinstance(value, str) and math.isinf(value) - for value in result - ] - ): - raise ValueError("Infinite value") - else: - household[entity_plural][entity_id][variable_name][ - period - ] = result - else: - entity_index = population.get_index(entity_id) - if variable.value_type == Enum: - entity_result = result.decode()[entity_index].name - elif variable.value_type == float: - entity_result = float(str(result[entity_index])) - # Convert infinities to JSON infinities - if entity_result == float("inf"): - entity_result = "Infinity" - elif entity_result == float("-inf"): - entity_result = "-Infinity" - elif variable.value_type == str: - entity_result = str(result[entity_index]) - else: - entity_result = result.tolist()[entity_index] - - household[entity_plural][entity_id][variable_name][ - period - ] = entity_result - - return household - - -def get_household_year(household: FullHouseholdSpecification) -> str: - """Given a household dict, get the household's year - - Args: - household (dict): The household itself - """ - - # Set household_year based on current year - household_year = date.today().year - - # Determine if "age" variable present within household and return list of values at it - household_age_list = list( - household.get("people", {}).get("you", {}).get("age", {}).keys() - ) - # If it is, overwrite household_year with the value present - if len(household_age_list) > 0: - household_year = household_age_list[0] - - return str(household_year) - - -def add_yearly_variables( - household: FullHouseholdSpecification, simulation: CountrySimulation -) -> FullHouseholdSpecification: - """ - Add yearly variables to a household dict before enqueueing calculation - """ - - variables: Dict[str, Variable] = simulation.tax_benefit_system.variables - entities: Dict[str, Entity] = ( - simulation.tax_benefit_system.entities_by_singular() - ) - household_year = get_household_year(household) - - for variable in variables: - if variables[variable].definition_period in (YEAR, MONTH, ETERNITY): - entity_plural = entities[variables[variable].entity.key].plural - if entity_plural in household: - possible_entities = household[entity_plural].keys() - for entity in possible_entities: - if ( - not variables[variable].name - in household[entity_plural][entity] - ): - if variables[variable].is_input_variable(): - value = variables[variable].default_value - if isinstance(value, Enum): - value = value.name - household[entity_plural][entity][ - variables[variable].name - ] = {household_year: value} - else: - household[entity_plural][entity][ - variables[variable].name - ] = {household_year: None} - return household diff --git a/policyengine/outputs/macro/__init__.py b/policyengine/outputs/macro/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/policyengine/outputs/macro/comparison/__init__.py b/policyengine/outputs/macro/comparison/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/policyengine/outputs/macro/comparison/calculate_economy_comparison.py b/policyengine/outputs/macro/comparison/calculate_economy_comparison.py deleted file mode 100644 index 7e6457da..00000000 --- a/policyengine/outputs/macro/comparison/calculate_economy_comparison.py +++ /dev/null @@ -1,874 +0,0 @@ -"""Calculate comparison statistics between two economic scenarios.""" - -from microdf import MicroSeries -import numpy as np -from policyengine.utils.data_download import download -import pandas as pd -import h5py -from pydantic import BaseModel -from policyengine import Simulation -from policyengine.outputs.macro.single.calculate_single_economy import ( - SingleEconomy, -) -from typing import List, Dict, Optional -import logging - -logger = logging.getLogger(__file__) - - -class BudgetaryImpact(BaseModel): - budgetary_impact: float - tax_revenue_impact: float - state_tax_revenue_impact: float - benefit_spending_impact: float - households: float - baseline_net_income: float - - -def budgetary_impact( - baseline: SingleEconomy, reform: SingleEconomy -) -> BudgetaryImpact: - tax_revenue_impact = reform.total_tax - baseline.total_tax - state_tax_revenue_impact = ( - reform.total_state_tax - baseline.total_state_tax - ) - benefit_spending_impact = reform.total_benefits - baseline.total_benefits - budgetary_impact = tax_revenue_impact - benefit_spending_impact - return BudgetaryImpact( - budgetary_impact=budgetary_impact, - tax_revenue_impact=tax_revenue_impact, - state_tax_revenue_impact=state_tax_revenue_impact, - benefit_spending_impact=benefit_spending_impact, - households=sum(baseline.household_weight), - baseline_net_income=baseline.total_net_income, - ) - - -DecileValues = Dict[int, float] - - -class HoursResponse(BaseModel): - baseline: float - reform: float - change: float - income_effect: float - substitution_effect: float - - -class LaborSupplyResponse(BaseModel): - substitution_lsr: float - income_lsr: float - relative_lsr: dict - total_change: float - revenue_change: float - decile: Dict[str, Dict[str, DecileValues]] - hours: HoursResponse - - -def labor_supply_response( - baseline: SingleEconomy, reform: SingleEconomy -) -> LaborSupplyResponse: - substitution_lsr = reform.substitution_lsr - baseline.substitution_lsr - income_lsr = reform.income_lsr - baseline.income_lsr - total_change = substitution_lsr + income_lsr - revenue_change = ( - reform.budgetary_impact_lsr - baseline.budgetary_impact_lsr - ) - - substitution_lsr_hh = np.array(reform.substitution_lsr_hh) - np.array( - baseline.substitution_lsr_hh - ) - income_lsr_hh = np.array(reform.income_lsr_hh) - np.array( - baseline.income_lsr_hh - ) - decile = np.array(baseline.household_income_decile) - household_weight = baseline.household_weight - - total_lsr_hh = substitution_lsr_hh + income_lsr_hh - - emp_income = MicroSeries( - baseline.employment_income_hh, weights=household_weight - ) - self_emp_income = MicroSeries( - baseline.self_employment_income_hh, weights=household_weight - ) - earnings = emp_income + self_emp_income - original_earnings = earnings - total_lsr_hh - substitution_lsr_hh = MicroSeries( - substitution_lsr_hh, weights=household_weight - ) - income_lsr_hh = MicroSeries(income_lsr_hh, weights=household_weight) - - decile_avg = dict( - income=income_lsr_hh.groupby(decile).mean().to_dict(), - substitution=substitution_lsr_hh.groupby(decile).mean().to_dict(), - ) - decile_rel = dict( - income=( - income_lsr_hh.groupby(decile).sum() - / original_earnings.groupby(decile).sum() - ).to_dict(), - substitution=( - substitution_lsr_hh.groupby(decile).sum() - / original_earnings.groupby(decile).sum() - ).to_dict(), - ) - - relative_lsr = dict( - income=(income_lsr_hh.sum() / original_earnings.sum()), - substitution=(substitution_lsr_hh.sum() / original_earnings.sum()), - ) - - decile_rel["income"] = { - int(k): v for k, v in decile_rel["income"].items() if k > 0 - } - decile_rel["substitution"] = { - int(k): v for k, v in decile_rel["substitution"].items() if k > 0 - } - - hours = dict( - baseline=baseline.weekly_hours, - reform=reform.weekly_hours, - change=reform.weekly_hours - baseline.weekly_hours, - income_effect=reform.weekly_hours_income_effect - - baseline.weekly_hours_income_effect, - substitution_effect=reform.weekly_hours_substitution_effect - - baseline.weekly_hours_substitution_effect, - ) - - return LaborSupplyResponse( - substitution_lsr=substitution_lsr, - income_lsr=income_lsr, - relative_lsr=relative_lsr, - total_change=total_change, - revenue_change=revenue_change, - decile=dict( - average=decile_avg, - relative=decile_rel, - ), - hours=hours, - ) - - -class ProgramSpecificImpact(BaseModel): - baseline: float - reform: float - difference: float - - -DetailedBudgetaryImpact = Dict[str, ProgramSpecificImpact] | None - - -def detailed_budgetary_impact( - baseline: SingleEconomy, reform: SingleEconomy, country_id: str -) -> DetailedBudgetaryImpact: - result = {} - if country_id == "uk": - for program in baseline.programs: - # baseline[programs][program] = total budgetary impact of program - result[program] = dict( - baseline=baseline.programs[program], - reform=reform.programs[program], - difference=reform.programs[program] - - baseline.programs[program], - ) - return result - - -class DecileImpact(BaseModel): - relative: DecileValues - average: DecileValues - - -def decile_impact( - baseline: SingleEconomy, reform: SingleEconomy -) -> DecileImpact: - """ - Compare the impact of a reform on the deciles of the population. - - Args: - baseline (dict): The baseline economy. - reform (dict): The reform economy. - - Returns: - dict: The impact of the reform on the deciles of the population. - """ - baseline_income = MicroSeries( - baseline.household_net_income, weights=baseline.household_weight - ) - reform_income = MicroSeries( - reform.household_net_income, weights=baseline_income.weights - ) - - # Filter out negative decile values - decile = MicroSeries(baseline.household_income_decile) - baseline_income_filtered = baseline_income[decile >= 0] - reform_income_filtered = reform_income[decile >= 0] - - income_change = reform_income_filtered - baseline_income_filtered - rel_income_change_by_decile = ( - income_change.groupby(decile).sum() - / baseline_income_filtered.groupby(decile).sum() - ) - - avg_income_change_by_decile = ( - income_change.groupby(decile).sum() - / baseline_income_filtered.groupby(decile).count() - ) - rel_decile_dict = rel_income_change_by_decile.to_dict() - avg_decile_dict = avg_income_change_by_decile.to_dict() - return DecileImpact( - relative={int(k): v for k, v in rel_decile_dict.items()}, - average={int(k): v for k, v in avg_decile_dict.items()}, - ) - - -class WealthDecileImpactWithValues(BaseModel): - relative: DecileValues - average: DecileValues - - -WealthDecileImpact = WealthDecileImpactWithValues | None - - -def wealth_decile_impact( - baseline: SingleEconomy, reform: SingleEconomy, country_id: str -) -> WealthDecileImpact: - """ - Compare the impact of a reform on the deciles of the population. - - Args: - baseline (dict): The baseline economy. - reform (dict): The reform economy. - - Returns: - dict: The impact of the reform on the deciles of the population. - """ - if country_id != "uk": - return None - baseline_income = MicroSeries( - baseline.household_net_income, weights=baseline.household_weight - ) - reform_income = MicroSeries( - reform.household_net_income, weights=baseline_income.weights - ) - - # Filter out negative decile values - decile = MicroSeries(baseline.household_wealth_decile) - baseline_income_filtered = baseline_income[decile >= 0] - reform_income_filtered = reform_income[decile >= 0] - - income_change = reform_income_filtered - baseline_income_filtered - rel_income_change_by_decile = ( - income_change.groupby(decile).sum() - / baseline_income_filtered.groupby(decile).sum() - ) - avg_income_change_by_decile = ( - income_change.groupby(decile).sum() - / baseline_income_filtered.groupby(decile).count() - ) - rel_decile_dict = rel_income_change_by_decile.to_dict() - avg_decile_dict = avg_income_change_by_decile.to_dict() - return WealthDecileImpactWithValues( - relative={int(k): v for k, v in rel_decile_dict.items()}, - average={int(k): v for k, v in avg_decile_dict.items()}, - ) - - -class BaselineReformValues(BaseModel): - baseline: float - reform: float - - -class InequalityImpact(BaseModel): - gini: BaselineReformValues - top_10_pct_share: BaselineReformValues - top_1_pct_share: BaselineReformValues - - -def inequality_impact( - baseline: SingleEconomy, reform: SingleEconomy -) -> InequalityImpact: - """ - Compare the impact of a reform on inequality. - - Args: - baseline (dict): The baseline economy. - reform (dict): The reform economy. - - Returns: - dict: The impact of the reform on inequality. - """ - - values = dict( - gini=dict( - baseline=baseline.gini, - reform=reform.gini, - ), - top_10_pct_share=dict( - baseline=baseline.top_10_percent_share, - reform=reform.top_10_percent_share, - ), - top_1_pct_share=dict( - baseline=baseline.top_1_percent_share, - reform=reform.top_1_percent_share, - ), - ) - - return InequalityImpact(**values) - - -class AgeGroupBaselineReformValues(BaseModel): - child: BaselineReformValues - adult: BaselineReformValues - senior: BaselineReformValues - all: BaselineReformValues - - -class PovertyImpact(BaseModel): - poverty: AgeGroupBaselineReformValues - deep_poverty: AgeGroupBaselineReformValues - - -def poverty_impact(baseline: SingleEconomy, reform: SingleEconomy) -> dict: - """ - Compare the impact of a reform on poverty. - - Args: - baseline (dict): The baseline economy. - reform (dict): The reform economy. - - Returns: - dict: The impact of the reform on poverty. - """ - baseline_poverty = MicroSeries( - baseline.person_in_poverty, weights=baseline.person_weight - ) - baseline_deep_poverty = MicroSeries( - baseline.person_in_deep_poverty, weights=baseline.person_weight - ) - reform_poverty = MicroSeries( - reform.person_in_poverty, weights=baseline_poverty.weights - ) - reform_deep_poverty = MicroSeries( - reform.person_in_deep_poverty, weights=baseline_poverty.weights - ) - age = MicroSeries(baseline.age) - - poverty = dict( - child=dict( - baseline=float(baseline_poverty[age < 18].mean()), - reform=float(reform_poverty[age < 18].mean()), - ), - adult=dict( - baseline=float(baseline_poverty[(age >= 18) & (age < 65)].mean()), - reform=float(reform_poverty[(age >= 18) & (age < 65)].mean()), - ), - senior=dict( - baseline=float(baseline_poverty[age >= 65].mean()), - reform=float(reform_poverty[age >= 65].mean()), - ), - all=dict( - baseline=float(baseline_poverty.mean()), - reform=float(reform_poverty.mean()), - ), - ) - - deep_poverty = dict( - child=dict( - baseline=float(baseline_deep_poverty[age < 18].mean()), - reform=float(reform_deep_poverty[age < 18].mean()), - ), - adult=dict( - baseline=float( - baseline_deep_poverty[(age >= 18) & (age < 65)].mean() - ), - reform=float(reform_deep_poverty[(age >= 18) & (age < 65)].mean()), - ), - senior=dict( - baseline=float(baseline_deep_poverty[age >= 65].mean()), - reform=float(reform_deep_poverty[age >= 65].mean()), - ), - all=dict( - baseline=float(baseline_deep_poverty.mean()), - reform=float(reform_deep_poverty.mean()), - ), - ) - - return PovertyImpact( - poverty=poverty, - deep_poverty=deep_poverty, - ) - - -class IntraDecileImpact(BaseModel): - deciles: Dict[str, List[float]] - all: Dict[str, float] - - -def intra_decile_impact( - baseline: SingleEconomy, reform: SingleEconomy -) -> IntraDecileImpact: - baseline_income = MicroSeries( - baseline.household_net_income, weights=baseline.household_weight - ) - reform_income = MicroSeries( - reform.household_net_income, weights=baseline_income.weights - ) - people = MicroSeries( - baseline.household_count_people, weights=baseline_income.weights - ) - decile = MicroSeries(baseline.household_income_decile).values - absolute_change = (reform_income - baseline_income).values - capped_baseline_income = np.maximum(baseline_income.values, 1) - capped_reform_income = ( - np.maximum(reform_income.values, 1) + absolute_change - ) - income_change = ( - capped_reform_income - capped_baseline_income - ) / capped_baseline_income - - # Within each decile, calculate the percentage of people who: - # 1. Gained more than 5% of their income - # 2. Gained between 0% and 5% of their income - # 3. Had no change in income - # 3. Lost between 0% and 5% of their income - # 4. Lost more than 5% of their income - - outcome_groups = {} - all_outcomes = {} - BOUNDS = [-np.inf, -0.05, -1e-3, 1e-3, 0.05, np.inf] - LABELS = [ - "Lose more than 5%", - "Lose less than 5%", - "No change", - "Gain less than 5%", - "Gain more than 5%", - ] - for lower, upper, label in zip(BOUNDS[:-1], BOUNDS[1:], LABELS): - outcome_groups[label] = [] - for i in range(1, 11): - - in_decile: bool = decile == i - in_group: bool = (income_change > lower) & (income_change <= upper) - in_both: bool = in_decile & in_group - - people_in_both: np.float64 = people[in_both].sum() - people_in_decile: np.float64 = people[in_decile].sum() - - # np.float64 does not raise ZeroDivisionError, instead returns NaN - if people_in_decile == 0 and people_in_both == 0: - people_in_proportion: float = 0.0 - else: - people_in_proportion: float = float( - people_in_both / people_in_decile - ) - - outcome_groups[label].append(people_in_proportion) - - all_outcomes[label] = sum(outcome_groups[label]) / 10 - return IntraDecileImpact(deciles=outcome_groups, all=all_outcomes) - - -class IntraWealthDecileImpactWithValues(BaseModel): - deciles: Dict[str, List[float]] - all: Dict[str, float] - - -IntraWealthDecileImpact = IntraWealthDecileImpactWithValues | None - - -def intra_wealth_decile_impact( - baseline: SingleEconomy, reform: SingleEconomy, country_id: str -) -> IntraWealthDecileImpact: - if country_id != "uk": - return None - baseline_income = MicroSeries( - baseline.household_net_income, weights=baseline.household_weight - ) - reform_income = MicroSeries( - reform.household_net_income, weights=baseline_income.weights - ) - people = MicroSeries( - baseline.household_count_people, weights=baseline_income.weights - ) - decile = MicroSeries(baseline.household_wealth_decile).values - absolute_change = (reform_income - baseline_income).values - capped_baseline_income = np.maximum(baseline_income.values, 1) - capped_reform_income = ( - np.maximum(reform_income.values, 1) + absolute_change - ) - income_change = ( - capped_reform_income - capped_baseline_income - ) / capped_baseline_income - - # Within each decile, calculate the percentage of people who: - # 1. Gained more than 5% of their income - # 2. Gained between 0% and 5% of their income - # 3. Had no change in income - # 3. Lost between 0% and 5% of their income - # 4. Lost more than 5% of their income - - outcome_groups = {} - all_outcomes = {} - BOUNDS = [-np.inf, -0.05, -1e-3, 1e-3, 0.05, np.inf] - LABELS = [ - "Lose more than 5%", - "Lose less than 5%", - "No change", - "Gain less than 5%", - "Gain more than 5%", - ] - for lower, upper, label in zip(BOUNDS[:-1], BOUNDS[1:], LABELS): - outcome_groups[label] = [] - for i in range(1, 11): - - in_decile: bool = decile == i - in_group: bool = (income_change > lower) & (income_change <= upper) - in_both: bool = in_decile & in_group - - people_in_both: np.float64 = people[in_both].sum() - people_in_decile: np.float64 = people[in_decile].sum() - - # np.float64 does not raise ZeroDivisionError, instead returns NaN - if people_in_decile == 0 and people_in_both == 0: - people_in_proportion = 0 - else: - people_in_proportion: float = float( - people_in_both / people_in_decile - ) - - outcome_groups[label].append(people_in_proportion) - - all_outcomes[label] = sum(outcome_groups[label]) / 10 - return IntraWealthDecileImpactWithValues( - deciles=outcome_groups, all=all_outcomes - ) - - -class GenderBaselineReformValues(BaseModel): - male: BaselineReformValues - female: BaselineReformValues - - -class PovertyGenderBreakdown(BaseModel): - poverty: GenderBaselineReformValues - deep_poverty: GenderBaselineReformValues - - -def poverty_gender_breakdown( - baseline: SingleEconomy, reform: SingleEconomy -) -> PovertyGenderBreakdown: - """ - Compare the impact of a reform on poverty. - - Args: - baseline (dict): The baseline economy. - reform (dict): The reform economy. - - Returns: - dict: The impact of the reform on poverty. - """ - if baseline.is_male is None: - return {} - baseline_poverty = MicroSeries( - baseline.person_in_poverty, weights=baseline.person_weight - ) - baseline_deep_poverty = MicroSeries( - baseline.person_in_deep_poverty, weights=baseline.person_weight - ) - reform_poverty = MicroSeries( - reform.person_in_poverty, weights=baseline_poverty.weights - ) - reform_deep_poverty = MicroSeries( - reform.person_in_deep_poverty, weights=baseline_poverty.weights - ) - is_male = MicroSeries(baseline.is_male) - - poverty = dict( - male=dict( - baseline=float(baseline_poverty[is_male].mean()), - reform=float(reform_poverty[is_male].mean()), - ), - female=dict( - baseline=float(baseline_poverty[~is_male].mean()), - reform=float(reform_poverty[~is_male].mean()), - ), - ) - - deep_poverty = dict( - male=dict( - baseline=float(baseline_deep_poverty[is_male].mean()), - reform=float(reform_deep_poverty[is_male].mean()), - ), - female=dict( - baseline=float(baseline_deep_poverty[~is_male].mean()), - reform=float(reform_deep_poverty[~is_male].mean()), - ), - ) - - return PovertyGenderBreakdown( - poverty=poverty, - deep_poverty=deep_poverty, - ) - - -class RacialBaselineReformValues(BaseModel): - white: BaselineReformValues - black: BaselineReformValues - hispanic: BaselineReformValues - other: BaselineReformValues - - -class PovertyRacialBreakdownWithValues(BaseModel): - poverty: RacialBaselineReformValues - - -PovertyRacialBreakdown = PovertyRacialBreakdownWithValues | None - - -def poverty_racial_breakdown( - baseline: SingleEconomy, reform: SingleEconomy -) -> PovertyRacialBreakdown: - """ - Compare the impact of a reform on poverty. - - Args: - baseline (dict): The baseline economy. - reform (dict): The reform economy. - - Returns: - dict: The impact of the reform on poverty. - """ - if baseline.race is None: - return None - baseline_poverty = MicroSeries( - baseline.person_in_poverty, weights=baseline.person_weight - ) - reform_poverty = MicroSeries( - reform.person_in_poverty, weights=baseline_poverty.weights - ) - race = MicroSeries( - baseline.race - ) # Can be WHITE, BLACK, HISPANIC, or OTHER. - - poverty = dict( - white=dict( - baseline=float(baseline_poverty[race == "WHITE"].mean()), - reform=float(reform_poverty[race == "WHITE"].mean()), - ), - black=dict( - baseline=float(baseline_poverty[race == "BLACK"].mean()), - reform=float(reform_poverty[race == "BLACK"].mean()), - ), - hispanic=dict( - baseline=float(baseline_poverty[race == "HISPANIC"].mean()), - reform=float(reform_poverty[race == "HISPANIC"].mean()), - ), - other=dict( - baseline=float(baseline_poverty[race == "OTHER"].mean()), - reform=float(reform_poverty[race == "OTHER"].mean()), - ), - ) - - return PovertyRacialBreakdownWithValues( - poverty=poverty, - ) - - -class UKConstituencyBreakdownByConstituency(BaseModel): - average_household_income_change: float - relative_household_income_change: float - x: int - y: int - - -class UKConstituencyBreakdownWithValues(BaseModel): - by_constituency: dict[str, UKConstituencyBreakdownByConstituency] - outcomes_by_region: dict[str, dict[str, int]] - - -UKConstituencyBreakdown = UKConstituencyBreakdownWithValues | None - - -def uk_constituency_breakdown( - baseline: SingleEconomy, reform: SingleEconomy, country_id: str -) -> UKConstituencyBreakdown: - if country_id != "uk": - return None - - output = { - "by_constituency": {}, - "outcomes_by_region": {}, - } - for region in ["uk", "england", "scotland", "wales", "northern_ireland"]: - output["outcomes_by_region"][region] = { - "Gain more than 5%": 0, - "Gain less than 5%": 0, - "No change": 0, - "Lose less than 5%": 0, - "Lose more than 5%": 0, - } - baseline_hnet = baseline.household_net_income - reform_hnet = reform.household_net_income - - constituency_weights_path = download( - gcs_bucket="policyengine-uk-data-private", - filepath="parliamentary_constituency_weights.h5", - ) - with h5py.File(constituency_weights_path, "r") as f: - weights = f["2025"][ - ... - ] # {2025: array(650, 100180) where cell i, j is the weight of household record i in constituency j} - - constituency_names_path = download( - gcs_bucket="policyengine-uk-data-private", - filepath="constituencies_2024.csv", - ) - constituency_names = pd.read_csv( - constituency_names_path - ) # columns code (constituency code), name (constituency name), x, y (geographic position) - - for i in range(len(constituency_names)): - name: str = constituency_names.iloc[i]["name"] - code: str = constituency_names.iloc[i]["code"] - weight: np.ndarray = weights[i] - baseline_income = MicroSeries(baseline_hnet, weights=weight) - reform_income = MicroSeries(reform_hnet, weights=weight) - average_household_income_change: float = ( - reform_income.sum() - baseline_income.sum() - ) / baseline_income.count() - percent_household_income_change: float = ( - reform_income.sum() / baseline_income.sum() - 1 - ) - output["by_constituency"][name] = { - "average_household_income_change": average_household_income_change, - "relative_household_income_change": percent_household_income_change, - "x": int(constituency_names.iloc[i]["x"]), # Geographic positions - "y": int(constituency_names.iloc[i]["y"]), - } - - regions = ["uk"] - if "E" in code: - regions.append("england") - elif "S" in code: - regions.append("scotland") - elif "W" in code: - regions.append("wales") - elif "N" in code: - regions.append("northern_ireland") - - if percent_household_income_change > 0.05: - bucket = "Gain more than 5%" - elif percent_household_income_change > 1e-3: - bucket = "Gain less than 5%" - elif percent_household_income_change > -1e-3: - bucket = "No change" - elif percent_household_income_change > -0.05: - bucket = "Lose less than 5%" - else: - bucket = "Lose more than 5%" - - for region_ in regions: - output["outcomes_by_region"][region_][bucket] += 1 - - return UKConstituencyBreakdownWithValues(**output) - - -class CliffImpactInSimulation(BaseModel): - cliff_gap: float - cliff_share: float - - -class CliffImpact(BaseModel): - baseline: CliffImpactInSimulation - reform: CliffImpactInSimulation - - -class EconomyComparison(BaseModel): - model_version: Optional[str] = ( - None # Optional while some datasets have no tagged version. - ) - data_version: Optional[str] = None - budget: BudgetaryImpact - detailed_budget: DetailedBudgetaryImpact - decile: DecileImpact - inequality: InequalityImpact - poverty: PovertyImpact - poverty_by_gender: PovertyGenderBreakdown - poverty_by_race: PovertyRacialBreakdown - intra_decile: IntraDecileImpact - wealth_decile: WealthDecileImpact - intra_wealth_decile: IntraWealthDecileImpact - labor_supply_response: LaborSupplyResponse - constituency_impact: UKConstituencyBreakdown - cliff_impact: CliffImpact | None - - -def calculate_economy_comparison( - simulation: Simulation, -) -> EconomyComparison: - """Calculate comparison statistics between two economic scenarios.""" - if not simulation.is_comparison: - raise ValueError("Simulation must be a comparison simulation.") - - logging.info("Calculating baseline econonmy") - baseline: SingleEconomy = simulation.calculate_single_economy(reform=False) - logging.info("Calculating reform economy") - reform: SingleEconomy = simulation.calculate_single_economy(reform=True) - options = simulation.options - country_id = options.country - budgetary_impact_data = budgetary_impact(baseline, reform) - detailed_budgetary_impact_data = detailed_budgetary_impact( - baseline, reform, country_id - ) - decile_impact_data = decile_impact(baseline, reform) - inequality_impact_data = inequality_impact(baseline, reform) - poverty_impact_data = poverty_impact(baseline, reform) - poverty_by_gender_data = poverty_gender_breakdown(baseline, reform) - poverty_by_race_data = poverty_racial_breakdown(baseline, reform) - intra_decile_impact_data = intra_decile_impact(baseline, reform) - labor_supply_response_data = labor_supply_response(baseline, reform) - constituency_impact_data: UKConstituencyBreakdown = ( - uk_constituency_breakdown(baseline, reform, country_id) - ) - wealth_decile_impact_data = wealth_decile_impact( - baseline, reform, country_id - ) - intra_wealth_decile_impact_data = intra_wealth_decile_impact( - baseline, reform, country_id - ) - - if simulation.options.include_cliffs: - logging.info("Calculating cliff impacts") - cliff_impact = CliffImpact( - baseline=CliffImpactInSimulation( - cliff_gap=baseline.cliff_gap, - cliff_share=baseline.cliff_share, - ), - reform=CliffImpactInSimulation( - cliff_gap=reform.cliff_gap, - cliff_share=reform.cliff_share, - ), - ) - else: - cliff_impact = None - - logging.info("Comparison complete") - return EconomyComparison( - model_version=simulation.model_version, - data_version=simulation.data_version, - budget=budgetary_impact_data, - detailed_budget=detailed_budgetary_impact_data, - decile=decile_impact_data, - inequality=inequality_impact_data, - poverty=poverty_impact_data, - poverty_by_gender=poverty_by_gender_data, - poverty_by_race=poverty_by_race_data, - intra_decile=intra_decile_impact_data, - wealth_decile=wealth_decile_impact_data, - intra_wealth_decile=intra_wealth_decile_impact_data, - labor_supply_response=labor_supply_response_data, - constituency_impact=constituency_impact_data, - cliff_impact=cliff_impact, - ) diff --git a/policyengine/outputs/macro/comparison/decile.py b/policyengine/outputs/macro/comparison/decile.py deleted file mode 100644 index 9c84b295..00000000 --- a/policyengine/outputs/macro/comparison/decile.py +++ /dev/null @@ -1,209 +0,0 @@ -import typing - -from policyengine import Simulation, SimulationOptions - -from policyengine_core.simulations import Microsimulation - -from pydantic import BaseModel -from typing import Dict -import numpy as np - - -class IncomeMeasureSpecificDecileIncomeChange(BaseModel): - relative: Dict[int, float] - """Relative impacts by income decile.""" - average: Dict[int, float] - """Average impacts by income decile.""" - - -class IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes(BaseModel): - lose_more_than_5_percent_share: float - """Share of households losing more than 5% of net income.""" - lose_less_than_5_percent_share: float - """Share of households losing less than 5% of net income.""" - lose_share: float - """Share of households losing net income.""" - no_change_share: float - """Share of households with no change in net income.""" - gain_share: float - """Share of households gaining net income.""" - gain_less_than_5_percent_share: float - """Share of households gaining less than 5% of net income.""" - gain_more_than_5_percent_share: float - """Share of households gaining more than 5% of net income.""" - - -class IncomeMeasureSpecificDecileWinnersLosers(BaseModel): - deciles: Dict[int, IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes] - """Winners and losers by income decile.""" - all: IncomeMeasureSpecificDecileWinnersLosersGroupOutcomes - """Winners and losers for all households.""" - - -class IncomeMeasureSpecificDecileImpacts(BaseModel): - income_change: IncomeMeasureSpecificDecileIncomeChange - """Income change by income decile.""" - winners_and_losers: IncomeMeasureSpecificDecileWinnersLosers - """Winners and losers by income decile.""" - - -class DecileImpacts(BaseModel): - income: IncomeMeasureSpecificDecileImpacts - """Impacts by income decile.""" - wealth: IncomeMeasureSpecificDecileImpacts | None - """Impacts by wealth decile, if available.""" - - -def calculate_decile_impacts( - baseline: Microsimulation, - reform: Microsimulation, - options: "SimulationOptions", -) -> DecileImpacts: - """Calculate changes to households by income and wealth deciles.""" - income_impacts = calculate_income_specific_decile_impacts( - baseline, reform, by_wealth_decile=False - ) - if options.country == "uk": - wealth_impacts = calculate_income_specific_decile_impacts( - baseline, reform, by_wealth_decile=True - ) - else: - wealth_impacts = None - return DecileImpacts(income=income_impacts, wealth=wealth_impacts) - - -def calculate_income_specific_decile_impacts( - baseline: Microsimulation, - reform: Microsimulation, - by_wealth_decile: bool, -) -> IncomeMeasureSpecificDecileImpacts: - """Calculate changes to households by income and wealth deciles.""" - income_impacts = calculate_income_specific_decile_income_changes( - baseline, reform, by_wealth_decile - ) - winners_losers = calculate_income_specific_decile_winners_losers( - baseline, reform, by_wealth_decile - ) - return IncomeMeasureSpecificDecileImpacts( - income_change=income_impacts, winners_and_losers=winners_losers - ) - - -def calculate_income_specific_decile_winners_losers( - baseline: Microsimulation, - reform: Microsimulation, - by_wealth_decile: bool, -) -> dict: - """Calculate winners and losers by income and wealth deciles.""" - baseline_income = baseline.calculate("household_net_income") - reform_income = reform.calculate("household_net_income") - people_per_household = baseline.calculate("household_count_people") - if not by_wealth_decile: - decile = baseline.calculate("household_income_decile") - else: - wealth = baseline.calculate("total_wealth") - household_count_people = baseline.calculate("household_count_people") - wealth.weights *= household_count_people - decile = wealth.decile_rank().clip(1, 10).astype(int) - # Filter out negative decile values due to negative incomes - absolute_change = (reform_income - baseline_income).values - capped_baseline_income = np.maximum(baseline_income.values, 1) - capped_reform_income = ( - np.maximum(reform_income.values, 1) + absolute_change - ) - income_change = ( - capped_reform_income - capped_baseline_income - ) / capped_baseline_income - - # Within each decile, calculate the percentage of people who: - # 1. Gained more than 5% of their income - # 2. Gained between 0% and 5% of their income - # 3. Had no change in income - # 3. Lost between 0% and 5% of their income - # 4. Lost more than 5% of their income - - BOUNDS = [ - (-np.inf, -0.05), - (-0.05, -1e-3), - (-np.inf, -1e-3), - (-1e-3, 1e-3), - (1e-3, np.inf), - (1e-3, 0.05), - (0.05, np.inf), - ] - LABELS = [ - "lose_more_than_5_percent_share", - "lose_less_than_5_percent_share", - "lose_share", - "no_change_share", - "gain_share", - "gain_less_than_5_percent_share", - "gain_more_than_5_percent_share", - ] - - deciles = {} - all = {} - - for i in range(len(BOUNDS)): - lower, upper = BOUNDS[i] - label = LABELS[i] - - # First, add the 'all' group - - total_people = people_per_household.sum() - in_group = (income_change >= lower) & (income_change < upper) - people_in_group = people_per_household[in_group].sum() - share_in_group = people_in_group / total_people - all[label] = share_in_group - - # Next, add the decile-specific groups - - for d in range(1, 11): - in_group = (income_change[decile == d] >= lower) & ( - income_change[decile == d] < upper - ) - people_in_group = people_per_household[decile == d][in_group].sum() - people_in_decile = people_per_household[decile == d].sum() - share_in_group = people_in_group / people_in_decile - if d not in deciles: - deciles[d] = {} - deciles[d][label] = share_in_group - - return IncomeMeasureSpecificDecileWinnersLosers(deciles=deciles, all=all) - - -def calculate_income_specific_decile_income_changes( - baseline: Microsimulation, - reform: Microsimulation, - by_wealth_decile: bool, -) -> dict: - """Calculate changes to households by income and wealth deciles.""" - baseline_income = baseline.calculate("household_net_income") - reform_income = reform.calculate("household_net_income") - if not by_wealth_decile: - decile = baseline.calculate("household_income_decile") - else: - wealth = baseline.calculate("total_wealth") - household_count_people = baseline.calculate("household_count_people") - wealth.weights *= household_count_people - decile = wealth.decile_rank().clip(1, 10).astype(int) - # Filter out negative decile values due to negative incomes - baseline_income_filtered = baseline_income[decile >= 0] - reform_income_filtered = reform_income[decile >= 0] - - income_change = reform_income_filtered - baseline_income_filtered - rel_income_change_by_decile = ( - income_change.groupby(decile).sum() - / baseline_income_filtered.groupby(decile).sum() - ) - avg_income_change_by_decile = ( - income_change.groupby(decile).sum() - / baseline_income_filtered.groupby(decile).count() - ) - rel_decile_dict = rel_income_change_by_decile.to_dict() - avg_decile_dict = avg_income_change_by_decile.to_dict() - per_decile_changes = dict( - relative={int(k): v for k, v in rel_decile_dict.items()}, - average={int(k): v for k, v in avg_decile_dict.items()}, - ) - return IncomeMeasureSpecificDecileIncomeChange(**per_decile_changes) diff --git a/policyengine/outputs/macro/single/__init__.py b/policyengine/outputs/macro/single/__init__.py deleted file mode 100644 index 132080a5..00000000 --- a/policyengine/outputs/macro/single/__init__.py +++ /dev/null @@ -1,2 +0,0 @@ -from .budget import _calculate_government_balance, FiscalSummary -from .inequality import _calculate_inequality, InequalitySummary diff --git a/policyengine/outputs/macro/single/budget.py b/policyengine/outputs/macro/single/budget.py deleted file mode 100644 index 468ec6c8..00000000 --- a/policyengine/outputs/macro/single/budget.py +++ /dev/null @@ -1,82 +0,0 @@ -import typing - -from policyengine import Simulation, SimulationOptions - -from policyengine_core.simulations import Microsimulation - -from pydantic import BaseModel - - -class TaxBenefitProgram(BaseModel): - name: str - """The name of the tax-benefit program.""" - is_positive: bool - """Whether the program is positive on the *government* balance sheet.""" - - -UK_PROGRAMS = [ - TaxBenefitProgram(name="income_tax", is_positive=True), - TaxBenefitProgram(name="national_insurance", is_positive=True), - TaxBenefitProgram(name="ni_employer", is_positive=True), - TaxBenefitProgram(name="vat", is_positive=True), - TaxBenefitProgram(name="council_tax", is_positive=True), - TaxBenefitProgram(name="fuel_duty", is_positive=True), - TaxBenefitProgram(name="tax_credits", is_positive=False), - TaxBenefitProgram(name="universal_credit", is_positive=False), - TaxBenefitProgram(name="child_benefit", is_positive=False), - TaxBenefitProgram(name="state_pension", is_positive=False), - TaxBenefitProgram(name="pension_credit", is_positive=False), -] - - -class FiscalSummary(BaseModel): - tax_revenue: float - """The total tax revenue collected by the government.""" - federal_tax: float - """The total tax revenue collected by the federal (or national) government.""" - federal_balance: float - """Federal taxes subtract spending.""" - state_tax: float - """The total tax revenue collected by the state government.""" - government_spending: float - """The total spending by the (federal) government on modeled programs.""" - tax_benefit_programs: dict[str, float] - """The total revenue change to the government from each tax-benefit program.""" - household_net_income: float - """The total net income of the households in the simulation.""" - - -def _calculate_government_balance( - simulation: Microsimulation, - options: "SimulationOptions", -) -> FiscalSummary: - """Calculate government balance metrics for a set of households.""" - tb_programs = {} - if options.country == "uk": - total_tax = simulation.calculate("gov_tax").sum() - total_spending = simulation.calculate("gov_spending").sum() - for program in UK_PROGRAMS: - tb_programs[program.name] = simulation.calculate( - program.name - ).sum() * (1 if program.is_positive else -1) - total_state_tax = 0 - else: - total_tax = simulation.calculate("household_tax").sum() - total_spending = simulation.calculate("household_benefits").sum() - total_state_tax = simulation.calculate( - "household_state_income_tax" - ).sum() - - national_tax = total_tax - total_state_tax - - total_net_income = simulation.calculate("household_net_income").sum() - - return FiscalSummary( - tax_revenue=total_tax, - federal_tax=national_tax, - federal_balance=national_tax - total_spending, - state_tax=total_state_tax, - government_spending=total_spending, - tax_benefit_programs=tb_programs, - household_net_income=total_net_income, - ) diff --git a/policyengine/outputs/macro/single/calculate_average_earnings.py b/policyengine/outputs/macro/single/calculate_average_earnings.py deleted file mode 100644 index 764071e1..00000000 --- a/policyengine/outputs/macro/single/calculate_average_earnings.py +++ /dev/null @@ -1,9 +0,0 @@ -from policyengine import Simulation - - -def calculate_average_earnings(simulation: Simulation) -> float: - """Calculate average earnings.""" - employment_income = simulation.baseline_simulation.calculate( - "employment_income" - ) - return employment_income[employment_income > 0].median() diff --git a/policyengine/outputs/macro/single/calculate_single_economy.py b/policyengine/outputs/macro/single/calculate_single_economy.py deleted file mode 100644 index 34e5ee1d..00000000 --- a/policyengine/outputs/macro/single/calculate_single_economy.py +++ /dev/null @@ -1,451 +0,0 @@ -"""Calculate comparison statistics between two economic scenarios.""" - -import typing - -from policyengine import Simulation - -from pydantic import BaseModel -from typing import List - -from policyengine_core.simulations import Microsimulation -from typing import Dict -from dataclasses import dataclass -from typing import Literal -from microdf import MicroSeries - - -class SingleEconomy(BaseModel): - total_net_income: float - employment_income_hh: List[float] - self_employment_income_hh: List[float] - total_tax: float - total_state_tax: float - total_benefits: float - household_net_income: List[float] - equiv_household_net_income: List[float] - household_income_decile: List[int] - household_market_income: List[float] - household_wealth_decile: List[int] | None - household_wealth: List[float] | None - in_poverty: List[bool] - person_in_poverty: List[bool] - person_in_deep_poverty: List[bool] - poverty_gap: float - deep_poverty_gap: float - person_weight: List[float] - household_weight: List[float] - household_count_people: List[int] - gini: float - top_10_percent_share: float - top_1_percent_share: float - is_male: List[bool] - race: List[str] | None - age: List[int] - substitution_lsr: float - income_lsr: float - budgetary_impact_lsr: float - income_lsr_hh: List[float] - substitution_lsr_hh: List[float] - weekly_hours: float | None - weekly_hours_income_effect: float | None - weekly_hours_substitution_effect: float | None - type: Literal["general", "cliff"] - programs: Dict[str, float] | None - cliff_gap: float | None = None - cliff_share: float | None = None - - -@dataclass -class UKProgram: - name: str - is_positive: bool - - -class UKPrograms: - PROGRAMS = [ - UKProgram("income_tax", True), - UKProgram("national_insurance", True), - UKProgram("vat", True), - UKProgram("council_tax", True), - UKProgram("fuel_duty", True), - UKProgram("tax_credits", False), - UKProgram("universal_credit", False), - UKProgram("child_benefit", False), - UKProgram("state_pension", False), - UKProgram("pension_credit", False), - UKProgram("ni_employer", True), - ] - - -class GeneralEconomyTask: - def __init__(self, simulation: Microsimulation, country_id: str): - self.simulation = simulation - self.country_id = country_id - self.household_count_people = self.simulation.calculate( - "household_count_people" - ) - - def calculate_tax_and_spending(self): - if self.country_id == "uk": - total_tax = self.simulation.calculate("gov_tax").sum() - total_spending = self.simulation.calculate("gov_spending").sum() - else: - total_tax = self.simulation.calculate("household_tax").sum() - total_spending = self.simulation.calculate( - "household_benefits" - ).sum() - return total_tax, total_spending - - def calculate_inequality_metrics(self): - personal_hh_equiv_income = self._get_weighted_household_income() - - try: - gini = personal_hh_equiv_income.gini() - except Exception as e: - print( - "WARNING: Gini index calculations resulted in an error: returning no change, but this is inaccurate." - ) - print("Error: ", e) - gini = 0.4 - - in_top_10_pct = personal_hh_equiv_income.decile_rank() == 10 - in_top_1_pct = personal_hh_equiv_income.percentile_rank() == 100 - - personal_hh_equiv_income.weights /= self.household_count_people - - top_10_share = ( - personal_hh_equiv_income[in_top_10_pct].sum() - / personal_hh_equiv_income.sum() - ) - top_1_share = ( - personal_hh_equiv_income[in_top_1_pct].sum() - / personal_hh_equiv_income.sum() - ) - - return gini, top_10_share, top_1_share - - def _get_weighted_household_income(self): - income = self.simulation.calculate("equiv_household_net_income") - income[income < 0] = 0 - income.weights *= self.household_count_people - return income - - def calculate_income_breakdown_metrics(self): - total_net_income = self.simulation.calculate( - "household_net_income" - ).sum() - employment_income_hh = ( - self.simulation.calculate("employment_income", map_to="household") - .astype(float) - .tolist() - ) - self_employment_income_hh = ( - self.simulation.calculate( - "self_employment_income", map_to="household" - ) - .astype(float) - .tolist() - ) - - return ( - total_net_income, - employment_income_hh, - self_employment_income_hh, - ) - - def calculate_household_income_metrics(self): - household_net_income = ( - self.simulation.calculate("household_net_income") - .astype(float) - .tolist() - ) - equiv_household_net_income = ( - self.simulation.calculate("equiv_household_net_income") - .astype(float) - .tolist() - ) - household_income_decile = ( - self.simulation.calculate("household_income_decile") - .astype(int) - .tolist() - ) - household_market_income = ( - self.simulation.calculate("household_market_income") - .astype(float) - .tolist() - ) - - return ( - household_net_income, - equiv_household_net_income, - household_income_decile, - household_market_income, - ) - - def calculate_wealth_metrics(self): - try: - wealth = self.simulation.calculate("total_wealth") - wealth.weights *= self.household_count_people - wealth_decile = ( - wealth.decile_rank().clip(1, 10).astype(int).tolist() - ) - wealth = wealth.astype(float).tolist() - except Exception as e: - wealth = None - wealth_decile = None - return wealth, wealth_decile - - def calculate_demographic_metrics(self): - try: - is_male = ( - self.simulation.calculate("is_male").astype(bool).tolist() - ) - except Exception: - is_male = None - - try: - race = self.simulation.calculate("race").astype(str).tolist() - except Exception: - race = None - - age = self.simulation.calculate("age").astype(int).tolist() - - return is_male, race, age - - def calculate_poverty_metrics(self): - in_poverty = ( - self.simulation.calculate("in_poverty").astype(bool).tolist() - ) - person_in_poverty = ( - self.simulation.calculate("in_poverty", map_to="person") - .astype(bool) - .tolist() - ) - person_in_deep_poverty = ( - self.simulation.calculate("in_deep_poverty", map_to="person") - .astype(bool) - .tolist() - ) - poverty_gap = self.simulation.calculate("poverty_gap").sum() - deep_poverty_gap = self.simulation.calculate("deep_poverty_gap").sum() - return ( - in_poverty, - person_in_poverty, - person_in_deep_poverty, - poverty_gap, - deep_poverty_gap, - ) - - def calculate_weights(self): - person_weight = ( - self.simulation.calculate("person_weight").astype(float).tolist() - ) - household_weight = ( - self.simulation.calculate("household_weight") - .astype(float) - .tolist() - ) - - return person_weight, household_weight - - def calculate_labor_supply_responses(self): - result = { - "substitution_lsr": 0, - "income_lsr": 0, - "budgetary_impact_lsr": 0, - "income_lsr_hh": (self.household_count_people * 0) - .astype(float) - .tolist(), - "substitution_lsr_hh": (self.household_count_people * 0) - .astype(float) - .tolist(), - } - - if not self._has_behavioral_response(): - return result - - result.update( - { - "substitution_lsr": self.simulation.calculate( - "substitution_elasticity_lsr" - ).sum(), - "income_lsr": self.simulation.calculate( - "income_elasticity_lsr" - ).sum(), - "income_lsr_hh": self.simulation.calculate( - "income_elasticity_lsr", map_to="household" - ) - .astype(float) - .tolist(), - "substitution_lsr_hh": self.simulation.calculate( - "substitution_elasticity_lsr", map_to="household" - ) - .astype(float) - .tolist(), - } - ) - - return result - - def _has_behavioral_response(self) -> bool: - return ( - "employment_income_behavioral_response" - in self.simulation.tax_benefit_system.variables - and any( - self.simulation.calculate( - "employment_income_behavioral_response" - ) - != 0 - ) - ) - - def calculate_lsr_working_hours(self): - if self.country_id != "us": - return { - "weekly_hours": 0, - "weekly_hours_income_effect": 0, - "weekly_hours_substitution_effect": 0, - } - - return { - "weekly_hours": self.simulation.calculate( - "weekly_hours_worked" - ).sum(), - "weekly_hours_income_effect": self.simulation.calculate( - "weekly_hours_worked_behavioural_response_income_elasticity" - ).sum(), - "weekly_hours_substitution_effect": self.simulation.calculate( - "weekly_hours_worked_behavioural_response_substitution_elasticity" - ).sum(), - } - - def calculate_uk_programs(self) -> Dict[str, float]: - if self.country_id != "uk": - return {} - - return { - program.name: self.simulation.calculate( - program.name, map_to="household" - ).sum() - * (1 if program.is_positive else -1) - for program in UKPrograms.PROGRAMS - } - - def calculate_cliffs(self): - cliff_gap: MicroSeries = self.simulation.calculate("cliff_gap") - is_on_cliff: MicroSeries = self.simulation.calculate("is_on_cliff") - total_cliff_gap: float = cliff_gap.sum() - total_adults: float = self.simulation.calculate("is_adult").sum() - cliff_share: float = is_on_cliff.sum() / total_adults - return CliffImpactInSimulation( - cliff_gap=total_cliff_gap, - cliff_share=cliff_share, - ) - - -class CliffImpactInSimulation(BaseModel): - cliff_gap: float - cliff_share: float - - -def calculate_single_economy( - simulation: Simulation, reform: bool = False -) -> Dict: - include_cliffs = simulation.options.include_cliffs - task_manager = GeneralEconomyTask( - ( - simulation.baseline_simulation - if not reform - else simulation.reform_simulation - ), - simulation.options.country, - ) - country_id = simulation.options.country - - total_tax, total_spending = task_manager.calculate_tax_and_spending() - gini, top_10_share, top_1_share = ( - task_manager.calculate_inequality_metrics() - ) - wealth, wealth_decile = task_manager.calculate_wealth_metrics() - is_male, race, age = task_manager.calculate_demographic_metrics() - labor_supply_responses = task_manager.calculate_labor_supply_responses() - lsr_working_hours = task_manager.calculate_lsr_working_hours() - ( - in_poverty, - person_in_poverty, - person_in_deep_poverty, - poverty_gap, - deep_poverty_gap, - ) = task_manager.calculate_poverty_metrics() - total_net_income, employment_income_hh, self_employment_income_hh = ( - task_manager.calculate_income_breakdown_metrics() - ) - ( - household_net_income, - equiv_household_net_income, - household_income_decile, - household_market_income, - ) = task_manager.calculate_household_income_metrics() - person_weight, household_weight = task_manager.calculate_weights() - - if country_id == "uk": - uk_programs = task_manager.calculate_uk_programs() - else: - uk_programs = None - - total_state_tax = 0 - - if country_id == "us": - try: - total_state_tax = task_manager.simulation.calculate( - "household_state_income_tax" - ).sum() - except: - total_state_tax = 0 - - if include_cliffs: - cliffs = task_manager.calculate_cliffs() - cliff_gap = cliffs.cliff_gap - cliff_share = cliffs.cliff_share - else: - cliff_gap = None - cliff_share = None - - return SingleEconomy( - **{ - "total_net_income": total_net_income, - "employment_income_hh": employment_income_hh, - "self_employment_income_hh": self_employment_income_hh, - "total_tax": total_tax, - "total_state_tax": total_state_tax, - "total_benefits": total_spending, - "household_net_income": household_net_income, - "equiv_household_net_income": equiv_household_net_income, - "household_income_decile": household_income_decile, - "household_market_income": household_market_income, - "household_wealth_decile": wealth_decile, - "household_wealth": wealth, - "in_poverty": in_poverty, - "person_in_poverty": person_in_poverty, - "person_in_deep_poverty": person_in_deep_poverty, - "poverty_gap": poverty_gap, - "deep_poverty_gap": deep_poverty_gap, - "person_weight": person_weight, - "household_weight": household_weight, - "household_count_people": task_manager.household_count_people.astype( - int - ).tolist(), - "gini": float(gini), - "top_10_percent_share": float(top_10_share), - "top_1_percent_share": float(top_1_share), - "is_male": is_male, - "race": race, - "age": age, - **labor_supply_responses, - **lsr_working_hours, - "type": "general" if not include_cliffs else "cliff", - "programs": uk_programs, - "cliff_gap": cliff_gap if include_cliffs else None, - "cliff_share": cliff_share if include_cliffs else None, - } - ) diff --git a/policyengine/outputs/macro/single/inequality.py b/policyengine/outputs/macro/single/inequality.py deleted file mode 100644 index 827a9b6a..00000000 --- a/policyengine/outputs/macro/single/inequality.py +++ /dev/null @@ -1,53 +0,0 @@ -import typing - -from policyengine import Simulation, SimulationOptions - -from policyengine_core.simulations import Microsimulation - -from pydantic import BaseModel - - -class InequalitySummary(BaseModel): - gini: float - """The Gini coefficient of the household net income distribution.""" - top_10_share: float - """The share of total income held by the top 10% of households.""" - top_1_share: float - """The share of total income held by the top 1% of households.""" - - -def _calculate_inequality( - simulation: Microsimulation, -): - """Calculate inequality statistics for a set of households.""" - income = simulation.calculate("equiv_household_net_income") - income[income < 0] = 0 - household_count_people = simulation.calculate("household_count_people") - income.weights *= household_count_people - personal_hh_equiv_income = income - try: - gini = personal_hh_equiv_income.gini() - except: - print("WARNING: Gini calculation failed. Setting to 0.4.") - gini = 0.4 - in_top_10_pct = personal_hh_equiv_income.decile_rank() == 10 - in_top_1_pct = personal_hh_equiv_income.percentile_rank() == 100 - - personal_hh_equiv_income.weights /= ( - household_count_people # Don't double-count people - ) - - top_10_share = ( - personal_hh_equiv_income[in_top_10_pct].sum() - / personal_hh_equiv_income.sum() - ) - top_1_share = ( - personal_hh_equiv_income[in_top_1_pct].sum() - / personal_hh_equiv_income.sum() - ) - - return InequalitySummary( - gini=gini, - top_10_share=top_10_share, - top_1_share=top_1_share, - ) diff --git a/policyengine/simulation.py b/policyengine/simulation.py deleted file mode 100644 index f0733705..00000000 --- a/policyengine/simulation.py +++ /dev/null @@ -1,420 +0,0 @@ -"""Simulate tax-benefit policy and derive society-level output statistics.""" - -import sys -from pydantic import BaseModel, Field -from typing import Literal -from .utils.data.datasets import ( - get_default_dataset, - process_gs_path, - POLICYENGINE_DATASETS, - DATASET_TIME_PERIODS, -) -from policyengine_core.simulations import Simulation as CountrySimulation -from policyengine_core.simulations import ( - Microsimulation as CountryMicrosimulation, -) -from .utils.reforms import ParametricReform -from policyengine_core.reforms import Reform as StructuralReform -from policyengine_core.data import Dataset -from policyengine_us import ( - Simulation as USSimulation, - Microsimulation as USMicrosimulation, -) -from policyengine_uk import ( - Simulation as UKSimulation, - Microsimulation as UKMicrosimulation, -) -from importlib import metadata -import h5py -from pathlib import Path -import pandas as pd -from typing import Type, Any, Optional -from functools import wraps, partial -from typing import Callable -import importlib -from policyengine.utils.data_download import download -import logging - -logger = logging.getLogger(__file__) - -CountryType = Literal["uk", "us"] -ScopeType = Literal["household", "macro"] -DataType = ( - str | dict[Any, Any] | Any | None -) # Needs stricter typing. Any==policyengine_core.data.Dataset, but pydantic refuses for some reason. -TimePeriodType = int -ReformType = ParametricReform | Type[StructuralReform] | None -RegionType = Optional[str] -SubsampleType = Optional[int] - - -class SimulationOptions(BaseModel): - country: CountryType = Field(..., description="The country to simulate.") - scope: ScopeType = Field(..., description="The scope of the simulation.") - data: DataType = Field(None, description="The data to simulate.") - time_period: TimePeriodType = Field( - 2025, description="The time period to simulate." - ) - reform: ReformType = Field(None, description="The reform to simulate.") - baseline: ReformType = Field(None, description="The baseline to simulate.") - region: RegionType = Field( - None, description="The region to simulate within the country." - ) - subsample: SubsampleType = Field( - None, - description="How many, if a subsample, households to randomly simulate.", - ) - title: Optional[str] = Field( - "[Analysis title]", - description="The title of the analysis (for charts). If not provided, a default title will be generated.", - ) - include_cliffs: Optional[bool] = Field( - False, - description="Whether to include tax-benefit cliffs in the simulation analyses. If True, cliffs will be included.", - ) - model_version: Optional[str] = Field( - None, - description="The version of the country model used in the simulation. If not provided, the current package version will be used. If provided, this package will throw an error if the package version does not match. Use this as an extra safety check.", - ) - data_version: Optional[str] = Field( - None, - description="The version of the data used in the simulation. If not provided, the current data version will be used. If provided, this package will throw an error if the data version does not match. Use this as an extra safety check.", - ) - - model_config = { - "arbitrary_types_allowed": True, - } - - -class Simulation: - """Simulate tax-benefit policy and derive society-level output statistics.""" - - is_comparison: bool - """Whether the simulation is a comparison between two scenarios.""" - baseline_simulation: CountrySimulation - """The baseline tax-benefit simulation.""" - reform_simulation: CountrySimulation | None = None - """The reform tax-benefit simulation.""" - data_version: Optional[str] = None - """The version of the data used in the simulation.""" - model_version: Optional[str] = None - - def __init__(self, **options: SimulationOptions): - self.options = SimulationOptions(**options) - self.check_model_version() - if not isinstance(self.options.data, dict) and not isinstance( - self.options.data, Dataset - ): - logging.debug("Loading data") - self._set_data(self.options.data) - logging.info("Data loaded") - self._initialise_simulations() - logging.info("Simulations initialised") - self.check_data_version() - self._add_output_functions() - logging.info("Output functions loaded") - - def _add_output_functions(self): - folder = Path(__file__).parent / "outputs" - - for module in folder.glob("**/*.py"): - if module.stem == "__init__": - continue - python_module = ( - module.relative_to(folder.parent) - .with_suffix("") - .as_posix() - .replace("/", ".") - ) - module = importlib.import_module("policyengine." + python_module) - for name in dir(module): - func = getattr(module, name) - if isinstance(func, Callable): - if hasattr(func, "__annotations__"): - if ( - func.__annotations__.get("simulation") - == Simulation - ): - wrapped_func = wraps(func)( - partial(func, simulation=self) - ) - wrapped_func.__annotations__ = func.__annotations__ - setattr( - self, - func.__name__, - wrapped_func, - ) - - def _set_data(self, file_address: str | None = None) -> None: - - # filename refers to file's unique name + extension; - # file_address refers to URI + filename - - # If None is passed, user wants default dataset; get URL, then continue initializing. - if file_address is None: - file_address = get_default_dataset( - country=self.options.country, region=self.options.region - ) - print( - f"No data provided, using default dataset: {file_address}", - file=sys.stderr, - ) - - if file_address not in POLICYENGINE_DATASETS: - # If it's a local file, no URI present and unable to infer version. - filename = file_address - version = None - - else: - # All official PolicyEngine datasets are stored in GCS; - # load accordingly - filename, version = self._set_data_from_gs(file_address) - self.data_version = version - - time_period = self._set_data_time_period(file_address) - - # UK needs custom loading - if self.options.country == "us": - self.options.data = Dataset.from_file( - filename, time_period=time_period - ) - else: - from policyengine_uk.data import UKSingleYearDataset - - self.options.data = UKSingleYearDataset( - file_path=filename, - ) - - def _initialise_simulations(self): - self.baseline_simulation = self._initialise_simulation( - scope=self.options.scope, - country=self.options.country, - reform=self.options.baseline, - data=self.options.data, - time_period=self.options.time_period, - region=self.options.region, - subsample=self.options.subsample, - ) - - if self.options.reform is not None: - self.reform_simulation = self._initialise_simulation( - scope=self.options.scope, - country=self.options.country, - reform=self.options.reform, - data=self.options.data, - time_period=self.options.time_period, - region=self.options.region, - subsample=self.options.subsample, - ) - self.is_comparison = True - else: - self.is_comparison = False - - def _initialise_simulation( - self, - country: CountryType, - scope: ScopeType, - reform: ReformType, - data: DataType, - time_period: TimePeriodType, - region: RegionType, - subsample: SubsampleType, - ) -> CountrySimulation: - macro = scope == "macro" - _simulation_type: Type[CountrySimulation] = { - "uk": { - True: UKMicrosimulation, - False: UKSimulation, - }, - "us": { - True: USMicrosimulation, - False: USSimulation, - }, - }[country][macro] - - if isinstance(reform, ParametricReform): - reform = reform.model_dump() - - simulation: CountrySimulation = _simulation_type( - dataset=data if macro else None, - situation=data if not macro else None, - reform=reform, - ) - - simulation.default_calculation_period = time_period - - if region is not None: - simulation = self._apply_region_to_simulation( - country=country, - simulation=simulation, - simulation_type=_simulation_type, - region=region, - reform=reform, - time_period=time_period, - ) - - if subsample is not None: - simulation = simulation.subsample(subsample) - - simulation.default_calculation_period = time_period - - return simulation - - def _apply_region_to_simulation( - self, - country: CountryType, - simulation: CountryMicrosimulation, - simulation_type: type, - region: RegionType, - reform: ReformType | None, - time_period: TimePeriodType, - ) -> CountrySimulation: - if country == "us": - df = simulation.to_input_dataframe() - state_code = simulation.calculate( - "state_code_str", map_to="person" - ).values - if region == "city/nyc": - in_nyc = simulation.calculate("in_nyc", map_to="person").values - simulation = simulation_type(dataset=df[in_nyc], reform=reform) - elif "state/" in region: - state = region.split("/")[1] - simulation = simulation_type( - dataset=df[state_code == state.upper()], reform=reform - ) - elif country == "uk": - if "country/" in region: - region = region.split("/")[1] - df = simulation.to_input_dataframe() - country = simulation.calculate( - "country", map_to="person" - ).values - simulation = simulation_type( - dataset=df[country == region.upper()], reform=reform - ) - elif "constituency/" in region: - constituency = region.split("/")[1] - constituency_names_file_path = download( - gcs_bucket="policyengine-uk-data-private", - filepath="constituencies_2024.csv", - ) - constituency_names_file_path = Path( - constituency_names_file_path - ) - constituency_names = pd.read_csv(constituency_names_file_path) - if constituency in constituency_names.code.values: - constituency_id = constituency_names[ - constituency_names.code == constituency - ].index[0] - elif constituency in constituency_names.name.values: - constituency_id = constituency_names[ - constituency_names.name == constituency - ].index[0] - else: - raise ValueError( - f"Constituency {constituency} not found. See {constituency_names_file_path} for the list of available constituencies." - ) - weights_file_path = download( - gcs_bucket="policyengine-uk-data-private", - filepath="parliamentary_constituency_weights.h5", - ) - - with h5py.File(weights_file_path, "r") as f: - weights = f[str(time_period)][...] - - simulation.set_input( - "household_weight", - simulation.default_calculation_period, - weights[constituency_id], - ) - elif "local_authority/" in region: - la = region.split("/")[1] - la_names_file_path = download( - gcs_bucket="policyengine-uk-data-private", - filepath="local_authorities_2021.csv", - ) - la_names_file_path = Path(la_names_file_path) - la_names = pd.read_csv(la_names_file_path) - if la in la_names.code.values: - la_id = la_names[la_names.code == la].index[0] - elif la in la_names.name.values: - la_id = la_names[la_names.name == la].index[0] - else: - raise ValueError( - f"Local authority {la} not found. See {la_names_file_path} for the list of available local authorities." - ) - weights_file_path = download( - gcs_bucket="policyengine-uk-data-private", - filepath="local_authority_weights.h5", - ) - - with h5py.File(weights_file_path, "r") as f: - weights = f[str(self.time_period)][...] - - simulation.set_input( - "household_weight", - simulation.default_calculation_period, - weights[la_id], - ) - - return simulation - - def check_model_version(self) -> None: - """ - Check the package versions of the simulation against the current package versions. - """ - package = f"policyengine-{self.options.country}" - try: - installed_version = metadata.version(package) - self.model_version = installed_version - except metadata.PackageNotFoundError: - raise ValueError( - f"Package {package} not found. Try running `pip install {package}`." - ) - if self.options.model_version is not None: - target_version = self.options.model_version - if installed_version != target_version: - raise ValueError( - f"Package {package} version {installed_version} does not match expected version {target_version}. Try running `pip install {package}=={target_version}`." - ) - - def check_data_version(self) -> None: - """ - Check the data versions of the simulation against the current data versions. - """ - if self.options.data_version is not None: - if self.data_version != self.options.data_version: - raise ValueError( - f"Data version {self.data_version} does not match expected version {self.options.data_version}." - ) - - def _set_data_time_period(self, file_address: str) -> Optional[int]: - """ - Set the time period based on the file address. - If the file address is a PE dataset, return the time period from the dataset. - If it's a local file, return None. - """ - if file_address in DATASET_TIME_PERIODS: - return DATASET_TIME_PERIODS[file_address] - else: - # Local file, no time period available - return None - - def _set_data_from_gs(self, file_address: str) -> tuple[str, str | None]: - """ - Set the data from a GCS path and return the filename and version. - """ - - bucket, filename = process_gs_path(file_address) - version = self.options.data_version - - print(f"Downloading {filename} from bucket {bucket}", file=sys.stderr) - - filepath, version = download( - filepath=filename, - gcs_bucket=bucket, - version=version, - return_version=True, - ) - - return filename, version diff --git a/policyengine/utils/__init__.py b/policyengine/utils/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/policyengine/utils/budget.py b/policyengine/utils/budget.py deleted file mode 100644 index e2d0e12f..00000000 --- a/policyengine/utils/budget.py +++ /dev/null @@ -1,72 +0,0 @@ -import pandas as pd - - -def budget_breakdown( - subreforms: list, - subreform_names: list, - years: list, - baseline: dict, - options: dict, - verbose: bool = False, -): - """Create a table of per-provision budgetary impacts for a given reform. - - Args: - subreforms (list): A list of reform dictionaries. - subreform_names (list): A list of names for the provisions in the reform. - years (list): A list of years to include in the breakdown. - baseline (dict): The baseline reform. - options (dict): The simulation options. - verbose (bool, optional): Whether to print the budgetary impacts. Defaults to False. - - Returns: - pd.DataFrame: A DataFrame containing the budgetary impact of the reform by provision. - """ - from policyengine import Simulation - - subreform_items = [] - year_items = [] - budget_items = [] - for year in years: - last_budgetary_impact = 0 - for i in range(len(subreforms)): - reform_subset = subreforms[: i + 1] - sim = Simulation( - country="uk", - scope="macro", - baseline=baseline, - reform=reform_subset, - time_period=year, - options=options, - ) - budget = sim.calculate("macro/comparison/budget/general")[ - "budgetary_impact" - ] - key_focus = subreform_names[i] - difference = budget - last_budgetary_impact - last_budgetary_impact = budget - - subreform_items.append(key_focus) - year_items.append(year) - budget_items.append(difference) - if verbose: - print( - f"Year: {year}, Provision: {key_focus}, Budgetary impact: {round(difference/1e9)}" - ) - - df = pd.DataFrame( - { - "Provision": subreform_items, - "Year": year_items, - "Budgetary impact": budget_items, - } - ) - - table = pd.pivot_table( - df, - values="Budgetary impact", - columns="Year", - index="Provision", - aggfunc="first", - ) - return table diff --git a/policyengine/utils/calculations.py b/policyengine/utils/calculations.py deleted file mode 100644 index 0a9aa709..00000000 --- a/policyengine/utils/calculations.py +++ /dev/null @@ -1,56 +0,0 @@ -from typing import Dict -from pydantic import BaseModel -import numpy as np - -Output = Dict[str, float | None] - - -def get_change( - x: Output | Dict[str, Output], - y: Output | Dict[str, Output], - relative: bool, - skip_mismatch: bool = False, -) -> Output | Dict[str, Output]: - """Take two objects of nested str-float relations and create a similarly-structured object with the differences.""" - if isinstance(x, BaseModel): - output_class = type(x) - x = x.model_dump() - else: - output_class = dict - if isinstance(y, BaseModel): - y = y.model_dump() - result = {} - for key in x: - if isinstance(x[key], dict): - result[key] = get_change(x[key], y[key], relative=relative) - elif isinstance(x[key], list): - try: - result[key] = list(np.array(y[key]) - np.array(x[key])) - except: - result[key] = None - elif x[key] is None and y[key] is None: - result[key] = None - elif x[key] is None: - if skip_mismatch: - result[key] = None - else: - raise ValueError(f"Key {key} is None in x but not in y") - elif y[key] is None: - if skip_mismatch: - result[key] = None - else: - raise ValueError(f"Key {key} is None in y but not in x") - elif isinstance(x[key], str) or isinstance(y[key], str): - if x[key] == y[key]: - result[key] = 0 - else: - result[key] = f"{x[key]} -> {y[key]}" - elif not relative: - result[key] = y[key] - x[key] - else: - if x[key] == 0: - result[key] = 0 - else: - result[key] = (y[key] - x[key]) / x[key] - - return output_class(**result) diff --git a/policyengine/utils/charts.py b/policyengine/utils/charts.py deleted file mode 100644 index 6575c1e3..00000000 --- a/policyengine/utils/charts.py +++ /dev/null @@ -1,194 +0,0 @@ -import plotly.graph_objects as go -from IPython.core.display import HTML, display_html -from policyengine.utils.packages import get_country_package_version - - -def add_fonts(): - fonts = HTML( - """ - - - - """ - ) - return display_html(fonts) - - -GREEN = "#29d40f" -LIGHT_GREEN = "#C5E1A5" -DARK_GREEN = "#558B2F" -BLUE_LIGHT = "#D8E6F3" -BLUE_PRIMARY = BLUE = "#2C6496" -BLUE_PRESSED = "#17354F" -BLUE_98 = "#F7FAFD" -BLUE_95 = "#D8E6F3" -TEAL_LIGHT = "#D7F4F2" -TEAL_ACCENT = "#39C6C0" -TEAL_PRESSED = "#227773" -DARKEST_BLUE = "#0C1A27" -DARK_GRAY = "#616161" -GRAY = "#808080" -LIGHT_GRAY = "#F2F2F2" -MEDIUM_DARK_GRAY = "#D2D2D2" -MEDIUM_LIGHT_GRAY = "#BDBDBD" -WHITE = "#FFFFFF" -TEAL_98 = "#F7FDFC" -BLACK = "#000000" -FOG_GRAY = "#F4F4F4" - -BLUE_COLOR_SCALE = [ - BLUE_LIGHT, - BLUE_PRIMARY, - BLUE_PRESSED, -] - - -def format_fig( - fig: go.Figure, country: str = "uk", add_zero_line: bool = False -) -> go.Figure: - """Format a plotly figure to match the PolicyEngine style guide. - - Args: - fig (go.Figure): A plotly figure. - country (str): The country for which the style guide should be applied. - add_zero_line (bool): Whether to add a zero line to the plot. - - Returns: - go.Figure: A plotly figure with the PolicyEngine style guide applied. - """ - fig.update_layout( - font=dict( - family="Roboto Serif", - color="black", - ) - ) - - # set template - fig.update_layout( - template="plotly_white", - height=600, - width=800, - plot_bgcolor=FOG_GRAY, # set background color to light gray - paper_bgcolor=FOG_GRAY, # set paper background color to white - # No white grid marks - xaxis=dict(gridcolor=FOG_GRAY, zerolinecolor=FOG_GRAY), - yaxis=dict( - gridcolor=FOG_GRAY, - zerolinecolor=DARK_GRAY if add_zero_line else FOG_GRAY, - ), - ) - - fig.add_layout_image( - dict( - source="https://raw.githubusercontent.com/PolicyEngine/policyengine-app/master/src/images/logos/policyengine/blue.png", - xref="paper", - yref="paper", - x=1.1, - y=-0.2, - sizex=0.15, - sizey=0.15, - xanchor="right", - yanchor="bottom", - ) - ) - - version = get_country_package_version(country) - - # Add bottom left chart description opposite logo - fig.add_annotation( - text=f"Source: PolicyEngine {country.upper()} tax-benefit microsimulation model (version {version})", - xref="paper", - yref="paper", - x=0, - y=-0.2, - showarrow=False, - xanchor="left", - yanchor="bottom", - ) - # don't show modebar - fig.update_layout( - modebar=dict( - bgcolor=FOG_GRAY, - color=FOG_GRAY, - activecolor=FOG_GRAY, - ), - margin_b=120, - margin_t=120, - margin_l=120, - margin_r=120, - uniformtext=dict( - mode="hide", - minsize=12, - ), - ) - - # Auto-format currency - - if country == "uk": - currency = "£" - else: - currency = "$" - - fig.update_layout( - title=correct_text_currency(fig.layout.title.text or "", currency), - yaxis_title=correct_text_currency( - fig.layout.yaxis.title.text or "", currency - ), - yaxis_ticksuffix=correct_text_currency( - fig.layout.yaxis.ticksuffix or "", currency - ), - xaxis_title=correct_text_currency( - fig.layout.xaxis.title.text or "", currency - ), - xaxis_ticksuffix=correct_text_currency( - fig.layout.xaxis.ticksuffix or "", currency - ), - ) - - fig.update_layout( - title=wrap_text(fig.layout.title.text or ""), - ) - - for trace in fig.data: - if trace.text is not None: - trace.text = [ - correct_text_currency(t, currency) for t in trace.text - ] - - return fig - - -def wrap_text(text: str, max_length: int = 80) -> str: - """Wrap text to a maximum length, respecting spaces.""" - if len(text) <= max_length: - return text - - split_text = text.split(" ") - wrapped_text = "" - line_length = 0 - for word in split_text: - if line_length + len(word) > max_length: - wrapped_text += "
" - line_length = 0 - wrapped_text += word + " " - line_length += len(word) + 1 - - return wrapped_text - - -def correct_text_currency(text: str, currency: str) -> str: - """Correct text to match the currency symbol.""" - return text.replace("$", currency).replace(f"{currency}-", f"-{currency}") - - -def cardinal(n: int) -> int: - """Convert an integer to a cardinal string.""" - ending_number = n % 10 - if ending_number == 1: - return f"{n}st" - elif ending_number == 2: - return f"{n}nd" - elif ending_number == 3: - return f"{n}rd" - else: - return f"{n}th" diff --git a/policyengine/utils/data/__init__.py b/policyengine/utils/data/__init__.py deleted file mode 100644 index 74b27825..00000000 --- a/policyengine/utils/data/__init__.py +++ /dev/null @@ -1,2 +0,0 @@ -from .caching_google_storage_client import CachingGoogleStorageClient -from .simplified_google_storage_client import SimplifiedGoogleStorageClient diff --git a/policyengine/utils/data/caching_google_storage_client.py b/policyengine/utils/data/caching_google_storage_client.py deleted file mode 100644 index dc9dd8f5..00000000 --- a/policyengine/utils/data/caching_google_storage_client.py +++ /dev/null @@ -1,114 +0,0 @@ -from contextlib import AbstractContextManager -import diskcache -from pathlib import Path -from policyengine_core.data.dataset import atomic_write -import logging -from .simplified_google_storage_client import SimplifiedGoogleStorageClient -from typing import Optional - -logger = logging.getLogger(__name__) - - -class CachingGoogleStorageClient(AbstractContextManager): - """ - Client for downloaded resources from a google storage bucket only when the CRC - of the blob changes. - """ - - def __init__(self): - self.client = SimplifiedGoogleStorageClient() - self.cache = diskcache.Cache() - - def _data_key( - self, bucket: str, key: str, version: Optional[str] = None - ) -> str: - return f"{bucket}.{key}.{version}.data" - - # To absolutely 100% avoid any possible issue with file corruption or thread contention - # always replace the current target file with whatever we have cached as an atomic write. - def download( - self, - bucket: str, - key: str, - target: Path, - version: Optional[str] = None, - return_version: bool = False, - ): - """ - Atomically write the latest version of the cloud storage blob to the target path. - """ - if version is None: - # If no version is specified, get the latest version from the cache - version = self.client._get_latest_version(bucket, key) - logging.warning( - f"No version specified for {bucket}, {key}. Using latest version: {version}" - ) - self.sync(bucket, key, version) - data = self.cache.get(self._data_key(bucket, key, version)) - if type(data) is bytes: - logger.info( - f"Copying downloaded data for {bucket}, {key} to {target}" - ) - atomic_write(target, data) - logger.info( - f"Data successfully copied to {target} with version {version}" - ) - if return_version: - return version - return - logger.error( - f"Cached data for {bucket}, {key}{', ' + version if version is not None else ''} is not bytes." - ) - raise Exception("Expected data for blob to be cached as bytes") - - # If the crc has changed from what we downloaded last time download it again. - # then update the CRC to whatever we actually downloaded. - def sync( - self, bucket: str, key: str, version: Optional[str] = None - ) -> None: - """ - Cache the resource if the CRC has changed. - """ - logger.info(f"Syncing {bucket}, {key}, {version} to cache") - datakey = f"{bucket}.{key}.{version}.data" - crckey = f"{bucket}.{key}.{version}.crc" - - crc = self.client.crc32c(bucket, key, version=version) - id_string = ( - f"{bucket}, {key}{', ' + version if version is not None else ''}" - ) - if crc is None: - raise Exception(f"Unable to find {id_string}") - - prev_crc = self.cache.get(crckey, default=None) - logger.debug(f"Previous crc for {id_string} was {prev_crc}") - if prev_crc == crc: - logger.info(f"Cache exists and crc is unchanged for {id_string} .") - return - [content, downloaded_crc] = self.client.download( - bucket, key, version=version - ) - logger.info( - f"Downloaded new version of {id_string} with crc {downloaded_crc}" - ) - - # atomic transaction to update both the data and the metadata - # at the same time. - with self.cache as c: - logger.debug(f"Updating cache...") - self.cache.set(datakey, content) - # Whatever the CRC was before we downloaded, we set the cache CRC - # to the CRC reported by the download itself to avoid race conditions. - self.cache.set(crckey, downloaded_crc) - logger.info("Cache updated for {id_string}") - - def clear(self): - self.cache.clear() - - def __enter__(self) -> "CachingGoogleStorageClient": - return self - - def __exit__(self, exc_type, exc_value, traceback): - """Raise any exception triggered within the runtime context.""" - self.clear() - return None diff --git a/policyengine/utils/data/datasets.py b/policyengine/utils/data/datasets.py deleted file mode 100644 index e4ed682b..00000000 --- a/policyengine/utils/data/datasets.py +++ /dev/null @@ -1,50 +0,0 @@ -"""Mainly simulation options and parameters.""" - -from typing import Tuple, Optional - -EFRS_2023 = "gs://policyengine-uk-data-private/enhanced_frs_2023_24.h5" -FRS_2023 = "gs://policyengine-uk-data-private/frs_2023_24.h5" -CPS_2023 = "gs://policyengine-us-data/cps_2023.h5" -CPS_2023_POOLED = "gs://policyengine-us-data/pooled_3_year_cps_2023.h5" -ECPS_2024 = "gs://policyengine-us-data/enhanced_cps_2024.h5" - -POLICYENGINE_DATASETS = [ - EFRS_2023, - FRS_2023, - CPS_2023, - CPS_2023_POOLED, - ECPS_2024, -] - -# Contains datasets that map to particular time_period values -DATASET_TIME_PERIODS = { - CPS_2023: 2023, - CPS_2023_POOLED: 2023, - ECPS_2024: 2023, -} - - -def get_default_dataset( - country: str, region: str, version: Optional[str] = None -) -> str: - if country == "uk": - return EFRS_2023 - elif country == "us": - if region is not None and region != "us": - return CPS_2023_POOLED - else: - return CPS_2023 - - raise ValueError( - f"Unable to select a default dataset for country {country} and region {region}." - ) - - -def process_gs_path(path: str) -> Tuple[str, str]: - """Process a GS path to return bucket and object.""" - if not path.startswith("gs://"): - raise ValueError(f"Invalid GS path: {path}") - - path = path[5:] # Remove 'gs://' - bucket, obj = path.split("/", 1) - return bucket, obj diff --git a/policyengine/utils/data/simplified_google_storage_client.py b/policyengine/utils/data/simplified_google_storage_client.py deleted file mode 100644 index b7d80df0..00000000 --- a/policyengine/utils/data/simplified_google_storage_client.py +++ /dev/null @@ -1,107 +0,0 @@ -import asyncio -from policyengine_core.data.dataset import atomic_write -import logging -from google.cloud.storage import Client, Blob -from typing import Iterable, Optional - -logger = logging.getLogger(__name__) - - -class SimplifiedGoogleStorageClient: - """ - Class separating out just the interactions with google storage required to - cache downloaded files. - - Simplifies the dependent code and unit testing. - """ - - def __init__(self): - self.client = Client() - - def get_versioned_blob( - self, bucket_name: str, key: str, version: Optional[str] = None - ) -> Blob: - """ - Get a versioned blob from the specified bucket and key. - If version is None, returns the latest version of the blob. - """ - bucket = self.client.bucket(bucket_name) - if version is None: - return bucket.blob(key) - logging.debug( - "Searching {bucket_name}, {prefix}* for version {version}" - ) - versions: Iterable[Blob] = bucket.list_blobs(prefix=key, versions=True) - for v in versions: - if v.metadata is None: - continue # Skip blobs without metadata - if v.metadata.get("version") == version: - logging.info( - f"Blob {bucket_name}, {v.path} has version {version}" - ) - return v - logging.info(f"No version {version} found for {bucket_name}, {key}") - raise ValueError( - f"Could not find version {version} of blob {key} in bucket {bucket.name}" - ) - - def crc32c( - self, bucket_name: str, key: str, version: Optional[str] = None - ) -> Optional[str]: - """ - get the current CRC of the specified blob. None if it doesn't exist. - """ - logger.debug(f"Getting crc for {bucket_name}, {key}") - blob = self.get_versioned_blob(bucket_name, key, version) - - blob.reload() - logger.info(f"Crc for {bucket_name}, {key} is {blob.crc32c}") - return blob.crc32c - - def download( - self, bucket: str, key: str, version: Optional[str] = None - ) -> tuple[bytes, str]: - """ - get the blob content and associated CRC from google storage. - """ - logger.debug( - f"Downloading {bucket}, {key}{ ', version:' + version if version is not None else ''}" - ) - blob = self.get_versioned_blob(bucket, key, version) - - result = blob.download_as_bytes() - logger.info( - f"Downloaded {bucket}, {key}{ ', version:' + version if version is not None else ''}" - ) - # According to documentation blob.crc32c is updated as a side effect of - # downloading the content. As a result this should now be the crc of the downloaded - # content (i.e. there is not a race condition where it's getting the CRC from the cloud) - return (result, blob.crc32c) - - def _get_latest_version(self, bucket: str, key: str) -> Optional[str]: - """ - Get the latest version of a blob in the specified bucket and key. - If no version is specified, return None. - """ - logger.debug(f"Getting latest version of {bucket}, {key}") - blob = self.client.get_bucket(bucket).get_blob(key) - if blob is None: - logging.warning(f"No blob found in bucket {bucket} with key {key}") - return None - - if blob.metadata is None: - logging.warning( - f"No metadata found for blob {bucket}, {key}, so it has no version attached." - ) - return None - - version = blob.metadata.get("version") - if version is None: - logging.warning( - f"Blob {bucket}, {key} does not have a version in its metadata" - ) - return None - logging.info( - f"Metadata for blob {bucket}, {key} has version: {version}" - ) - return blob.metadata.get("version") diff --git a/policyengine/utils/data_download.py b/policyengine/utils/data_download.py deleted file mode 100644 index 3f33fbf7..00000000 --- a/policyengine/utils/data_download.py +++ /dev/null @@ -1,25 +0,0 @@ -from pathlib import Path -import logging -import os -from policyengine.utils.google_cloud_bucket import download_file_from_gcs -from pydantic import BaseModel -import json -from typing import Tuple, Optional - - -def download( - filepath: str, - gcs_bucket: str, - version: Optional[str] = None, - return_version: bool = False, -) -> Tuple[str, str] | str: - logging.info("Using Google Cloud Storage for download.") - downloaded_version = download_file_from_gcs( - bucket_name=gcs_bucket, - file_name=filepath, - destination_path=filepath, - version=version, - ) - if return_version: - return filepath, downloaded_version - return filepath diff --git a/policyengine/utils/google_cloud_bucket.py b/policyengine/utils/google_cloud_bucket.py deleted file mode 100644 index a7cc6842..00000000 --- a/policyengine/utils/google_cloud_bucket.py +++ /dev/null @@ -1,48 +0,0 @@ -from .data.caching_google_storage_client import CachingGoogleStorageClient -import asyncio -from pathlib import Path -from google.cloud.storage import Blob -from typing import Iterable, Optional - -_caching_client: CachingGoogleStorageClient | None = None - - -def _get_client(): - global _caching_client - if _caching_client is not None: - return _caching_client - _caching_client = CachingGoogleStorageClient() - return _caching_client - - -def _clear_client(): - global _caching_client - _caching_client = None - - -def download_file_from_gcs( - bucket_name: str, - file_name: str, - destination_path: str, - version: Optional[str] = None, -) -> str | None: - """ - Download a file from Google Cloud Storage to a local path. - - Args: - bucket_name (str): The name of the GCS bucket. - file_name (str): The name of the file in the GCS bucket. - destination_path (str): The local path where the file will be saved. - - Returns: - version (str): The version of the file that was downloaded, if available. - """ - - version = _get_client().download( - bucket_name, - file_name, - Path(destination_path), - version=version, - return_version=True, - ) - return version diff --git a/policyengine/utils/maps.py b/policyengine/utils/maps.py deleted file mode 100644 index a6963f9b..00000000 --- a/policyengine/utils/maps.py +++ /dev/null @@ -1,106 +0,0 @@ -import pandas as pd -import plotly.express as px -import pandas as pd -from policyengine.utils.data_download import download -import plotly.express as px -from policyengine.utils.charts import * - - -def get_location_options_table(location_type: str) -> pd.DataFrame: - if location_type == "parliamentary_constituencies": - area_names_file_path = download( - repo="policyengine/policyengine-uk-data", - filepath="constituencies_2024.csv", - ) - elif location_type == "local_authorities": - area_names_file_path = download( - repo="policyengine/policyengine-uk-data", - filepath="local_authorities_2021.csv", - ) - df = pd.read_csv(area_names_file_path) - return df - - -def plot_hex_map(value_by_area_name: dict, location_type: str) -> dict: - if location_type == "parliamentary_constituencies": - x_bounds = [30, 85] - y_bounds = [-50, 2] - elif location_type == "local_authorities": - x_bounds = [-20, 25] - y_bounds = [-10, 35] - else: - raise ValueError("Invalid location_type: " + location_type) - - area_names = get_location_options_table(location_type) - - x_range = area_names["x"].max() - area_names["x"].min() - y_range = area_names["y"].max() - area_names["y"].min() - # Expand x range to preserve aspect ratio - expanded_lower_x_range = -(y_range - x_range) / 2 - expanded_upper_x_range = x_range - expanded_lower_x_range - area_names.x = area_names.x - (area_names.y % 2 == 0) * 0.5 - area_names["Value"] = ( - pd.Series( - list(value_by_area_name.values()), - index=list(value_by_area_name.keys()), - ) - .loc[area_names["name"]] - .values - ) - - fig = px.scatter( - area_names, - x="x", - y="y", - color="Value", - hover_name="name", - ) - - format_fig(fig) - - # Show hexagons on scatter points - - fig.update_traces( - marker=dict( - symbol="hexagon", line=dict(width=0, color="lightgray"), size=15 - ) - ) - fig.update_layout( - xaxis_tickvals=[], - xaxis_title="", - yaxis_tickvals=[], - yaxis_title="", - xaxis_range=[expanded_lower_x_range, expanded_upper_x_range], - yaxis_range=[ - area_names["y"].min(), - area_names["y"].max(), - ], - ).update_traces(marker_size=10).update_layout( - xaxis_range=x_bounds, yaxis_range=y_bounds - ) - - x_min = fig.data[0]["marker"]["color"].min() - x_max = fig.data[0]["marker"]["color"].max() - max_abs = max(abs(x_min), abs(x_max)) - - if x_min < 0: - colorscale = [ - [0, DARK_GRAY], - [0.5, "lightgray"], - [1, BLUE], - ] - else: - colorscale = [ - [0, "lightgray"], - [1, BLUE], - ] - - fig.update_layout( - coloraxis=dict( - cmin=-max_abs if x_min < 0 else 0, - cmax=max_abs, - colorscale=colorscale, - ) - ) - - return fig diff --git a/policyengine/utils/packages.py b/policyengine/utils/packages.py deleted file mode 100644 index 78a254f2..00000000 --- a/policyengine/utils/packages.py +++ /dev/null @@ -1,28 +0,0 @@ -from importlib.metadata import version - - -def get_country_package_name(country_id: str) -> str: - if country_id in NON_STANDARD_COUNTRY_CODES: - return f"policyengine_{NON_STANDARD_COUNTRY_CODES[country_id]}" - if country_id in COUNTRY_IDS: - return f"policyengine_{country_id}" - raise ValueError( - f"Unsupported country ID: {country_id}. Supported IDs are: {COUNTRY_IDS}" - ) - - -def get_country_package_version(country_id: str) -> str: - - package_name = get_country_package_name(country_id) - return version(package_name) - - -COUNTRY_IDS = ["us", "uk", "ca", "il", "ng"] - -NON_STANDARD_COUNTRY_CODES = { - "ca": "canada", -} - -COUNTRY_PACKAGES = [ - get_country_package_name(country) for country in COUNTRY_IDS -] diff --git a/policyengine/utils/reforms.py b/policyengine/utils/reforms.py deleted file mode 100644 index 6dfc804b..00000000 --- a/policyengine/utils/reforms.py +++ /dev/null @@ -1,77 +0,0 @@ -import re -from pydantic import ( - RootModel, - field_validator, -) -from typing import Dict, Any - - -class ParameterChangeValue(RootModel): - """A value for a parameter change, which can be any primitive type or 'Infinity'/'-Infinity'""" - - # To prevent validation errors, allow all types except containers - # via field validator - root: Any - - @field_validator("root", mode="after") - @classmethod - def check_type(cls, value: Any) -> Any: - # Check if the value is not a container type - if isinstance(value, (dict, list, set, tuple)): - raise ValueError( - "ParameterChangeValue must not be a container type (dict, list, set, tuple)" - ) - return value - - # Convert "Infinity" to "np.inf" and "-Infinity" to "-np.inf" - @field_validator("root", mode="after") - @classmethod - def convert_infinity(cls, value: Any) -> Any: - if isinstance(value, str): - if value == "Infinity": - value = float("inf") - elif value == "-Infinity": - value = float("-inf") - return value - - -class ParameterChangeDict(RootModel): - """ - A dict of changes to a parameter, with custom date string as keys - and various possible value types. - - Keys can be formatted one of two ways: - 1. A single year (e.g., "YYYY") - 2. A date range (e.g., "YYYY-MM-DD.YYYY-MM-DD") - """ - - root: Dict[str, ParameterChangeValue] - - @field_validator("root", mode="after") - @classmethod - def validate_dates( - cls, value: Dict[str, ParameterChangeValue] - ) -> Dict[str, ParameterChangeValue]: - - year_keys_re = r"^\d{4}$" - date_range_keys_re = r"^\d{4}-\d{2}-\d{2}\.\d{4}-\d{2}-\d{2}$" - - for key in value.keys(): - if not re.match(year_keys_re, key) and not re.match( - date_range_keys_re, key - ): - raise ValueError( - f"Key '{key}' must be a single year (YYYY) or a date range (YYYY-MM-DD.YYYY-MM-DD)" - ) - return value - - -class ParametricReform(RootModel): - """ - A reform that just changes parameter values. - - This is a dict that equates a parameter name to either a single value or a dict of changes. - - """ - - root: Dict[str, ParameterChangeValue | ParameterChangeDict] diff --git a/run.py b/run.py deleted file mode 100644 index ffa72278..00000000 --- a/run.py +++ /dev/null @@ -1,8 +0,0 @@ -from policyengine import Simulation - -sim = Simulation( - country="uk", - scope="macro", - reform={}, - model_version="2.0.0", -) diff --git a/tests/__init__.py b/tests/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/tests/country/test_average_earnings.py b/tests/country/test_average_earnings.py deleted file mode 100644 index 8ce4b641..00000000 --- a/tests/country/test_average_earnings.py +++ /dev/null @@ -1,11 +0,0 @@ -def test_average_earnings(): - from policyengine import Simulation - - sim = Simulation( - country="uk", - scope="macro", - ) - - average_earnings = sim.calculate_average_earnings() - - assert (average_earnings < 50_000) and (average_earnings > 20_000) diff --git a/tests/country/test_uk.py b/tests/country/test_uk.py deleted file mode 100644 index c28f1e59..00000000 --- a/tests/country/test_uk.py +++ /dev/null @@ -1,54 +0,0 @@ -import pytest - - -def test_uk_macro_single(): - from policyengine import Simulation - - sim = Simulation( - scope="macro", - country="uk", - ) - - sim.calculate_single_economy() - - -def test_uk_macro_comparison(): - from policyengine import Simulation - - sim = Simulation( - scope="macro", - country="uk", - reform={ - "gov.hmrc.income_tax.allowances.personal_allowance.amount": 15_000, - }, - ) - - sim.calculate_economy_comparison() - - -def test_uk_macro_bad_package_versions_fail(): - from policyengine import Simulation - - with pytest.raises(ValueError): - Simulation( - scope="macro", - country="uk", - reform={ - "gov.hmrc.income_tax.allowances.personal_allowance.amount": 15_000, - }, - model_version="a", - ) - - -def test_uk_macro_bad_data_version_fails(): - from policyengine import Simulation - - with pytest.raises(ValueError): - Simulation( - scope="macro", - country="uk", - reform={ - "gov.hmrc.income_tax.allowances.personal_allowance.amount": 15_000, - }, - data_version="a", - ) diff --git a/tests/country/test_us.py b/tests/country/test_us.py deleted file mode 100644 index 343aa008..00000000 --- a/tests/country/test_us.py +++ /dev/null @@ -1,46 +0,0 @@ -def test_us_macro_single(): - from policyengine import Simulation - - sim = Simulation( - scope="macro", - country="us", - ) - - sim.calculate_single_economy() - - -def test_us_macro_comparison(): - from policyengine import Simulation - - sim = Simulation( - scope="macro", - country="us", - reform={ - "gov.usda.snap.income.deductions.earned_income": {"2025": 0.05} - }, - ) - - sim.calculate_economy_comparison() - - -def test_us_macro_cliff_impacts(): - from policyengine import Simulation - - sim = Simulation( - scope="macro", - country="us", - reform={ - "gov.usda.snap.income.deductions.earned_income": {"2025": 0.05} - }, - include_cliffs=True, - ) - - result = sim.calculate_economy_comparison() - cliff_impact = result.model_dump().get("cliff_impact") - - assert ( - cliff_impact is not None - ), "Expected 'cliff_impact' to be present in the output." - - assert cliff_impact["baseline"]["cliff_gap"] > 0 - assert cliff_impact["reform"]["cliff_share"] > 0 diff --git a/tests/fixtures/simulation.py b/tests/fixtures/simulation.py deleted file mode 100644 index 8e0f7700..00000000 --- a/tests/fixtures/simulation.py +++ /dev/null @@ -1,75 +0,0 @@ -from policyengine.simulation import SimulationOptions -from unittest.mock import patch, Mock -import pytest -from policyengine.utils.data.datasets import CPS_2023 - -non_data_uk_sim_options = { - "country": "uk", - "scope": "macro", - "region": "uk", - "time_period": 2025, - "reform": None, - "baseline": None, -} - -non_data_us_sim_options = { - "country": "us", - "scope": "macro", - "region": "us", - "time_period": 2025, - "reform": None, - "baseline": None, -} - -uk_sim_options_no_data = SimulationOptions.model_validate( - { - **non_data_uk_sim_options, - "data": None, - } -) - -us_sim_options_cps_dataset = SimulationOptions.model_validate( - {**non_data_us_sim_options, "data": CPS_2023} -) - -SAMPLE_DATASET_FILENAME = "frs_2023_24.h5" -SAMPLE_DATASET_BUCKET_NAME = "policyengine-uk-data-private" -SAMPLE_DATASET_URI_PREFIX = "gs://" -SAMPLE_DATASET_FILE_ADDRESS = f"{SAMPLE_DATASET_URI_PREFIX}{SAMPLE_DATASET_BUCKET_NAME}/{SAMPLE_DATASET_FILENAME}" - -uk_sim_options_pe_dataset = SimulationOptions.model_validate( - {**non_data_uk_sim_options, "data": SAMPLE_DATASET_FILE_ADDRESS} -) - - -@pytest.fixture -def mock_get_default_dataset(): - with patch( - "policyengine.simulation.get_default_dataset", - return_value=SAMPLE_DATASET_FILE_ADDRESS, - ) as mock_get_default_dataset: - yield mock_get_default_dataset - - -@pytest.fixture -def mock_dataset(): - """Simple Dataset mock fixture""" - with patch("policyengine.simulation.Dataset") as mock_dataset_class: - mock_instance = Mock() - # Set file_path to mimic Dataset's behavior of clipping URI and bucket name from GCS paths - mock_instance.from_file = Mock() - mock_instance.file_path = SAMPLE_DATASET_FILENAME - mock_dataset_class.from_file.return_value = mock_instance - yield mock_instance - - -@pytest.fixture -def mock_simulation_with_cliff_vars(): - - mock_sim = Mock() - mock_sim.calculate.side_effect = lambda var: { - "cliff_gap": Mock(sum=Mock(return_value=100.0)), - "is_on_cliff": Mock(sum=Mock(return_value=40.0)), - "is_adult": Mock(sum=Mock(return_value=80.0)), - }[var] - return mock_sim diff --git a/tests/fixtures/utils/__init__.py b/tests/fixtures/utils/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/tests/fixtures/utils/packages.py b/tests/fixtures/utils/packages.py deleted file mode 100644 index 2877aef7..00000000 --- a/tests/fixtures/utils/packages.py +++ /dev/null @@ -1,19 +0,0 @@ -from policyengine.utils.packages import COUNTRY_PACKAGES -import pytest -from unittest.mock import patch - -MOCK_VERSION = "MOCK_VERSION" - - -@pytest.fixture -def patch_importlib_version(): - def mock_version(package_name): - if package_name in COUNTRY_PACKAGES: - return MOCK_VERSION - else: - raise Exception(f"Package {package_name} not found") - - with patch( - "policyengine.utils.packages.version", side_effect=mock_version - ) as mock: - yield mock diff --git a/tests/test_package.py b/tests/test_package.py deleted file mode 100644 index 60c2ab07..00000000 --- a/tests/test_package.py +++ /dev/null @@ -1,2 +0,0 @@ -def test_package_imports(): - from policyengine import Simulation diff --git a/tests/test_simulation.py b/tests/test_simulation.py deleted file mode 100644 index e51f23a0..00000000 --- a/tests/test_simulation.py +++ /dev/null @@ -1,81 +0,0 @@ -from .fixtures.simulation import ( - uk_sim_options_no_data, - uk_sim_options_pe_dataset, - us_sim_options_cps_dataset, - mock_get_default_dataset, - mock_dataset, - SAMPLE_DATASET_FILENAME, - mock_simulation_with_cliff_vars, -) -import sys -from copy import deepcopy - -from policyengine import Simulation -from policyengine.outputs.macro.single.calculate_single_economy import ( - GeneralEconomyTask, -) - - -class TestSimulation: - class TestSetData: - def test__given_no_data_option__sets_default_dataset( - self, mock_get_default_dataset, mock_dataset - ): - - # Don't run entire init script - sim = object.__new__(Simulation) - sim.options = deepcopy(uk_sim_options_no_data) - sim._set_data(uk_sim_options_no_data.data) - - def test__given_pe_dataset__sets_data_option_to_dataset( - self, mock_dataset - ): - - sim = object.__new__(Simulation) - sim.options = deepcopy(uk_sim_options_pe_dataset) - sim._set_data(uk_sim_options_pe_dataset.data) - - def test__given_cps_2023_in_filename__sets_time_period_to_2023( - self, mock_dataset - ): - from policyengine import Simulation - - sim = object.__new__(Simulation) - sim.options = deepcopy(us_sim_options_cps_dataset) - sim._set_data(us_sim_options_cps_dataset.data) - - class TestSetDataTimePeriod: - def test__given_dataset_with_time_period__sets_time_period(self): - from policyengine import Simulation - - sim = object.__new__(Simulation) - - print("Dataset:", us_sim_options_cps_dataset.data, file=sys.stderr) - assert ( - sim._set_data_time_period(us_sim_options_cps_dataset.data) - == 2023 - ) - - def test__given_dataset_without_time_period__does_not_set_time_period( - self, - ): - from policyengine import Simulation - - sim = object.__new__(Simulation) - assert ( - sim._set_data_time_period(uk_sim_options_pe_dataset.data) - == None - ) - - class TestCalculateCliffs: - def test__calculates_correct_cliff_metrics( - self, mock_simulation_with_cliff_vars - ): - - task = object.__new__(GeneralEconomyTask) - task.simulation = mock_simulation_with_cliff_vars - - cliff_result = task.calculate_cliffs() - - assert cliff_result.cliff_gap == 100.0 - assert cliff_result.cliff_share == 0.5 diff --git a/tests/utils/__init__.py b/tests/utils/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/tests/utils/data/__init__.py b/tests/utils/data/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/tests/utils/data/conftest.py b/tests/utils/data/conftest.py deleted file mode 100644 index 19cbcd9a..00000000 --- a/tests/utils/data/conftest.py +++ /dev/null @@ -1,41 +0,0 @@ -import pytest -from unittest.mock import patch - -VALID_VERSION = "1.2.3" - - -class MockedStorageSupport: - def __init__(self, mock_simple_storage_client): - self.mock_simple_storage_client = mock_simple_storage_client - - def given_stored_data(self, data: str, crc: str): - self.mock_simple_storage_client.crc32c.return_value = crc - self.mock_simple_storage_client.download.return_value = ( - data.encode(), - crc, - ) - self.mock_simple_storage_client._get_latest_version.return_value = ( - VALID_VERSION - ) - - def given_crc_changes_on_download( - self, data: str, initial_crc: str, download_crc: str - ): - self.mock_simple_storage_client.crc32c.return_value = initial_crc - self.mock_simple_storage_client.download.return_value = ( - data.encode(), - download_crc, - ) - self.mock_simple_storage_client._get_latest_version.return_value = ( - VALID_VERSION - ) - - -@pytest.fixture() -def mocked_storage(): - with patch( - "policyengine.utils.data.caching_google_storage_client.SimplifiedGoogleStorageClient", - autospec=True, - ) as mock_class: - mock_instance = mock_class.return_value - yield MockedStorageSupport(mock_instance) diff --git a/tests/utils/data/test_caching_google_storage_client.py b/tests/utils/data/test_caching_google_storage_client.py deleted file mode 100644 index 99b8a687..00000000 --- a/tests/utils/data/test_caching_google_storage_client.py +++ /dev/null @@ -1,103 +0,0 @@ -from pathlib import Path -import pytest -import tempfile -from unittest.mock import MagicMock, create_autospec, patch -from policyengine.utils.data import CachingGoogleStorageClient -from tests.utils.data.conftest import MockedStorageSupport - - -class TestCachingGoogleStorageClient: - def test_when_cache_miss__then_download_file( - self, mocked_storage: MockedStorageSupport - ): - with CachingGoogleStorageClient() as caching_client: - with tempfile.TemporaryDirectory() as tmpdir: - mocked_storage.given_stored_data("TEST DATA", "TEST_CRC") - caching_client.download( - "test_bucket", "blob/path", Path(tmpdir, "output.txt") - ) - assert ( - open(Path(tmpdir, "output.txt")).readline() == "TEST DATA" - ) - - def test_when_cache_hit__then_use_cached_value( - self, mocked_storage: MockedStorageSupport - ): - with CachingGoogleStorageClient() as caching_client: - with tempfile.TemporaryDirectory() as tmpdir: - mocked_storage.given_stored_data( - "INITIAL TEST DATA", "TEST_CRC" - ) - caching_client.download( - "test_bucket", "blob/path", Path(tmpdir, "output.txt") - ) - assert ( - open(Path(tmpdir, "output.txt")).readline() - == "INITIAL TEST DATA" - ) - - mocked_storage.given_stored_data( - "CRC DID NOT CHANGE SO YOU SHOULD NOT SEE THIS", "TEST_CRC" - ) - caching_client.download( - "test_bucket", "blob/path", Path(tmpdir, "output.txt") - ) - assert ( - open(Path(tmpdir, "output.txt")).readline() - == "INITIAL TEST DATA" - ) - - def test_when_crc_updated__then_redownload( - self, mocked_storage: MockedStorageSupport - ): - with CachingGoogleStorageClient() as caching_client: - with tempfile.TemporaryDirectory() as tmpdir: - mocked_storage.given_stored_data( - "INITIAL TEST DATA", "TEST_CRC" - ) - caching_client.download( - "test_bucket", "blob/path", Path(tmpdir, "output.txt") - ) - assert ( - open(Path(tmpdir, "output.txt")).readline() - == "INITIAL TEST DATA" - ) - - mocked_storage.given_stored_data( - "UPDATED_TEST_DATA", "UPDATED_TEST_CRC" - ) - caching_client.download( - "test_bucket", "blob/path", Path(tmpdir, "output.txt") - ) - assert ( - open(Path(tmpdir, "output.txt")).readline() - == "UPDATED_TEST_DATA" - ) - - def test_when_crc_updated_on_download__then_store_downloaded_crc( - self, mocked_storage: MockedStorageSupport - ): - with CachingGoogleStorageClient() as caching_client: - with tempfile.TemporaryDirectory() as tmpdir: - mocked_storage.given_crc_changes_on_download( - "FINAL CONTENT", "INITIAL_CRC", "DOWNLOADED_CRC" - ) - caching_client.download( - "test_bucket", "blob/path", Path(tmpdir, "output.txt") - ) - assert ( - open(Path(tmpdir, "output.txt")).readline() - == "FINAL CONTENT" - ) - - mocked_storage.given_stored_data( - "YOU SHOULD NOT SEE THIS BECAUSE THE CRC IS UNCHANGED FROM DOWNLOADED", - "DOWNLOADED_CRC", - ) - caching_client.download( - "test_bucket", "blob/path", Path(tmpdir, "output.txt") - ) - assert ( - open(Path(tmpdir, "output.txt")).readline() - == "FINAL CONTENT" - ) diff --git a/tests/utils/data/test_google_cloud_bucket.py b/tests/utils/data/test_google_cloud_bucket.py deleted file mode 100644 index 71fd6ea4..00000000 --- a/tests/utils/data/test_google_cloud_bucket.py +++ /dev/null @@ -1,46 +0,0 @@ -from unittest import TestCase -from unittest.mock import patch -import pytest -from pathlib import Path -from policyengine.utils.google_cloud_bucket import ( - download_file_from_gcs, - _clear_client, -) - - -class TestGoogleCloudBucket(TestCase): - def setUp(self): - _clear_client() - - @patch( - "policyengine.utils.google_cloud_bucket.CachingGoogleStorageClient", - autospec=True, - ) - def test_download_uses_storage_client(self, client_class): - client_instance = client_class.return_value - download_file_from_gcs( - "TEST_BUCKET", - "TEST/FILE/NAME.TXT", - "TARGET/PATH", - version=None, - ) - client_instance.download.assert_called_with( - "TEST_BUCKET", - "TEST/FILE/NAME.TXT", - Path("TARGET/PATH"), - version=None, - return_version=True, - ) - - @patch( - "policyengine.utils.google_cloud_bucket.CachingGoogleStorageClient", - autospec=True, - ) - def test_download_only_creates_client_once(self, client_class): - download_file_from_gcs( - "TEST_BUCKET", "TEST/FILE/NAME.TXT", "TARGET/PATH", version=None - ) - download_file_from_gcs( - "TEST_BUCKET", "TEST/FILE/NAME.TXT", "ANOTHER/PATH", version=None - ) - client_class.assert_called_once() diff --git a/tests/utils/data/test_simplified_google_storage_client.py b/tests/utils/data/test_simplified_google_storage_client.py deleted file mode 100644 index b61fbf5f..00000000 --- a/tests/utils/data/test_simplified_google_storage_client.py +++ /dev/null @@ -1,107 +0,0 @@ -from unittest.mock import patch, call -import pytest -from policyengine.utils.data import SimplifiedGoogleStorageClient - -VALID_VERSION = "1.2.3" - - -class TestSimplifiedGoogleStorageClient: - @patch( - "policyengine.utils.data.simplified_google_storage_client.Client", - autospec=True, - ) - def test_crc32c__gets_crc(self, mock_client_class): - mock_instance = mock_client_class.return_value - bucket = mock_instance.bucket.return_value - blob = bucket.blob.return_value - - blob.crc32c = "TEST_CRC" - - client = SimplifiedGoogleStorageClient() - assert client.crc32c("bucket_name", "content.txt") == "TEST_CRC" - mock_instance.bucket.assert_called_with("bucket_name") - bucket.blob.assert_called_with("content.txt") - blob.reload.assert_called() - - @patch( - "policyengine.utils.data.simplified_google_storage_client.Client", - autospec=True, - ) - def test_download__downloads_content(self, mock_client_class): - mock_instance = mock_client_class.return_value - bucket = mock_instance.bucket.return_value - blob = bucket.blob.return_value - - blob.download_as_bytes.return_value = "hello, world".encode() - blob.crc32c = "TEST_CRC" - - client = SimplifiedGoogleStorageClient() - [data, crc] = client.download("bucket", "blob.txt") - assert data == "hello, world".encode() - assert crc == "TEST_CRC" - - mock_instance.bucket.assert_called_with("bucket") - bucket.blob.assert_called_with("blob.txt") - - @patch( - "policyengine.utils.data.simplified_google_storage_client.Client", - autospec=True, - ) - def test_get_latest_version__returns_version_from_metadata( - self, mock_client_class - ): - mock_instance = mock_client_class.return_value - bucket = mock_instance.get_bucket.return_value - blob = bucket.get_blob.return_value - - # Test case where metadata exists with version - blob.metadata = {"version": VALID_VERSION} - - client = SimplifiedGoogleStorageClient() - result = client._get_latest_version("test_bucket", "test_key") - - assert result == VALID_VERSION - mock_instance.get_bucket.assert_called_with("test_bucket") - bucket.get_blob.assert_called_with("test_key") - - @patch( - "policyengine.utils.data.simplified_google_storage_client.Client", - autospec=True, - ) - def test_get_latest_version__returns_none_when_no_metadata( - self, mock_client_class - ): - mock_instance = mock_client_class.return_value - bucket = mock_instance.get_bucket.return_value - blob = bucket.get_blob.return_value - - # Test case where metadata is None - blob.metadata = None - - client = SimplifiedGoogleStorageClient() - result = client._get_latest_version("test_bucket", "test_key") - - assert result is None - mock_instance.get_bucket.assert_called_with("test_bucket") - bucket.get_blob.assert_called_with("test_key") - - @patch( - "policyengine.utils.data.simplified_google_storage_client.Client", - autospec=True, - ) - def test_get_latest_version__returns_none_when_no_version_in_metadata( - self, mock_client_class - ): - mock_instance = mock_client_class.return_value - bucket = mock_instance.get_bucket.return_value - blob = bucket.get_blob.return_value - - # Test case where metadata exists but no version field - blob.metadata = {"other_field": "value"} - - client = SimplifiedGoogleStorageClient() - result = client._get_latest_version("test_bucket", "test_key") - - assert result is None - mock_instance.get_bucket.assert_called_with("test_bucket") - bucket.get_blob.assert_called_with("test_key") diff --git a/tests/utils/test_packages.py b/tests/utils/test_packages.py deleted file mode 100644 index 822377b0..00000000 --- a/tests/utils/test_packages.py +++ /dev/null @@ -1,54 +0,0 @@ -import pytest -from policyengine.utils.packages import ( - get_country_package_name, - get_country_package_version, -) -from tests.fixtures.utils.packages import ( - patch_importlib_version, - MOCK_VERSION, -) - - -class TestGetCountryPackageName: - def test__given_country_id__then_return_package_name(self): - test_country = "us" - - test_package_name = get_country_package_name(test_country) - - assert test_package_name == "policyengine_us" - - def test__given_non_standard_country_id__then_return_package_name(self): - test_country = "ca" - - test_package_name = get_country_package_name(test_country) - - assert test_package_name == "policyengine_canada" - - def test__given_unsupported_country_id__then_return_package_name(self): - test_country = "zz" - - with pytest.raises(Exception, match="Unsupported country ID: zz"): - get_country_package_name(test_country) - - -class TestGetCountryPackageVersion: - def test__given_package_exists__then_return_version( - self, patch_importlib_version - ): - test_country = "us" - - test_version = get_country_package_version(test_country) - - # Version number defined by mock - assert test_version == MOCK_VERSION - - def test__given_package_does_not_exist__then_raise_exception( - self, patch_importlib_version - ): - test_country = "zz" - - with pytest.raises( - Exception, - match=f"Unsupported country ID: {test_country}. Supported IDs are: ", - ): - get_country_package_version(test_country) diff --git a/tests/utils/test_reforms.py b/tests/utils/test_reforms.py deleted file mode 100644 index cf43630d..00000000 --- a/tests/utils/test_reforms.py +++ /dev/null @@ -1,268 +0,0 @@ -from pydantic import ValidationError -import pytest -import numpy as np - -from policyengine.utils.reforms import ( - ParameterChangeDict, - ParametricReform, - ParameterChangeValue, -) - - -class TestParameterChangeDict: - def test_schema__given_float_inputs__returns_valid_dict(self): - input_data = { - "2023-01-01.2023-12-31": 0.1, - "2024-01-01.2024-12-31": 0.2, - } - - expected_output_data = { - "2023-01-01.2023-12-31": ParameterChangeValue(root=0.1), - "2024-01-01.2024-12-31": ParameterChangeValue(root=0.2), - } - - result = ParameterChangeDict(root=input_data) - - assert isinstance(result, ParameterChangeDict) - assert result.root == expected_output_data - - def test_schema__given_string_inputs__returns_valid_dict(self): - input_data = { - "2023-01-01.2023-12-31": "0.1", - "2024-01-01.2024-12-31": "0.2", - } - - expected_output_data = { - "2023-01-01.2023-12-31": ParameterChangeValue(root="0.1"), - "2024-01-01.2024-12-31": ParameterChangeValue(root="0.2"), - } - - result = ParameterChangeDict(root=input_data) - - assert isinstance(result, ParameterChangeDict) - assert result.root == expected_output_data - - def test_schema__given_infinity_string__returns_valid_dict(self): - input_data = { - "2023-01-01.2023-12-31": "Infinity", - "2024-01-01.2024-12-31": "-Infinity", - } - - expected_output_data = { - "2023-01-01.2023-12-31": ParameterChangeValue(root=np.inf), - "2024-01-01.2024-12-31": ParameterChangeValue(root=-np.inf), - } - - result = ParameterChangeDict(root=input_data) - - assert isinstance(result, ParameterChangeDict) - assert result.root == expected_output_data - - def test_schema__given_yearly_input__returns_valid_dict(self): - input_data = { - "2023": 0.1, - "2024": 0.2, - } - - expected_output_data = { - "2023": ParameterChangeValue(root=0.1), - "2024": ParameterChangeValue(root=0.2), - } - - result = ParameterChangeDict(root=input_data) - - assert isinstance(result, ParameterChangeDict) - assert result.root == expected_output_data - - def test_schema__given_invalid_date_format__raises_validation_error(self): - input_data = {"2023-01-01.2023-12-31": 0.1, "invalid_date_format": 0.2} - - with pytest.raises( - ValidationError, - match=r"validation errors? for ParameterChangeDict", - ): - ParameterChangeDict(root=input_data) - - def test_schema__given_non_date_key_type__raises_validation_error(self): - input_data = {123: 0.1, "2024-01-01.2024-12-31": 0.2} - - with pytest.raises( - ValidationError, match="validation error for ParameterChangeDict" - ): - ParameterChangeDict(root=input_data) - - def test_schema__given_incorrect_date_key_type__raises_validation_error( - self, - ): - input_data = { - "2023-01-01.2023-12-31": 0.1, - "2024-01-01.2024-12-31": 0.2, - "2024.01.01-2025.12.31": 0.3, - } - - with pytest.raises( - ValidationError, match="validation error for ParameterChangeDict" - ): - ParameterChangeDict(root=input_data) - - -class TestParameterChangeValue: - def test_schema__given_float_input__returns_valid_value(self): - input_data = 0.1 - - result = ParameterChangeValue(root=input_data) - - assert isinstance(result, ParameterChangeValue) - assert result.root == input_data - - def test_schema__given_string_input__returns_valid_value(self): - input_data = "0.1" - - result = ParameterChangeValue(root=input_data) - - assert isinstance(result, ParameterChangeValue) - assert result.root == input_data - - def test_schema__given_bool_input__returns_valid_value(self): - input_data = True - - result = ParameterChangeValue(root=input_data) - - assert isinstance(result, ParameterChangeValue) - assert result.root == input_data - - def test_schema__given_infinity_string__returns_valid_value(self): - input_data = "Infinity" - - result = ParameterChangeValue(root=input_data) - - assert isinstance(result, ParameterChangeValue) - assert result.root == float("inf") - - def test_schema__given_negative_infinity_string__returns_valid_value(self): - input_data = "-Infinity" - - result = ParameterChangeValue(root=input_data) - - assert isinstance(result, ParameterChangeValue) - assert result.root == float("-inf") - - def test_schema__given_invalid_type__raises_validation_error(self): - input_data = [0.1, 0.2] - - with pytest.raises( - ValidationError, match="validation error for ParameterChangeValue" - ): - ParameterChangeValue(root=input_data) - - def test_schema__given_dict_input__raises_validation_error(self): - input_data = {"key": "value"} - - with pytest.raises( - ValidationError, match="validation error for ParameterChangeValue" - ): - ParameterChangeValue(root=input_data) - - -class TestParametricReform: - def test_schema__given_full_date_dict__returns_valid_reform(self): - input_data = { - "parameter1": { - "2023-01-01.2023-12-31": 0.1, - "2024-01-01.2024-12-31": 0.2, - }, - "parameter2": { - "2023-01-01.2023-12-31": 0.3, - "2024-01-01.2024-12-31": 0.4, - }, - } - - expected_output_data = { - "parameter1": ParameterChangeDict( - root={ - "2023-01-01.2023-12-31": 0.1, - "2024-01-01.2024-12-31": 0.2, - } - ), - "parameter2": ParameterChangeDict( - root={ - "2023-01-01.2023-12-31": 0.3, - "2024-01-01.2024-12-31": 0.4, - } - ), - } - - result = ParametricReform(root=input_data) - - assert isinstance(result, ParametricReform) - assert result.root == expected_output_data - - def test_schema__given_yearly_dict__returns_valid_reform(self): - input_data = { - "parameter1": {"2023": 0.1, "2024": 0.2}, - "parameter2": {"2023": 0.3, "2024": 0.4}, - } - - expected_output_data = { - "parameter1": ParameterChangeDict(root={"2023": 0.1, "2024": 0.2}), - "parameter2": ParameterChangeDict(root={"2023": 0.3, "2024": 0.4}), - } - - result = ParametricReform(root=input_data) - - assert isinstance(result, ParametricReform) - assert result.root == expected_output_data - - def test_schema__given_single_value_dict__returns_valid_reform(self): - input_data = { - "parameter1": 0.1, - "parameter2": 0.2, - } - - expected_output_data = { - "parameter1": ParameterChangeValue(root=0.1), - "parameter2": ParameterChangeValue(root=0.2), - } - - result = ParametricReform(root=input_data) - - assert isinstance(result, ParametricReform) - assert result.root == expected_output_data - - def test_schema__given_mixed_dict__returns_valid_reform(self): - input_data = { - "parameter1": { - "2023-01-01.2023-12-31": 0.1, - "2024-01-01.2024-12-31": 0.2, - }, - "parameter2": 0.3, - } - - expected_output_data = { - "parameter1": ParameterChangeDict( - root={ - "2023-01-01.2023-12-31": 0.1, - "2024-01-01.2024-12-31": 0.2, - } - ), - "parameter2": ParameterChangeValue(root=0.3), - } - - result = ParametricReform(root=input_data) - - assert isinstance(result, ParametricReform) - assert result.root == expected_output_data - - def test_schema__given_invalid_key_type__raises_validation_error(self): - input_data = { - 123: {"2023-01-01.2023-12-31": 0.1, "2024-01-01.2024-12-31": 0.2}, - "valid_parameter": { - "2023-01-01.2023-12-31": 0.3, - "2024-01-01.2024-12-31": 0.4, - }, - } - - with pytest.raises( - ValidationError, match=r"validation errors? for ParametricReform" - ): - ParametricReform(root=input_data) From 300406fdedba72b5092be26e3f55dfe84bdf12cc Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Thu, 21 Aug 2025 22:16:37 +0100 Subject: [PATCH 02/97] Move to src/ format --- pyproject.toml | 5 ++++- src/policyengine/__init__.py | 3 +++ 2 files changed, 7 insertions(+), 1 deletion(-) create mode 100644 src/policyengine/__init__.py diff --git a/pyproject.toml b/pyproject.toml index 3b6f63f3..68ff1f80 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -37,9 +37,12 @@ dev = [ ] [tool.setuptools] -packages = ["policyengine"] +package-dir = {"" = "src"} include-package-data = true +[tool.setuptools.packages.find] +where = ["src"] + [tool.setuptools.package-data] "policyengine" = ["**/*"] diff --git a/src/policyengine/__init__.py b/src/policyengine/__init__.py new file mode 100644 index 00000000..a8724763 --- /dev/null +++ b/src/policyengine/__init__.py @@ -0,0 +1,3 @@ +"""PolicyEngine - A package to conduct policy analysis using PolicyEngine tax-benefit models.""" + +__version__ = "0.6.1" \ No newline at end of file From f95f30927366041975792efdfd0ef779d5bb27ca Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Fri, 22 Aug 2025 11:54:26 +0100 Subject: [PATCH 03/97] Add database models --- .gitignore | 169 +----- Makefile | 8 +- README.md | 142 ++++- pyproject.toml | 10 +- src/policyengine/__init__.py | 29 +- src/policyengine/database/__init__.py | 18 + src/policyengine/database/database.py | 549 ++++++++++++++++++++ src/policyengine/database/models.py | 163 ++++++ src/policyengine/database/schema_helpers.py | 208 ++++++++ src/policyengine/models/__init__.py | 13 + src/policyengine/models/base.py | 118 +++++ src/policyengine/models/population.py | 60 +++ src/policyengine/models/scenario.py | 93 ++++ src/policyengine/utils/__init__.py | 10 + src/policyengine/utils/lazy_loader.py | 40 ++ src/policyengine/utils/schema_generator.py | 141 +++++ tests/test_database.py | 224 ++++++++ tests/test_models.py | 198 +++++++ 18 files changed, 2017 insertions(+), 176 deletions(-) create mode 100644 src/policyengine/database/__init__.py create mode 100644 src/policyengine/database/database.py create mode 100644 src/policyengine/database/models.py create mode 100644 src/policyengine/database/schema_helpers.py create mode 100644 src/policyengine/models/__init__.py create mode 100644 src/policyengine/models/base.py create mode 100644 src/policyengine/models/population.py create mode 100644 src/policyengine/models/scenario.py create mode 100644 src/policyengine/utils/__init__.py create mode 100644 src/policyengine/utils/lazy_loader.py create mode 100644 src/policyengine/utils/schema_generator.py create mode 100644 tests/test_database.py create mode 100644 tests/test_models.py diff --git a/.gitignore b/.gitignore index a210954a..cf98602a 100644 --- a/.gitignore +++ b/.gitignore @@ -1,167 +1,4 @@ -# Byte-compiled / optimized / DLL files -__pycache__/ -*.py[cod] -*$py.class - -# C extensions -*.so - -# Distribution / packaging -.Python -build/ -develop-eggs/ -dist/ -downloads/ -eggs/ -.eggs/ -lib/ -lib64/ -parts/ -sdist/ -var/ -wheels/ -share/python-wheels/ -*.egg-info/ -.installed.cfg -*.egg -MANIFEST - -# PyInstaller -# Usually these files are written by a python script from a template -# before PyInstaller builds the exe, so as to inject date/other infos into it. -*.manifest -*.spec - -# Installer logs -pip-log.txt -pip-delete-this-directory.txt - -# Unit test / coverage reports -htmlcov/ -.tox/ -.nox/ -.coverage -.coverage.* -.cache -nosetests.xml -coverage.xml -*.cover -*.py,cover -.hypothesis/ -.pytest_cache/ -cover/ - -# Translations -*.mo -*.pot - -# Django stuff: -*.log -local_settings.py -db.sqlite3 -db.sqlite3-journal - -# Flask stuff: -instance/ -.webassets-cache - -# Scrapy stuff: -.scrapy - -# Sphinx documentation -docs/_build/ - -# PyBuilder -.pybuilder/ -target/ - -# Jupyter Notebook -.ipynb_checkpoints - -# IPython -profile_default/ -ipython_config.py - -# pyenv -# For a library or package, you might want to ignore these files since the code is -# intended to run in multiple environments; otherwise, check them in: -# .python-version - -# pipenv -# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. -# However, in case of collaboration, if having platform-specific dependencies or dependencies -# having no cross-platform support, pipenv may install dependencies that don't work, or not -# install all needed dependencies. -#Pipfile.lock - -# poetry -# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. -# This is especially recommended for binary packages to ensure reproducibility, and is more -# commonly ignored for libraries. -# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control -#poetry.lock - -# pdm -# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. -#pdm.lock -# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it -# in version control. -# https://pdm.fming.dev/#use-with-ide -.pdm.toml - -# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm -__pypackages__/ - -# Celery stuff -celerybeat-schedule -celerybeat.pid - -# SageMath parsed files -*.sage.py - -# Environments -.env -.venv -env/ -venv/ -ENV/ -env.bak/ -venv.bak/ - -# Spyder project settings -.spyderproject -.spyproject - -# Rope project settings -.ropeproject - -# mkdocs documentation -/site - -# mypy -.mypy_cache/ -.dmypy.json -dmypy.json - -# Pyre type checker -.pyre/ - -# pytype static type analyzer -.pytype/ - -# Cython debug symbols -cython_debug/ - -# PyCharm -# JetBrains specific template is maintained in a separate JetBrains.gitignore that can -# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore -# and can be added to the global gitignore or merged into this file. For a more nuclear -# option (not recommended) you can uncomment the following to ignore the entire idea folder. -#.idea/ - +**/*.db +**/__pycache__ +**/*.egg-info *.ipynb - -!docs/**/*.ipynb - -**/*.h5 -**/*.csv diff --git a/Makefile b/Makefile index 68fb8ee5..7d35bd60 100644 --- a/Makefile +++ b/Makefile @@ -1,9 +1,9 @@ +.PHONY: docs + all: build-package -documentation: - jb clean docs - jb build docs - python docs/add_plotly_to_book.py docs/ +docs: + jupyter book start install: pip install -e .[dev] diff --git a/README.md b/README.md index 4b76f312..983123d3 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,141 @@ -# policyengine.py +# PolicyEngine -PolicyEngine's main user-facing Python package, incorporating country packages and integrating data visualization and analytics. Read the documentation [here](https://policyengine.github.io/policyengine.py). +A Python package for conducting policy analysis using PolicyEngine tax-benefit models. This package provides standardised tools for creating and managing single-year datasets from country-specific tax-benefit models. + +## Features + +- **Standardised entity models** for persons, households, and country-specific units +- **SQLAlchemy-based database** supporting both local (SQLite) and cloud (PostgreSQL/MySQL) storage +- **Country-specific schemas** for UK and US tax-benefit systems +- **Population and scenario management** for simulation runs +- **Export/import functionality** for Parquet files + +## Installation + +```bash +pip install policyengine +``` + +## Quick start + +```python +from policyengine import Database, Population, Scenario, SingleYearDataset +from policyengine import UKPerson, UKHousehold, EntityTable + +# Create database (defaults to SQLite) +db = Database() + +# Create a population +population = Population(name="UK 2024", country="uk", year=2024) +population.add_entity_count("Person", 66_000_000) +population.add_entity_count("Household", 28_000_000) +db.save_population(population) + +# Create a scenario with reforms +scenario = Scenario(name="Income tax reform", country="uk") +scenario.add_reform("tax.income_tax.rate", 0.25, "2024") +db.save_scenario(scenario) + +# Create a dataset with entities +dataset = SingleYearDataset(year=2024, country="uk") + +persons = EntityTable(entity_type=UKPerson) +persons.add_entity(UKPerson( + id="person_1", + age=35, + employment_income=30000, + benunit_id="benunit_1", + household_id="household_1" +)) + +households = EntityTable(entity_type=UKHousehold) +households.add_entity(UKHousehold( + id="household_1", + region="London", + tenure_type="rented", + rent=1500 +)) + +dataset.add_table("persons", persons) +dataset.add_table("households", households) + +# Save to database +db.save_dataset(dataset, population_id=population.id) +``` + +## Database configuration + +### Local SQLite (default) +```python +from policyengine import Database +db = Database() # Creates policyengine.db in current directory +``` + +### PostgreSQL +```python +from policyengine import Database, DatabaseConfig + +config = DatabaseConfig( + connection_string="postgresql://user:password@localhost/policyengine" +) +db = Database(config) +``` + +### MySQL +```python +config = DatabaseConfig( + connection_string="mysql+pymysql://user:password@localhost/policyengine" +) +db = Database(config) +``` + +## Entity schemas + +### UK entities +- `UKPerson`: Individual person with income, benefits, and tax attributes +- `UKBenUnit`: Benefit unit for welfare calculations +- `UKHousehold`: Household with housing costs and regional information + +### US entities +- `USPerson`: Individual person with federal and state tax attributes +- `USTaxUnit`: Tax filing unit +- `USFamily`: Family unit for benefit determination +- `USHousehold`: Household with state and local attributes + +## Working with datasets + +### Export to Parquet +```python +dataset = db.get_dataset(dataset_id="...") +files = db.export_to_parquet(dataset, "/path/to/output") +``` + +### Import from Parquet +```python +entity_types = { + "persons": UKPerson, + "households": UKHousehold +} +dataset = db.import_from_parquet("/path/to/input", "uk", 2024, entity_types) +``` + +## Development + +```bash +# Install development dependencies +pip install -e ".[dev]" + +# Run tests +pytest + +# Format code +black src/ tests/ +``` + +## License + +GNU Affero General Public License v3.0 + +## Documentation + +Read the full documentation [here](https://policyengine.github.io/policyengine.py). diff --git a/pyproject.toml b/pyproject.toml index 68ff1f80..c513d472 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -16,11 +16,15 @@ dependencies = [ "policyengine_core>=3.10", "policyengine-uk", "policyengine-us>=1.213.1", - "diskcache (>=5.6.3,<6.0.0)", - "google-cloud-storage (>=3.1.0,<4.0.0)", + "sqlalchemy>=2.0.0", + "alembic>=1.13.0", + "psycopg2-binary>=2.9.0", + "pymysql>=1.1.0", + "google-cloud-storage>=2.10.0", "microdf_python", "getpass4", - "pydantic" + "pydantic>=2.0.0", + "pandas>=2.0.0" ] [project.optional-dependencies] diff --git a/src/policyengine/__init__.py b/src/policyengine/__init__.py index a8724763..331e73c1 100644 --- a/src/policyengine/__init__.py +++ b/src/policyengine/__init__.py @@ -1,3 +1,30 @@ """PolicyEngine - A package to conduct policy analysis using PolicyEngine tax-benefit models.""" -__version__ = "0.6.1" \ No newline at end of file +__version__ = "0.6.1" + +from .database import Database, DatabaseConfig +from .models import ( + BaseEntity, + EntityTable, + SingleYearDataset, + Population, + Scenario, +) + +__all__ = [ + "Database", + "DatabaseConfig", + "BaseEntity", + "EntityTable", + "SingleYearDataset", + "Population", + "Scenario", + "UKPerson", + "UKBenUnit", + "UKHousehold", + "USPerson", + "USTaxUnit", + "USFamily", + "USSPMUnit", + "USHousehold", +] \ No newline at end of file diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py new file mode 100644 index 00000000..66d1292b --- /dev/null +++ b/src/policyengine/database/__init__.py @@ -0,0 +1,18 @@ +"""Database abstraction for PolicyEngine.""" + +from .database import Database, DatabaseConfig +from .schema_helpers import ( + get_country_schema_from_package, + create_columns_from_country_schema, + populate_schema_tables, + initialize_country_tables, +) + +__all__ = [ + "Database", + "DatabaseConfig", + "get_country_schema_from_package", + "create_columns_from_country_schema", + "populate_schema_tables", + "initialize_country_tables", +] \ No newline at end of file diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py new file mode 100644 index 00000000..71278642 --- /dev/null +++ b/src/policyengine/database/database.py @@ -0,0 +1,549 @@ +"""Main database class for PolicyEngine.""" + +from typing import Optional, Dict, Any, List +from sqlalchemy import create_engine, Table, MetaData, Column, String, Integer, Float, Boolean, Text +from sqlalchemy.orm import sessionmaker, Session +from sqlalchemy.pool import StaticPool +from pydantic import BaseModel, Field +import warnings + +from .models import Base, EntityTypeDataModel, VariableDataModel +from .schema_helpers import get_country_schema_from_package + + +class DatabaseConfig(BaseModel): + """Configuration for database connection.""" + + connection_string: Optional[str] = Field( + None, + description="Database connection string (defaults to SQLite)" + ) + echo: bool = Field(False, description="Echo SQL statements") + pool_size: int = Field(5, description="Connection pool size") + max_overflow: int = Field(10, description="Maximum overflow connections") + + +class SchemaDefinition(BaseModel): + """Schema definition for a country's entities and variables.""" + + country: str + entities: Dict[str, List[Dict[str, Any]]] # entity_name -> list of variable definitions + + +class Database: + """Main database interface for PolicyEngine data. + + This class provides a simple interface to instantiate and use with either + local or cloud databases. It sets up the connection and creates tables, + but does not provide helper methods - those should be implemented elsewhere. + """ + + def __init__(self, config: Optional[DatabaseConfig] = None, validate_schema: bool = True, countries: Optional[List[str]] = ["uk"]): + """Initialize database with configuration. + + Args: + config: Database configuration + validate_schema: If True, validate country schemas on initialization + countries: List of country codes to initialize (e.g., ['uk', 'us']). + If None, will try to detect available country packages. + """ + self.config = config or DatabaseConfig() + self.engine = self._create_engine() + self.SessionLocal = sessionmaker(bind=self.engine) + + # Use Base.metadata directly instead of creating a new one + self.metadata = Base.metadata + self._country_tables: Dict[str, Table] = {} + + # Create all tables defined in models + self.metadata.create_all(bind=self.engine) + + # Initialize country tables + self._initialize_countries(countries) + + # Validate schemas if requested + if validate_schema: + self._validate_schemas() + + def _create_engine(self): + """Create SQLAlchemy engine.""" + if self.config.connection_string: + # Cloud database connection + return create_engine( + self.config.connection_string, + echo=self.config.echo, + pool_size=self.config.pool_size, + max_overflow=self.config.max_overflow + ) + else: + # Local SQLite database + return create_engine( + "sqlite:///policyengine.db", + echo=self.config.echo, + connect_args={"check_same_thread": False}, + poolclass=StaticPool + ) + + def get_session(self) -> Session: + """Get a database session.""" + return self.SessionLocal() + + def _initialize_countries(self, countries: Optional[List[str]] = None): + """Initialize country tables from their packages. + + Args: + countries: List of country codes. If None, detect available packages. + """ + if countries is None: + # Try to detect available country packages + countries = self._detect_available_countries() + + for country in countries: + try: + self._initialize_country(country) + except Exception as e: + warnings.warn( + f"Failed to initialize country '{country}': {e}", + UserWarning + ) + + def _detect_available_countries(self) -> List[str]: + """Detect which country packages are available.""" + available = [] + + # Try common country codes + for country in ['uk', 'us']: + try: + # Try to import the package + if country == 'uk': + import policyengine_uk + available.append('uk') + elif country == 'us': + import policyengine_us + available.append('us') + except ImportError: + pass + + return available + + def _initialize_country(self, country: str): + """Initialize tables for a specific country. + + Args: + country: Country code (e.g., 'uk', 'us') + """ + # Check if already initialized by looking at entity_types table + with self.get_session() as session: + existing = session.query(EntityTypeDataModel).filter_by(country=country).first() + if existing: + # Country already initialized, just load the tables + self._load_country_tables(country) + return + + # Get schema from package + try: + schema = get_country_schema_from_package(country) + except (ImportError, ValueError) as e: + raise RuntimeError(f"Cannot initialize country '{country}': {e}") + + # Create tables and populate schema tracking + with self.get_session() as session: + for entity_name, variables in schema.items(): + table_name = f"{country}_{entity_name}" + + # Create entity type record + entity_type = EntityTypeDataModel( + country=country, + name=entity_name, + table_name=table_name + ) + session.add(entity_type) + session.flush() + + # Create variable records + for var_def in variables: + variable = VariableDataModel( + entity_type_id=entity_type.id, + name=var_def['name'], + data_type=var_def['data_type'], + is_nullable=var_def.get('is_nullable', True), + default_value=var_def.get('default_value') + ) + session.add(variable) + + # Create actual table + columns = self._create_columns_from_variables(variables) + self.create_country_table(table_name, columns) + + session.commit() + + def _load_country_tables(self, country: str): + """Load existing country tables into memory. + + Args: + country: Country code + """ + with self.get_session() as session: + entity_types = session.query(EntityTypeDataModel).filter_by(country=country).all() + + for entity_type in entity_types: + table_name = entity_type.table_name + # Just ensure the table is in our cache + # The table should already exist in the database + if table_name not in self._country_tables and table_name not in self.metadata.tables: + # Reflect the table from the database + Table(table_name, self.metadata, autoload_with=self.engine) + + def get_country_schema(self, country: str) -> SchemaDefinition: + """Get the current schema from a country package. + + Args: + country: Country code (e.g., 'uk', 'us') + + Returns: + SchemaDefinition with entity and variable information + """ + try: + entities = get_country_schema_from_package(country) + return SchemaDefinition(country=country, entities=entities) + except (ImportError, ValueError) as e: + raise RuntimeError( + f"Failed to get schema for country '{country}': {e}" + ) + + def _get_stored_schema(self, country: str) -> Dict[str, List[Dict[str, Any]]]: + """Get the stored schema from the database. + + Args: + country: Country code + + Returns: + Dictionary mapping entity names to their variable definitions + """ + with self.get_session() as session: + entity_types = session.query(EntityTypeDataModel).filter_by(country=country).all() + + schema = {} + for entity_type in entity_types: + variables = [] + for var in entity_type.variables: + variables.append({ + 'name': var.name, + 'data_type': var.data_type, + 'is_nullable': var.is_nullable, + 'default_value': var.default_value + }) + schema[entity_type.name] = variables + + return schema + + def _validate_schemas(self): + """Validate that database schemas match country package schemas. + + Raises: + RuntimeError: If schemas don't match + """ + # Get list of countries from entity_types table + with self.get_session() as session: + countries = session.query(EntityTypeDataModel.country).distinct().all() + countries = [c[0] for c in countries] + + for country in countries: + try: + current_schema = self.get_country_schema(country) + stored_schema = self._get_stored_schema(country) + + # Compare schemas + if current_schema.entities != stored_schema: + raise RuntimeError( + f"Schema mismatch for {country}. " + f"Database schema differs from country package schema. " + f"Run migrate_schema('{country}') to update." + ) + except NotImplementedError: + # Skip validation if country schema extraction not implemented + pass + + def migrate_schema(self, country: str, dry_run: bool = False) -> List[str]: + """Migrate database schema to match country package schema. + + WARNING: This will drop and add columns/tables as needed, potentially losing data. + + Args: + country: Country code to migrate + dry_run: If True, only return planned changes without executing + + Returns: + List of migration actions performed/planned + """ + warnings.warn( + "Schema migration will modify database structure and may result in data loss. " + "Ensure you have backups before proceeding.", + UserWarning + ) + + try: + target_schema = self.get_country_schema(country) + except NotImplementedError: + return ["Cannot migrate: Country schema extraction not implemented"] + + stored_schema = self._get_stored_schema(country) + actions = [] + + with self.get_session() as session: + # Process each entity type + for entity_name, target_variables in target_schema.entities.items(): + table_name = f"{country}_{entity_name}" + + if entity_name not in stored_schema: + # New entity type - create table and record + actions.append(f"CREATE TABLE {table_name}") + + if not dry_run: + # Create entity type record + entity_type = EntityTypeDataModel( + country=country, + name=entity_name, + table_name=table_name + ) + session.add(entity_type) + session.flush() + + # Create variable records + for var_def in target_variables: + variable = VariableDataModel( + entity_type_id=entity_type.id, + name=var_def['name'], + data_type=var_def['data_type'], + is_nullable=var_def.get('is_nullable', True), + default_value=var_def.get('default_value') + ) + session.add(variable) + + # Create actual table + columns = self._create_columns_from_variables(target_variables) + self.create_country_table(table_name, columns) + else: + # Existing entity - check for column changes + stored_variables = stored_schema[entity_name] + stored_var_names = {v['name'] for v in stored_variables} + target_var_names = {v['name'] for v in target_variables} + + # Find columns to add + columns_to_add = target_var_names - stored_var_names + for col_name in columns_to_add: + actions.append(f"ADD COLUMN {table_name}.{col_name}") + + if not dry_run: + # Add to variables table + var_def = next(v for v in target_variables if v['name'] == col_name) + entity_type = session.query(EntityTypeDataModel).filter_by( + country=country, name=entity_name + ).first() + + variable = VariableDataModel( + entity_type_id=entity_type.id, + name=var_def['name'], + data_type=var_def['data_type'], + is_nullable=var_def.get('is_nullable', True), + default_value=var_def.get('default_value') + ) + session.add(variable) + + # Add column to actual table + self._add_column_to_table(table_name, col_name, var_def) + + # Find columns to remove + columns_to_remove = stored_var_names - target_var_names + for col_name in columns_to_remove: + actions.append(f"DROP COLUMN {table_name}.{col_name}") + + if not dry_run: + # Remove from variables table + entity_type = session.query(EntityTypeDataModel).filter_by( + country=country, name=entity_name + ).first() + variable = session.query(VariableDataModel).filter_by( + entity_type_id=entity_type.id, name=col_name + ).first() + if variable: + session.delete(variable) + + # Drop column from actual table + self._drop_column_from_table(table_name, col_name) + + # Find entity types to remove + for entity_name in stored_schema: + if entity_name not in target_schema.entities: + table_name = f"{country}_{entity_name}" + actions.append(f"DROP TABLE {table_name}") + + if not dry_run: + # Remove entity type and its variables (cascade) + entity_type = session.query(EntityTypeDataModel).filter_by( + country=country, name=entity_name + ).first() + if entity_type: + session.delete(entity_type) + + # Drop actual table + self._drop_table(table_name) + + if not dry_run: + session.commit() + + return actions + + def _create_columns_from_variables(self, variables: List[Dict[str, Any]]) -> Dict[str, Column]: + """Create SQLAlchemy columns from variable definitions.""" + columns = {} + + # Always add an ID column as primary key + columns['id'] = Column(String, primary_key=True) + + for var_def in variables: + col_name = var_def['name'] + data_type = var_def['data_type'] + is_nullable = var_def.get('is_nullable', True) + default_value = var_def.get('default_value') + + # Map data types to SQLAlchemy types + if data_type == 'string': + col_type = String + elif data_type == 'integer': + col_type = Integer + elif data_type == 'float': + col_type = Float + elif data_type == 'boolean': + col_type = Boolean + elif data_type == 'text': + col_type = Text + else: + col_type = String # Default to string + + columns[col_name] = Column(col_type, nullable=is_nullable, default=default_value) + + return columns + + def _add_column_to_table(self, table_name: str, column_name: str, var_def: Dict[str, Any]): + """Add a column to an existing table.""" + # This is database-specific and would need different implementations + # for different database backends + with self.engine.connect() as conn: + data_type = var_def['data_type'] + + # Map to SQL types + sql_type_map = { + 'string': 'VARCHAR(255)', + 'integer': 'INTEGER', + 'float': 'REAL', + 'boolean': 'BOOLEAN', + 'text': 'TEXT' + } + sql_type = sql_type_map.get(data_type, 'VARCHAR(255)') + + # Build ALTER TABLE statement + nullable = 'NULL' if var_def.get('is_nullable', True) else 'NOT NULL' + default = f"DEFAULT {var_def['default_value']}" if var_def.get('default_value') is not None else '' + + sql = f"ALTER TABLE {table_name} ADD COLUMN {column_name} {sql_type} {nullable} {default}" + conn.execute(sql) + conn.commit() + + def _drop_column_from_table(self, table_name: str, column_name: str): + """Drop a column from an existing table.""" + # Note: SQLite doesn't support DROP COLUMN directly + # For other databases, this would be simpler + if self.is_local: + # SQLite requires recreating the table + warnings.warn( + f"SQLite does not support DROP COLUMN. " + f"Column {column_name} in {table_name} will be ignored but not removed.", + UserWarning + ) + else: + # For other databases + with self.engine.connect() as conn: + sql = f"ALTER TABLE {table_name} DROP COLUMN {column_name}" + conn.execute(sql) + conn.commit() + + def _drop_table(self, table_name: str): + """Drop a table.""" + with self.engine.connect() as conn: + sql = f"DROP TABLE IF EXISTS {table_name}" + conn.execute(sql) + conn.commit() + + # Remove from cache + if table_name in self._country_tables: + del self._country_tables[table_name] + + def create_country_table(self, table_name: str, columns: Dict[str, Column]) -> Table: + """Create a dynamic table based on country package metadata. + + This allows country packages to define tables dynamically at runtime + without needing predefined models. For example, uk_person, us_household, etc. + will be created based on the entities and variables defined in the country packages. + + Args: + table_name: Name of the table to create (e.g., 'uk_person', 'us_household') + columns: Dictionary mapping column names to SQLAlchemy Column objects + + Returns: + The created SQLAlchemy Table object + """ + # Check if table already exists in memory + if table_name in self._country_tables: + return self._country_tables[table_name] + + # Check if table already exists in metadata + if table_name in self.metadata.tables: + return self.metadata.tables[table_name] + + # Create new table with columns + column_list = [] + for col_name, col_def in columns.items(): + # Ensure column has a name + if col_def.name is None: + col_def.name = col_name + column_list.append(col_def) + + table = Table(table_name, self.metadata, *column_list, extend_existing=True) + + # Store in cache + self._country_tables[table_name] = table + + # Create the table in the database + self.metadata.create_all(bind=self.engine, tables=[table]) + + return table + + def get_country_table(self, table_name: str) -> Optional[Table]: + """Get a registered country-specific table. + + Args: + table_name: Name of the table (e.g., 'uk_person', 'us_household') + + Returns: + The SQLAlchemy Table object if registered, None otherwise + """ + # Check cache first + if table_name in self._country_tables: + return self._country_tables[table_name] + + # Check metadata + if table_name in self.metadata.tables: + return self.metadata.tables[table_name] + + return None + + @property + def is_cloud(self) -> bool: + """Check if using cloud database.""" + return self.config.connection_string is not None + + @property + def is_local(self) -> bool: + """Check if using local database.""" + return self.config.connection_string is None \ No newline at end of file diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py new file mode 100644 index 00000000..ce5c852a --- /dev/null +++ b/src/policyengine/database/models.py @@ -0,0 +1,163 @@ +"""SQLAlchemy models for PolicyEngine database.""" + +from sqlalchemy import ( + Column, String, Integer, Float, Boolean, Text, + DateTime, JSON, ForeignKey +) +from sqlalchemy.ext.declarative import declarative_base +from sqlalchemy.orm import relationship +from datetime import datetime +import uuid + +Base = declarative_base() + + +def generate_uuid(): + return str(uuid.uuid4()) + + +# Core entity models + +class ScenarioDataModel(Base): + """Scenario table model.""" + __tablename__ = "scenarios" + + id = Column(String, primary_key=True, default=generate_uuid) + country = Column(String, nullable=False, index=True) + name = Column(String, nullable=False) + description = Column(Text, nullable=True) + created_at = Column(DateTime, default=datetime.now) + updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) + + # Relationships + parameter_changes = relationship("ParameterChangeDataModel", back_populates="scenario", cascade="all, delete-orphan") + simulations = relationship("SimulationDataModel", back_populates="scenario", cascade="all, delete-orphan") + + +class ParameterChangeDataModel(Base): + """Parameter change table model.""" + __tablename__ = "parameter_changes" + + id = Column(String, primary_key=True, default=generate_uuid) + scenario_id = Column(String, ForeignKey("scenarios.id"), nullable=False) + country = Column(String, nullable=False, index=True) + parameter_path = Column(String, nullable=False) + period = Column(String, nullable=True) # e.g., "2024", "2024-01", "2024-Q1" + value = Column(JSON, nullable=False) # Can store various value types + created_at = Column(DateTime, default=datetime.now) + + # Relationships + scenario = relationship("ScenarioDataModel", back_populates="parameter_changes") + + +class PopulationDataModel(Base): + """Population table model.""" + __tablename__ = "populations" + + id = Column(String, primary_key=True, default=generate_uuid) + name = Column(String, nullable=False) + description = Column(Text, nullable=True) + country = Column(String, nullable=False, index=True) + source_dataset_id = Column(String, ForeignKey("source_datasets.id"), nullable=False) + created_at = Column(DateTime, default=datetime.now) + updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) + + # Relationships + source_dataset = relationship("SourceDatasetDataModel", back_populates="populations") + simulations = relationship("SimulationDataModel", back_populates="population") + + +class SourceDatasetDataModel(Base): + """Source dataset table model.""" + __tablename__ = "source_datasets" + + id = Column(String, primary_key=True, default=generate_uuid) + name = Column(String, nullable=False) + description = Column(Text, nullable=True) + year = Column(Integer, nullable=False, index=True) + created_at = Column(DateTime, default=datetime.now) + + # Relationships + populations = relationship("PopulationDataModel", back_populates="source_dataset") + + +class SimulationDataModel(Base): + """Simulation table model.""" + __tablename__ = "simulations" + + id = Column(String, primary_key=True, default=generate_uuid) + scenario_id = Column(String, ForeignKey("scenarios.id"), nullable=False) + country = Column(String, nullable=False, index=True) + population_id = Column(String, ForeignKey("populations.id"), nullable=False) + year = Column(Integer, nullable=False, index=True) + created_at = Column(DateTime, default=datetime.now) + + # Relationships + scenario = relationship("ScenarioDataModel", back_populates="simulations") + population = relationship("PopulationDataModel", back_populates="simulations") + budgetary_impacts = relationship("BudgetaryImpactDataModel", back_populates="simulation", cascade="all, delete-orphan") + decile_impacts = relationship("DecileImpactDataModel", back_populates="simulation", cascade="all, delete-orphan") + + +# Schema tracking models + +class EntityTypeDataModel(Base): + """Entity type definition table.""" + __tablename__ = "entity_types" + + id = Column(String, primary_key=True, default=generate_uuid) + country = Column(String, nullable=False, index=True) + name = Column(String, nullable=False) # e.g., "person", "household" + table_name = Column(String, nullable=False, unique=True) # e.g., "uk_person" + created_at = Column(DateTime, default=datetime.now) + updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) + + # Relationships + variables = relationship("VariableDataModel", back_populates="entity_type", cascade="all, delete-orphan") + + +class VariableDataModel(Base): + """Variable definition table.""" + __tablename__ = "variables" + + id = Column(String, primary_key=True, default=generate_uuid) + entity_type_id = Column(String, ForeignKey("entity_types.id"), nullable=False) + name = Column(String, nullable=False) # e.g., "employment_income" + data_type = Column(String, nullable=False) # e.g., "float", "integer", "boolean", "string" + is_nullable = Column(Boolean, default=True) + default_value = Column(JSON, nullable=True) + created_at = Column(DateTime, default=datetime.now) + updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) + + # Relationships + entity_type = relationship("EntityTypeDataModel", back_populates="variables") + + +# Analysis result models + +class BudgetaryImpactDataModel(Base): + """Budgetary impact analysis results.""" + __tablename__ = "budgetary_impacts" + + id = Column(String, primary_key=True, default=generate_uuid) + simulation_id = Column(String, ForeignKey("simulations.id"), nullable=False) + value = Column(Float, nullable=False) + created_at = Column(DateTime, default=datetime.now) + + # Relationships + simulation = relationship("SimulationDataModel", back_populates="budgetary_impacts") + + +class DecileImpactDataModel(Base): + """Decile impact analysis results.""" + __tablename__ = "decile_impacts" + + id = Column(String, primary_key=True, default=generate_uuid) + simulation_id = Column(String, ForeignKey("simulations.id"), nullable=False) + decile = Column(Integer, nullable=False) # 1-10 + decile_variable = Column(String, nullable=False) # e.g., "income", "wealth" + value = Column(Float, nullable=False) + created_at = Column(DateTime, default=datetime.now) + + # Relationships + simulation = relationship("SimulationDataModel", back_populates="decile_impacts") \ No newline at end of file diff --git a/src/policyengine/database/schema_helpers.py b/src/policyengine/database/schema_helpers.py new file mode 100644 index 00000000..3bde1d9f --- /dev/null +++ b/src/policyengine/database/schema_helpers.py @@ -0,0 +1,208 @@ +"""Helper functions to extract schema from country packages.""" + +from typing import Dict, List, Any +import importlib +from sqlalchemy import Column, String, Integer, Float, Boolean, Text + + +def get_country_schema_from_package(country: str) -> Dict[str, List[Dict[str, Any]]]: + """Extract entity and variable definitions from a country package. + + Args: + country: Country code (e.g., 'uk', 'us') + + Returns: + Dictionary mapping entity names to their variable definitions + """ + # Import the country package + try: + if country == 'uk': + from policyengine_uk import CountryTaxBenefitSystem as TaxBenefitSystem + elif country == 'us': + from policyengine_us import CountryTaxBenefitSystem as TaxBenefitSystem + else: + # Try dynamic import + module = importlib.import_module(f'policyengine_{country}') + TaxBenefitSystem = module.CountryTaxBenefitSystem + except ImportError: + raise ValueError(f"Country package 'policyengine_{country}' not found") + + # Initialize the system + system = TaxBenefitSystem() + + # Get all entities + entities = {} + for entity in system.entities: + entities[entity.key] = entity + + # Group variables by entity + entity_variables = {entity_key: [] for entity_key in entities.keys()} + + for var_name, variable_class in system.variables.items(): + # Get the entity this variable belongs to + entity_key = variable_class.entity.key + + # Skip if entity not in our list (shouldn't happen) + if entity_key not in entity_variables: + continue + + # Determine data type from value_type + value_type = getattr(variable_class, 'value_type', float) + if value_type == int: + data_type = 'integer' + elif value_type == float: + data_type = 'float' + elif value_type == bool: + data_type = 'boolean' + elif value_type == str: + data_type = 'string' + else: + # Default to float for numeric types + data_type = 'float' + + # Add variable definition + entity_variables[entity_key].append({ + 'name': var_name, + 'data_type': data_type, + 'is_nullable': True, # Most variables are nullable + 'default_value': None + }) + + # Add essential ID and weight columns for each entity + for entity_key in entity_variables: + # Add ID column at the beginning + entity_variables[entity_key].insert(0, { + 'name': f'{entity_key}_id', + 'data_type': 'string', + 'is_nullable': False, + 'default_value': None + }) + + # Add weight column + entity_variables[entity_key].append({ + 'name': 'weight', + 'data_type': 'float', + 'is_nullable': False, + 'default_value': 1.0 + }) + + return entity_variables + + +def create_columns_from_country_schema(country: str, entity_name: str) -> Dict[str, Column]: + """Create SQLAlchemy columns for a specific entity from country package. + + Args: + country: Country code (e.g., 'uk', 'us') + entity_name: Entity name (e.g., 'person', 'household') + + Returns: + Dictionary mapping column names to SQLAlchemy Column objects + """ + schema = get_country_schema_from_package(country) + + if entity_name not in schema: + raise ValueError(f"Entity '{entity_name}' not found in {country} schema") + + variables = schema[entity_name] + columns = {} + + for var_def in variables: + col_name = var_def['name'] + data_type = var_def['data_type'] + is_nullable = var_def.get('is_nullable', True) + default_value = var_def.get('default_value') + + # Map data types to SQLAlchemy types + if data_type == 'string': + col_type = String + elif data_type == 'integer': + col_type = Integer + elif data_type == 'float': + col_type = Float + elif data_type == 'boolean': + col_type = Boolean + elif data_type == 'text': + col_type = Text + else: + col_type = Float # Default to float + + # Check if this is the ID column + is_primary = col_name == f'{entity_name}_id' + + columns[col_name] = Column( + col_name, + col_type, + primary_key=is_primary, + nullable=is_nullable and not is_primary, + default=default_value + ) + + return columns + + +def populate_schema_tables(db, country: str): + """Populate the EntityType and Variable tables for a country. + + This should be called when setting up a new country in the database. + + Args: + db: Database instance + country: Country code (e.g., 'uk', 'us') + """ + from .models import EntityTypeDataModel, VariableDataModel + + schema = get_country_schema_from_package(country) + + with db.get_session() as session: + for entity_name, variables in schema.items(): + # Check if entity type already exists + existing = session.query(EntityTypeDataModel).filter_by( + country=country, name=entity_name + ).first() + + if not existing: + # Create entity type record + table_name = f"{country}_{entity_name}" + entity_type = EntityTypeDataModel( + country=country, + name=entity_name, + table_name=table_name + ) + session.add(entity_type) + session.flush() + + # Create variable records + for var_def in variables: + variable = VariableDataModel( + entity_type_id=entity_type.id, + name=var_def['name'], + data_type=var_def['data_type'], + is_nullable=var_def.get('is_nullable', True), + default_value=var_def.get('default_value') + ) + session.add(variable) + + # Create the actual table + columns = create_columns_from_country_schema(country, entity_name) + db.create_country_table(table_name, columns) + + session.commit() + + +def initialize_country_tables(db, country: str): + """Initialize all tables for a country from its package. + + Args: + db: Database instance + country: Country code (e.g., 'uk', 'us') + """ + schema = get_country_schema_from_package(country) + + for entity_name in schema: + table_name = f"{country}_{entity_name}" + columns = create_columns_from_country_schema(country, entity_name) + db.create_country_table(table_name, columns) + + # Populate schema tracking tables + populate_schema_tables(db, country) \ No newline at end of file diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py new file mode 100644 index 00000000..8d0f2f0b --- /dev/null +++ b/src/policyengine/models/__init__.py @@ -0,0 +1,13 @@ +"""Data models for PolicyEngine datasets.""" + +from .base import BaseEntity, EntityTable, SingleYearDataset +from .population import Population +from .scenario import Scenario + +__all__ = [ + "BaseEntity", + "EntityTable", + "SingleYearDataset", + "Population", + "Scenario", +] \ No newline at end of file diff --git a/src/policyengine/models/base.py b/src/policyengine/models/base.py new file mode 100644 index 00000000..49d24a3e --- /dev/null +++ b/src/policyengine/models/base.py @@ -0,0 +1,118 @@ +"""Base models for PolicyEngine entities and datasets.""" + +from typing import Any, Dict, List, Optional, Type +from pydantic import BaseModel, Field, ConfigDict +import pandas as pd +from datetime import datetime + + +class BaseEntity(BaseModel): + """Base model for all entity types (Person, Household, etc.).""" + + model_config = ConfigDict(arbitrary_types_allowed=True) + + id: str = Field(..., description="Unique identifier for the entity") + weight: float = Field(1.0, description="Survey weight for the entity") + + def to_dict(self) -> Dict[str, Any]: + """Convert entity to dictionary.""" + return self.model_dump() + + @classmethod + def from_dict(cls, data: Dict[str, Any]) -> "BaseEntity": + """Create entity from dictionary.""" + return cls(**data) + + +class EntityTable(BaseModel): + """Container for a collection of entities of the same type.""" + + model_config = ConfigDict(arbitrary_types_allowed=True) + + entity_type: Type[BaseEntity] + entities: List[BaseEntity] = Field(default_factory=list) + + def add_entity(self, entity: BaseEntity) -> None: + """Add an entity to the table.""" + if not isinstance(entity, self.entity_type): + raise ValueError(f"Entity must be of type {self.entity_type.__name__}") + self.entities.append(entity) + + def to_dataframe(self) -> pd.DataFrame: + """Convert entity table to pandas DataFrame.""" + return pd.DataFrame([e.to_dict() for e in self.entities]) + + @classmethod + def from_dataframe(cls, df: pd.DataFrame, entity_type: Type[BaseEntity]) -> "EntityTable": + """Create entity table from pandas DataFrame.""" + entities = [entity_type(**row) for _, row in df.iterrows()] + return cls(entity_type=entity_type, entities=entities) + + def filter(self, **kwargs) -> List[BaseEntity]: + """Filter entities based on attributes.""" + filtered = [] + for entity in self.entities: + match = True + for key, value in kwargs.items(): + if not hasattr(entity, key) or getattr(entity, key) != value: + match = False + break + if match: + filtered.append(entity) + return filtered + + def __len__(self) -> int: + """Return number of entities in the table.""" + return len(self.entities) + + def __iter__(self): + """Iterate over entities.""" + return iter(self.entities) + + +class SingleYearDataset(BaseModel): + """Container for all entity tables for a single year.""" + + model_config = ConfigDict(arbitrary_types_allowed=True) + + year: int = Field(..., description="Year of the dataset") + country: str = Field(..., description="Country code (e.g., 'uk', 'us')") + entity_tables: Dict[str, EntityTable] = Field(default_factory=dict) + metadata: Dict[str, Any] = Field(default_factory=dict) + created_at: datetime = Field(default_factory=datetime.now) + + def add_table(self, name: str, table: EntityTable) -> None: + """Add an entity table to the dataset.""" + self.entity_tables[name] = table + + def get_table(self, name: str) -> Optional[EntityTable]: + """Get an entity table by name.""" + return self.entity_tables.get(name) + + def to_dict(self) -> Dict[str, Any]: + """Convert dataset to dictionary format.""" + return { + "year": self.year, + "country": self.country, + "entity_tables": { + name: table.to_dataframe().to_dict(orient="records") + for name, table in self.entity_tables.items() + }, + "metadata": self.metadata, + "created_at": self.created_at.isoformat() + } + + def summary(self) -> Dict[str, Any]: + """Get summary statistics for the dataset.""" + return { + "year": self.year, + "country": self.country, + "tables": { + name: { + "count": len(table), + "entity_type": table.entity_type.__name__ + } + for name, table in self.entity_tables.items() + }, + "created_at": self.created_at.isoformat() + } \ No newline at end of file diff --git a/src/policyengine/models/population.py b/src/policyengine/models/population.py new file mode 100644 index 00000000..1e5c6849 --- /dev/null +++ b/src/policyengine/models/population.py @@ -0,0 +1,60 @@ +"""Population model for grouping entities in a simulation run.""" + +from typing import Dict, Any, Optional, List +from pydantic import BaseModel, Field +from datetime import datetime +import uuid + + +class Population(BaseModel): + """Represents a population for a simulation run.""" + + id: str = Field(default_factory=lambda: str(uuid.uuid4())) + name: str = Field(..., description="Name of the population") + country: str = Field(..., description="Country code") + year: int = Field(..., description="Year of the population data") + scenario_id: Optional[str] = Field(None, description="Associated scenario ID") + entity_counts: Dict[str, int] = Field( + default_factory=dict, + description="Number of entities by type" + ) + metadata: Dict[str, Any] = Field( + default_factory=dict, + description="Additional metadata" + ) + created_at: datetime = Field(default_factory=datetime.now) + updated_at: datetime = Field(default_factory=datetime.now) + + def add_entity_count(self, entity_type: str, count: int) -> None: + """Add or update entity count for a type.""" + self.entity_counts[entity_type] = count + self.updated_at = datetime.now() + + def total_entities(self) -> int: + """Get total number of entities across all types.""" + return sum(self.entity_counts.values()) + + def to_dict(self) -> Dict[str, Any]: + """Convert to dictionary.""" + return { + "id": self.id, + "name": self.name, + "country": self.country, + "year": self.year, + "scenario_id": self.scenario_id, + "entity_counts": self.entity_counts, + "metadata": self.metadata, + "created_at": self.created_at.isoformat(), + "updated_at": self.updated_at.isoformat() + } + + def summary(self) -> str: + """Get a summary of the population.""" + entity_summary = ", ".join( + f"{count:,} {entity_type}s" + for entity_type, count in self.entity_counts.items() + ) + return ( + f"Population '{self.name}' ({self.country}, {self.year}): " + f"{entity_summary}" + ) \ No newline at end of file diff --git a/src/policyengine/models/scenario.py b/src/policyengine/models/scenario.py new file mode 100644 index 00000000..b2c0e21f --- /dev/null +++ b/src/policyengine/models/scenario.py @@ -0,0 +1,93 @@ +"""Scenario model for policy simulations.""" + +from typing import Dict, Any, Optional, List +from pydantic import BaseModel, Field, validator +from datetime import datetime +import uuid +import json + + +class Reform(BaseModel): + """Represents a parametric reform.""" + + parameter: str = Field(..., description="Parameter path to modify") + value: Any = Field(..., description="New value for the parameter") + period: Optional[str] = Field(None, description="Period for the reform (e.g., '2024')") + + def to_dict(self) -> Dict[str, Any]: + """Convert to dictionary.""" + return self.model_dump(exclude_none=True) + + +class Scenario(BaseModel): + """Represents a policy scenario with optional reforms.""" + + id: str = Field(default_factory=lambda: str(uuid.uuid4())) + name: str = Field(..., description="Name of the scenario") + country: str = Field(..., description="Country code") + description: Optional[str] = Field(None, description="Scenario description") + reforms: List[Reform] = Field( + default_factory=list, + description="List of parametric reforms" + ) + reform_json: Optional[Dict[str, Any]] = Field( + None, + description="Full reform specification in JSON format" + ) + metadata: Dict[str, Any] = Field( + default_factory=dict, + description="Additional metadata" + ) + created_at: datetime = Field(default_factory=datetime.now) + updated_at: datetime = Field(default_factory=datetime.now) + + @validator("country") + def validate_country(cls, v): + """Validate country code.""" + valid_countries = ["uk", "us"] # Add more as needed + if v.lower() not in valid_countries: + raise ValueError(f"Country must be one of {valid_countries}") + return v.lower() + + def add_reform(self, parameter: str, value: Any, period: Optional[str] = None) -> None: + """Add a reform to the scenario.""" + reform = Reform(parameter=parameter, value=value, period=period) + self.reforms.append(reform) + self.updated_at = datetime.now() + + def get_reform_dict(self) -> Dict[str, Any]: + """Get reforms as a dictionary suitable for PolicyEngine models.""" + if self.reform_json: + return self.reform_json + + reform_dict = {} + for reform in self.reforms: + if reform.period: + key = f"{reform.parameter}.{reform.period}" + else: + key = reform.parameter + reform_dict[key] = reform.value + return reform_dict + + def to_dict(self) -> Dict[str, Any]: + """Convert to dictionary.""" + return { + "id": self.id, + "name": self.name, + "country": self.country, + "description": self.description, + "baseline": self.baseline, + "reforms": [r.to_dict() for r in self.reforms], + "reform_json": self.reform_json, + "metadata": self.metadata, + "created_at": self.created_at.isoformat(), + "updated_at": self.updated_at.isoformat() + } + + def summary(self) -> str: + """Get a summary of the scenario.""" + reform_count = len(self.reforms) + return ( + f"Scenario '{self.name}' for {self.country.upper()}: " + f"{reform_count} reforms" + ) \ No newline at end of file diff --git a/src/policyengine/utils/__init__.py b/src/policyengine/utils/__init__.py new file mode 100644 index 00000000..39d61837 --- /dev/null +++ b/src/policyengine/utils/__init__.py @@ -0,0 +1,10 @@ +"""Utility functions for PolicyEngine.""" + +from .schema_generator import generate_entity_schemas, create_dynamic_entity +from .lazy_loader import LazyEntityProxy + +__all__ = [ + "generate_entity_schemas", + "create_dynamic_entity", + "LazyEntityProxy", +] \ No newline at end of file diff --git a/src/policyengine/utils/lazy_loader.py b/src/policyengine/utils/lazy_loader.py new file mode 100644 index 00000000..3c1d610c --- /dev/null +++ b/src/policyengine/utils/lazy_loader.py @@ -0,0 +1,40 @@ +"""Lazy loading utilities for entity schemas.""" + +from typing import Type, Optional, Dict, Any +from ..models.base import BaseEntity + + +class LazyEntityProxy: + """Proxy class that loads the actual entity class on first access.""" + + def __init__(self, loader_func, schema_key: str): + self._loader_func = loader_func + self._schema_key = schema_key + self._cached_class: Optional[Type[BaseEntity]] = None + + def _load(self): + """Load the actual class if not already loaded.""" + if self._cached_class is None: + schemas = self._loader_func() + self._cached_class = schemas[self._schema_key] + return self._cached_class + + def __call__(self, *args, **kwargs): + """Allow instantiation like a normal class.""" + actual_class = self._load() + return actual_class(*args, **kwargs) + + def __getattr__(self, name): + """Forward attribute access to the actual class.""" + actual_class = self._load() + return getattr(actual_class, name) + + def __instancecheck__(self, instance): + """Support isinstance checks.""" + actual_class = self._load() + return isinstance(instance, actual_class) + + def __subclasscheck__(self, subclass): + """Support issubclass checks.""" + actual_class = self._load() + return issubclass(subclass, actual_class) \ No newline at end of file diff --git a/src/policyengine/utils/schema_generator.py b/src/policyengine/utils/schema_generator.py new file mode 100644 index 00000000..54e3655a --- /dev/null +++ b/src/policyengine/utils/schema_generator.py @@ -0,0 +1,141 @@ +"""Dynamic schema generation from tax-benefit models.""" + +from typing import Type, Dict, Any, List, Optional +from pydantic import Field, create_model +from ..models.base import BaseEntity +import importlib +import inspect + + +def get_entity_variables(tax_benefit_system, entity_key: str) -> List[Any]: + """Get all variables for a specific entity from the tax benefit system.""" + variables = [] + + for variable_name, variable_class in tax_benefit_system.variables.items(): + # Get the variable instance + if hasattr(variable_class, 'entity'): + # Check if this variable belongs to the entity + if hasattr(variable_class.entity, 'key') and variable_class.entity.key == entity_key: + variables.append((variable_name, variable_class)) + + return variables + + +def python_type_from_variable(variable_class) -> type: + """Convert PolicyEngine variable type to Python type.""" + if hasattr(variable_class, 'value_type'): + value_type = variable_class.value_type + if value_type == float: + return float + elif value_type == int: + return int + elif value_type == bool: + return bool + elif value_type == str: + return str + return float # Default to float for numeric values + + +def create_field_from_variable(variable_class) -> Any: + """Create a Pydantic field from a PolicyEngine variable.""" + python_type = python_type_from_variable(variable_class) + + # Get description from label or documentation + description = "" + if hasattr(variable_class, 'label'): + description = variable_class.label + elif hasattr(variable_class, 'documentation'): + description = variable_class.documentation + + # Default value based on type + default = None + if python_type == float: + default = 0.0 + elif python_type == int: + default = 0 + elif python_type == bool: + default = False + elif python_type == str: + default = "" + + # Check if it's a required field (input variables) + is_input = getattr(variable_class, 'is_input_variable', lambda: False)() + + if is_input: + return (Optional[python_type], Field(default, description=description)) + else: + return (Optional[python_type], Field(None, description=description)) + + +def create_dynamic_entity( + entity_name: str, + entity_key: str, + tax_benefit_system: Any, +) -> Type[BaseEntity]: + """ + Create a dynamic entity class from a tax-benefit system. + + Args: + entity_name: Name for the Pydantic model class + entity_key: Key of the entity in the tax-benefit system + tax_benefit_system: The tax-benefit system instance + include_patterns: List of variable name patterns to include + exclude_patterns: List of variable name patterns to exclude + + Returns: + A Pydantic model class inheriting from BaseEntity + """ + # Get variables for this entity + variables = get_entity_variables(tax_benefit_system, entity_key) + + # Build field dictionary + fields = {} + + for variable_name, variable_class in variables: + try: + fields[variable_name] = create_field_from_variable(variable_class) + except Exception: + # Skip variables that can't be converted + continue + + # Create the dynamic model + model = create_model( + entity_name, + __base__=BaseEntity, + **fields + ) + + return model + + +def generate_entity_schemas(country: str) -> Dict[str, Type[BaseEntity]]: + """ + Generate entity schemas for a country. + + Args: + country: Country code ('uk' or 'us') + + Returns: + Dictionary mapping entity names to Pydantic model classes + """ + schemas = {} + + if country.lower() == "uk": + from policyengine_uk import CountryTaxBenefitSystem + system = CountryTaxBenefitSystem() + elif country.lower() == "us": + from policyengine_us import CountryTaxBenefitSystem + system = CountryTaxBenefitSystem() + else: + raise ValueError(f"Unknown country code: {country}") + + entities = [entity.key for entity in system.entities] + + for entity in entities: + schemas[entity.capitalize()] = create_dynamic_entity( + f"{country.upper()}{entity.capitalize()}", + entity, + system, + ) + + return schemas \ No newline at end of file diff --git a/tests/test_database.py b/tests/test_database.py new file mode 100644 index 00000000..782614dd --- /dev/null +++ b/tests/test_database.py @@ -0,0 +1,224 @@ +"""Tests for PolicyEngine database.""" + +import pytest +import tempfile +import os +from policyengine import ( + Database, + DatabaseConfig, + Population, + Scenario, + SingleYearDataset, + EntityTable, + UKPerson, + UKHousehold, +) + + +@pytest.fixture +def temp_db(): + """Create a temporary database for testing.""" + with tempfile.NamedTemporaryFile(suffix=".db", delete=False) as f: + db_path = f.name + + config = DatabaseConfig( + connection_string=f"sqlite:///{db_path}" + ) + db = Database(config) + + yield db + + # Cleanup + os.unlink(db_path) + + +class TestDatabase: + def test_database_creation(self, temp_db): + assert temp_db is not None + stats = temp_db.get_statistics() + assert stats["populations"] == 0 + assert stats["scenarios"] == 0 + assert stats["datasets"] == 0 + + def test_save_and_get_population(self, temp_db): + pop = Population(name="Test Pop", country="uk", year=2024) + pop.add_entity_count("Person", 1000) + + pop_id = temp_db.save_population(pop) + assert pop_id == pop.id + + retrieved = temp_db.get_population(pop_id) + assert retrieved is not None + assert retrieved.name == "Test Pop" + assert retrieved.country == "uk" + assert retrieved.year == 2024 + assert retrieved.entity_counts["Person"] == 1000 + + def test_list_populations(self, temp_db): + pop1 = Population(name="UK 2024", country="uk", year=2024) + pop2 = Population(name="UK 2025", country="uk", year=2025) + pop3 = Population(name="US 2024", country="us", year=2024) + + temp_db.save_population(pop1) + temp_db.save_population(pop2) + temp_db.save_population(pop3) + + # List all + all_pops = temp_db.list_populations() + assert len(all_pops) == 3 + + # Filter by country + uk_pops = temp_db.list_populations(country="uk") + assert len(uk_pops) == 2 + + # Filter by year + pops_2024 = temp_db.list_populations(year=2024) + assert len(pops_2024) == 2 + + # Filter by both + uk_2024 = temp_db.list_populations(country="uk", year=2024) + assert len(uk_2024) == 1 + assert uk_2024[0].name == "UK 2024" + + def test_delete_population(self, temp_db): + pop = Population(name="Test", country="uk", year=2024) + pop_id = temp_db.save_population(pop) + + assert temp_db.get_population(pop_id) is not None + assert temp_db.delete_population(pop_id) is True + assert temp_db.get_population(pop_id) is None + assert temp_db.delete_population(pop_id) is False + + def test_save_and_get_scenario(self, temp_db): + scenario = Scenario(name="Test Scenario", country="uk") + scenario.add_reform("tax.rate", 0.25, "2024") + + scenario_id = temp_db.save_scenario(scenario) + assert scenario_id == scenario.id + + retrieved = temp_db.get_scenario(scenario_id) + assert retrieved is not None + assert retrieved.name == "Test Scenario" + assert retrieved.country == "uk" + assert len(retrieved.reforms) == 1 + + def test_list_scenarios(self, temp_db): + s1 = Scenario(name="UK Reform", country="uk") + s2 = Scenario(name="UK Baseline", country="uk", baseline=True) + s3 = Scenario(name="US Reform", country="us") + + temp_db.save_scenario(s1) + temp_db.save_scenario(s2) + temp_db.save_scenario(s3) + + # List all + all_scenarios = temp_db.list_scenarios() + assert len(all_scenarios) == 3 + + # Filter by country + uk_scenarios = temp_db.list_scenarios(country="uk") + assert len(uk_scenarios) == 2 + + # Filter baseline only + baselines = temp_db.list_scenarios(baseline_only=True) + assert len(baselines) == 1 + assert baselines[0].name == "UK Baseline" + + def test_save_and_get_dataset(self, temp_db): + dataset = SingleYearDataset(year=2024, country="uk") + + persons = EntityTable(entity_type=UKPerson) + persons.add_entity(UKPerson( + id="p1", age=30, benunit_id="b1", household_id="h1" + )) + dataset.add_table("persons", persons) + + dataset_id = temp_db.save_dataset(dataset) + assert dataset_id is not None + + retrieved = temp_db.get_dataset(dataset_id=dataset_id) + assert retrieved is not None + assert retrieved.year == 2024 + assert retrieved.country == "uk" + + def test_list_datasets(self, temp_db): + d1 = SingleYearDataset(year=2024, country="uk") + d2 = SingleYearDataset(year=2025, country="uk") + d3 = SingleYearDataset(year=2024, country="us") + + temp_db.save_dataset(d1) + temp_db.save_dataset(d2) + temp_db.save_dataset(d3) + + # List all + all_datasets = temp_db.list_datasets() + assert len(all_datasets) == 3 + + # Filter by country + uk_datasets = temp_db.list_datasets(country="uk") + assert len(uk_datasets) == 2 + + # Filter by year + datasets_2024 = temp_db.list_datasets(year=2024) + assert len(datasets_2024) == 2 + + def test_save_and_get_entity_table(self, temp_db): + # First create a dataset + dataset = SingleYearDataset(year=2024, country="uk") + dataset_id = temp_db.save_dataset(dataset) + + # Create and save entity table + table = EntityTable(entity_type=UKPerson) + table.add_entity(UKPerson( + id="p1", age=30, benunit_id="b1", household_id="h1" + )) + table.add_entity(UKPerson( + id="p2", age=25, benunit_id="b1", household_id="h1" + )) + + success = temp_db.save_entity_table(table, "persons", dataset_id) + assert success is True + + # Retrieve + retrieved = temp_db.get_entity_table(dataset_id, "persons", UKPerson) + assert retrieved is not None + assert len(retrieved) == 2 + assert retrieved.entity_type == UKPerson + + def test_export_import_parquet(self, temp_db): + dataset = SingleYearDataset(year=2024, country="uk") + + persons = EntityTable(entity_type=UKPerson) + persons.add_entity(UKPerson( + id="p1", age=30, benunit_id="b1", household_id="h1" + )) + dataset.add_table("persons", persons) + + households = EntityTable(entity_type=UKHousehold) + households.add_entity(UKHousehold( + id="h1", region="London", tenure_type="rented" + )) + dataset.add_table("households", households) + + with tempfile.TemporaryDirectory() as tmpdir: + # Export + files = temp_db.export_to_parquet(dataset, tmpdir) + assert "persons" in files + assert "households" in files + assert "metadata" in files + + # Import + entity_types = { + "persons": UKPerson, + "households": UKHousehold + } + imported = temp_db.import_from_parquet( + tmpdir, "uk", 2024, entity_types + ) + + assert imported.year == 2024 + assert imported.country == "uk" + assert "persons" in imported.entity_tables + assert "households" in imported.entity_tables + assert len(imported.entity_tables["persons"]) == 1 + assert len(imported.entity_tables["households"]) == 1 \ No newline at end of file diff --git a/tests/test_models.py b/tests/test_models.py new file mode 100644 index 00000000..0a625656 --- /dev/null +++ b/tests/test_models.py @@ -0,0 +1,198 @@ +"""Tests for PolicyEngine models.""" + +import pytest +from datetime import datetime +from policyengine import ( + BaseEntity, + EntityTable, + SingleYearDataset, + Population, + Scenario, + UKPerson, + USPerson, +) + + +class TestBaseEntity: + def test_base_entity_creation(self): + entity = BaseEntity(id="test_1", weight=1.5) + assert entity.id == "test_1" + assert entity.weight == 1.5 + + def test_to_dict(self): + entity = BaseEntity(id="test_1", weight=2.0) + data = entity.to_dict() + assert data["id"] == "test_1" + assert data["weight"] == 2.0 + + def test_from_dict(self): + data = {"id": "test_1", "weight": 1.5} + entity = BaseEntity.from_dict(data) + assert entity.id == "test_1" + assert entity.weight == 1.5 + + +class TestEntityTable: + def test_entity_table_creation(self): + table = EntityTable(entity_type=BaseEntity) + assert len(table) == 0 + assert table.entity_type == BaseEntity + + def test_add_entity(self): + table = EntityTable(entity_type=BaseEntity) + entity = BaseEntity(id="test_1") + table.add_entity(entity) + assert len(table) == 1 + + def test_add_wrong_entity_type(self): + table = EntityTable(entity_type=UKPerson) + entity = BaseEntity(id="test_1") + with pytest.raises(ValueError): + table.add_entity(entity) + + def test_to_dataframe(self): + table = EntityTable(entity_type=BaseEntity) + table.add_entity(BaseEntity(id="test_1", weight=1.0)) + table.add_entity(BaseEntity(id="test_2", weight=2.0)) + + df = table.to_dataframe() + assert len(df) == 2 + assert list(df["id"]) == ["test_1", "test_2"] + assert list(df["weight"]) == [1.0, 2.0] + + def test_filter(self): + table = EntityTable(entity_type=BaseEntity) + table.add_entity(BaseEntity(id="test_1", weight=1.0)) + table.add_entity(BaseEntity(id="test_2", weight=2.0)) + table.add_entity(BaseEntity(id="test_3", weight=1.0)) + + filtered = table.filter(weight=1.0) + assert len(filtered) == 2 + assert all(e.weight == 1.0 for e in filtered) + + +class TestSingleYearDataset: + def test_dataset_creation(self): + dataset = SingleYearDataset(year=2024, country="uk") + assert dataset.year == 2024 + assert dataset.country == "uk" + assert len(dataset.entity_tables) == 0 + + def test_add_table(self): + dataset = SingleYearDataset(year=2024, country="uk") + table = EntityTable(entity_type=UKPerson) + dataset.add_table("persons", table) + + assert "persons" in dataset.entity_tables + assert dataset.get_table("persons") == table + + def test_summary(self): + dataset = SingleYearDataset(year=2024, country="uk") + + persons_table = EntityTable(entity_type=UKPerson) + persons_table.add_entity(UKPerson( + id="p1", benunit_id="b1", household_id="h1" + )) + dataset.add_table("persons", persons_table) + + summary = dataset.summary() + assert summary["year"] == 2024 + assert summary["country"] == "uk" + assert "persons" in summary["tables"] + assert summary["tables"]["persons"]["count"] == 1 + + +class TestPopulation: + def test_population_creation(self): + pop = Population(name="Test Population", country="uk", year=2024) + assert pop.name == "Test Population" + assert pop.country == "uk" + assert pop.year == 2024 + assert pop.id is not None + + def test_add_entity_count(self): + pop = Population(name="Test", country="uk", year=2024) + pop.add_entity_count("Person", 1000) + pop.add_entity_count("Household", 400) + + assert pop.entity_counts["Person"] == 1000 + assert pop.entity_counts["Household"] == 400 + assert pop.total_entities() == 1400 + + def test_summary(self): + pop = Population(name="Test", country="uk", year=2024) + pop.add_entity_count("Person", 1000) + pop.add_entity_count("Household", 400) + + summary = pop.summary() + assert "Test" in summary + assert "uk" in summary + assert "2024" in summary + assert "1,000 Persons" in summary + assert "400 Households" in summary + + +class TestScenario: + def test_scenario_creation(self): + scenario = Scenario(name="Test Scenario", country="uk") + assert scenario.name == "Test Scenario" + assert scenario.country == "uk" + assert scenario.baseline is False + assert len(scenario.reforms) == 0 + + def test_country_validation(self): + with pytest.raises(ValueError): + Scenario(name="Test", country="invalid") + + def test_add_reform(self): + scenario = Scenario(name="Test", country="uk") + scenario.add_reform("tax.income_tax.rate", 0.25, "2024") + + assert len(scenario.reforms) == 1 + reform = scenario.reforms[0] + assert reform.parameter == "tax.income_tax.rate" + assert reform.value == 0.25 + assert reform.period == "2024" + + def test_get_reform_dict(self): + scenario = Scenario(name="Test", country="uk") + scenario.add_reform("tax.rate", 0.25, "2024") + scenario.add_reform("benefit.amount", 1000) + + reform_dict = scenario.get_reform_dict() + assert reform_dict["tax.rate.2024"] == 0.25 + assert reform_dict["benefit.amount"] == 1000 + + def test_baseline_scenario(self): + scenario = Scenario(name="Baseline", country="uk", baseline=True) + assert scenario.baseline is True + summary = scenario.summary() + assert "(baseline)" in summary + + +class TestCountryEntities: + def test_uk_person(self): + person = UKPerson( + id="p1", + benunit_id="b1", + household_id="h1" + ) + assert person.id == "p1" + assert person.benunit_id == "b1" + assert person.household_id == "h1" + # Check that dynamic fields are available + assert hasattr(person, 'employment_income') + + def test_us_person(self): + person = USPerson( + id="p1", + tax_unit_id="t1", + family_id="f1", + household_id="h1" + ) + assert person.id == "p1" + assert person.tax_unit_id == "t1" + assert person.family_id == "f1" + assert person.household_id == "h1" + # Check that dynamic fields are available + assert hasattr(person, 'employment_income') \ No newline at end of file From e8ea5be905068197a6fdf4c0aef16c536ff1a2c1 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Fri, 22 Aug 2025 14:02:09 +0100 Subject: [PATCH 04/97] Add database improvements --- example_uk.py | 19 ++ src/policyengine/__init__.py | 20 -- src/policyengine/database/database.py | 111 ++++++-- .../database/default_variables.py | 142 ++++++++++ src/policyengine/database/models.py | 31 -- src/policyengine/database/schema_helpers.py | 3 + src/policyengine/database/simulation.py | 265 ++++++++++++++++++ src/policyengine/models/__init__.py | 13 - src/policyengine/models/base.py | 118 -------- src/policyengine/models/population.py | 60 ---- src/policyengine/models/scenario.py | 93 ------ tests/test_database.py | 224 --------------- tests/test_models.py | 198 ------------- 13 files changed, 519 insertions(+), 778 deletions(-) create mode 100644 example_uk.py create mode 100644 src/policyengine/database/default_variables.py create mode 100644 src/policyengine/database/simulation.py delete mode 100644 src/policyengine/models/__init__.py delete mode 100644 src/policyengine/models/base.py delete mode 100644 src/policyengine/models/population.py delete mode 100644 src/policyengine/models/scenario.py delete mode 100644 tests/test_database.py delete mode 100644 tests/test_models.py diff --git a/example_uk.py b/example_uk.py new file mode 100644 index 00000000..8dd1c4d8 --- /dev/null +++ b/example_uk.py @@ -0,0 +1,19 @@ +#!/usr/bin/env python +"""Example of using PolicyEngine database with UK data.""" + +from policyengine_uk import Microsimulation +from policyengine import Database + +# Create microsimulation +sim = Microsimulation() +sim.calculate("hbai_household_net_income", 2024) +# Create database (PostgreSQL by default) +db = Database(validate_schema=False, countries=["uk"]) + +# Add simulation with default UK variables +db.add_simulation( + scenario_name="uk_baseline", + simulation=sim, + source_dataset="enhanced_frs_2023_24", + year=2024, +) \ No newline at end of file diff --git a/src/policyengine/__init__.py b/src/policyengine/__init__.py index 331e73c1..1c887275 100644 --- a/src/policyengine/__init__.py +++ b/src/policyengine/__init__.py @@ -3,28 +3,8 @@ __version__ = "0.6.1" from .database import Database, DatabaseConfig -from .models import ( - BaseEntity, - EntityTable, - SingleYearDataset, - Population, - Scenario, -) __all__ = [ "Database", "DatabaseConfig", - "BaseEntity", - "EntityTable", - "SingleYearDataset", - "Population", - "Scenario", - "UKPerson", - "UKBenUnit", - "UKHousehold", - "USPerson", - "USTaxUnit", - "USFamily", - "USSPMUnit", - "USHousehold", ] \ No newline at end of file diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index 71278642..fced9da8 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -1,11 +1,12 @@ """Main database class for PolicyEngine.""" -from typing import Optional, Dict, Any, List +from typing import Optional, Dict, Any, List, Union from sqlalchemy import create_engine, Table, MetaData, Column, String, Integer, Float, Boolean, Text from sqlalchemy.orm import sessionmaker, Session from sqlalchemy.pool import StaticPool from pydantic import BaseModel, Field import warnings +import os from .models import Base, EntityTypeDataModel, VariableDataModel from .schema_helpers import get_country_schema_from_package @@ -16,11 +17,12 @@ class DatabaseConfig(BaseModel): connection_string: Optional[str] = Field( None, - description="Database connection string (defaults to SQLite)" + description="Database connection string (defaults to SQLite with WAL mode)" ) echo: bool = Field(False, description="Echo SQL statements") pool_size: int = Field(5, description="Connection pool size") max_overflow: int = Field(10, description="Maximum overflow connections") + use_sqlite: bool = Field(True, description="Use SQLite instead of PostgreSQL") class SchemaDefinition(BaseModel): @@ -68,21 +70,52 @@ def __init__(self, config: Optional[DatabaseConfig] = None, validate_schema: boo def _create_engine(self): """Create SQLAlchemy engine.""" if self.config.connection_string: - # Cloud database connection + # Custom connection string provided return create_engine( self.config.connection_string, echo=self.config.echo, pool_size=self.config.pool_size, max_overflow=self.config.max_overflow ) - else: - # Local SQLite database - return create_engine( + elif self.config.use_sqlite: + # Local SQLite database with WAL mode for better concurrency + from sqlalchemy import event + + engine = create_engine( "sqlite:///policyengine.db", echo=self.config.echo, connect_args={"check_same_thread": False}, poolclass=StaticPool ) + + # Enable WAL mode for better concurrent access + @event.listens_for(engine, "connect") + def set_sqlite_pragma(dbapi_conn, connection_record): + cursor = dbapi_conn.cursor() + cursor.execute("PRAGMA journal_mode=WAL") + cursor.execute("PRAGMA synchronous=NORMAL") + cursor.execute("PRAGMA temp_store=MEMORY") + cursor.execute("PRAGMA mmap_size=30000000000") # 30GB memory-mapped I/O + cursor.close() + + return engine + else: + # Fallback to PostgreSQL if explicitly disabled SQLite + # Get connection details from environment or use defaults + db_host = os.getenv('POSTGRES_HOST', 'localhost') + db_port = os.getenv('POSTGRES_PORT', '5432') + db_name = os.getenv('POSTGRES_DB', 'policyengine') + db_user = os.getenv('POSTGRES_USER', 'policyengine') + db_password = os.getenv('POSTGRES_PASSWORD', 'policyengine') + + connection_string = f"postgresql+psycopg2://{db_user}:{db_password}@{db_host}:{db_port}/{db_name}" + + return create_engine( + connection_string, + echo=self.config.echo, + pool_size=self.config.pool_size, + max_overflow=self.config.max_overflow + ) def get_session(self) -> Session: """Get a database session.""" @@ -255,11 +288,7 @@ def _validate_schemas(self): # Compare schemas if current_schema.entities != stored_schema: - raise RuntimeError( - f"Schema mismatch for {country}. " - f"Database schema differs from country package schema. " - f"Run migrate_schema('{country}') to update." - ) + self.migrate_schema(country) except NotImplementedError: # Skip validation if country schema extraction not implemented pass @@ -432,14 +461,24 @@ def _add_column_to_table(self, table_name: str, column_name: str, var_def: Dict[ with self.engine.connect() as conn: data_type = var_def['data_type'] - # Map to SQL types - sql_type_map = { - 'string': 'VARCHAR(255)', - 'integer': 'INTEGER', - 'float': 'REAL', - 'boolean': 'BOOLEAN', - 'text': 'TEXT' - } + # Map to SQL types (PostgreSQL compatible) + if self.is_postgres: + sql_type_map = { + 'string': 'VARCHAR(255)', + 'integer': 'INTEGER', + 'float': 'DOUBLE PRECISION', + 'boolean': 'BOOLEAN', + 'text': 'TEXT' + } + else: + # SQLite types + sql_type_map = { + 'string': 'VARCHAR(255)', + 'integer': 'INTEGER', + 'float': 'REAL', + 'boolean': 'BOOLEAN', + 'text': 'TEXT' + } sql_type = sql_type_map.get(data_type, 'VARCHAR(255)') # Build ALTER TABLE statement @@ -541,9 +580,39 @@ def get_country_table(self, table_name: str) -> Optional[Table]: @property def is_cloud(self) -> bool: """Check if using cloud database.""" - return self.config.connection_string is not None + return self.config.connection_string is not None and 'sqlite' not in (self.config.connection_string or '').lower() @property def is_local(self) -> bool: """Check if using local database.""" - return self.config.connection_string is None \ No newline at end of file + return self.config.use_sqlite or (self.config.connection_string and 'sqlite' in self.config.connection_string.lower()) + + @property + def is_postgres(self) -> bool: + """Check if using PostgreSQL.""" + if self.config.connection_string: + return 'postgresql' in self.config.connection_string.lower() or 'postgres' in self.config.connection_string.lower() + return not self.config.use_sqlite + + def add_simulation( + self, + scenario_name: str, + simulation, + source_dataset: str, + year: Optional[int] = None, + variables: Optional[Union[str, List[str]]] = "default" + ): + """Add a simulation to the database using pandas for fast insertion. + + Args: + scenario_name: Name of the scenario (creates new or overwrites existing) + simulation: Microsimulation object with calculated data + source_dataset: ID of the source dataset (creates if not exists) + year: Year for the simulation (defaults to current year) + variables: Variables to calculate and store. Options: + - "default": Use default variable set for the country (DEFAULT_VARIABLES_UK or DEFAULT_VARIABLES_US) + - List[str]: Custom list of variable names to calculate + """ + from .simulation import add_simulation + add_simulation(self, scenario_name, simulation, source_dataset, year, variables) + \ No newline at end of file diff --git a/src/policyengine/database/default_variables.py b/src/policyengine/database/default_variables.py new file mode 100644 index 00000000..df799d3f --- /dev/null +++ b/src/policyengine/database/default_variables.py @@ -0,0 +1,142 @@ +"""Default variable lists for PolicyEngine database storage. + +These subsets of variables are commonly used in PolicyEngine operations +and should be prioritised for storage in the database. +""" + +DEFAULT_VARIABLES_UK = [ + # Person demographics + "age", + "is_male", + "is_adult", + "person_weight", + + # Person income + "employment_income", + "self_employment_income", + "employment_income_before_lsr", + "self_employment_income_before_lsr", + "farm_income", + + # Person tax + "marginal_tax_rate", + + # Person location + "country", + + # Household income + "household_net_income", + "household_market_income", + "equiv_household_net_income", + "household_income_decile", + "total_wealth", + "household_wealth_decile", + + # Household composition + "household_count_people", + "household_weight", + + # Household poverty + "in_poverty", + "poverty_gap", + "deep_poverty_gap", + "in_deep_poverty", + + # UK taxes + "income_tax", + "national_insurance", + "ni_employer", + "vat", + "council_tax", + "fuel_duty", + + # UK benefits + "tax_credits", + "universal_credit", + "child_benefit", + "state_pension", + "pension_credit", + + # UK government aggregates + "gov_tax", + "gov_spending", +] + +DEFAULT_VARIABLES_US = [ + # Person demographics + "age", + "is_male", + "race", + "is_adult", + "person_weight", + + # Person income + "employment_income", + "self_employment_income", + "employment_income_before_lsr", + "self_employment_income_before_lsr", + "farm_income", + + # Person tax + "marginal_tax_rate", + + # Person behavioral response + "employment_income_behavioral_response", + "emp_self_emp_ratio", + "substitution_elasticity_lsr", + "income_elasticity_lsr", + "weekly_hours_worked", + "weekly_hours_worked_behavioural_response_income_elasticity", + "weekly_hours_worked_behavioural_response_substitution_elasticity", + + # Person cliff analysis + "cliff_evaluated", + "cliff_gap", + "is_on_cliff", + + # Person location + "state_code_str", + "in_nyc", + + # Household income + "household_net_income", + "household_market_income", + "equiv_household_net_income", + "household_income_decile", + "total_wealth", + "household_wealth_decile", + + # Household composition + "household_count_people", + "household_weight", + + # Household poverty + "in_poverty", + "poverty_gap", + "deep_poverty_gap", + "in_deep_poverty", + + # US tax/benefit + "household_tax", + "household_benefits", + "household_state_income_tax", +] + +def get_default_variables(country: str) -> list: + """Get default variables for a given country. + + Args: + country: Country code ('uk' or 'us') + + Returns: + List of variable names to calculate + """ + country = country.lower() + + if country == "uk": + return DEFAULT_VARIABLES_UK + elif country == "us": + return DEFAULT_VARIABLES_US + else: + # Return a minimal set for unknown countries + return ["age", "household_net_income", "household_weight", "person_weight"] \ No newline at end of file diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index ce5c852a..3a0830e9 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -95,8 +95,6 @@ class SimulationDataModel(Base): # Relationships scenario = relationship("ScenarioDataModel", back_populates="simulations") population = relationship("PopulationDataModel", back_populates="simulations") - budgetary_impacts = relationship("BudgetaryImpactDataModel", back_populates="simulation", cascade="all, delete-orphan") - decile_impacts = relationship("DecileImpactDataModel", back_populates="simulation", cascade="all, delete-orphan") # Schema tracking models @@ -132,32 +130,3 @@ class VariableDataModel(Base): # Relationships entity_type = relationship("EntityTypeDataModel", back_populates="variables") - -# Analysis result models - -class BudgetaryImpactDataModel(Base): - """Budgetary impact analysis results.""" - __tablename__ = "budgetary_impacts" - - id = Column(String, primary_key=True, default=generate_uuid) - simulation_id = Column(String, ForeignKey("simulations.id"), nullable=False) - value = Column(Float, nullable=False) - created_at = Column(DateTime, default=datetime.now) - - # Relationships - simulation = relationship("SimulationDataModel", back_populates="budgetary_impacts") - - -class DecileImpactDataModel(Base): - """Decile impact analysis results.""" - __tablename__ = "decile_impacts" - - id = Column(String, primary_key=True, default=generate_uuid) - simulation_id = Column(String, ForeignKey("simulations.id"), nullable=False) - decile = Column(Integer, nullable=False) # 1-10 - decile_variable = Column(String, nullable=False) # e.g., "income", "wealth" - value = Column(Float, nullable=False) - created_at = Column(DateTime, default=datetime.now) - - # Relationships - simulation = relationship("SimulationDataModel", back_populates="decile_impacts") \ No newline at end of file diff --git a/src/policyengine/database/schema_helpers.py b/src/policyengine/database/schema_helpers.py index 3bde1d9f..f75f530c 100644 --- a/src/policyengine/database/schema_helpers.py +++ b/src/policyengine/database/schema_helpers.py @@ -3,6 +3,7 @@ from typing import Dict, List, Any import importlib from sqlalchemy import Column, String, Integer, Float, Boolean, Text +from policyengine_core.enums import Enum def get_country_schema_from_package(country: str) -> Dict[str, List[Dict[str, Any]]]: @@ -56,6 +57,8 @@ def get_country_schema_from_package(country: str) -> Dict[str, List[Dict[str, An data_type = 'boolean' elif value_type == str: data_type = 'string' + elif value_type == Enum: + data_type = 'string' # Store enums as strings else: # Default to float for numeric types data_type = 'float' diff --git a/src/policyengine/database/simulation.py b/src/policyengine/database/simulation.py new file mode 100644 index 00000000..9c159f92 --- /dev/null +++ b/src/policyengine/database/simulation.py @@ -0,0 +1,265 @@ +"""Simulation management for PolicyEngine database.""" + +from typing import Optional, Any, List, Union +import datetime +import pandas as pd +import numpy as np +from .default_variables import get_default_variables + + +def add_simulation( + db, + scenario_name: str, + simulation: Any, + source_dataset: str, + year: Optional[int] = None, + variables: Optional[Union[str, List[str]]] = "default" +): + """Add a simulation to the database using pandas for fast insertion. + + Args: + db: Database instance + scenario_name: Name of the scenario (creates new or overwrites existing) + simulation: Microsimulation object with calculated data + source_dataset: ID of the source dataset (creates if not exists) + year: Year for the simulation (defaults to current year) + variables: Variables to calculate and store. Options: + - "default": Use default variable set for the country (DEFAULT_VARIABLES_UK or DEFAULT_VARIABLES_US) + - List[str]: Custom list of variable names to calculate + """ + from .models import SourceDatasetDataModel, ScenarioDataModel, PopulationDataModel + + # Default year to current year + if year is None: + year = datetime.datetime.now().year + + # Get country from simulation + country = simulation.tax_benefit_system.parameters.metadata.get('country', 'uk') + if country == 'GB': + country = 'uk' + elif country == 'US': + country = 'us' + country = country.lower() + + with db.get_session() as session: + # Check if source dataset exists, create if not + source_dataset_obj = session.query(SourceDatasetDataModel).filter_by( + name=source_dataset + ).first() + + if not source_dataset_obj: + # Auto-create source dataset + source_dataset_obj = SourceDatasetDataModel( + name=source_dataset, + year=year, + description=f"Auto-created dataset for {scenario_name}" + ) + session.add(source_dataset_obj) + session.flush() + print(f"Created source dataset '{source_dataset}'") + + # Check if scenario exists + scenario = session.query(ScenarioDataModel).filter_by( + name=scenario_name, + country=country + ).first() + + if scenario: + # Delete existing scenario and its data (cascade will handle related records) + session.delete(scenario) + session.flush() + + # Create new scenario + scenario = ScenarioDataModel( + name=scenario_name, + country=country, + description=f"Simulation from {source_dataset}" + ) + session.add(scenario) + session.flush() + + # Create population + population = PopulationDataModel( + name=f"{scenario_name}_population", + description=f"Population for {scenario_name}", + country=country, + source_dataset_id=source_dataset_obj.id + ) + session.add(population) + session.flush() + + # Get all entities from the simulation + entities = simulation.tax_benefit_system.entities + + # Process each entity + for entity in entities: + entity_key = entity.key + table_name = f"{country}_{entity_key}" + + # Get the table + table = db.get_country_table(table_name) + if table is None: + # Create table if it doesn't exist + db._initialize_country(country) + table = db.get_country_table(table_name) + + # Get entity population + entity_population = getattr(simulation, entity_key) + entity_ids = entity_population.ids + num_entities = len(entity_ids) + + if num_entities == 0: + continue + + print(f"Processing {entity_key} with {num_entities} records...") + + # Start with IDs and weights + df_data = { + 'id': [f"{population.id}_{entity_key}_{i}" for i in range(num_entities)], + f'{entity_key}_id': entity_ids + } + + # Add weights + weights = getattr(entity_population, 'weights', None) + if weights is not None: + df_data['weight'] = weights + else: + df_data['weight'] = np.ones(num_entities, dtype=np.float32) + + # Get variables to calculate based on configuration + if isinstance(variables, str) and variables == "default": + # Use default variable list for the country + variable_names = get_default_variables(country) + elif isinstance(variables, list): + # Custom variable list provided + variable_names = variables + else: + # Fall back to default + variable_names = get_default_variables(country) + + # Filter to only variables that exist for this entity + all_entity_variables = { + var.name: var for _, var in simulation.tax_benefit_system.variables.items() + if var.entity.key == entity_key + } + + # Get variables that exist for this entity + variables_to_calc = [] + for var_name in variable_names: + if var_name in all_entity_variables: + variables_to_calc.append(all_entity_variables[var_name]) + + # Always ensure we have weights + essential = [f"{entity_key}_weight", "weight"] + for var_name in essential: + if var_name in all_entity_variables and var_name not in [v.name for v in variables_to_calc]: + variables_to_calc.append(all_entity_variables[var_name]) + + if len(variables_to_calc) == 0: + print(f" No valid variables found for {entity_key}, skipping...") + continue + + print(f" Using {len(variables_to_calc)} variables from default set") + + # Calculate variables + print(f" Calculating {len(variables_to_calc)} variables...") + calculated = 0 + + for i, var in enumerate(variables_to_calc): + try: + values = simulation.calculate(var.name, period=year) + df_data[var.name] = values + calculated += 1 + + if (i + 1) % 20 == 0: + print(f" Progress: {i + 1}/{len(variables_to_calc)} variables...") + except Exception: + # Skip variables that can't be calculated + continue + + print(f" Calculated {calculated} variables successfully") + + # Create DataFrame + df = pd.DataFrame(df_data) + + # Insert using pandas to_sql - this is highly optimized + print(f" Inserting {len(df)} records using pandas...") + + start_time = datetime.datetime.now() + + # Calculate safe chunksize based on database type and number of columns + num_columns = len(df.columns) + + if db.is_postgres: + # PostgreSQL can handle many more variables + safe_chunksize = 10000 + else: + # SQLite has a limit of 999 variables per query + safe_chunksize = min(900 // num_columns, 10000) # Leave some margin + + if safe_chunksize < 1: + # Too many columns for a single insert, need to reduce chunksize to 1 + print(f" Warning: {num_columns} columns requires row-by-row insertion") + safe_chunksize = 1 + + # Use to_sql with safe chunksize + df.to_sql( + name=table_name, + con=db.engine, + if_exists='append', + index=False, + method='multi', + chunksize=safe_chunksize + ) + + elapsed = (datetime.datetime.now() - start_time).total_seconds() + print(f" Inserted {len(df)} records in {elapsed:.1f} seconds") + + # Create simulation record + from .models import SimulationDataModel + simulation_record = SimulationDataModel( + scenario_id=scenario.id, + country=country, + population_id=population.id, + year=year + ) + session.add(simulation_record) + + session.commit() + + print(f"Successfully added simulation '{scenario_name}' to database with {variables} variable set") + + +def create_source_dataset( + db, + name: str, + year: int, + description: Optional[str] = None +): + """Create a source dataset entry. + + Args: + db: Database instance + name: Name/ID of the source dataset (e.g., 'frs_2023_24') + year: Year of the dataset + description: Optional description + """ + from .models import SourceDatasetDataModel + + with db.get_session() as session: + # Check if already exists + existing = session.query(SourceDatasetDataModel).filter_by(name=name).first() + if existing: + print(f"Source dataset '{name}' already exists") + return + + # Create new source dataset + source_dataset = SourceDatasetDataModel( + name=name, + year=year, + description=description or f"Source dataset for year {year}" + ) + session.add(source_dataset) + session.commit() + + print(f"Created source dataset '{name}'") \ No newline at end of file diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py deleted file mode 100644 index 8d0f2f0b..00000000 --- a/src/policyengine/models/__init__.py +++ /dev/null @@ -1,13 +0,0 @@ -"""Data models for PolicyEngine datasets.""" - -from .base import BaseEntity, EntityTable, SingleYearDataset -from .population import Population -from .scenario import Scenario - -__all__ = [ - "BaseEntity", - "EntityTable", - "SingleYearDataset", - "Population", - "Scenario", -] \ No newline at end of file diff --git a/src/policyengine/models/base.py b/src/policyengine/models/base.py deleted file mode 100644 index 49d24a3e..00000000 --- a/src/policyengine/models/base.py +++ /dev/null @@ -1,118 +0,0 @@ -"""Base models for PolicyEngine entities and datasets.""" - -from typing import Any, Dict, List, Optional, Type -from pydantic import BaseModel, Field, ConfigDict -import pandas as pd -from datetime import datetime - - -class BaseEntity(BaseModel): - """Base model for all entity types (Person, Household, etc.).""" - - model_config = ConfigDict(arbitrary_types_allowed=True) - - id: str = Field(..., description="Unique identifier for the entity") - weight: float = Field(1.0, description="Survey weight for the entity") - - def to_dict(self) -> Dict[str, Any]: - """Convert entity to dictionary.""" - return self.model_dump() - - @classmethod - def from_dict(cls, data: Dict[str, Any]) -> "BaseEntity": - """Create entity from dictionary.""" - return cls(**data) - - -class EntityTable(BaseModel): - """Container for a collection of entities of the same type.""" - - model_config = ConfigDict(arbitrary_types_allowed=True) - - entity_type: Type[BaseEntity] - entities: List[BaseEntity] = Field(default_factory=list) - - def add_entity(self, entity: BaseEntity) -> None: - """Add an entity to the table.""" - if not isinstance(entity, self.entity_type): - raise ValueError(f"Entity must be of type {self.entity_type.__name__}") - self.entities.append(entity) - - def to_dataframe(self) -> pd.DataFrame: - """Convert entity table to pandas DataFrame.""" - return pd.DataFrame([e.to_dict() for e in self.entities]) - - @classmethod - def from_dataframe(cls, df: pd.DataFrame, entity_type: Type[BaseEntity]) -> "EntityTable": - """Create entity table from pandas DataFrame.""" - entities = [entity_type(**row) for _, row in df.iterrows()] - return cls(entity_type=entity_type, entities=entities) - - def filter(self, **kwargs) -> List[BaseEntity]: - """Filter entities based on attributes.""" - filtered = [] - for entity in self.entities: - match = True - for key, value in kwargs.items(): - if not hasattr(entity, key) or getattr(entity, key) != value: - match = False - break - if match: - filtered.append(entity) - return filtered - - def __len__(self) -> int: - """Return number of entities in the table.""" - return len(self.entities) - - def __iter__(self): - """Iterate over entities.""" - return iter(self.entities) - - -class SingleYearDataset(BaseModel): - """Container for all entity tables for a single year.""" - - model_config = ConfigDict(arbitrary_types_allowed=True) - - year: int = Field(..., description="Year of the dataset") - country: str = Field(..., description="Country code (e.g., 'uk', 'us')") - entity_tables: Dict[str, EntityTable] = Field(default_factory=dict) - metadata: Dict[str, Any] = Field(default_factory=dict) - created_at: datetime = Field(default_factory=datetime.now) - - def add_table(self, name: str, table: EntityTable) -> None: - """Add an entity table to the dataset.""" - self.entity_tables[name] = table - - def get_table(self, name: str) -> Optional[EntityTable]: - """Get an entity table by name.""" - return self.entity_tables.get(name) - - def to_dict(self) -> Dict[str, Any]: - """Convert dataset to dictionary format.""" - return { - "year": self.year, - "country": self.country, - "entity_tables": { - name: table.to_dataframe().to_dict(orient="records") - for name, table in self.entity_tables.items() - }, - "metadata": self.metadata, - "created_at": self.created_at.isoformat() - } - - def summary(self) -> Dict[str, Any]: - """Get summary statistics for the dataset.""" - return { - "year": self.year, - "country": self.country, - "tables": { - name: { - "count": len(table), - "entity_type": table.entity_type.__name__ - } - for name, table in self.entity_tables.items() - }, - "created_at": self.created_at.isoformat() - } \ No newline at end of file diff --git a/src/policyengine/models/population.py b/src/policyengine/models/population.py deleted file mode 100644 index 1e5c6849..00000000 --- a/src/policyengine/models/population.py +++ /dev/null @@ -1,60 +0,0 @@ -"""Population model for grouping entities in a simulation run.""" - -from typing import Dict, Any, Optional, List -from pydantic import BaseModel, Field -from datetime import datetime -import uuid - - -class Population(BaseModel): - """Represents a population for a simulation run.""" - - id: str = Field(default_factory=lambda: str(uuid.uuid4())) - name: str = Field(..., description="Name of the population") - country: str = Field(..., description="Country code") - year: int = Field(..., description="Year of the population data") - scenario_id: Optional[str] = Field(None, description="Associated scenario ID") - entity_counts: Dict[str, int] = Field( - default_factory=dict, - description="Number of entities by type" - ) - metadata: Dict[str, Any] = Field( - default_factory=dict, - description="Additional metadata" - ) - created_at: datetime = Field(default_factory=datetime.now) - updated_at: datetime = Field(default_factory=datetime.now) - - def add_entity_count(self, entity_type: str, count: int) -> None: - """Add or update entity count for a type.""" - self.entity_counts[entity_type] = count - self.updated_at = datetime.now() - - def total_entities(self) -> int: - """Get total number of entities across all types.""" - return sum(self.entity_counts.values()) - - def to_dict(self) -> Dict[str, Any]: - """Convert to dictionary.""" - return { - "id": self.id, - "name": self.name, - "country": self.country, - "year": self.year, - "scenario_id": self.scenario_id, - "entity_counts": self.entity_counts, - "metadata": self.metadata, - "created_at": self.created_at.isoformat(), - "updated_at": self.updated_at.isoformat() - } - - def summary(self) -> str: - """Get a summary of the population.""" - entity_summary = ", ".join( - f"{count:,} {entity_type}s" - for entity_type, count in self.entity_counts.items() - ) - return ( - f"Population '{self.name}' ({self.country}, {self.year}): " - f"{entity_summary}" - ) \ No newline at end of file diff --git a/src/policyengine/models/scenario.py b/src/policyengine/models/scenario.py deleted file mode 100644 index b2c0e21f..00000000 --- a/src/policyengine/models/scenario.py +++ /dev/null @@ -1,93 +0,0 @@ -"""Scenario model for policy simulations.""" - -from typing import Dict, Any, Optional, List -from pydantic import BaseModel, Field, validator -from datetime import datetime -import uuid -import json - - -class Reform(BaseModel): - """Represents a parametric reform.""" - - parameter: str = Field(..., description="Parameter path to modify") - value: Any = Field(..., description="New value for the parameter") - period: Optional[str] = Field(None, description="Period for the reform (e.g., '2024')") - - def to_dict(self) -> Dict[str, Any]: - """Convert to dictionary.""" - return self.model_dump(exclude_none=True) - - -class Scenario(BaseModel): - """Represents a policy scenario with optional reforms.""" - - id: str = Field(default_factory=lambda: str(uuid.uuid4())) - name: str = Field(..., description="Name of the scenario") - country: str = Field(..., description="Country code") - description: Optional[str] = Field(None, description="Scenario description") - reforms: List[Reform] = Field( - default_factory=list, - description="List of parametric reforms" - ) - reform_json: Optional[Dict[str, Any]] = Field( - None, - description="Full reform specification in JSON format" - ) - metadata: Dict[str, Any] = Field( - default_factory=dict, - description="Additional metadata" - ) - created_at: datetime = Field(default_factory=datetime.now) - updated_at: datetime = Field(default_factory=datetime.now) - - @validator("country") - def validate_country(cls, v): - """Validate country code.""" - valid_countries = ["uk", "us"] # Add more as needed - if v.lower() not in valid_countries: - raise ValueError(f"Country must be one of {valid_countries}") - return v.lower() - - def add_reform(self, parameter: str, value: Any, period: Optional[str] = None) -> None: - """Add a reform to the scenario.""" - reform = Reform(parameter=parameter, value=value, period=period) - self.reforms.append(reform) - self.updated_at = datetime.now() - - def get_reform_dict(self) -> Dict[str, Any]: - """Get reforms as a dictionary suitable for PolicyEngine models.""" - if self.reform_json: - return self.reform_json - - reform_dict = {} - for reform in self.reforms: - if reform.period: - key = f"{reform.parameter}.{reform.period}" - else: - key = reform.parameter - reform_dict[key] = reform.value - return reform_dict - - def to_dict(self) -> Dict[str, Any]: - """Convert to dictionary.""" - return { - "id": self.id, - "name": self.name, - "country": self.country, - "description": self.description, - "baseline": self.baseline, - "reforms": [r.to_dict() for r in self.reforms], - "reform_json": self.reform_json, - "metadata": self.metadata, - "created_at": self.created_at.isoformat(), - "updated_at": self.updated_at.isoformat() - } - - def summary(self) -> str: - """Get a summary of the scenario.""" - reform_count = len(self.reforms) - return ( - f"Scenario '{self.name}' for {self.country.upper()}: " - f"{reform_count} reforms" - ) \ No newline at end of file diff --git a/tests/test_database.py b/tests/test_database.py deleted file mode 100644 index 782614dd..00000000 --- a/tests/test_database.py +++ /dev/null @@ -1,224 +0,0 @@ -"""Tests for PolicyEngine database.""" - -import pytest -import tempfile -import os -from policyengine import ( - Database, - DatabaseConfig, - Population, - Scenario, - SingleYearDataset, - EntityTable, - UKPerson, - UKHousehold, -) - - -@pytest.fixture -def temp_db(): - """Create a temporary database for testing.""" - with tempfile.NamedTemporaryFile(suffix=".db", delete=False) as f: - db_path = f.name - - config = DatabaseConfig( - connection_string=f"sqlite:///{db_path}" - ) - db = Database(config) - - yield db - - # Cleanup - os.unlink(db_path) - - -class TestDatabase: - def test_database_creation(self, temp_db): - assert temp_db is not None - stats = temp_db.get_statistics() - assert stats["populations"] == 0 - assert stats["scenarios"] == 0 - assert stats["datasets"] == 0 - - def test_save_and_get_population(self, temp_db): - pop = Population(name="Test Pop", country="uk", year=2024) - pop.add_entity_count("Person", 1000) - - pop_id = temp_db.save_population(pop) - assert pop_id == pop.id - - retrieved = temp_db.get_population(pop_id) - assert retrieved is not None - assert retrieved.name == "Test Pop" - assert retrieved.country == "uk" - assert retrieved.year == 2024 - assert retrieved.entity_counts["Person"] == 1000 - - def test_list_populations(self, temp_db): - pop1 = Population(name="UK 2024", country="uk", year=2024) - pop2 = Population(name="UK 2025", country="uk", year=2025) - pop3 = Population(name="US 2024", country="us", year=2024) - - temp_db.save_population(pop1) - temp_db.save_population(pop2) - temp_db.save_population(pop3) - - # List all - all_pops = temp_db.list_populations() - assert len(all_pops) == 3 - - # Filter by country - uk_pops = temp_db.list_populations(country="uk") - assert len(uk_pops) == 2 - - # Filter by year - pops_2024 = temp_db.list_populations(year=2024) - assert len(pops_2024) == 2 - - # Filter by both - uk_2024 = temp_db.list_populations(country="uk", year=2024) - assert len(uk_2024) == 1 - assert uk_2024[0].name == "UK 2024" - - def test_delete_population(self, temp_db): - pop = Population(name="Test", country="uk", year=2024) - pop_id = temp_db.save_population(pop) - - assert temp_db.get_population(pop_id) is not None - assert temp_db.delete_population(pop_id) is True - assert temp_db.get_population(pop_id) is None - assert temp_db.delete_population(pop_id) is False - - def test_save_and_get_scenario(self, temp_db): - scenario = Scenario(name="Test Scenario", country="uk") - scenario.add_reform("tax.rate", 0.25, "2024") - - scenario_id = temp_db.save_scenario(scenario) - assert scenario_id == scenario.id - - retrieved = temp_db.get_scenario(scenario_id) - assert retrieved is not None - assert retrieved.name == "Test Scenario" - assert retrieved.country == "uk" - assert len(retrieved.reforms) == 1 - - def test_list_scenarios(self, temp_db): - s1 = Scenario(name="UK Reform", country="uk") - s2 = Scenario(name="UK Baseline", country="uk", baseline=True) - s3 = Scenario(name="US Reform", country="us") - - temp_db.save_scenario(s1) - temp_db.save_scenario(s2) - temp_db.save_scenario(s3) - - # List all - all_scenarios = temp_db.list_scenarios() - assert len(all_scenarios) == 3 - - # Filter by country - uk_scenarios = temp_db.list_scenarios(country="uk") - assert len(uk_scenarios) == 2 - - # Filter baseline only - baselines = temp_db.list_scenarios(baseline_only=True) - assert len(baselines) == 1 - assert baselines[0].name == "UK Baseline" - - def test_save_and_get_dataset(self, temp_db): - dataset = SingleYearDataset(year=2024, country="uk") - - persons = EntityTable(entity_type=UKPerson) - persons.add_entity(UKPerson( - id="p1", age=30, benunit_id="b1", household_id="h1" - )) - dataset.add_table("persons", persons) - - dataset_id = temp_db.save_dataset(dataset) - assert dataset_id is not None - - retrieved = temp_db.get_dataset(dataset_id=dataset_id) - assert retrieved is not None - assert retrieved.year == 2024 - assert retrieved.country == "uk" - - def test_list_datasets(self, temp_db): - d1 = SingleYearDataset(year=2024, country="uk") - d2 = SingleYearDataset(year=2025, country="uk") - d3 = SingleYearDataset(year=2024, country="us") - - temp_db.save_dataset(d1) - temp_db.save_dataset(d2) - temp_db.save_dataset(d3) - - # List all - all_datasets = temp_db.list_datasets() - assert len(all_datasets) == 3 - - # Filter by country - uk_datasets = temp_db.list_datasets(country="uk") - assert len(uk_datasets) == 2 - - # Filter by year - datasets_2024 = temp_db.list_datasets(year=2024) - assert len(datasets_2024) == 2 - - def test_save_and_get_entity_table(self, temp_db): - # First create a dataset - dataset = SingleYearDataset(year=2024, country="uk") - dataset_id = temp_db.save_dataset(dataset) - - # Create and save entity table - table = EntityTable(entity_type=UKPerson) - table.add_entity(UKPerson( - id="p1", age=30, benunit_id="b1", household_id="h1" - )) - table.add_entity(UKPerson( - id="p2", age=25, benunit_id="b1", household_id="h1" - )) - - success = temp_db.save_entity_table(table, "persons", dataset_id) - assert success is True - - # Retrieve - retrieved = temp_db.get_entity_table(dataset_id, "persons", UKPerson) - assert retrieved is not None - assert len(retrieved) == 2 - assert retrieved.entity_type == UKPerson - - def test_export_import_parquet(self, temp_db): - dataset = SingleYearDataset(year=2024, country="uk") - - persons = EntityTable(entity_type=UKPerson) - persons.add_entity(UKPerson( - id="p1", age=30, benunit_id="b1", household_id="h1" - )) - dataset.add_table("persons", persons) - - households = EntityTable(entity_type=UKHousehold) - households.add_entity(UKHousehold( - id="h1", region="London", tenure_type="rented" - )) - dataset.add_table("households", households) - - with tempfile.TemporaryDirectory() as tmpdir: - # Export - files = temp_db.export_to_parquet(dataset, tmpdir) - assert "persons" in files - assert "households" in files - assert "metadata" in files - - # Import - entity_types = { - "persons": UKPerson, - "households": UKHousehold - } - imported = temp_db.import_from_parquet( - tmpdir, "uk", 2024, entity_types - ) - - assert imported.year == 2024 - assert imported.country == "uk" - assert "persons" in imported.entity_tables - assert "households" in imported.entity_tables - assert len(imported.entity_tables["persons"]) == 1 - assert len(imported.entity_tables["households"]) == 1 \ No newline at end of file diff --git a/tests/test_models.py b/tests/test_models.py deleted file mode 100644 index 0a625656..00000000 --- a/tests/test_models.py +++ /dev/null @@ -1,198 +0,0 @@ -"""Tests for PolicyEngine models.""" - -import pytest -from datetime import datetime -from policyengine import ( - BaseEntity, - EntityTable, - SingleYearDataset, - Population, - Scenario, - UKPerson, - USPerson, -) - - -class TestBaseEntity: - def test_base_entity_creation(self): - entity = BaseEntity(id="test_1", weight=1.5) - assert entity.id == "test_1" - assert entity.weight == 1.5 - - def test_to_dict(self): - entity = BaseEntity(id="test_1", weight=2.0) - data = entity.to_dict() - assert data["id"] == "test_1" - assert data["weight"] == 2.0 - - def test_from_dict(self): - data = {"id": "test_1", "weight": 1.5} - entity = BaseEntity.from_dict(data) - assert entity.id == "test_1" - assert entity.weight == 1.5 - - -class TestEntityTable: - def test_entity_table_creation(self): - table = EntityTable(entity_type=BaseEntity) - assert len(table) == 0 - assert table.entity_type == BaseEntity - - def test_add_entity(self): - table = EntityTable(entity_type=BaseEntity) - entity = BaseEntity(id="test_1") - table.add_entity(entity) - assert len(table) == 1 - - def test_add_wrong_entity_type(self): - table = EntityTable(entity_type=UKPerson) - entity = BaseEntity(id="test_1") - with pytest.raises(ValueError): - table.add_entity(entity) - - def test_to_dataframe(self): - table = EntityTable(entity_type=BaseEntity) - table.add_entity(BaseEntity(id="test_1", weight=1.0)) - table.add_entity(BaseEntity(id="test_2", weight=2.0)) - - df = table.to_dataframe() - assert len(df) == 2 - assert list(df["id"]) == ["test_1", "test_2"] - assert list(df["weight"]) == [1.0, 2.0] - - def test_filter(self): - table = EntityTable(entity_type=BaseEntity) - table.add_entity(BaseEntity(id="test_1", weight=1.0)) - table.add_entity(BaseEntity(id="test_2", weight=2.0)) - table.add_entity(BaseEntity(id="test_3", weight=1.0)) - - filtered = table.filter(weight=1.0) - assert len(filtered) == 2 - assert all(e.weight == 1.0 for e in filtered) - - -class TestSingleYearDataset: - def test_dataset_creation(self): - dataset = SingleYearDataset(year=2024, country="uk") - assert dataset.year == 2024 - assert dataset.country == "uk" - assert len(dataset.entity_tables) == 0 - - def test_add_table(self): - dataset = SingleYearDataset(year=2024, country="uk") - table = EntityTable(entity_type=UKPerson) - dataset.add_table("persons", table) - - assert "persons" in dataset.entity_tables - assert dataset.get_table("persons") == table - - def test_summary(self): - dataset = SingleYearDataset(year=2024, country="uk") - - persons_table = EntityTable(entity_type=UKPerson) - persons_table.add_entity(UKPerson( - id="p1", benunit_id="b1", household_id="h1" - )) - dataset.add_table("persons", persons_table) - - summary = dataset.summary() - assert summary["year"] == 2024 - assert summary["country"] == "uk" - assert "persons" in summary["tables"] - assert summary["tables"]["persons"]["count"] == 1 - - -class TestPopulation: - def test_population_creation(self): - pop = Population(name="Test Population", country="uk", year=2024) - assert pop.name == "Test Population" - assert pop.country == "uk" - assert pop.year == 2024 - assert pop.id is not None - - def test_add_entity_count(self): - pop = Population(name="Test", country="uk", year=2024) - pop.add_entity_count("Person", 1000) - pop.add_entity_count("Household", 400) - - assert pop.entity_counts["Person"] == 1000 - assert pop.entity_counts["Household"] == 400 - assert pop.total_entities() == 1400 - - def test_summary(self): - pop = Population(name="Test", country="uk", year=2024) - pop.add_entity_count("Person", 1000) - pop.add_entity_count("Household", 400) - - summary = pop.summary() - assert "Test" in summary - assert "uk" in summary - assert "2024" in summary - assert "1,000 Persons" in summary - assert "400 Households" in summary - - -class TestScenario: - def test_scenario_creation(self): - scenario = Scenario(name="Test Scenario", country="uk") - assert scenario.name == "Test Scenario" - assert scenario.country == "uk" - assert scenario.baseline is False - assert len(scenario.reforms) == 0 - - def test_country_validation(self): - with pytest.raises(ValueError): - Scenario(name="Test", country="invalid") - - def test_add_reform(self): - scenario = Scenario(name="Test", country="uk") - scenario.add_reform("tax.income_tax.rate", 0.25, "2024") - - assert len(scenario.reforms) == 1 - reform = scenario.reforms[0] - assert reform.parameter == "tax.income_tax.rate" - assert reform.value == 0.25 - assert reform.period == "2024" - - def test_get_reform_dict(self): - scenario = Scenario(name="Test", country="uk") - scenario.add_reform("tax.rate", 0.25, "2024") - scenario.add_reform("benefit.amount", 1000) - - reform_dict = scenario.get_reform_dict() - assert reform_dict["tax.rate.2024"] == 0.25 - assert reform_dict["benefit.amount"] == 1000 - - def test_baseline_scenario(self): - scenario = Scenario(name="Baseline", country="uk", baseline=True) - assert scenario.baseline is True - summary = scenario.summary() - assert "(baseline)" in summary - - -class TestCountryEntities: - def test_uk_person(self): - person = UKPerson( - id="p1", - benunit_id="b1", - household_id="h1" - ) - assert person.id == "p1" - assert person.benunit_id == "b1" - assert person.household_id == "h1" - # Check that dynamic fields are available - assert hasattr(person, 'employment_income') - - def test_us_person(self): - person = USPerson( - id="p1", - tax_unit_id="t1", - family_id="f1", - household_id="h1" - ) - assert person.id == "p1" - assert person.tax_unit_id == "t1" - assert person.family_id == "f1" - assert person.household_id == "h1" - # Check that dynamic fields are available - assert hasattr(person, 'employment_income') \ No newline at end of file From ee401d1b11cb6843838b0c87cbf92018b5b26eef Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sun, 24 Aug 2025 23:18:48 +0100 Subject: [PATCH 05/97] Reset to simpler version --- .gitignore | 1 + src/policyengine/database/__init__.py | 16 +- src/policyengine/database/database.py | 631 +++--------------- .../database/default_variables.py | 142 ---- src/policyengine/database/models.py | 134 ++-- src/policyengine/database/schema_helpers.py | 211 ------ src/policyengine/database/simulation.py | 265 -------- src/policyengine/utils/__init__.py | 10 - src/policyengine/utils/lazy_loader.py | 40 -- src/policyengine/utils/schema_generator.py | 141 ---- 10 files changed, 128 insertions(+), 1463 deletions(-) delete mode 100644 src/policyengine/database/default_variables.py delete mode 100644 src/policyengine/database/schema_helpers.py delete mode 100644 src/policyengine/database/simulation.py delete mode 100644 src/policyengine/utils/__init__.py delete mode 100644 src/policyengine/utils/lazy_loader.py delete mode 100644 src/policyengine/utils/schema_generator.py diff --git a/.gitignore b/.gitignore index cf98602a..57c44eca 100644 --- a/.gitignore +++ b/.gitignore @@ -2,3 +2,4 @@ **/__pycache__ **/*.egg-info *.ipynb +_build/ diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py index 66d1292b..aeddc7eb 100644 --- a/src/policyengine/database/__init__.py +++ b/src/policyengine/database/__init__.py @@ -1,18 +1,12 @@ -"""Database abstraction for PolicyEngine.""" +"""Database abstraction for PolicyEngine with hybrid storage.""" from .database import Database, DatabaseConfig -from .schema_helpers import ( - get_country_schema_from_package, - create_columns_from_country_schema, - populate_schema_tables, - initialize_country_tables, -) +from .simulation import save_simulation, load_simulation, list_simulations __all__ = [ "Database", "DatabaseConfig", - "get_country_schema_from_package", - "create_columns_from_country_schema", - "populate_schema_tables", - "initialize_country_tables", + "save_simulation", + "load_simulation", + "list_simulations", ] \ No newline at end of file diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index fced9da8..faf324c7 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -1,88 +1,86 @@ -"""Main database class for PolicyEngine.""" +"""Database management for PolicyEngine simulations and metadata.""" +import os from typing import Optional, Dict, Any, List, Union -from sqlalchemy import create_engine, Table, MetaData, Column, String, Integer, Float, Boolean, Text +from contextlib import contextmanager +from datetime import datetime +from pathlib import Path +from sqlalchemy import create_engine, and_, or_, event from sqlalchemy.orm import sessionmaker, Session from sqlalchemy.pool import StaticPool from pydantic import BaseModel, Field -import warnings -import os - -from .models import Base, EntityTypeDataModel, VariableDataModel -from .schema_helpers import get_country_schema_from_package +from .models import ( + Base, SimulationMetadata, SimulationStatus, + DatasetMetadata +) +import h5py +import json +import numpy as np class DatabaseConfig(BaseModel): - """Configuration for database connection.""" + """Configuration for database connection and storage.""" + # Database configuration connection_string: Optional[str] = Field( None, - description="Database connection string (defaults to SQLite with WAL mode)" + description="Database connection string for metadata (defaults to local SQLite)" ) echo: bool = Field(False, description="Echo SQL statements") - pool_size: int = Field(5, description="Connection pool size") - max_overflow: int = Field(10, description="Maximum overflow connections") - use_sqlite: bool = Field(True, description="Use SQLite instead of PostgreSQL") - - -class SchemaDefinition(BaseModel): - """Schema definition for a country's entities and variables.""" - country: str - entities: Dict[str, List[Dict[str, Any]]] # entity_name -> list of variable definitions + # Storage configuration + storage_mode: str = Field("local", description="Storage mode: 'local' or 'cloud'") + local_storage_path: str = Field("./simulations", description="Local path for .h5 files") + + # Cloud configuration (optional) + gcs_bucket: Optional[str] = Field(None, description="Google Cloud Storage bucket name") + gcs_prefix: Optional[str] = Field("simulations/", description="Prefix for GCS objects") + cloud_db_url: Optional[str] = Field(None, description="Cloud database URL for metadata") class Database: - """Main database interface for PolicyEngine data. - - This class provides a simple interface to instantiate and use with either - local or cloud databases. It sets up the connection and creates tables, - but does not provide helper methods - those should be implemented elsewhere. - """ + """Main database manager for PolicyEngine.""" - def __init__(self, config: Optional[DatabaseConfig] = None, validate_schema: bool = True, countries: Optional[List[str]] = ["uk"]): + def __init__(self, config: Optional[DatabaseConfig] = None): """Initialize database with configuration. Args: config: Database configuration - validate_schema: If True, validate country schemas on initialization - countries: List of country codes to initialize (e.g., ['uk', 'us']). - If None, will try to detect available country packages. """ self.config = config or DatabaseConfig() self.engine = self._create_engine() self.SessionLocal = sessionmaker(bind=self.engine) - # Use Base.metadata directly instead of creating a new one - self.metadata = Base.metadata - self._country_tables: Dict[str, Table] = {} + # Create tables if they don't exist + Base.metadata.create_all(bind=self.engine) - # Create all tables defined in models - self.metadata.create_all(bind=self.engine) - - # Initialize country tables - self._initialize_countries(countries) - - # Validate schemas if requested - if validate_schema: - self._validate_schemas() + # Ensure storage directories exist + if self.config.storage_mode == "local": + self._setup_local_storage() def _create_engine(self): - """Create SQLAlchemy engine.""" - if self.config.connection_string: + """Create SQLAlchemy engine for metadata storage.""" + if self.config.storage_mode == "cloud" and self.config.cloud_db_url: + # Use cloud database for metadata + return create_engine( + self.config.cloud_db_url, + echo=self.config.echo, + pool_size=5, + max_overflow=10 + ) + elif self.config.connection_string: # Custom connection string provided return create_engine( self.config.connection_string, - echo=self.config.echo, - pool_size=self.config.pool_size, - max_overflow=self.config.max_overflow + echo=self.config.echo ) - elif self.config.use_sqlite: - # Local SQLite database with WAL mode for better concurrency - from sqlalchemy import event + else: + # Default to local SQLite + db_path = os.path.join(self.config.local_storage_path, "metadata.db") + os.makedirs(os.path.dirname(db_path), exist_ok=True) engine = create_engine( - "sqlite:///policyengine.db", + f"sqlite:///{db_path}", echo=self.config.echo, connect_args={"check_same_thread": False}, poolclass=StaticPool @@ -95,524 +93,49 @@ def set_sqlite_pragma(dbapi_conn, connection_record): cursor.execute("PRAGMA journal_mode=WAL") cursor.execute("PRAGMA synchronous=NORMAL") cursor.execute("PRAGMA temp_store=MEMORY") - cursor.execute("PRAGMA mmap_size=30000000000") # 30GB memory-mapped I/O cursor.close() return engine - else: - # Fallback to PostgreSQL if explicitly disabled SQLite - # Get connection details from environment or use defaults - db_host = os.getenv('POSTGRES_HOST', 'localhost') - db_port = os.getenv('POSTGRES_PORT', '5432') - db_name = os.getenv('POSTGRES_DB', 'policyengine') - db_user = os.getenv('POSTGRES_USER', 'policyengine') - db_password = os.getenv('POSTGRES_PASSWORD', 'policyengine') - - connection_string = f"postgresql+psycopg2://{db_user}:{db_password}@{db_host}:{db_port}/{db_name}" - - return create_engine( - connection_string, - echo=self.config.echo, - pool_size=self.config.pool_size, - max_overflow=self.config.max_overflow - ) - - def get_session(self) -> Session: - """Get a database session.""" - return self.SessionLocal() - - def _initialize_countries(self, countries: Optional[List[str]] = None): - """Initialize country tables from their packages. - - Args: - countries: List of country codes. If None, detect available packages. - """ - if countries is None: - # Try to detect available country packages - countries = self._detect_available_countries() - - for country in countries: - try: - self._initialize_country(country) - except Exception as e: - warnings.warn( - f"Failed to initialize country '{country}': {e}", - UserWarning - ) - def _detect_available_countries(self) -> List[str]: - """Detect which country packages are available.""" - available = [] + def _setup_local_storage(self): + """Ensure local storage directories exist.""" + storage_path = Path(self.config.local_storage_path) + storage_path.mkdir(parents=True, exist_ok=True) - # Try common country codes - for country in ['uk', 'us']: - try: - # Try to import the package - if country == 'uk': - import policyengine_uk - available.append('uk') - elif country == 'us': - import policyengine_us - available.append('us') - except ImportError: - pass - - return available + # Create subdirectories for organization + (storage_path / "uk").mkdir(exist_ok=True) + (storage_path / "us").mkdir(exist_ok=True) + (storage_path / "temp").mkdir(exist_ok=True) - def _initialize_country(self, country: str): - """Initialize tables for a specific country. + @contextmanager + def session(self) -> Session: + """Get a database session context manager. - Args: - country: Country code (e.g., 'uk', 'us') + Yields: + Database session """ - # Check if already initialized by looking at entity_types table - with self.get_session() as session: - existing = session.query(EntityTypeDataModel).filter_by(country=country).first() - if existing: - # Country already initialized, just load the tables - self._load_country_tables(country) - return - - # Get schema from package + session = self.SessionLocal() try: - schema = get_country_schema_from_package(country) - except (ImportError, ValueError) as e: - raise RuntimeError(f"Cannot initialize country '{country}': {e}") - - # Create tables and populate schema tracking - with self.get_session() as session: - for entity_name, variables in schema.items(): - table_name = f"{country}_{entity_name}" - - # Create entity type record - entity_type = EntityTypeDataModel( - country=country, - name=entity_name, - table_name=table_name - ) - session.add(entity_type) - session.flush() - - # Create variable records - for var_def in variables: - variable = VariableDataModel( - entity_type_id=entity_type.id, - name=var_def['name'], - data_type=var_def['data_type'], - is_nullable=var_def.get('is_nullable', True), - default_value=var_def.get('default_value') - ) - session.add(variable) - - # Create actual table - columns = self._create_columns_from_variables(variables) - self.create_country_table(table_name, columns) - + yield session session.commit() + except Exception: + session.rollback() + raise + finally: + session.close() - def _load_country_tables(self, country: str): - """Load existing country tables into memory. - - Args: - country: Country code - """ - with self.get_session() as session: - entity_types = session.query(EntityTypeDataModel).filter_by(country=country).all() - - for entity_type in entity_types: - table_name = entity_type.table_name - # Just ensure the table is in our cache - # The table should already exist in the database - if table_name not in self._country_tables and table_name not in self.metadata.tables: - # Reflect the table from the database - Table(table_name, self.metadata, autoload_with=self.engine) - - def get_country_schema(self, country: str) -> SchemaDefinition: - """Get the current schema from a country package. - - Args: - country: Country code (e.g., 'uk', 'us') - - Returns: - SchemaDefinition with entity and variable information - """ - try: - entities = get_country_schema_from_package(country) - return SchemaDefinition(country=country, entities=entities) - except (ImportError, ValueError) as e: - raise RuntimeError( - f"Failed to get schema for country '{country}': {e}" - ) - - def _get_stored_schema(self, country: str) -> Dict[str, List[Dict[str, Any]]]: - """Get the stored schema from the database. - - Args: - country: Country code - - Returns: - Dictionary mapping entity names to their variable definitions - """ - with self.get_session() as session: - entity_types = session.query(EntityTypeDataModel).filter_by(country=country).all() - - schema = {} - for entity_type in entity_types: - variables = [] - for var in entity_type.variables: - variables.append({ - 'name': var.name, - 'data_type': var.data_type, - 'is_nullable': var.is_nullable, - 'default_value': var.default_value - }) - schema[entity_type.name] = variables - - return schema - - def _validate_schemas(self): - """Validate that database schemas match country package schemas. - - Raises: - RuntimeError: If schemas don't match - """ - # Get list of countries from entity_types table - with self.get_session() as session: - countries = session.query(EntityTypeDataModel.country).distinct().all() - countries = [c[0] for c in countries] - - for country in countries: - try: - current_schema = self.get_country_schema(country) - stored_schema = self._get_stored_schema(country) - - # Compare schemas - if current_schema.entities != stored_schema: - self.migrate_schema(country) - except NotImplementedError: - # Skip validation if country schema extraction not implemented - pass - - def migrate_schema(self, country: str, dry_run: bool = False) -> List[str]: - """Migrate database schema to match country package schema. - - WARNING: This will drop and add columns/tables as needed, potentially losing data. - - Args: - country: Country code to migrate - dry_run: If True, only return planned changes without executing - - Returns: - List of migration actions performed/planned - """ - warnings.warn( - "Schema migration will modify database structure and may result in data loss. " - "Ensure you have backups before proceeding.", - UserWarning - ) - - try: - target_schema = self.get_country_schema(country) - except NotImplementedError: - return ["Cannot migrate: Country schema extraction not implemented"] - - stored_schema = self._get_stored_schema(country) - actions = [] - - with self.get_session() as session: - # Process each entity type - for entity_name, target_variables in target_schema.entities.items(): - table_name = f"{country}_{entity_name}" - - if entity_name not in stored_schema: - # New entity type - create table and record - actions.append(f"CREATE TABLE {table_name}") - - if not dry_run: - # Create entity type record - entity_type = EntityTypeDataModel( - country=country, - name=entity_name, - table_name=table_name - ) - session.add(entity_type) - session.flush() - - # Create variable records - for var_def in target_variables: - variable = VariableDataModel( - entity_type_id=entity_type.id, - name=var_def['name'], - data_type=var_def['data_type'], - is_nullable=var_def.get('is_nullable', True), - default_value=var_def.get('default_value') - ) - session.add(variable) - - # Create actual table - columns = self._create_columns_from_variables(target_variables) - self.create_country_table(table_name, columns) - else: - # Existing entity - check for column changes - stored_variables = stored_schema[entity_name] - stored_var_names = {v['name'] for v in stored_variables} - target_var_names = {v['name'] for v in target_variables} - - # Find columns to add - columns_to_add = target_var_names - stored_var_names - for col_name in columns_to_add: - actions.append(f"ADD COLUMN {table_name}.{col_name}") - - if not dry_run: - # Add to variables table - var_def = next(v for v in target_variables if v['name'] == col_name) - entity_type = session.query(EntityTypeDataModel).filter_by( - country=country, name=entity_name - ).first() - - variable = VariableDataModel( - entity_type_id=entity_type.id, - name=var_def['name'], - data_type=var_def['data_type'], - is_nullable=var_def.get('is_nullable', True), - default_value=var_def.get('default_value') - ) - session.add(variable) - - # Add column to actual table - self._add_column_to_table(table_name, col_name, var_def) - - # Find columns to remove - columns_to_remove = stored_var_names - target_var_names - for col_name in columns_to_remove: - actions.append(f"DROP COLUMN {table_name}.{col_name}") - - if not dry_run: - # Remove from variables table - entity_type = session.query(EntityTypeDataModel).filter_by( - country=country, name=entity_name - ).first() - variable = session.query(VariableDataModel).filter_by( - entity_type_id=entity_type.id, name=col_name - ).first() - if variable: - session.delete(variable) - - # Drop column from actual table - self._drop_column_from_table(table_name, col_name) - - # Find entity types to remove - for entity_name in stored_schema: - if entity_name not in target_schema.entities: - table_name = f"{country}_{entity_name}" - actions.append(f"DROP TABLE {table_name}") - - if not dry_run: - # Remove entity type and its variables (cascade) - entity_type = session.query(EntityTypeDataModel).filter_by( - country=country, name=entity_name - ).first() - if entity_type: - session.delete(entity_type) - - # Drop actual table - self._drop_table(table_name) - - if not dry_run: - session.commit() - - return actions - - def _create_columns_from_variables(self, variables: List[Dict[str, Any]]) -> Dict[str, Column]: - """Create SQLAlchemy columns from variable definitions.""" - columns = {} - - # Always add an ID column as primary key - columns['id'] = Column(String, primary_key=True) - - for var_def in variables: - col_name = var_def['name'] - data_type = var_def['data_type'] - is_nullable = var_def.get('is_nullable', True) - default_value = var_def.get('default_value') - - # Map data types to SQLAlchemy types - if data_type == 'string': - col_type = String - elif data_type == 'integer': - col_type = Integer - elif data_type == 'float': - col_type = Float - elif data_type == 'boolean': - col_type = Boolean - elif data_type == 'text': - col_type = Text - else: - col_type = String # Default to string - - columns[col_name] = Column(col_type, nullable=is_nullable, default=default_value) - - return columns - - def _add_column_to_table(self, table_name: str, column_name: str, var_def: Dict[str, Any]): - """Add a column to an existing table.""" - # This is database-specific and would need different implementations - # for different database backends - with self.engine.connect() as conn: - data_type = var_def['data_type'] - - # Map to SQL types (PostgreSQL compatible) - if self.is_postgres: - sql_type_map = { - 'string': 'VARCHAR(255)', - 'integer': 'INTEGER', - 'float': 'DOUBLE PRECISION', - 'boolean': 'BOOLEAN', - 'text': 'TEXT' - } - else: - # SQLite types - sql_type_map = { - 'string': 'VARCHAR(255)', - 'integer': 'INTEGER', - 'float': 'REAL', - 'boolean': 'BOOLEAN', - 'text': 'TEXT' - } - sql_type = sql_type_map.get(data_type, 'VARCHAR(255)') - - # Build ALTER TABLE statement - nullable = 'NULL' if var_def.get('is_nullable', True) else 'NOT NULL' - default = f"DEFAULT {var_def['default_value']}" if var_def.get('default_value') is not None else '' - - sql = f"ALTER TABLE {table_name} ADD COLUMN {column_name} {sql_type} {nullable} {default}" - conn.execute(sql) - conn.commit() - - def _drop_column_from_table(self, table_name: str, column_name: str): - """Drop a column from an existing table.""" - # Note: SQLite doesn't support DROP COLUMN directly - # For other databases, this would be simpler - if self.is_local: - # SQLite requires recreating the table - warnings.warn( - f"SQLite does not support DROP COLUMN. " - f"Column {column_name} in {table_name} will be ignored but not removed.", - UserWarning - ) - else: - # For other databases - with self.engine.connect() as conn: - sql = f"ALTER TABLE {table_name} DROP COLUMN {column_name}" - conn.execute(sql) - conn.commit() - - def _drop_table(self, table_name: str): - """Drop a table.""" - with self.engine.connect() as conn: - sql = f"DROP TABLE IF EXISTS {table_name}" - conn.execute(sql) - conn.commit() - - # Remove from cache - if table_name in self._country_tables: - del self._country_tables[table_name] - - def create_country_table(self, table_name: str, columns: Dict[str, Column]) -> Table: - """Create a dynamic table based on country package metadata. - - This allows country packages to define tables dynamically at runtime - without needing predefined models. For example, uk_person, us_household, etc. - will be created based on the entities and variables defined in the country packages. - - Args: - table_name: Name of the table to create (e.g., 'uk_person', 'us_household') - columns: Dictionary mapping column names to SQLAlchemy Column objects - - Returns: - The created SQLAlchemy Table object - """ - # Check if table already exists in memory - if table_name in self._country_tables: - return self._country_tables[table_name] - - # Check if table already exists in metadata - if table_name in self.metadata.tables: - return self.metadata.tables[table_name] - - # Create new table with columns - column_list = [] - for col_name, col_def in columns.items(): - # Ensure column has a name - if col_def.name is None: - col_def.name = col_name - column_list.append(col_def) - - table = Table(table_name, self.metadata, *column_list, extend_existing=True) - - # Store in cache - self._country_tables[table_name] = table - - # Create the table in the database - self.metadata.create_all(bind=self.engine, tables=[table]) - - return table - - def get_country_table(self, table_name: str) -> Optional[Table]: - """Get a registered country-specific table. + def get_session(self) -> Session: + """Get a new database session. - Args: - table_name: Name of the table (e.g., 'uk_person', 'us_household') - Returns: - The SQLAlchemy Table object if registered, None otherwise + SQLAlchemy session """ - # Check cache first - if table_name in self._country_tables: - return self._country_tables[table_name] - - # Check metadata - if table_name in self.metadata.tables: - return self.metadata.tables[table_name] - - return None - - @property - def is_cloud(self) -> bool: - """Check if using cloud database.""" - return self.config.connection_string is not None and 'sqlite' not in (self.config.connection_string or '').lower() - - @property - def is_local(self) -> bool: - """Check if using local database.""" - return self.config.use_sqlite or (self.config.connection_string and 'sqlite' in self.config.connection_string.lower()) + return self.SessionLocal() - @property - def is_postgres(self) -> bool: - """Check if using PostgreSQL.""" - if self.config.connection_string: - return 'postgresql' in self.config.connection_string.lower() or 'postgres' in self.config.connection_string.lower() - return not self.config.use_sqlite + def init_db(self) -> None: + """Initialize database schema.""" + Base.metadata.create_all(bind=self.engine) - def add_simulation( - self, - scenario_name: str, - simulation, - source_dataset: str, - year: Optional[int] = None, - variables: Optional[Union[str, List[str]]] = "default" - ): - """Add a simulation to the database using pandas for fast insertion. - - Args: - scenario_name: Name of the scenario (creates new or overwrites existing) - simulation: Microsimulation object with calculated data - source_dataset: ID of the source dataset (creates if not exists) - year: Year for the simulation (defaults to current year) - variables: Variables to calculate and store. Options: - - "default": Use default variable set for the country (DEFAULT_VARIABLES_UK or DEFAULT_VARIABLES_US) - - List[str]: Custom list of variable names to calculate - """ - from .simulation import add_simulation - add_simulation(self, scenario_name, simulation, source_dataset, year, variables) - \ No newline at end of file + def drop_all(self) -> None: + """Drop all tables (use with caution).""" + Base.metadata.drop_all(bind=self.engine) \ No newline at end of file diff --git a/src/policyengine/database/default_variables.py b/src/policyengine/database/default_variables.py deleted file mode 100644 index df799d3f..00000000 --- a/src/policyengine/database/default_variables.py +++ /dev/null @@ -1,142 +0,0 @@ -"""Default variable lists for PolicyEngine database storage. - -These subsets of variables are commonly used in PolicyEngine operations -and should be prioritised for storage in the database. -""" - -DEFAULT_VARIABLES_UK = [ - # Person demographics - "age", - "is_male", - "is_adult", - "person_weight", - - # Person income - "employment_income", - "self_employment_income", - "employment_income_before_lsr", - "self_employment_income_before_lsr", - "farm_income", - - # Person tax - "marginal_tax_rate", - - # Person location - "country", - - # Household income - "household_net_income", - "household_market_income", - "equiv_household_net_income", - "household_income_decile", - "total_wealth", - "household_wealth_decile", - - # Household composition - "household_count_people", - "household_weight", - - # Household poverty - "in_poverty", - "poverty_gap", - "deep_poverty_gap", - "in_deep_poverty", - - # UK taxes - "income_tax", - "national_insurance", - "ni_employer", - "vat", - "council_tax", - "fuel_duty", - - # UK benefits - "tax_credits", - "universal_credit", - "child_benefit", - "state_pension", - "pension_credit", - - # UK government aggregates - "gov_tax", - "gov_spending", -] - -DEFAULT_VARIABLES_US = [ - # Person demographics - "age", - "is_male", - "race", - "is_adult", - "person_weight", - - # Person income - "employment_income", - "self_employment_income", - "employment_income_before_lsr", - "self_employment_income_before_lsr", - "farm_income", - - # Person tax - "marginal_tax_rate", - - # Person behavioral response - "employment_income_behavioral_response", - "emp_self_emp_ratio", - "substitution_elasticity_lsr", - "income_elasticity_lsr", - "weekly_hours_worked", - "weekly_hours_worked_behavioural_response_income_elasticity", - "weekly_hours_worked_behavioural_response_substitution_elasticity", - - # Person cliff analysis - "cliff_evaluated", - "cliff_gap", - "is_on_cliff", - - # Person location - "state_code_str", - "in_nyc", - - # Household income - "household_net_income", - "household_market_income", - "equiv_household_net_income", - "household_income_decile", - "total_wealth", - "household_wealth_decile", - - # Household composition - "household_count_people", - "household_weight", - - # Household poverty - "in_poverty", - "poverty_gap", - "deep_poverty_gap", - "in_deep_poverty", - - # US tax/benefit - "household_tax", - "household_benefits", - "household_state_income_tax", -] - -def get_default_variables(country: str) -> list: - """Get default variables for a given country. - - Args: - country: Country code ('uk' or 'us') - - Returns: - List of variable names to calculate - """ - country = country.lower() - - if country == "uk": - return DEFAULT_VARIABLES_UK - elif country == "us": - return DEFAULT_VARIABLES_US - else: - # Return a minimal set for unknown countries - return ["age", "household_net_income", "household_weight", "person_weight"] \ No newline at end of file diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index 3a0830e9..9df37190 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -2,131 +2,87 @@ from sqlalchemy import ( Column, String, Integer, Float, Boolean, Text, - DateTime, JSON, ForeignKey + DateTime, JSON, ForeignKey, Enum ) from sqlalchemy.ext.declarative import declarative_base from sqlalchemy.orm import relationship from datetime import datetime import uuid +import enum Base = declarative_base() - def generate_uuid(): return str(uuid.uuid4()) +class SimulationStatus(enum.Enum): + """Status of simulation processing.""" + PENDING = "pending" + RUNNING = "running" + COMPLETED = "completed" + FAILED = "failed" -# Core entity models -class ScenarioDataModel(Base): - """Scenario table model.""" - __tablename__ = "scenarios" - - id = Column(String, primary_key=True, default=generate_uuid) - country = Column(String, nullable=False, index=True) - name = Column(String, nullable=False) - description = Column(Text, nullable=True) - created_at = Column(DateTime, default=datetime.now) - updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) - - # Relationships - parameter_changes = relationship("ParameterChangeDataModel", back_populates="scenario", cascade="all, delete-orphan") - simulations = relationship("SimulationDataModel", back_populates="scenario", cascade="all, delete-orphan") +# Metadata models only - actual data stored in .h5 files - -class ParameterChangeDataModel(Base): - """Parameter change table model.""" - __tablename__ = "parameter_changes" +class SimulationMetadata(Base): + """Metadata for simulation stored in .h5 file. e.g. 'current law, EFRS 2023/24 based, 2026'""" + __tablename__ = "simulations" id = Column(String, primary_key=True, default=generate_uuid) - scenario_id = Column(String, ForeignKey("scenarios.id"), nullable=False) + name = Column(String, nullable=False, index=True) country = Column(String, nullable=False, index=True) - parameter_path = Column(String, nullable=False) - period = Column(String, nullable=True) # e.g., "2024", "2024-01", "2024-Q1" - value = Column(JSON, nullable=False) # Can store various value types - created_at = Column(DateTime, default=datetime.now) + year = Column(Integer, nullable=False, index=True) - # Relationships - scenario = relationship("ScenarioDataModel", back_populates="parameter_changes") - - -class PopulationDataModel(Base): - """Population table model.""" - __tablename__ = "populations" + # Storage information + file_size_mb = Column(Float, nullable=True) - id = Column(String, primary_key=True, default=generate_uuid) - name = Column(String, nullable=False) - description = Column(Text, nullable=True) - country = Column(String, nullable=False, index=True) - source_dataset_id = Column(String, ForeignKey("source_datasets.id"), nullable=False) + # Scenario information + dataset = Column(String, nullable=False) # e.g., "frs_2023_24" + scenario = Column(String, nullable=False) # e.g., "baseline" + + # Processing metadata + status = Column(Enum(SimulationStatus), default=SimulationStatus.PENDING, nullable=False) created_at = Column(DateTime, default=datetime.now) updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) + completed_at = Column(DateTime, nullable=True) - # Relationships - source_dataset = relationship("SourceDatasetDataModel", back_populates="populations") - simulations = relationship("SimulationDataModel", back_populates="population") - - -class SourceDatasetDataModel(Base): - """Source dataset table model.""" - __tablename__ = "source_datasets" - - id = Column(String, primary_key=True, default=generate_uuid) - name = Column(String, nullable=False) + # Optional metadata description = Column(Text, nullable=True) - year = Column(Integer, nullable=False, index=True) - created_at = Column(DateTime, default=datetime.now) - - # Relationships - populations = relationship("PopulationDataModel", back_populates="source_dataset") + tags = Column(JSON, nullable=True) # List of tags for filtering + created_by = Column(String, nullable=True) # User/system that created it -class SimulationDataModel(Base): - """Simulation table model.""" - __tablename__ = "simulations" +class DatasetMetadata(Base): + """Metadata for source datasets. e.g. 'EFRS 2023/24'""" + __tablename__ = "datasets" id = Column(String, primary_key=True, default=generate_uuid) - scenario_id = Column(String, ForeignKey("scenarios.id"), nullable=False) + name = Column(String, nullable=False, unique=True, index=True) country = Column(String, nullable=False, index=True) - population_id = Column(String, ForeignKey("populations.id"), nullable=False) year = Column(Integer, nullable=False, index=True) - created_at = Column(DateTime, default=datetime.now) - # Relationships - scenario = relationship("ScenarioDataModel", back_populates="simulations") - population = relationship("PopulationDataModel", back_populates="simulations") - - -# Schema tracking models - -class EntityTypeDataModel(Base): - """Entity type definition table.""" - __tablename__ = "entity_types" + # Dataset characteristics + source = Column(String, nullable=True) # "FRS", "CPS", etc. + version = Column(String, nullable=True) - id = Column(String, primary_key=True, default=generate_uuid) - country = Column(String, nullable=False, index=True) - name = Column(String, nullable=False) # e.g., "person", "household" - table_name = Column(String, nullable=False, unique=True) # e.g., "uk_person" + # Metadata + description = Column(Text, nullable=True) created_at = Column(DateTime, default=datetime.now) updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) - - # Relationships - variables = relationship("VariableDataModel", back_populates="entity_type", cascade="all, delete-orphan") -class VariableDataModel(Base): - """Variable definition table.""" - __tablename__ = "variables" +class Scenario(Base): + """Modifications made to baseline simulation behaviour.""" + __tablename__ = "scenarios" id = Column(String, primary_key=True, default=generate_uuid) - entity_type_id = Column(String, ForeignKey("entity_types.id"), nullable=False) - name = Column(String, nullable=False) # e.g., "employment_income" - data_type = Column(String, nullable=False) # e.g., "float", "integer", "boolean", "string" - is_nullable = Column(Boolean, default=True) - default_value = Column(JSON, nullable=True) + name = Column(String, nullable=False, unique=True, index=True) + country = Column(String, nullable=False, index=True) + + # Metadata + description = Column(Text, nullable=True) + created_at = Column(DateTime, default=datetime.now) updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) - - # Relationships - entity_type = relationship("EntityTypeDataModel", back_populates="variables") - + created_by = Column(String, nullable=True) diff --git a/src/policyengine/database/schema_helpers.py b/src/policyengine/database/schema_helpers.py deleted file mode 100644 index f75f530c..00000000 --- a/src/policyengine/database/schema_helpers.py +++ /dev/null @@ -1,211 +0,0 @@ -"""Helper functions to extract schema from country packages.""" - -from typing import Dict, List, Any -import importlib -from sqlalchemy import Column, String, Integer, Float, Boolean, Text -from policyengine_core.enums import Enum - - -def get_country_schema_from_package(country: str) -> Dict[str, List[Dict[str, Any]]]: - """Extract entity and variable definitions from a country package. - - Args: - country: Country code (e.g., 'uk', 'us') - - Returns: - Dictionary mapping entity names to their variable definitions - """ - # Import the country package - try: - if country == 'uk': - from policyengine_uk import CountryTaxBenefitSystem as TaxBenefitSystem - elif country == 'us': - from policyengine_us import CountryTaxBenefitSystem as TaxBenefitSystem - else: - # Try dynamic import - module = importlib.import_module(f'policyengine_{country}') - TaxBenefitSystem = module.CountryTaxBenefitSystem - except ImportError: - raise ValueError(f"Country package 'policyengine_{country}' not found") - - # Initialize the system - system = TaxBenefitSystem() - - # Get all entities - entities = {} - for entity in system.entities: - entities[entity.key] = entity - - # Group variables by entity - entity_variables = {entity_key: [] for entity_key in entities.keys()} - - for var_name, variable_class in system.variables.items(): - # Get the entity this variable belongs to - entity_key = variable_class.entity.key - - # Skip if entity not in our list (shouldn't happen) - if entity_key not in entity_variables: - continue - - # Determine data type from value_type - value_type = getattr(variable_class, 'value_type', float) - if value_type == int: - data_type = 'integer' - elif value_type == float: - data_type = 'float' - elif value_type == bool: - data_type = 'boolean' - elif value_type == str: - data_type = 'string' - elif value_type == Enum: - data_type = 'string' # Store enums as strings - else: - # Default to float for numeric types - data_type = 'float' - - # Add variable definition - entity_variables[entity_key].append({ - 'name': var_name, - 'data_type': data_type, - 'is_nullable': True, # Most variables are nullable - 'default_value': None - }) - - # Add essential ID and weight columns for each entity - for entity_key in entity_variables: - # Add ID column at the beginning - entity_variables[entity_key].insert(0, { - 'name': f'{entity_key}_id', - 'data_type': 'string', - 'is_nullable': False, - 'default_value': None - }) - - # Add weight column - entity_variables[entity_key].append({ - 'name': 'weight', - 'data_type': 'float', - 'is_nullable': False, - 'default_value': 1.0 - }) - - return entity_variables - - -def create_columns_from_country_schema(country: str, entity_name: str) -> Dict[str, Column]: - """Create SQLAlchemy columns for a specific entity from country package. - - Args: - country: Country code (e.g., 'uk', 'us') - entity_name: Entity name (e.g., 'person', 'household') - - Returns: - Dictionary mapping column names to SQLAlchemy Column objects - """ - schema = get_country_schema_from_package(country) - - if entity_name not in schema: - raise ValueError(f"Entity '{entity_name}' not found in {country} schema") - - variables = schema[entity_name] - columns = {} - - for var_def in variables: - col_name = var_def['name'] - data_type = var_def['data_type'] - is_nullable = var_def.get('is_nullable', True) - default_value = var_def.get('default_value') - - # Map data types to SQLAlchemy types - if data_type == 'string': - col_type = String - elif data_type == 'integer': - col_type = Integer - elif data_type == 'float': - col_type = Float - elif data_type == 'boolean': - col_type = Boolean - elif data_type == 'text': - col_type = Text - else: - col_type = Float # Default to float - - # Check if this is the ID column - is_primary = col_name == f'{entity_name}_id' - - columns[col_name] = Column( - col_name, - col_type, - primary_key=is_primary, - nullable=is_nullable and not is_primary, - default=default_value - ) - - return columns - - -def populate_schema_tables(db, country: str): - """Populate the EntityType and Variable tables for a country. - - This should be called when setting up a new country in the database. - - Args: - db: Database instance - country: Country code (e.g., 'uk', 'us') - """ - from .models import EntityTypeDataModel, VariableDataModel - - schema = get_country_schema_from_package(country) - - with db.get_session() as session: - for entity_name, variables in schema.items(): - # Check if entity type already exists - existing = session.query(EntityTypeDataModel).filter_by( - country=country, name=entity_name - ).first() - - if not existing: - # Create entity type record - table_name = f"{country}_{entity_name}" - entity_type = EntityTypeDataModel( - country=country, - name=entity_name, - table_name=table_name - ) - session.add(entity_type) - session.flush() - - # Create variable records - for var_def in variables: - variable = VariableDataModel( - entity_type_id=entity_type.id, - name=var_def['name'], - data_type=var_def['data_type'], - is_nullable=var_def.get('is_nullable', True), - default_value=var_def.get('default_value') - ) - session.add(variable) - - # Create the actual table - columns = create_columns_from_country_schema(country, entity_name) - db.create_country_table(table_name, columns) - - session.commit() - - -def initialize_country_tables(db, country: str): - """Initialize all tables for a country from its package. - - Args: - db: Database instance - country: Country code (e.g., 'uk', 'us') - """ - schema = get_country_schema_from_package(country) - - for entity_name in schema: - table_name = f"{country}_{entity_name}" - columns = create_columns_from_country_schema(country, entity_name) - db.create_country_table(table_name, columns) - - # Populate schema tracking tables - populate_schema_tables(db, country) \ No newline at end of file diff --git a/src/policyengine/database/simulation.py b/src/policyengine/database/simulation.py deleted file mode 100644 index 9c159f92..00000000 --- a/src/policyengine/database/simulation.py +++ /dev/null @@ -1,265 +0,0 @@ -"""Simulation management for PolicyEngine database.""" - -from typing import Optional, Any, List, Union -import datetime -import pandas as pd -import numpy as np -from .default_variables import get_default_variables - - -def add_simulation( - db, - scenario_name: str, - simulation: Any, - source_dataset: str, - year: Optional[int] = None, - variables: Optional[Union[str, List[str]]] = "default" -): - """Add a simulation to the database using pandas for fast insertion. - - Args: - db: Database instance - scenario_name: Name of the scenario (creates new or overwrites existing) - simulation: Microsimulation object with calculated data - source_dataset: ID of the source dataset (creates if not exists) - year: Year for the simulation (defaults to current year) - variables: Variables to calculate and store. Options: - - "default": Use default variable set for the country (DEFAULT_VARIABLES_UK or DEFAULT_VARIABLES_US) - - List[str]: Custom list of variable names to calculate - """ - from .models import SourceDatasetDataModel, ScenarioDataModel, PopulationDataModel - - # Default year to current year - if year is None: - year = datetime.datetime.now().year - - # Get country from simulation - country = simulation.tax_benefit_system.parameters.metadata.get('country', 'uk') - if country == 'GB': - country = 'uk' - elif country == 'US': - country = 'us' - country = country.lower() - - with db.get_session() as session: - # Check if source dataset exists, create if not - source_dataset_obj = session.query(SourceDatasetDataModel).filter_by( - name=source_dataset - ).first() - - if not source_dataset_obj: - # Auto-create source dataset - source_dataset_obj = SourceDatasetDataModel( - name=source_dataset, - year=year, - description=f"Auto-created dataset for {scenario_name}" - ) - session.add(source_dataset_obj) - session.flush() - print(f"Created source dataset '{source_dataset}'") - - # Check if scenario exists - scenario = session.query(ScenarioDataModel).filter_by( - name=scenario_name, - country=country - ).first() - - if scenario: - # Delete existing scenario and its data (cascade will handle related records) - session.delete(scenario) - session.flush() - - # Create new scenario - scenario = ScenarioDataModel( - name=scenario_name, - country=country, - description=f"Simulation from {source_dataset}" - ) - session.add(scenario) - session.flush() - - # Create population - population = PopulationDataModel( - name=f"{scenario_name}_population", - description=f"Population for {scenario_name}", - country=country, - source_dataset_id=source_dataset_obj.id - ) - session.add(population) - session.flush() - - # Get all entities from the simulation - entities = simulation.tax_benefit_system.entities - - # Process each entity - for entity in entities: - entity_key = entity.key - table_name = f"{country}_{entity_key}" - - # Get the table - table = db.get_country_table(table_name) - if table is None: - # Create table if it doesn't exist - db._initialize_country(country) - table = db.get_country_table(table_name) - - # Get entity population - entity_population = getattr(simulation, entity_key) - entity_ids = entity_population.ids - num_entities = len(entity_ids) - - if num_entities == 0: - continue - - print(f"Processing {entity_key} with {num_entities} records...") - - # Start with IDs and weights - df_data = { - 'id': [f"{population.id}_{entity_key}_{i}" for i in range(num_entities)], - f'{entity_key}_id': entity_ids - } - - # Add weights - weights = getattr(entity_population, 'weights', None) - if weights is not None: - df_data['weight'] = weights - else: - df_data['weight'] = np.ones(num_entities, dtype=np.float32) - - # Get variables to calculate based on configuration - if isinstance(variables, str) and variables == "default": - # Use default variable list for the country - variable_names = get_default_variables(country) - elif isinstance(variables, list): - # Custom variable list provided - variable_names = variables - else: - # Fall back to default - variable_names = get_default_variables(country) - - # Filter to only variables that exist for this entity - all_entity_variables = { - var.name: var for _, var in simulation.tax_benefit_system.variables.items() - if var.entity.key == entity_key - } - - # Get variables that exist for this entity - variables_to_calc = [] - for var_name in variable_names: - if var_name in all_entity_variables: - variables_to_calc.append(all_entity_variables[var_name]) - - # Always ensure we have weights - essential = [f"{entity_key}_weight", "weight"] - for var_name in essential: - if var_name in all_entity_variables and var_name not in [v.name for v in variables_to_calc]: - variables_to_calc.append(all_entity_variables[var_name]) - - if len(variables_to_calc) == 0: - print(f" No valid variables found for {entity_key}, skipping...") - continue - - print(f" Using {len(variables_to_calc)} variables from default set") - - # Calculate variables - print(f" Calculating {len(variables_to_calc)} variables...") - calculated = 0 - - for i, var in enumerate(variables_to_calc): - try: - values = simulation.calculate(var.name, period=year) - df_data[var.name] = values - calculated += 1 - - if (i + 1) % 20 == 0: - print(f" Progress: {i + 1}/{len(variables_to_calc)} variables...") - except Exception: - # Skip variables that can't be calculated - continue - - print(f" Calculated {calculated} variables successfully") - - # Create DataFrame - df = pd.DataFrame(df_data) - - # Insert using pandas to_sql - this is highly optimized - print(f" Inserting {len(df)} records using pandas...") - - start_time = datetime.datetime.now() - - # Calculate safe chunksize based on database type and number of columns - num_columns = len(df.columns) - - if db.is_postgres: - # PostgreSQL can handle many more variables - safe_chunksize = 10000 - else: - # SQLite has a limit of 999 variables per query - safe_chunksize = min(900 // num_columns, 10000) # Leave some margin - - if safe_chunksize < 1: - # Too many columns for a single insert, need to reduce chunksize to 1 - print(f" Warning: {num_columns} columns requires row-by-row insertion") - safe_chunksize = 1 - - # Use to_sql with safe chunksize - df.to_sql( - name=table_name, - con=db.engine, - if_exists='append', - index=False, - method='multi', - chunksize=safe_chunksize - ) - - elapsed = (datetime.datetime.now() - start_time).total_seconds() - print(f" Inserted {len(df)} records in {elapsed:.1f} seconds") - - # Create simulation record - from .models import SimulationDataModel - simulation_record = SimulationDataModel( - scenario_id=scenario.id, - country=country, - population_id=population.id, - year=year - ) - session.add(simulation_record) - - session.commit() - - print(f"Successfully added simulation '{scenario_name}' to database with {variables} variable set") - - -def create_source_dataset( - db, - name: str, - year: int, - description: Optional[str] = None -): - """Create a source dataset entry. - - Args: - db: Database instance - name: Name/ID of the source dataset (e.g., 'frs_2023_24') - year: Year of the dataset - description: Optional description - """ - from .models import SourceDatasetDataModel - - with db.get_session() as session: - # Check if already exists - existing = session.query(SourceDatasetDataModel).filter_by(name=name).first() - if existing: - print(f"Source dataset '{name}' already exists") - return - - # Create new source dataset - source_dataset = SourceDatasetDataModel( - name=name, - year=year, - description=description or f"Source dataset for year {year}" - ) - session.add(source_dataset) - session.commit() - - print(f"Created source dataset '{name}'") \ No newline at end of file diff --git a/src/policyengine/utils/__init__.py b/src/policyengine/utils/__init__.py deleted file mode 100644 index 39d61837..00000000 --- a/src/policyengine/utils/__init__.py +++ /dev/null @@ -1,10 +0,0 @@ -"""Utility functions for PolicyEngine.""" - -from .schema_generator import generate_entity_schemas, create_dynamic_entity -from .lazy_loader import LazyEntityProxy - -__all__ = [ - "generate_entity_schemas", - "create_dynamic_entity", - "LazyEntityProxy", -] \ No newline at end of file diff --git a/src/policyengine/utils/lazy_loader.py b/src/policyengine/utils/lazy_loader.py deleted file mode 100644 index 3c1d610c..00000000 --- a/src/policyengine/utils/lazy_loader.py +++ /dev/null @@ -1,40 +0,0 @@ -"""Lazy loading utilities for entity schemas.""" - -from typing import Type, Optional, Dict, Any -from ..models.base import BaseEntity - - -class LazyEntityProxy: - """Proxy class that loads the actual entity class on first access.""" - - def __init__(self, loader_func, schema_key: str): - self._loader_func = loader_func - self._schema_key = schema_key - self._cached_class: Optional[Type[BaseEntity]] = None - - def _load(self): - """Load the actual class if not already loaded.""" - if self._cached_class is None: - schemas = self._loader_func() - self._cached_class = schemas[self._schema_key] - return self._cached_class - - def __call__(self, *args, **kwargs): - """Allow instantiation like a normal class.""" - actual_class = self._load() - return actual_class(*args, **kwargs) - - def __getattr__(self, name): - """Forward attribute access to the actual class.""" - actual_class = self._load() - return getattr(actual_class, name) - - def __instancecheck__(self, instance): - """Support isinstance checks.""" - actual_class = self._load() - return isinstance(instance, actual_class) - - def __subclasscheck__(self, subclass): - """Support issubclass checks.""" - actual_class = self._load() - return issubclass(subclass, actual_class) \ No newline at end of file diff --git a/src/policyengine/utils/schema_generator.py b/src/policyengine/utils/schema_generator.py deleted file mode 100644 index 54e3655a..00000000 --- a/src/policyengine/utils/schema_generator.py +++ /dev/null @@ -1,141 +0,0 @@ -"""Dynamic schema generation from tax-benefit models.""" - -from typing import Type, Dict, Any, List, Optional -from pydantic import Field, create_model -from ..models.base import BaseEntity -import importlib -import inspect - - -def get_entity_variables(tax_benefit_system, entity_key: str) -> List[Any]: - """Get all variables for a specific entity from the tax benefit system.""" - variables = [] - - for variable_name, variable_class in tax_benefit_system.variables.items(): - # Get the variable instance - if hasattr(variable_class, 'entity'): - # Check if this variable belongs to the entity - if hasattr(variable_class.entity, 'key') and variable_class.entity.key == entity_key: - variables.append((variable_name, variable_class)) - - return variables - - -def python_type_from_variable(variable_class) -> type: - """Convert PolicyEngine variable type to Python type.""" - if hasattr(variable_class, 'value_type'): - value_type = variable_class.value_type - if value_type == float: - return float - elif value_type == int: - return int - elif value_type == bool: - return bool - elif value_type == str: - return str - return float # Default to float for numeric values - - -def create_field_from_variable(variable_class) -> Any: - """Create a Pydantic field from a PolicyEngine variable.""" - python_type = python_type_from_variable(variable_class) - - # Get description from label or documentation - description = "" - if hasattr(variable_class, 'label'): - description = variable_class.label - elif hasattr(variable_class, 'documentation'): - description = variable_class.documentation - - # Default value based on type - default = None - if python_type == float: - default = 0.0 - elif python_type == int: - default = 0 - elif python_type == bool: - default = False - elif python_type == str: - default = "" - - # Check if it's a required field (input variables) - is_input = getattr(variable_class, 'is_input_variable', lambda: False)() - - if is_input: - return (Optional[python_type], Field(default, description=description)) - else: - return (Optional[python_type], Field(None, description=description)) - - -def create_dynamic_entity( - entity_name: str, - entity_key: str, - tax_benefit_system: Any, -) -> Type[BaseEntity]: - """ - Create a dynamic entity class from a tax-benefit system. - - Args: - entity_name: Name for the Pydantic model class - entity_key: Key of the entity in the tax-benefit system - tax_benefit_system: The tax-benefit system instance - include_patterns: List of variable name patterns to include - exclude_patterns: List of variable name patterns to exclude - - Returns: - A Pydantic model class inheriting from BaseEntity - """ - # Get variables for this entity - variables = get_entity_variables(tax_benefit_system, entity_key) - - # Build field dictionary - fields = {} - - for variable_name, variable_class in variables: - try: - fields[variable_name] = create_field_from_variable(variable_class) - except Exception: - # Skip variables that can't be converted - continue - - # Create the dynamic model - model = create_model( - entity_name, - __base__=BaseEntity, - **fields - ) - - return model - - -def generate_entity_schemas(country: str) -> Dict[str, Type[BaseEntity]]: - """ - Generate entity schemas for a country. - - Args: - country: Country code ('uk' or 'us') - - Returns: - Dictionary mapping entity names to Pydantic model classes - """ - schemas = {} - - if country.lower() == "uk": - from policyengine_uk import CountryTaxBenefitSystem - system = CountryTaxBenefitSystem() - elif country.lower() == "us": - from policyengine_us import CountryTaxBenefitSystem - system = CountryTaxBenefitSystem() - else: - raise ValueError(f"Unknown country code: {country}") - - entities = [entity.key for entity in system.entities] - - for entity in entities: - schemas[entity.capitalize()] = create_dynamic_entity( - f"{country.upper()}{entity.capitalize()}", - entity, - system, - ) - - return schemas \ No newline at end of file From a0f9944f1cd96c709986a8add3b1f9c879cfd131 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sun, 24 Aug 2025 23:19:00 +0100 Subject: [PATCH 06/97] Remove example --- example_uk.py | 19 ------------------- 1 file changed, 19 deletions(-) delete mode 100644 example_uk.py diff --git a/example_uk.py b/example_uk.py deleted file mode 100644 index 8dd1c4d8..00000000 --- a/example_uk.py +++ /dev/null @@ -1,19 +0,0 @@ -#!/usr/bin/env python -"""Example of using PolicyEngine database with UK data.""" - -from policyengine_uk import Microsimulation -from policyengine import Database - -# Create microsimulation -sim = Microsimulation() -sim.calculate("hbai_household_net_income", 2024) -# Create database (PostgreSQL by default) -db = Database(validate_schema=False, countries=["uk"]) - -# Add simulation with default UK variables -db.add_simulation( - scenario_name="uk_baseline", - simulation=sim, - source_dataset="enhanced_frs_2023_24", - year=2024, -) \ No newline at end of file From 43e1cf1f191876e74f36555d823e5340abbaaaef Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 25 Aug 2025 00:18:44 +0100 Subject: [PATCH 07/97] Add updates --- src/policyengine/countries/general.py | 68 +++++++++++++++++++++++++++ src/policyengine/countries/uk.py | 28 +++++++++++ src/policyengine/countries/us.py | 33 +++++++++++++ src/policyengine/database/__init__.py | 4 -- src/policyengine/database/models.py | 62 +++++++++++++++++++++++- 5 files changed, 190 insertions(+), 5 deletions(-) create mode 100644 src/policyengine/countries/general.py create mode 100644 src/policyengine/countries/uk.py create mode 100644 src/policyengine/countries/us.py diff --git a/src/policyengine/countries/general.py b/src/policyengine/countries/general.py new file mode 100644 index 00000000..aa27307e --- /dev/null +++ b/src/policyengine/countries/general.py @@ -0,0 +1,68 @@ +from policyengine_core.simulations import Simulation +import pandas as pd +from typing import Dict, List +from pydantic import BaseModel, ConfigDict +import time +from ..database.models import ParameterMetadata, ParameterChangeMetadata +from policyengine_core.parameters import Parameter + +class ModelOutput(BaseModel): + model_config = ConfigDict(arbitrary_types_allowed=True) + + table_names: List[str] = [] + variable_whitelist: List[str] = [] + + def get_tables(self) -> Dict[str, pd.DataFrame]: + return { + table_name: getattr(self, table_name) + for table_name in self.table_names + } + +def process_simulation(simulation: Simulation, year: int, variable_whitelist: List[str] = []) -> Dict[str, pd.DataFrame]: + variables = list(simulation.tax_benefit_system.variables.values()) + + entity_tables = {} + + for variable in variable_whitelist: + simulation.calculate(variable, year) + + known_variables = [ + variable for variable in variables + if len(simulation.get_holder(variable.name).get_known_periods()) > 0 + ] + + for variable in known_variables: + if variable.definition_period != "year": + continue + if variable.entity.key not in entity_tables: + entity_tables[variable.entity.key] = pd.DataFrame() + + try: + start = time.time() + result = simulation.calculate(variable.name, year) + end = time.time() + if end - start > 1.0: + print(f"Time taken to calculate {variable.name} for {year}: {end - start} seconds") + except Exception as e: + print(f"Error calculating {variable.name} for {year}: {e}") + continue + + entity_tables[variable.entity.key][variable.name] = result + + return entity_tables + + +def create_default_parameters(simulation: Simulation, country: str) -> List[ParameterMetadata]: + """Create default parameters for the simulation.""" + parameter_tree = simulation.tax_benefit_system.parameters + parameters = [] + + for parameter in parameter_tree.get_descendants(): + parameter_meta = ParameterMetadata( + name=parameter.name, + country=country, + #parent somehow link to the parameter.parent Parameter object + # rest of relevant attributes, look at policyengine_core.parameters.Parameter + ) + + # add parameterchanges as well? \ No newline at end of file diff --git a/src/policyengine/countries/uk.py b/src/policyengine/countries/uk.py new file mode 100644 index 00000000..509785af --- /dev/null +++ b/src/policyengine/countries/uk.py @@ -0,0 +1,28 @@ +from policyengine_uk import Simulation, Microsimulation +from .general import process_simulation, ModelOutput +from pydantic import BaseModel, ConfigDict +import pandas as pd +from typing import List +from ..database.models import ParameterMetadata, ParameterChangeMetadata + +class UKModelOutput(ModelOutput): + person: pd.DataFrame + benunit: pd.DataFrame + household: pd.DataFrame + + table_names: List[str] = ["person", "benunit", "household"] + + model_config = ConfigDict(arbitrary_types_allowed=True) + +UK_VARIABLE_WHITELIST = [ + "household_net_income", +] + +def process_uk_simulation(simulation: Simulation, year: int) -> UKModelOutput: + entity_tables = process_simulation(simulation, year, variable_whitelist=UK_VARIABLE_WHITELIST) + + return UKModelOutput( + person=entity_tables.get("person"), + benunit=entity_tables.get("benunit"), + household=entity_tables.get("household"), + ) diff --git a/src/policyengine/countries/us.py b/src/policyengine/countries/us.py new file mode 100644 index 00000000..67448390 --- /dev/null +++ b/src/policyengine/countries/us.py @@ -0,0 +1,33 @@ +from policyengine_us import Simulation, Microsimulation +from .general import process_simulation, ModelOutput +from pydantic import BaseModel, ConfigDict +import pandas as pd +from typing import List + +class USModelOutput(ModelOutput): + person: pd.DataFrame + marital_unit: pd.DataFrame + family: pd.DataFrame + tax_unit: pd.DataFrame + spm_unit: pd.DataFrame + household: pd.DataFrame + + table_names: List[str] = ["person", "marital_unit", "family", "tax_unit", "spm_unit", "household"] + + model_config = ConfigDict(arbitrary_types_allowed=True) + +US_VARIABLE_WHITELIST = [ + "household_net_income", +] + +def process_us_simulation(simulation: Simulation, year: int) -> USModelOutput: + entity_tables = process_simulation(simulation, year, variable_whitelist=US_VARIABLE_WHITELIST) + + return USModelOutput( + person=entity_tables.get("person"), + marital_unit=entity_tables.get("marital_unit"), + family=entity_tables.get("family"), + tax_unit=entity_tables.get("tax_unit"), + spm_unit=entity_tables.get("spm_unit"), + household=entity_tables.get("household"), + ) \ No newline at end of file diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py index aeddc7eb..cbe261ad 100644 --- a/src/policyengine/database/__init__.py +++ b/src/policyengine/database/__init__.py @@ -1,12 +1,8 @@ """Database abstraction for PolicyEngine with hybrid storage.""" from .database import Database, DatabaseConfig -from .simulation import save_simulation, load_simulation, list_simulations __all__ = [ "Database", "DatabaseConfig", - "save_simulation", - "load_simulation", - "list_simulations", ] \ No newline at end of file diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index 9df37190..e81c90f3 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -40,6 +40,7 @@ class SimulationMetadata(Base): # Scenario information dataset = Column(String, nullable=False) # e.g., "frs_2023_24" scenario = Column(String, nullable=False) # e.g., "baseline" + model_version = Column(String, nullable=True) # e.g., "0.5.2" # Processing metadata status = Column(Enum(SimulationStatus), default=SimulationStatus.PENDING, nullable=False) @@ -65,6 +66,7 @@ class DatasetMetadata(Base): # Dataset characteristics source = Column(String, nullable=True) # "FRS", "CPS", etc. version = Column(String, nullable=True) + model_version = Column(String, nullable=True) # e.g., "0.5.2" # Metadata description = Column(Text, nullable=True) @@ -72,13 +74,14 @@ class DatasetMetadata(Base): updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) -class Scenario(Base): +class ScenarioMetadata(Base): """Modifications made to baseline simulation behaviour.""" __tablename__ = "scenarios" id = Column(String, primary_key=True, default=generate_uuid) name = Column(String, nullable=False, unique=True, index=True) country = Column(String, nullable=False, index=True) + model_version = Column(String, nullable=True) # e.g., "0.5.2" # Metadata description = Column(Text, nullable=True) @@ -86,3 +89,60 @@ class Scenario(Base): created_at = Column(DateTime, default=datetime.now) updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) created_by = Column(String, nullable=True) + + # Relationships + parameter_changes = relationship("ParameterChange", back_populates="scenario", cascade="all, delete-orphan") + + +class ParameterMetadata(Base): + """Registry of all parameters that can be modified.""" + __tablename__ = "parameters" + + id = Column(String, primary_key=True, default=generate_uuid) + name = Column(String, nullable=False, unique=True, index=True) # e.g., "gov.basic_rate" + country = Column(String, nullable=False, index=True) + parent_id = Column(String, ForeignKey("parameters.id"), nullable=True) + + # Parameter metadata + label = Column(String, nullable=True) # Human-readable name + description = Column(Text, nullable=True) + unit = Column(String, nullable=True) # e.g., "GBP", "percent", "boolean" + data_type = Column(String, nullable=False) # "float", "int", "bool", "string" + + # Metadata + created_at = Column(DateTime, default=datetime.now) + updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) + + # Relationships + changes = relationship("ParameterChange", back_populates="parameter", cascade="all, delete-orphan") + + +class ParameterChangeMetadata(Base): + """Individual parameter change within a scenario.""" + __tablename__ = "parameter_changes" + + id = Column(String, primary_key=True, default=generate_uuid) + + # Foreign keys + scenario_id = Column(String, ForeignKey("scenarios.id"), nullable=False, index=True) + parameter_id = Column(String, ForeignKey("parameters.id"), nullable=False, index=True) + + # Time period for this change + start_date = Column(DateTime, nullable=False, index=True) # When this change takes effect + end_date = Column(DateTime, nullable=True, index=True) # When this change expires (null = indefinite) + + # The actual change + value = Column(JSON, nullable=False) # JSON to handle different data types + + # Ordering within scenario (for applying changes in sequence) + order_index = Column(Integer, nullable=False, default=0) + + # Metadata + model_version = Column(String, nullable=True) # e.g., "0.5.2" + description = Column(Text, nullable=True) # Optional description of this specific change + created_at = Column(DateTime, default=datetime.now) + updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) + + # Relationships + scenario = relationship("Scenario", back_populates="parameter_changes") + parameter = relationship("Parameter", back_populates="changes") From f0c92878a1253dd994a490e8d5469d614fdd1dc5 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 25 Aug 2025 00:58:47 +0100 Subject: [PATCH 08/97] Add parameter rows --- src/policyengine/database/__init__.py | 26 ++ src/policyengine/database/database.py | 78 ++++- src/policyengine/database/models.py | 19 +- src/policyengine/database/parameter_utils.py | 332 +++++++++++++++++++ 4 files changed, 434 insertions(+), 21 deletions(-) create mode 100644 src/policyengine/database/parameter_utils.py diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py index cbe261ad..be18b788 100644 --- a/src/policyengine/database/__init__.py +++ b/src/policyengine/database/__init__.py @@ -1,8 +1,34 @@ """Database abstraction for PolicyEngine with hybrid storage.""" from .database import Database, DatabaseConfig +from .models import ( + SimulationMetadata, + DatasetMetadata, + ScenarioMetadata, + ParameterMetadata, + ParameterChangeMetadata, + SimulationStatus +) +from .parameter_utils import ( + import_parameters_from_tax_benefit_system, + extract_parameter_metadata, + extract_parameter_changes, + get_parameter_value_at_instant, + apply_parameter_changes_to_simulation +) __all__ = [ "Database", "DatabaseConfig", + "SimulationMetadata", + "DatasetMetadata", + "ScenarioMetadata", + "ParameterMetadata", + "ParameterChangeMetadata", + "SimulationStatus", + "import_parameters_from_tax_benefit_system", + "extract_parameter_metadata", + "extract_parameter_changes", + "get_parameter_value_at_instant", + "apply_parameter_changes_to_simulation", ] \ No newline at end of file diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index faf324c7..b32b15df 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -11,8 +11,9 @@ from pydantic import BaseModel, Field from .models import ( Base, SimulationMetadata, SimulationStatus, - DatasetMetadata + DatasetMetadata, ScenarioMetadata, ParameterMetadata, ParameterChangeMetadata ) +from .parameter_utils import import_parameters_from_tax_benefit_system import h5py import json import numpy as np @@ -81,20 +82,8 @@ def _create_engine(self): engine = create_engine( f"sqlite:///{db_path}", - echo=self.config.echo, - connect_args={"check_same_thread": False}, - poolclass=StaticPool ) - # Enable WAL mode for better concurrent access - @event.listens_for(engine, "connect") - def set_sqlite_pragma(dbapi_conn, connection_record): - cursor = dbapi_conn.cursor() - cursor.execute("PRAGMA journal_mode=WAL") - cursor.execute("PRAGMA synchronous=NORMAL") - cursor.execute("PRAGMA temp_store=MEMORY") - cursor.close() - return engine def _setup_local_storage(self): @@ -138,4 +127,65 @@ def init_db(self) -> None: def drop_all(self) -> None: """Drop all tables (use with caution).""" - Base.metadata.drop_all(bind=self.engine) \ No newline at end of file + Base.metadata.drop_all(bind=self.engine) + + def initialize_with_current_law( + self, + country: str = "uk", + max_parameters: Optional[int] = None + ) -> Dict[str, Any]: + """Initialize database with current law parameters. + + Args: + country: Country code ('uk' or 'us') + max_parameters: Maximum number of parameters to import (None = all) + + Returns: + Created current law scenario + """ + + # Import the appropriate country system + if country.lower() == "uk": + from policyengine_uk import CountryTaxBenefitSystem + system = CountryTaxBenefitSystem() + elif country.lower() == "us": + from policyengine_us import CountryTaxBenefitSystem + system = CountryTaxBenefitSystem() + else: + raise ValueError(f"Unsupported country: {country}") + + # Import parameters into database + with self.session() as session: + import_parameters_from_tax_benefit_system( + session=session, + tax_benefit_system=system, + country=country.lower(), + scenario_name=f"current_law", + scenario_description=f"Current model baseline", + max_parameters=max_parameters + ) + + def get_current_law_scenario( + self, + country: str, + year: Optional[int] = None + ) -> Optional[ScenarioMetadata]: + """Get the current law scenario for a country and year. + + Args: + country: Country code + year: Year (defaults to current year) + + Returns: + Current law scenario or None if not found + """ + if year is None: + year = datetime.now().year + + with self.session() as session: + scenario = session.query(ScenarioMetadata).filter_by( + name=f"current law", + country=country.lower() + ).first() + + return scenario \ No newline at end of file diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index e81c90f3..af45e5d3 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -2,7 +2,7 @@ from sqlalchemy import ( Column, String, Integer, Float, Boolean, Text, - DateTime, JSON, ForeignKey, Enum + DateTime, JSON, ForeignKey, Enum, UniqueConstraint ) from sqlalchemy.ext.declarative import declarative_base from sqlalchemy.orm import relationship @@ -79,7 +79,7 @@ class ScenarioMetadata(Base): __tablename__ = "scenarios" id = Column(String, primary_key=True, default=generate_uuid) - name = Column(String, nullable=False, unique=True, index=True) + name = Column(String, nullable=False, index=True) country = Column(String, nullable=False, index=True) model_version = Column(String, nullable=True) # e.g., "0.5.2" @@ -91,7 +91,12 @@ class ScenarioMetadata(Base): created_by = Column(String, nullable=True) # Relationships - parameter_changes = relationship("ParameterChange", back_populates="scenario", cascade="all, delete-orphan") + parameter_changes = relationship("ParameterChangeMetadata", back_populates="scenario", cascade="all, delete-orphan") + + # Unique constraint on (name, country) - same name allowed across countries + __table_args__ = ( + UniqueConstraint('name', 'country', name='_scenario_name_country_uc'), + ) class ParameterMetadata(Base): @@ -99,7 +104,7 @@ class ParameterMetadata(Base): __tablename__ = "parameters" id = Column(String, primary_key=True, default=generate_uuid) - name = Column(String, nullable=False, unique=True, index=True) # e.g., "gov.basic_rate" + name = Column(String, nullable=False, index=True) # e.g., "gov.basic_rate" country = Column(String, nullable=False, index=True) parent_id = Column(String, ForeignKey("parameters.id"), nullable=True) @@ -114,7 +119,7 @@ class ParameterMetadata(Base): updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) # Relationships - changes = relationship("ParameterChange", back_populates="parameter", cascade="all, delete-orphan") + changes = relationship("ParameterChangeMetadata", back_populates="parameter", cascade="all, delete-orphan") class ParameterChangeMetadata(Base): @@ -144,5 +149,5 @@ class ParameterChangeMetadata(Base): updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) # Relationships - scenario = relationship("Scenario", back_populates="parameter_changes") - parameter = relationship("Parameter", back_populates="changes") + scenario = relationship("ScenarioMetadata", back_populates="parameter_changes") + parameter = relationship("ParameterMetadata", back_populates="changes") diff --git a/src/policyengine/database/parameter_utils.py b/src/policyengine/database/parameter_utils.py new file mode 100644 index 00000000..095467a6 --- /dev/null +++ b/src/policyengine/database/parameter_utils.py @@ -0,0 +1,332 @@ +"""Utilities for extracting and managing parameters from policyengine-core.""" + +from typing import List, Dict, Any, Optional, Union +from datetime import datetime +from sqlalchemy.orm import Session +from policyengine_core.parameters import Parameter, ParameterNode +from policyengine_core.simulations import Simulation +from .models import ( + ParameterMetadata, + ParameterChangeMetadata, + ScenarioMetadata, + Base +) +import json +import uuid + + +def extract_parameter_metadata( + param: Union[Parameter, ParameterNode], + country: str, + parent_id: Optional[str] = None +) -> ParameterMetadata: + """Extract metadata from a policyengine-core parameter. + + Args: + param: Parameter or ParameterNode from policyengine-core + country: Country code (e.g., 'uk', 'us') + parent_id: ID of parent parameter if this is a child + + Returns: + ParameterMetadata model instance + """ + # Determine data type + if isinstance(param, ParameterNode): + data_type = "node" + elif hasattr(param, 'values_list') and param.values_list: + # Infer type from first value + first_value = param.values_list[0].value + if isinstance(first_value, bool): + data_type = "bool" + elif isinstance(first_value, int) and not isinstance(first_value, bool): + data_type = "int" + elif isinstance(first_value, float): + data_type = "float" + elif isinstance(first_value, str): + data_type = "string" + else: + data_type = "json" + else: + data_type = "unknown" + + # Extract metadata + metadata = ParameterMetadata( + id=str(uuid.uuid4()), + name=param.name, + country=country, + parent_id=parent_id, + label=getattr(param, 'description', None), + description=getattr(param, 'documentation', None), + unit=getattr(param.metadata, 'unit', None) if hasattr(param, 'metadata') else None, + data_type=data_type + ) + + return metadata + + +def extract_parameter_changes( + param: Parameter, + parameter_id: str, + scenario_id: str +) -> List[ParameterChangeMetadata]: + """Extract parameter changes from a policyengine-core parameter. + + Args: + param: Parameter from policyengine-core + parameter_id: ID of the parameter in database + scenario_id: ID of the scenario these changes belong to + + Returns: + List of ParameterChangeMetadata instances + """ + changes = [] + + if not hasattr(param, 'values_list'): + return changes + + for idx, value_at_instant in enumerate(param.values_list): + # Parse the instant string to get date + instant_str = value_at_instant.instant_str + if instant_str: + try: + # Parse date string (format: 'YYYY-MM-DD') + start_date = datetime.strptime(instant_str, '%Y-%m-%d') + except ValueError: + # Try alternative formats + try: + start_date = datetime.fromisoformat(instant_str) + except: + continue + else: + continue + + # Determine end date (next value's start date or None) + end_date = None + if idx > 0: # Not the most recent value + prev_instant_str = param.values_list[idx - 1].instant_str + if prev_instant_str: + try: + end_date = datetime.strptime(prev_instant_str, '%Y-%m-%d') + except: + pass + + # Create change record + change = ParameterChangeMetadata( + id=str(uuid.uuid4()), + scenario_id=scenario_id, + parameter_id=parameter_id, + start_date=start_date, + end_date=end_date, + value=json.dumps(value_at_instant.value) if not isinstance(value_at_instant.value, (bool, int, float, str)) else value_at_instant.value, + order_index=len(param.values_list) - idx - 1 # Most recent first + ) + changes.append(change) + + return changes + + +def import_parameters_from_tax_benefit_system( + session: Session, + tax_benefit_system, + country: str, + scenario_name: str = "current_law", + scenario_description: str = "Current law parameters", + max_parameters: Optional[int] = None +) -> ScenarioMetadata: + """Import all parameters from a tax benefit system into the database. + + Args: + session: Database session + tax_benefit_system: PolicyEngine tax benefit system + country: Country code + scenario_name: Name for the scenario + scenario_description: Description for the scenario + max_parameters: Maximum number of parameters to import (None = all) + + Returns: + Created scenario with parameters + """ + # Create or get scenario + scenario = session.query(ScenarioMetadata).filter_by( + name=scenario_name, + country=country + ).first() + + if not scenario: + scenario = ScenarioMetadata( + id=str(uuid.uuid4()), + name=scenario_name, + country=country, + description=scenario_description + ) + session.add(scenario) + session.flush() + + # Track parameters by name to avoid duplicates + param_map = {} + param_count = 0 + + # Process parameter tree recursively + def process_parameter_tree(node, parent_id=None): + """Recursively process parameter tree.""" + nonlocal param_count + + # Check if we've hit the limit + if max_parameters and param_count >= max_parameters: + return + + if isinstance(node, ParameterNode): + # Create parameter for node + param_meta = extract_parameter_metadata(node, country, parent_id) + + # Check if parameter already exists + existing = session.query(ParameterMetadata).filter_by( + name=param_meta.name, + country=country + ).first() + + if not existing: + session.add(param_meta) + session.flush() + param_id = param_meta.id + param_count += 1 + else: + param_id = existing.id + + param_map[node.name] = param_id + + # Process children + for _, child in node.children.items(): + if max_parameters and param_count >= max_parameters: + break + process_parameter_tree(child, param_id) + + elif isinstance(node, Parameter): + # Create parameter metadata + param_meta = extract_parameter_metadata(node, country, parent_id) + + # Check if parameter already exists + existing = session.query(ParameterMetadata).filter_by( + name=param_meta.name, + country=country + ).first() + + if not existing: + session.add(param_meta) + session.flush() + param_id = param_meta.id + param_count += 1 + else: + param_id = existing.id + + param_map[node.name] = param_id + + # Extract and add parameter changes + changes = extract_parameter_changes(node, param_id, scenario.id) + for change in changes: + # Check if change already exists + existing_change = session.query(ParameterChangeMetadata).filter_by( + scenario_id=scenario.id, + parameter_id=param_id, + start_date=change.start_date + ).first() + + if not existing_change: + session.add(change) + + # Start processing from root + params = tax_benefit_system.parameters + process_parameter_tree(params) + + session.commit() + return scenario + + +def get_parameter_value_at_instant( + session: Session, + parameter_name: str, + scenario_id: str, + instant: datetime +) -> Any: + """Get the value of a parameter at a specific instant. + + Args: + session: Database session + parameter_name: Name of the parameter + scenario_id: ID of the scenario + instant: Date to get value for + + Returns: + Parameter value at the instant, or None if not found + """ + # Get parameter + param = session.query(ParameterMetadata).filter_by(name=parameter_name).first() + if not param: + return None + + # Find applicable change + change = session.query(ParameterChangeMetadata).filter( + ParameterChangeMetadata.scenario_id == scenario_id, + ParameterChangeMetadata.parameter_id == param.id, + ParameterChangeMetadata.start_date <= instant + ).filter( + (ParameterChangeMetadata.end_date.is_(None)) | + (ParameterChangeMetadata.end_date > instant) + ).order_by( + ParameterChangeMetadata.start_date.desc() + ).first() + + if change: + # Parse JSON value if needed + if isinstance(change.value, str) and change.value.startswith('{'): + return json.loads(change.value) + return change.value + + return None + + +def apply_parameter_changes_to_simulation( + simulation: Simulation, + session: Session, + scenario_id: str, +) -> None: + """Apply parameter changes from a scenario to a simulation. + + Args: + simulation: PolicyEngine simulation to modify + session: Database session + scenario_id: ID of the scenario with changes + year: Year to apply changes for + """ + # Get all parameter changes for the scenario + changes = session.query(ParameterChangeMetadata).filter_by( + scenario_id=scenario_id + ).order_by( + ParameterChangeMetadata.order_index + ).all() + + # Group changes by parameter + changes_by_param = {} + for change in changes: + param = session.query(ParameterMetadata).filter_by(id=change.parameter_id).first() + if param: + if param.name not in changes_by_param: + changes_by_param[param.name] = [] + changes_by_param[param.name].append(change) + + # Apply changes to simulation + params = simulation.tax_benefit_system.parameters + + for param_name, param_changes in changes_by_param.items(): + # Find applicable change for this instant + parameter: Parameter = params.get_child(param_name) + + for param_change in param_changes: + param_change: ParameterChangeMetadata + start_instant = param_change.start_date + end_instant = param_change.end_date + parameter.update( + value=param_change.value, + start=start_instant, + stop=end_instant + ) From f22eb6cad1c514e392fd7790fc5316731dfc2780 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 25 Aug 2025 02:20:28 +0100 Subject: [PATCH 09/97] Add progress --- src/policyengine/countries/general.py | 40 +-- src/policyengine/database/__init__.py | 15 ++ src/policyengine/database/database.py | 248 +++++++++++++++--- src/policyengine/database/dataset_manager.py | 148 +++++++++++ src/policyengine/database/models.py | 1 - src/policyengine/database/scenario_manager.py | 199 ++++++++++++++ .../database/simulation_manager.py | 230 ++++++++++++++++ src/policyengine/database/storage_backend.py | 199 ++++++++++++++ supabase/.branches/_current_branch | 1 + supabase/.temp/cli-latest | 1 + test_database_functions.py | 179 +++++++++++++ 11 files changed, 1207 insertions(+), 54 deletions(-) create mode 100644 src/policyengine/database/dataset_manager.py create mode 100644 src/policyengine/database/scenario_manager.py create mode 100644 src/policyengine/database/simulation_manager.py create mode 100644 src/policyengine/database/storage_backend.py create mode 100644 supabase/.branches/_current_branch create mode 100644 supabase/.temp/cli-latest create mode 100644 test_database_functions.py diff --git a/src/policyengine/countries/general.py b/src/policyengine/countries/general.py index aa27307e..e55e64ea 100644 --- a/src/policyengine/countries/general.py +++ b/src/policyengine/countries/general.py @@ -17,6 +17,26 @@ def get_tables(self) -> Dict[str, pd.DataFrame]: table_name: getattr(self, table_name) for table_name in self.table_names } + + def to_dict(self): + tables = self.get_tables() + return {name: { + col: df[col].values + for col in df.columns + } for name, df in tables.items()} + + @classmethod + def from_tables(cls, data: Dict[str, pd.DataFrame]) -> "ModelOutput": + """Reconstruct ModelOutput from dictionary of DataFrames. + + Args: + data: Dictionary mapping table names to DataFrames + + Returns: + Instance of the appropriate ModelOutput subclass + """ + # Create instance with the dataframes as attributes + return cls(**data) def process_simulation(simulation: Simulation, year: int, variable_whitelist: List[str] = []) -> Dict[str, pd.DataFrame]: variables = list(simulation.tax_benefit_system.variables.values()) @@ -38,11 +58,7 @@ def process_simulation(simulation: Simulation, year: int, variable_whitelist: Li entity_tables[variable.entity.key] = pd.DataFrame() try: - start = time.time() result = simulation.calculate(variable.name, year) - end = time.time() - if end - start > 1.0: - print(f"Time taken to calculate {variable.name} for {year}: {end - start} seconds") except Exception as e: print(f"Error calculating {variable.name} for {year}: {e}") continue @@ -50,19 +66,3 @@ def process_simulation(simulation: Simulation, year: int, variable_whitelist: Li entity_tables[variable.entity.key][variable.name] = result return entity_tables - - -def create_default_parameters(simulation: Simulation, country: str) -> List[ParameterMetadata]: - """Create default parameters for the simulation.""" - parameter_tree = simulation.tax_benefit_system.parameters - parameters = [] - - for parameter in parameter_tree.get_descendants(): - parameter_meta = ParameterMetadata( - name=parameter.name, - country=country, - #parent somehow link to the parameter.parent Parameter object - # rest of relevant attributes, look at policyengine_core.parameters.Parameter - ) - - # add parameterchanges as well? \ No newline at end of file diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py index be18b788..1910f467 100644 --- a/src/policyengine/database/__init__.py +++ b/src/policyengine/database/__init__.py @@ -16,16 +16,31 @@ get_parameter_value_at_instant, apply_parameter_changes_to_simulation ) +from .storage_backend import StorageBackend +from .scenario_manager import ScenarioManager +from .dataset_manager import DatasetManager +from .simulation_manager import SimulationManager __all__ = [ + # Main classes "Database", "DatabaseConfig", + + # Models "SimulationMetadata", "DatasetMetadata", "ScenarioMetadata", "ParameterMetadata", "ParameterChangeMetadata", "SimulationStatus", + + # Managers (for advanced use) + "StorageBackend", + "ScenarioManager", + "DatasetManager", + "SimulationManager", + + # Utilities "import_parameters_from_tax_benefit_system", "extract_parameter_metadata", "extract_parameter_changes", diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index b32b15df..49afcd4b 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -1,22 +1,21 @@ """Database management for PolicyEngine simulations and metadata.""" import os -from typing import Optional, Dict, Any, List, Union +from typing import Optional, Any, List from contextlib import contextmanager from datetime import datetime from pathlib import Path -from sqlalchemy import create_engine, and_, or_, event +from sqlalchemy import create_engine, event from sqlalchemy.orm import sessionmaker, Session from sqlalchemy.pool import StaticPool from pydantic import BaseModel, Field -from .models import ( - Base, SimulationMetadata, SimulationStatus, - DatasetMetadata, ScenarioMetadata, ParameterMetadata, ParameterChangeMetadata -) + +from .models import Base from .parameter_utils import import_parameters_from_tax_benefit_system -import h5py -import json -import numpy as np +from .storage_backend import StorageBackend +from .scenario_manager import ScenarioManager +from .dataset_manager import DatasetManager +from .simulation_manager import SimulationManager class DatabaseConfig(BaseModel): @@ -42,22 +41,55 @@ class DatabaseConfig(BaseModel): class Database: """Main database manager for PolicyEngine.""" - def __init__(self, config: Optional[DatabaseConfig] = None): + def __init__( + self, + config: Optional[DatabaseConfig] = None, + countries: Optional[List[str]] = None, + initialize: bool = True, + max_init_parameters: Optional[int] = None + ): """Initialize database with configuration. Args: config: Database configuration + countries: List of supported countries (defaults to ["uk"]) + initialize: Whether to automatically initialize with current law parameters + max_init_parameters: Maximum parameters to import during initialization (None = all) """ self.config = config or DatabaseConfig() self.engine = self._create_engine() self.SessionLocal = sessionmaker(bind=self.engine) + # Set default countries and default_country + if countries is None: + self.countries = ["uk"] + self.default_country = "uk" + else: + self.countries = countries + # If only one country, use it as default. Otherwise default to UK if in list, else first + if len(countries) == 1: + self.default_country = countries[0] + elif "uk" in countries: + self.default_country = "uk" + else: + self.default_country = countries[0] + + # Initialize managers + self.storage = StorageBackend(self.config) + self.scenarios = ScenarioManager(self.default_country) + self.datasets = DatasetManager(self.default_country) + self.simulations = SimulationManager(self.storage, self.default_country) + # Create tables if they don't exist Base.metadata.create_all(bind=self.engine) # Ensure storage directories exist if self.config.storage_mode == "local": self._setup_local_storage() + + # Automatically initialize with current law parameters if requested + if initialize: + self._auto_initialize(max_init_parameters) def _create_engine(self): """Create SQLAlchemy engine for metadata storage.""" @@ -92,10 +124,35 @@ def _setup_local_storage(self): storage_path.mkdir(parents=True, exist_ok=True) # Create subdirectories for organization - (storage_path / "uk").mkdir(exist_ok=True) - (storage_path / "us").mkdir(exist_ok=True) + for country in self.countries: + (storage_path / country.lower()).mkdir(exist_ok=True) (storage_path / "temp").mkdir(exist_ok=True) + def _auto_initialize(self, max_parameters: Optional[int] = None): + """Automatically initialize database with current law parameters for each country. + + Args: + max_parameters: Maximum parameters to import per country + """ + from .models import ScenarioMetadata + + for country in self.countries: + # Check if current_law scenario already exists + with self.session() as session: + existing = session.query(ScenarioMetadata).filter_by( + name="current_law", + country=country.lower() + ).first() + + if not existing: + try: + print(f"Initializing {country.upper()} current law parameters...") + self.initialize_with_current_law(country, max_parameters) + except ImportError: + print(f"Note: policyengine-{country} not installed, skipping initialization") + except Exception as e: + print(f"Warning: Could not initialize {country} parameters: {e}") + @contextmanager def session(self) -> Session: """Get a database session context manager. @@ -129,20 +186,21 @@ def drop_all(self) -> None: """Drop all tables (use with caution).""" Base.metadata.drop_all(bind=self.engine) + # Parameter initialization def initialize_with_current_law( self, - country: str = "uk", + country: str = None, max_parameters: Optional[int] = None - ) -> Dict[str, Any]: + ) -> None: """Initialize database with current law parameters. Args: - country: Country code ('uk' or 'us') + country: Country code (uses default if not specified) max_parameters: Maximum number of parameters to import (None = all) - - Returns: - Created current law scenario """ + country = country or self.default_country + if not country: + raise ValueError("Country must be specified or set as default") # Import the appropriate country system if country.lower() == "uk": @@ -160,32 +218,156 @@ def initialize_with_current_law( session=session, tax_benefit_system=system, country=country.lower(), - scenario_name=f"current_law", - scenario_description=f"Current model baseline", + scenario_name="current_law", + scenario_description="Current model baseline", max_parameters=max_parameters ) def get_current_law_scenario( self, - country: str, - year: Optional[int] = None - ) -> Optional[ScenarioMetadata]: - """Get the current law scenario for a country and year. + country: str = None + ): + """Get the current law scenario for a country. Args: - country: Country code - year: Year (defaults to current year) + country: Country code (uses default if not specified) Returns: - Current law scenario or None if not found + ScenarioMetadata object or None if not found """ - if year is None: - year = datetime.now().year - + from .models import ScenarioMetadata + country = country or self.default_country + with self.session() as session: - scenario = session.query(ScenarioMetadata).filter_by( - name=f"current law", + from sqlalchemy.orm import joinedload + scenario = session.query(ScenarioMetadata).options( + joinedload(ScenarioMetadata.parameter_changes) + ).filter_by( + name="current_law", country=country.lower() ).first() - return scenario \ No newline at end of file + if scenario: + session.expunge_all() + + return scenario + + # Scenario management (delegated to ScenarioManager) + def add_parametric_scenario( + self, + name: str, + parameter_changes: dict = None, + country: str = None, + description: str = None, + base_scenario: str = "current_law", + ): + """Add a parametric scenario with parameter changes. + + See ScenarioManager for documentation on parameter change formats. + Returns ScenarioMetadata object. + """ + with self.session() as session: + return self.scenarios.add_parametric_scenario( + session, name, parameter_changes, country, description, base_scenario + ) + + def get_scenario( + self, + name: str, + country: str = None + ): + """Get a scenario by name and country. + + Returns: + ScenarioMetadata object or None if not found + """ + with self.session() as session: + return self.scenarios.get_scenario( + session, name, country + ) + + # Dataset management (delegated to DatasetManager) + def add_dataset( + self, + name: str, + country: str = None, + year: int = None, + source: str = None, + version: str = None, + description: str = None, + ): + """Register a dataset in the database. Returns DatasetMetadata object.""" + with self.session() as session: + return self.datasets.add_dataset( + session, name, country, year, source, version, description + ) + + def get_dataset( + self, + name: str, + country: str = None + ): + """Get a dataset by name and country. Returns DatasetMetadata object or None.""" + with self.session() as session: + return self.datasets.get_dataset(session, name, country) + + def list_datasets( + self, + country: str = None, + year: int = None, + source: str = None + ): + """List datasets matching criteria. Returns list of DatasetMetadata objects.""" + with self.session() as session: + return self.datasets.list_datasets(session, country, year, source) + + # Simulation management (delegated to SimulationManager) + def add_simulation( + self, + scenario: str, + simulation: Any, + dataset: str = None, + country: str = None, + year: int = None, + tags: List[str] = None, + ): + """Store simulation results from a policyengine_core Simulation object. + + Returns SimulationMetadata object. + """ + with self.session() as session: + return self.simulations.add_simulation( + session, scenario, simulation, dataset, + country, year, tags + ) + + def get_simulation( + self, + scenario: str, + dataset: str, + country: str = None, + year: int = None, + ): + """Retrieve simulation results. + + Returns: + UKModelOutput or USModelOutput object depending on country, or None if not found + """ + with self.session() as session: + return self.simulations.get_simulation( + session, scenario, dataset, country, year + ) + + def list_simulations( + self, + country: str = None, + scenario: str = None, + dataset: str = None, + year: int = None, + tags: List[str] = None + ): + """List simulations matching criteria. Returns list of SimulationMetadata objects.""" + with self.session() as session: + return self.simulations.list_simulations( + session, country, scenario, dataset, year, tags + ) \ No newline at end of file diff --git a/src/policyengine/database/dataset_manager.py b/src/policyengine/database/dataset_manager.py new file mode 100644 index 00000000..7b290d8c --- /dev/null +++ b/src/policyengine/database/dataset_manager.py @@ -0,0 +1,148 @@ +"""Dataset management functions.""" + +import uuid +from datetime import datetime +from typing import Dict, Any, Optional, List +from sqlalchemy.orm import Session +from .models import DatasetMetadata + + +class DatasetManager: + """Manages dataset registration and metadata.""" + + def __init__(self, default_country: Optional[str] = None): + """Initialize dataset manager. + + Args: + default_country: Default country to use when not specified + """ + self.default_country = default_country + + def add_dataset( + self, + session: Session, + name: str, + country: str = None, + year: int = None, + source: str = None, + version: str = None, + description: str = None, + ) -> DatasetMetadata: + """Register a dataset in the database. + + Args: + session: Database session + name: Name of the dataset (e.g., "frs_2023_24") + country: Country code (uses default if not specified) + year: Year of the dataset + source: Source of the dataset (e.g., "FRS", "CPS") + version: Version of the dataset + description: Optional description + + Returns: + Created DatasetMetadata object + """ + country = country or self.default_country + if not country: + raise ValueError("Country must be specified or set as default") + + if year is None: + year = datetime.now().year + + # Check if dataset already exists + existing = session.query(DatasetMetadata).filter_by( + name=name, + country=country.lower() + ).first() + + if existing: + # Update existing dataset + existing.year = year + existing.source = source or existing.source + existing.version = version or existing.version + existing.description = description or existing.description + existing.updated_at = datetime.now() + dataset = existing + else: + # Create new dataset + dataset = DatasetMetadata( + id=str(uuid.uuid4()), + name=name, + country=country.lower(), + year=year, + source=source, + version=version, + description=description + ) + session.add(dataset) + + session.commit() + session.refresh(dataset) + session.expunge(dataset) + return dataset + + def get_dataset( + self, + session: Session, + name: str, + country: str = None + ) -> Optional[DatasetMetadata]: + """Get a dataset by name and country. + + Args: + session: Database session + name: Name of the dataset + country: Country code (uses default if not specified) + + Returns: + DatasetMetadata object or None if not found + """ + country = country or self.default_country + if not country: + raise ValueError("Country must be specified or set as default") + + dataset = session.query(DatasetMetadata).filter_by( + name=name, + country=country.lower() + ).first() + + if dataset: + session.expunge(dataset) + + return dataset + + def list_datasets( + self, + session: Session, + country: str = None, + year: int = None, + source: str = None + ) -> List[DatasetMetadata]: + """List datasets matching criteria. + + Args: + session: Database session + country: Filter by country + year: Filter by year + source: Filter by source + + Returns: + List of DatasetMetadata objects + """ + query = session.query(DatasetMetadata) + + if country: + query = query.filter_by(country=country.lower()) + elif self.default_country: + query = query.filter_by(country=self.default_country.lower()) + + if year: + query = query.filter_by(year=year) + + if source: + query = query.filter_by(source=source) + + datasets = query.order_by(DatasetMetadata.year.desc(), DatasetMetadata.name).all() + for ds in datasets: + session.expunge(ds) + return datasets \ No newline at end of file diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index af45e5d3..b8c21a73 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -30,7 +30,6 @@ class SimulationMetadata(Base): __tablename__ = "simulations" id = Column(String, primary_key=True, default=generate_uuid) - name = Column(String, nullable=False, index=True) country = Column(String, nullable=False, index=True) year = Column(Integer, nullable=False, index=True) diff --git a/src/policyengine/database/scenario_manager.py b/src/policyengine/database/scenario_manager.py new file mode 100644 index 00000000..8d7e335c --- /dev/null +++ b/src/policyengine/database/scenario_manager.py @@ -0,0 +1,199 @@ +"""Scenario management functions.""" + +import uuid +import json +from datetime import datetime +from typing import Dict, Any, Optional +from sqlalchemy.orm import Session, joinedload +from policyengine_core.periods import period as parse_period +from .models import ScenarioMetadata, ParameterMetadata, ParameterChangeMetadata + + +class ScenarioManager: + """Manages scenarios and parameter changes.""" + + def __init__(self, default_country: Optional[str] = None): + """Initialize scenario manager. + + Args: + default_country: Default country to use when not specified + """ + self.default_country = default_country + + def add_parametric_scenario( + self, + session: Session, + name: str, + parameter_changes: dict = None, + country: str = None, + description: str = None, + ) -> ScenarioMetadata: + """Add a parametric scenario with parameter changes. + + Args: + session: Database session + name: Name of the scenario + parameter_changes: Dictionary of parameter changes in various formats + country: Country code (uses default if not specified) + description: Optional description of the scenario + + Returns: + Created ScenarioMetadata object + """ + country = country or self.default_country + if not country: + raise ValueError("Country must be specified or set as default") + + parameter_changes = parameter_changes or {} + + # Check if scenario already exists + existing = session.query(ScenarioMetadata).filter_by( + name=name, + country=country.lower() + ).first() + + if existing: + # Update existing scenario - clear old parameter changes + session.query(ParameterChangeMetadata).filter_by( + scenario_id=existing.id + ).delete() + scenario = existing + else: + # Create new scenario + scenario = ScenarioMetadata( + id=str(uuid.uuid4()), + name=name, + country=country.lower(), + description=description or f"Parametric reform scenario: {name}" + ) + session.add(scenario) + session.flush() + + # Process parameter changes + for param_name, value_spec in parameter_changes.items(): + # Get or create parameter metadata + param = session.query(ParameterMetadata).filter_by( + name=param_name, + country=country.lower() + ).first() + + if not param: + # Create parameter if it doesn't exist + param = ParameterMetadata( + id=str(uuid.uuid4()), + name=param_name, + country=country.lower(), + data_type=self._infer_data_type(value_spec) + ) + session.add(param) + session.flush() + + # Parse value specification + if isinstance(value_spec, dict): + # Multiple time periods specified + for period_str, value in value_spec.items(): + start_date, end_date = self._parse_period_string(period_str) + change = ParameterChangeMetadata( + id=str(uuid.uuid4()), + scenario_id=scenario.id, + parameter_id=param.id, + start_date=start_date, + end_date=end_date, + value=value if isinstance(value, (bool, int, float, str)) else json.dumps(value) + ) + session.add(change) + else: + # Single value for default period (2000-2100) + change = ParameterChangeMetadata( + id=str(uuid.uuid4()), + scenario_id=scenario.id, + parameter_id=param.id, + start_date=datetime(2000, 1, 1), + end_date=datetime(2100, 1, 1), + value=value_spec if isinstance(value_spec, (bool, int, float, str)) else json.dumps(value_spec) + ) + session.add(change) + + session.commit() + session.refresh(scenario) + # Eagerly load parameter_changes before expunging + scenario = session.query(ScenarioMetadata).options( + joinedload(ScenarioMetadata.parameter_changes) + ).filter_by(id=scenario.id).first() + # Make the object independent of the session + session.expunge_all() + return scenario + + def get_scenario( + self, + session: Session, + name: str, + country: str = None + ) -> Optional[ScenarioMetadata]: + """Get a scenario by name and country. + + Args: + session: Database session + name: Name of the scenario + country: Country code (uses default if not specified) + + Returns: + ScenarioMetadata object or None if not found + """ + country = country or self.default_country + if not country: + raise ValueError("Country must be specified or set as default") + + scenario = session.query(ScenarioMetadata).options( + joinedload(ScenarioMetadata.parameter_changes) + ).filter_by( + name=name, + country=country.lower() + ).first() + + if scenario: + session.expunge_all() + + return scenario + + def _infer_data_type(self, value) -> str: + """Infer the data type from a value.""" + if isinstance(value, dict): + # Get first value from dict + first_val = next(iter(value.values())) if value else None + if first_val is not None: + return self._infer_data_type(first_val) + if isinstance(value, bool): + return "bool" + elif isinstance(value, int): + return "int" + elif isinstance(value, float): + return "float" + elif isinstance(value, str): + return "string" + return "json" + + def _parse_period_string(self, period_str: str) -> tuple[datetime, datetime]: + """Parse a period string into start and end dates. + + Formats: + - "2000-01-01.2023-01-01" -> explicit date range + - "year:2026:1" -> uses policyengine_core.periods + - "2025-01-01" -> single date (end is None) + """ + if "." in period_str: + # Date range format + start_str, end_str = period_str.split(".") + start_date = datetime.fromisoformat(start_str) + end_date = datetime.fromisoformat(end_str) + return start_date, end_date + elif ":" in period_str: + # Period notation + p = parse_period(period_str) + start_date = datetime.fromisoformat(str(p.start)) + end_date = datetime.fromisoformat(str(p.stop)) + return start_date, end_date + else: + # Single date + start_date = datetime.fromisoformat(period_str) + return start_date, None \ No newline at end of file diff --git a/src/policyengine/database/simulation_manager.py b/src/policyengine/database/simulation_manager.py new file mode 100644 index 00000000..4e260072 --- /dev/null +++ b/src/policyengine/database/simulation_manager.py @@ -0,0 +1,230 @@ +"""Simulation management functions.""" + +import uuid +from datetime import datetime +from typing import Any, Optional, List, Union +from sqlalchemy.orm import Session +from .models import SimulationMetadata, SimulationStatus, ScenarioMetadata, DatasetMetadata +from .storage_backend import StorageBackend +from ..countries.uk import UKModelOutput +from ..countries.us import USModelOutput + + +class SimulationManager: + """Manages simulation storage and retrieval.""" + + def __init__(self, storage_backend: StorageBackend, default_country: Optional[str] = None): + """Initialize simulation manager. + + Args: + storage_backend: Storage backend for file operations + default_country: Default country to use when not specified + """ + self.storage = storage_backend + self.default_country = default_country + + def add_simulation( + self, + session: Session, + scenario: str, + simulation: Any, # Simulation from policyengine_core + dataset: str = None, + country: str = None, + year: int = None, + tags: List[str] = None, + ) -> SimulationMetadata: + """Store simulation results. + + Args: + session: Database session + scenario: Name of the scenario used + simulation: Simulation object from policyengine_core + dataset: Name of the dataset used (optional, extracted from simulation if not provided) + country: Country code (uses default if not specified) + year: Year of simulation + tags: Optional tags for filtering + + Returns: + Created SimulationMetadata object + """ + country = country or self.default_country + if not country: + raise ValueError("Country must be specified or set as default") + + if year is None: + year = datetime.now().year + + # Import the correct country-specific process_simulation + if country == 'us': + from ..countries.us import process_us_simulation as process_simulation + else: + from ..countries.uk import process_uk_simulation as process_simulation + + # Process the simulation to get model output + model_output = process_simulation(simulation, year).get_tables() + + # Verify scenario exists + scenario_obj = session.query(ScenarioMetadata).filter_by( + name=scenario, + country=country.lower() + ).first() + + if not scenario_obj: + raise ValueError(f"Scenario '{scenario}' not found for country '{country}'") + + # Verify dataset if specified + if dataset: + dataset_obj = session.query(DatasetMetadata).filter_by( + name=dataset, + country=country.lower() + ).first() + + if not dataset_obj: + # Create dataset entry if it doesn't exist + dataset_obj = DatasetMetadata( + id=str(uuid.uuid4()), + name=dataset, + country=country.lower(), + year=year + ) + session.add(dataset_obj) + session.flush() + + # Generate unique ID for simulation + sim_id = str(uuid.uuid4()) + + # Save simulation data + filepath, file_size_mb = self.storage.save_simulation( + sim_id=sim_id, + country=country, + scenario=scenario, + dataset=dataset, + year=year, + data=model_output + ) + + # Create simulation metadata + simulation = SimulationMetadata( + id=sim_id, + country=country.lower(), + year=year, + file_size_mb=file_size_mb, + dataset=dataset, + scenario=scenario, + status=SimulationStatus.COMPLETED, + completed_at=datetime.now(), + tags=tags + ) + session.add(simulation) + session.commit() + session.refresh(simulation) + session.expunge(simulation) + return simulation + + def get_simulation( + self, + session: Session, + scenario: str, + dataset: str, + country: str = None, + year: int = None, + ) -> Optional[Union[UKModelOutput, USModelOutput]]: + """Retrieve simulation results. + + Args: + session: Database session + scenario: Name of the scenario + dataset: Name of the dataset + country: Country code (uses default if not specified) + year: Year of simulation (optional filter) + + Returns: + UKModelOutput or USModelOutput object, or None if not found + """ + country = country or self.default_country + if not country: + raise ValueError("Country must be specified or set as default") + + query = session.query(SimulationMetadata).filter_by( + scenario=scenario, + dataset=dataset, + country=country.lower(), + status=SimulationStatus.COMPLETED + ) + + if year: + query = query.filter_by(year=year) + + # Get most recent simulation matching criteria + simulation = query.order_by(SimulationMetadata.created_at.desc()).first() + + if not simulation: + return None + + # Load simulation data + data = self.storage.load_simulation( + sim_id=simulation.id, + country=country, + scenario=scenario, + dataset=dataset, + year=simulation.year + ) + + if data is None: + return None + + # Convert loaded data to appropriate ModelOutput object + if country.lower() == 'uk': + return UKModelOutput.from_tables(data) + elif country.lower() == 'us': + return USModelOutput.from_tables(data) + else: + raise ValueError(f"Unsupported country: {country}") + + def list_simulations( + self, + session: Session, + country: str = None, + scenario: str = None, + dataset: str = None, + year: int = None, + tags: List[str] = None + ) -> List[SimulationMetadata]: + """List simulations matching criteria. + + Args: + session: Database session + country: Filter by country + scenario: Filter by scenario + dataset: Filter by dataset + year: Filter by year + tags: Filter by tags + + Returns: + List of SimulationMetadata objects + """ + query = session.query(SimulationMetadata) + + if country: + query = query.filter_by(country=country.lower()) + elif self.default_country: + query = query.filter_by(country=self.default_country.lower()) + + if scenario: + query = query.filter_by(scenario=scenario) + + if dataset: + query = query.filter_by(dataset=dataset) + + if year: + query = query.filter_by(year=year) + + if tags: + # Filter by tags (assuming tags are stored as JSON array) + for tag in tags: + query = query.filter(SimulationMetadata.tags.contains(tag)) + + simulations = query.order_by(SimulationMetadata.created_at.desc()).all() + for sim in simulations: + session.expunge(sim) + return simulations \ No newline at end of file diff --git a/src/policyengine/database/storage_backend.py b/src/policyengine/database/storage_backend.py new file mode 100644 index 00000000..88d678e3 --- /dev/null +++ b/src/policyengine/database/storage_backend.py @@ -0,0 +1,199 @@ +"""Storage backend for HDF5 and cloud storage operations.""" + +import os +import json +import h5py +import numpy as np +from typing import Dict, Any, Optional +import pandas as pd + + +class StorageBackend: + """Handles file storage operations for simulations.""" + + def __init__(self, config): + """Initialize storage backend. + + Args: + config: DatabaseConfig with storage settings + """ + self.config = config + + def save_simulation( + self, + sim_id: str, + country: str, + scenario: str, + dataset: str, + year: int, + data: Dict[str, Any] + ) -> tuple[str, float]: + """Save simulation data to storage. + + All simulations stored with {uuid}.h5 pattern in single folder. + + Returns: + Tuple of (filepath/url, file_size_mb) + """ + filename = f"{sim_id}.h5" + + if self.config.storage_mode == "local": + filepath = os.path.join( + self.config.local_storage_path, + filename + ) + os.makedirs(os.path.dirname(filepath), exist_ok=True) + file_size_mb = self._save_to_h5(filepath, data) + return filepath, file_size_mb + + elif self.config.storage_mode == "cloud": + if not self.config.gcs_bucket: + raise ValueError("GCS bucket not configured for cloud storage") + + # Save to temporary file first + temp_path = os.path.join(self.config.local_storage_path, "temp", filename) + os.makedirs(os.path.dirname(temp_path), exist_ok=True) + file_size_mb = self._save_to_h5(temp_path, data) + + # Upload to GCS + gcs_path = f"simulations/{filename}" + self._upload_to_gcs(temp_path, self.config.gcs_bucket, gcs_path) + + # Clean up temp file + os.remove(temp_path) + return f"gs://{self.config.gcs_bucket}/{gcs_path}", file_size_mb + else: + raise ValueError(f"Unknown storage mode: {self.config.storage_mode}") + + def load_simulation( + self, + sim_id: str, + country: str, + scenario: str, + dataset: str, + year: int + ) -> Optional[Dict[str, Any]]: + """Load simulation data from storage. + + All simulations stored with {uuid}.h5 pattern in single folder. + + Returns: + Dictionary with simulation data or None if not found + """ + filename = f"{sim_id}.h5" + + if self.config.storage_mode == "local": + filepath = os.path.join( + self.config.local_storage_path, + filename + ) + + if not os.path.exists(filepath): + return None + + return self._load_from_h5(filepath) + + elif self.config.storage_mode == "cloud": + gcs_path = f"simulations/{filename}" + + # Download to temp file + temp_path = os.path.join(self.config.local_storage_path, "temp", filename) + os.makedirs(os.path.dirname(temp_path), exist_ok=True) + + try: + self._download_from_gcs(self.config.gcs_bucket, gcs_path, temp_path) + data = self._load_from_h5(temp_path) + os.remove(temp_path) + return data + except Exception: + return None + else: + raise ValueError(f"Unknown storage mode: {self.config.storage_mode}") + + def _save_to_h5(self, filepath: str, data: Dict[str, Any]) -> float: + """Save data to HDF5 file. + + Returns: + File size in MB + """ + with h5py.File(filepath, 'w') as f: + for key, value in data.items(): + if isinstance(value, pd.DataFrame): + # Save DataFrame + group = f.create_group(key) + for col in value.columns: + group.create_dataset(col, data=value[col].values) + # Store column names and index + group.attrs['columns'] = list(value.columns) + group.attrs['index'] = list(value.index) + elif isinstance(value, (np.ndarray, list)): + # Save array + f.create_dataset(key, data=np.array(value)) + elif isinstance(value, dict): + # Save dict as JSON in attributes + f.attrs[key] = json.dumps(value) + else: + # Save scalar + f.attrs[key] = value + + # Return file size in MB + return os.path.getsize(filepath) / (1024 * 1024) + + def _load_from_h5(self, filepath: str) -> Dict[str, Any]: + """Load data from HDF5 file.""" + data = {} + with h5py.File(filepath, 'r') as f: + # Load attributes (scalars and JSON) + for key, value in f.attrs.items(): + if isinstance(value, str) and value.startswith('{'): + # Try to parse as JSON + try: + data[key] = json.loads(value) + except: + data[key] = value + else: + data[key] = value + + # Load groups and datasets + for key in f.keys(): + item = f[key] + if isinstance(item, h5py.Group): + # Reconstruct DataFrame + df_data = {} + for col in item.keys(): + df_data[col] = item[col][:] + + if 'columns' in item.attrs and 'index' in item.attrs: + df = pd.DataFrame(df_data, columns=item.attrs['columns']) + df.index = item.attrs['index'] + else: + df = pd.DataFrame(df_data) + + data[key] = df + else: + # Load array + data[key] = np.array(item) + + return data + + def _upload_to_gcs(self, local_path: str, bucket_name: str, gcs_path: str): + """Upload file to Google Cloud Storage.""" + try: + from google.cloud import storage + client = storage.Client() + bucket = client.bucket(bucket_name) + blob = bucket.blob(gcs_path) + blob.upload_from_filename(local_path) + except ImportError: + raise ImportError("google-cloud-storage required for cloud storage mode") + + def _download_from_gcs(self, bucket_name: str, gcs_path: str, local_path: str): + """Download file from Google Cloud Storage.""" + try: + from google.cloud import storage + client = storage.Client() + bucket = client.bucket(bucket_name) + blob = bucket.blob(gcs_path) + blob.download_to_filename(local_path) + except ImportError: + raise ImportError("google-cloud-storage required for cloud storage mode") \ No newline at end of file diff --git a/supabase/.branches/_current_branch b/supabase/.branches/_current_branch new file mode 100644 index 00000000..88d050b1 --- /dev/null +++ b/supabase/.branches/_current_branch @@ -0,0 +1 @@ +main \ No newline at end of file diff --git a/supabase/.temp/cli-latest b/supabase/.temp/cli-latest new file mode 100644 index 00000000..322987f9 --- /dev/null +++ b/supabase/.temp/cli-latest @@ -0,0 +1 @@ +v2.34.3 \ No newline at end of file diff --git a/test_database_functions.py b/test_database_functions.py new file mode 100644 index 00000000..d3fcf31a --- /dev/null +++ b/test_database_functions.py @@ -0,0 +1,179 @@ +"""Test the new database functions.""" + +from src.policyengine.database import Database, DatabaseConfig +import pandas as pd +import numpy as np +from datetime import datetime +import traceback + +def test_database_functions(): + """Test all the new database functions.""" + + # Create database with UK as default country + config = DatabaseConfig( + connection_string="sqlite:///test_full_db.db", + echo=False, + local_storage_path="./test_simulations" + ) + + # Test with single country (becomes default) - auto-initializes + db = Database(config, countries=["uk"], initialize=False) # Disable auto-init for testing + + # Clear database + db.drop_all() + db.init_db() + + print("=== Testing Database Functions ===\n") + + # 1. Initialize with current law + print("1. Initializing current law parameters...") + try: + db.initialize_with_current_law(max_parameters=50) + print(" ✓ Current law initialized (country defaults to UK)") + except Exception as e: + print(f" ✗ Error: {e}") + + # 2. Add a parametric scenario + print("\n2. Adding parametric scenario...") + try: + param_changes = { + "gov.hmrc.income_tax.rates.uk.basic": 0.25, # Simple value + "gov.hmrc.income_tax.rates.uk.higher": { + "2024-01-01.2025-12-31": 0.45, # Date range + "2026-01-01.2027-12-31": 0.42 + } + } + scenario = db.add_parametric_scenario( + name="basic_rate_reform", + parameter_changes=param_changes, + description="Reform to change basic and higher tax rates" + ) + print(f" ✓ Created scenario: {scenario.name} with {len(param_changes)} parameter changes") + except Exception as e: + print(f" ✗ Error: {e}") + + # 3. Get scenario + print("\n3. Retrieving scenario...") + try: + retrieved = db.get_scenario("basic_rate_reform") + if retrieved: + print(f" ✓ Retrieved scenario: {retrieved.name}") + print(f" ID: {retrieved.id[:8]}...") + print(f" Country: {retrieved.country}") + else: + print(" ✗ Scenario not found") + except Exception as e: + print(f" ✗ Error: {e}") + + # 4. Add dataset + print("\n4. Adding dataset...") + try: + dataset = db.add_dataset( + name="frs_2023_24", + year=2023, + source="FRS", + version="2023.24", + description="Family Resources Survey 2023-24" + ) + print(f" ✓ Added dataset: {dataset.name}") + except Exception as e: + print(f" ✗ Error: {e}") + + # 5. Create and store simulation + print("\n5. Storing simulation results...") + try: + # Create a mock simulation object for testing + from policyengine_uk import Simulation + + test_simulation = Simulation( + situation={ + "people": { + "person1": { + "age": {"2024": 30}, + "employment_income": {"2024": 30000} + } + }, + "benunit": { + "members": ["person1"], + }, + "household": { + "members": ["person1"] + } + } + ) + + sim_result = db.add_simulation( + scenario="basic_rate_reform", + simulation=test_simulation, + dataset="frs_2023_24", + year=2024, + tags=["tax_reform", "basic_rate"] + ) + print(f" ✓ Stored simulation: {sim_result.id[:8]}...") + print(f" File size: {sim_result.file_size_mb:.2f} MB") + except Exception as e: + print(f" ✗ Error: {e}") + raise e + + # 6. Retrieve simulation + print("\n6. Retrieving simulation...") + try: + retrieved_sim = db.get_simulation( + scenario="basic_rate_reform", + dataset="frs_2023_24", + year=2024 + ) + if retrieved_sim: + print(f" ✓ Retrieved simulation: {retrieved_sim['id'][:8]}...") + print(f" Contains data keys: {list(retrieved_sim['data'].keys())}") + + # Verify data integrity + household_df = retrieved_sim['data']['household'] + if isinstance(household_df, pd.DataFrame): + print(f" Household data shape: {household_df.shape}") + else: + print(" ✗ Simulation not found") + except Exception as e: + print(f" ✗ Error: {e}") + + # 7. Test with multiple countries + print("\n7. Testing multiple country support and auto-initialization...") + db_multi = Database(config, countries=["uk", "us"], initialize=True, max_init_parameters=10) + + try: + # Check if auto-initialization worked + uk_current = db_multi.get_current_law_scenario("uk") + us_current = db_multi.get_current_law_scenario("us") + + if uk_current: + print(f" ✓ Auto-initialized UK current law: {uk_current.name}") + if us_current: + print(f" ✓ Auto-initialized US current law: {us_current.name}") + + # Add US dataset (country must be specified when multiple countries) + us_dataset = db_multi.add_dataset( + name="cps_2023", + country="us", + year=2023, + source="CPS", + description="Current Population Survey 2023" + ) + print(f" ✓ Added US dataset: {us_dataset.name}") + + # Test default country (should be UK when both are present) + print(f" ✓ Default country is: {db_multi.default_country}") + except Exception as e: + print(f" ✗ Error: {e}") + + print("\n=== All tests completed ===") + + # Clean up + import os + import shutil + if os.path.exists("test_full_db.db"): + os.remove("test_full_db.db") + if os.path.exists("./test_simulations"): + shutil.rmtree("./test_simulations") + +if __name__ == "__main__": + test_database_functions() \ No newline at end of file From f18df8be15dfff0f6cb83fe4a7a58fdd5ae2ea8e Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 25 Aug 2025 02:26:39 +0100 Subject: [PATCH 10/97] Add user concepts --- src/policyengine/database/database.py | 5 ++ src/policyengine/database/migrations.py | 106 ++++++++++++++++++++++++ src/policyengine/database/models.py | 32 ++++++- 3 files changed, 141 insertions(+), 2 deletions(-) create mode 100644 src/policyengine/database/migrations.py diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index 49afcd4b..91411fa6 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -186,6 +186,11 @@ def drop_all(self) -> None: """Drop all tables (use with caution).""" Base.metadata.drop_all(bind=self.engine) + def run_migrations(self) -> None: + """Run all database migrations to update schema.""" + from .migrations import run_all_migrations + run_all_migrations(self.engine) + # Parameter initialization def initialize_with_current_law( self, diff --git a/src/policyengine/database/migrations.py b/src/policyengine/database/migrations.py new file mode 100644 index 00000000..ddd7b10f --- /dev/null +++ b/src/policyengine/database/migrations.py @@ -0,0 +1,106 @@ +"""Database migration utilities for PolicyEngine. + +This module provides functions to handle database schema updates. +""" + +from sqlalchemy import text +from sqlalchemy.engine import Engine +import logging + +logger = logging.getLogger(__name__) + + +def migrate_add_user_table(engine: Engine) -> None: + """Add user table and created_by fields to existing tables. + + This migration: + 1. Creates the users table + 2. Adds created_by foreign key to all tables that track creation + + Args: + engine: SQLAlchemy engine connected to the database + """ + + # Check if migration is needed + with engine.connect() as conn: + # Check if users table exists + result = conn.execute(text( + "SELECT name FROM sqlite_master WHERE type='table' AND name='users'" + )) + if result.fetchone(): + logger.info("Users table already exists, skipping migration") + return + + logger.info("Starting user table migration...") + + with engine.begin() as conn: + # Create users table + conn.execute(text(""" + CREATE TABLE IF NOT EXISTS users ( + id VARCHAR PRIMARY KEY, + email VARCHAR NOT NULL UNIQUE, + name VARCHAR, + is_active BOOLEAN NOT NULL DEFAULT 1, + is_admin BOOLEAN NOT NULL DEFAULT 0, + created_at DATETIME DEFAULT CURRENT_TIMESTAMP, + updated_at DATETIME DEFAULT CURRENT_TIMESTAMP, + last_login DATETIME, + api_key VARCHAR UNIQUE, + api_key_created_at DATETIME, + metadata_json TEXT + ) + """)) + + # Add index on email + conn.execute(text( + "CREATE INDEX IF NOT EXISTS idx_users_email ON users(email)" + )) + + # Add index on api_key + conn.execute(text( + "CREATE INDEX IF NOT EXISTS idx_users_api_key ON users(api_key)" + )) + + # Add created_by columns to existing tables if they don't exist + tables_to_update = [ + 'simulations', + 'datasets', + 'scenarios', + 'parameters', + 'parameter_changes' + ] + + for table in tables_to_update: + # Check if table exists + result = conn.execute(text( + f"SELECT name FROM sqlite_master WHERE type='table' AND name='{table}'" + )) + if not result.fetchone(): + logger.info(f"Table {table} does not exist, skipping") + continue + + # Check if created_by column already exists + result = conn.execute(text( + f"PRAGMA table_info({table})" + )) + columns = [row[1] for row in result] + + if 'created_by' not in columns: + logger.info(f"Adding created_by column to {table}") + conn.execute(text( + f"ALTER TABLE {table} ADD COLUMN created_by VARCHAR REFERENCES users(id)" + )) + else: + logger.info(f"Column created_by already exists in {table}") + + logger.info("User table migration completed successfully") + + +def run_all_migrations(engine: Engine) -> None: + """Run all database migrations in order. + + Args: + engine: SQLAlchemy engine connected to the database + """ + migrate_add_user_table(engine) + # Add future migrations here \ No newline at end of file diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index b8c21a73..cff48e01 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -23,6 +23,31 @@ class SimulationStatus(enum.Enum): FAILED = "failed" +class User(Base): + """User accounts for tracking who creates and modifies data.""" + __tablename__ = "users" + + id = Column(String, primary_key=True, default=generate_uuid) + email = Column(String, nullable=False, unique=True, index=True) + name = Column(String, nullable=True) + + # Authentication (optional - can integrate with external auth) + is_active = Column(Boolean, default=True, nullable=False) + is_admin = Column(Boolean, default=False, nullable=False) + + # Metadata + created_at = Column(DateTime, default=datetime.now) + updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) + last_login = Column(DateTime, nullable=True) + + # API access (optional) + api_key = Column(String, nullable=True, unique=True, index=True) + api_key_created_at = Column(DateTime, nullable=True) + + # Additional metadata + metadata_json = Column(JSON, nullable=True) # For storing additional user data + + # Metadata models only - actual data stored in .h5 files class SimulationMetadata(Base): @@ -50,7 +75,7 @@ class SimulationMetadata(Base): # Optional metadata description = Column(Text, nullable=True) tags = Column(JSON, nullable=True) # List of tags for filtering - created_by = Column(String, nullable=True) # User/system that created it + created_by = Column(String, ForeignKey("users.id"), nullable=True) # User/system that created it class DatasetMetadata(Base): @@ -71,6 +96,7 @@ class DatasetMetadata(Base): description = Column(Text, nullable=True) created_at = Column(DateTime, default=datetime.now) updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) + created_by = Column(String, ForeignKey("users.id"), nullable=True) class ScenarioMetadata(Base): @@ -87,7 +113,7 @@ class ScenarioMetadata(Base): created_at = Column(DateTime, default=datetime.now) updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) - created_by = Column(String, nullable=True) + created_by = Column(String, ForeignKey("users.id"), nullable=True) # Relationships parameter_changes = relationship("ParameterChangeMetadata", back_populates="scenario", cascade="all, delete-orphan") @@ -116,6 +142,7 @@ class ParameterMetadata(Base): # Metadata created_at = Column(DateTime, default=datetime.now) updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) + created_by = Column(String, ForeignKey("users.id"), nullable=True) # Relationships changes = relationship("ParameterChangeMetadata", back_populates="parameter", cascade="all, delete-orphan") @@ -146,6 +173,7 @@ class ParameterChangeMetadata(Base): description = Column(Text, nullable=True) # Optional description of this specific change created_at = Column(DateTime, default=datetime.now) updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) + created_by = Column(String, ForeignKey("users.id"), nullable=True) # Relationships scenario = relationship("ScenarioMetadata", back_populates="parameter_changes") From cd3073addddfb39dffbf4b0a49a510e47118f07f Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 25 Aug 2025 02:27:17 +0100 Subject: [PATCH 11/97] Remove migration file --- src/policyengine/database/migrations.py | 106 ------------------------ 1 file changed, 106 deletions(-) delete mode 100644 src/policyengine/database/migrations.py diff --git a/src/policyengine/database/migrations.py b/src/policyengine/database/migrations.py deleted file mode 100644 index ddd7b10f..00000000 --- a/src/policyengine/database/migrations.py +++ /dev/null @@ -1,106 +0,0 @@ -"""Database migration utilities for PolicyEngine. - -This module provides functions to handle database schema updates. -""" - -from sqlalchemy import text -from sqlalchemy.engine import Engine -import logging - -logger = logging.getLogger(__name__) - - -def migrate_add_user_table(engine: Engine) -> None: - """Add user table and created_by fields to existing tables. - - This migration: - 1. Creates the users table - 2. Adds created_by foreign key to all tables that track creation - - Args: - engine: SQLAlchemy engine connected to the database - """ - - # Check if migration is needed - with engine.connect() as conn: - # Check if users table exists - result = conn.execute(text( - "SELECT name FROM sqlite_master WHERE type='table' AND name='users'" - )) - if result.fetchone(): - logger.info("Users table already exists, skipping migration") - return - - logger.info("Starting user table migration...") - - with engine.begin() as conn: - # Create users table - conn.execute(text(""" - CREATE TABLE IF NOT EXISTS users ( - id VARCHAR PRIMARY KEY, - email VARCHAR NOT NULL UNIQUE, - name VARCHAR, - is_active BOOLEAN NOT NULL DEFAULT 1, - is_admin BOOLEAN NOT NULL DEFAULT 0, - created_at DATETIME DEFAULT CURRENT_TIMESTAMP, - updated_at DATETIME DEFAULT CURRENT_TIMESTAMP, - last_login DATETIME, - api_key VARCHAR UNIQUE, - api_key_created_at DATETIME, - metadata_json TEXT - ) - """)) - - # Add index on email - conn.execute(text( - "CREATE INDEX IF NOT EXISTS idx_users_email ON users(email)" - )) - - # Add index on api_key - conn.execute(text( - "CREATE INDEX IF NOT EXISTS idx_users_api_key ON users(api_key)" - )) - - # Add created_by columns to existing tables if they don't exist - tables_to_update = [ - 'simulations', - 'datasets', - 'scenarios', - 'parameters', - 'parameter_changes' - ] - - for table in tables_to_update: - # Check if table exists - result = conn.execute(text( - f"SELECT name FROM sqlite_master WHERE type='table' AND name='{table}'" - )) - if not result.fetchone(): - logger.info(f"Table {table} does not exist, skipping") - continue - - # Check if created_by column already exists - result = conn.execute(text( - f"PRAGMA table_info({table})" - )) - columns = [row[1] for row in result] - - if 'created_by' not in columns: - logger.info(f"Adding created_by column to {table}") - conn.execute(text( - f"ALTER TABLE {table} ADD COLUMN created_by VARCHAR REFERENCES users(id)" - )) - else: - logger.info(f"Column created_by already exists in {table}") - - logger.info("User table migration completed successfully") - - -def run_all_migrations(engine: Engine) -> None: - """Run all database migrations in order. - - Args: - engine: SQLAlchemy engine connected to the database - """ - migrate_add_user_table(engine) - # Add future migrations here \ No newline at end of file From 8bc9408b18d4e2ab08490d93bf43fb4355b92dc7 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 25 Aug 2025 02:40:23 +0100 Subject: [PATCH 12/97] Minor improvements --- src/policyengine/database/database.py | 89 ++++----- src/policyengine/database/parameter_utils.py | 14 +- test_database_functions.py | 179 ------------------- 3 files changed, 50 insertions(+), 232 deletions(-) delete mode 100644 test_database_functions.py diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index 91411fa6..d6ca624c 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -24,39 +24,56 @@ class DatabaseConfig(BaseModel): # Database configuration connection_string: Optional[str] = Field( None, - description="Database connection string for metadata (defaults to local SQLite)" + description="Database connection string (SQLite, PostgreSQL, MySQL, etc. - defaults to local SQLite)" ) echo: bool = Field(False, description="Echo SQL statements") - # Storage configuration - storage_mode: str = Field("local", description="Storage mode: 'local' or 'cloud'") + # Storage configuration for .h5 simulation files + storage_mode: str = Field("local", description="Storage mode for .h5 files: 'local' or 'cloud'") local_storage_path: str = Field("./simulations", description="Local path for .h5 files") - # Cloud configuration (optional) - gcs_bucket: Optional[str] = Field(None, description="Google Cloud Storage bucket name") + # Cloud storage configuration for .h5 files (optional) + gcs_bucket: Optional[str] = Field(None, description="Google Cloud Storage bucket name for .h5 files") gcs_prefix: Optional[str] = Field("simulations/", description="Prefix for GCS objects") - cloud_db_url: Optional[str] = Field(None, description="Cloud database URL for metadata") class Database: """Main database manager for PolicyEngine.""" def __init__( - self, - config: Optional[DatabaseConfig] = None, + self, + # Database configuration + connection_string: Optional[str] = None, + echo: bool = False, + # Storage configuration + storage_mode: str = "local", + local_storage_path: str = "./simulations", + gcs_bucket: Optional[str] = None, + gcs_prefix: str = "simulations/", + # Other options countries: Optional[List[str]] = None, initialize: bool = True, - max_init_parameters: Optional[int] = None ): """Initialize database with configuration. Args: - config: Database configuration + connection_string: Database connection string (SQLite, PostgreSQL, MySQL, etc) + echo: Echo SQL statements + storage_mode: Storage mode for .h5 files ('local' or 'cloud') + local_storage_path: Local path for .h5 files + gcs_bucket: Google Cloud Storage bucket name for .h5 files + gcs_prefix: Prefix for GCS objects countries: List of supported countries (defaults to ["uk"]) initialize: Whether to automatically initialize with current law parameters - max_init_parameters: Maximum parameters to import during initialization (None = all) """ - self.config = config or DatabaseConfig() + self.config = DatabaseConfig( + connection_string=connection_string, + echo=echo, + storage_mode=storage_mode, + local_storage_path=local_storage_path, + gcs_bucket=gcs_bucket, + gcs_prefix=gcs_prefix + ) self.engine = self._create_engine() self.SessionLocal = sessionmaker(bind=self.engine) @@ -89,34 +106,33 @@ def __init__( # Automatically initialize with current law parameters if requested if initialize: - self._auto_initialize(max_init_parameters) + self._auto_initialize() def _create_engine(self): - """Create SQLAlchemy engine for metadata storage.""" - if self.config.storage_mode == "cloud" and self.config.cloud_db_url: - # Use cloud database for metadata - return create_engine( - self.config.cloud_db_url, - echo=self.config.echo, - pool_size=5, - max_overflow=10 - ) - elif self.config.connection_string: - # Custom connection string provided + """Create SQLAlchemy engine for metadata storage. + + The database stores metadata only - actual simulation data is in .h5 files. + Supports any SQLAlchemy-compatible database (SQLite, PostgreSQL, MySQL, etc). + """ + if self.config.connection_string: + # Use provided connection string (can be local or cloud database) + # Examples: + # - sqlite:///path/to/db.sqlite + # - postgresql://user:pass@host/dbname + # - mysql+pymysql://user:pass@host/dbname return create_engine( self.config.connection_string, echo=self.config.echo ) else: - # Default to local SQLite + # Default to local SQLite in the storage path db_path = os.path.join(self.config.local_storage_path, "metadata.db") os.makedirs(os.path.dirname(db_path), exist_ok=True) - engine = create_engine( + return create_engine( f"sqlite:///{db_path}", + echo=self.config.echo ) - - return engine def _setup_local_storage(self): """Ensure local storage directories exist.""" @@ -128,12 +144,8 @@ def _setup_local_storage(self): (storage_path / country.lower()).mkdir(exist_ok=True) (storage_path / "temp").mkdir(exist_ok=True) - def _auto_initialize(self, max_parameters: Optional[int] = None): - """Automatically initialize database with current law parameters for each country. - - Args: - max_parameters: Maximum parameters to import per country - """ + def _auto_initialize(self): + """Automatically initialize database with current law parameters for each country.""" from .models import ScenarioMetadata for country in self.countries: @@ -147,7 +159,7 @@ def _auto_initialize(self, max_parameters: Optional[int] = None): if not existing: try: print(f"Initializing {country.upper()} current law parameters...") - self.initialize_with_current_law(country, max_parameters) + self.initialize_with_current_law(country) except ImportError: print(f"Note: policyengine-{country} not installed, skipping initialization") except Exception as e: @@ -194,14 +206,12 @@ def run_migrations(self) -> None: # Parameter initialization def initialize_with_current_law( self, - country: str = None, - max_parameters: Optional[int] = None + country: str = None ) -> None: """Initialize database with current law parameters. Args: country: Country code (uses default if not specified) - max_parameters: Maximum number of parameters to import (None = all) """ country = country or self.default_country if not country: @@ -224,8 +234,7 @@ def initialize_with_current_law( tax_benefit_system=system, country=country.lower(), scenario_name="current_law", - scenario_description="Current model baseline", - max_parameters=max_parameters + scenario_description="Current model baseline" ) def get_current_law_scenario( diff --git a/src/policyengine/database/parameter_utils.py b/src/policyengine/database/parameter_utils.py index 095467a6..0e9c1888 100644 --- a/src/policyengine/database/parameter_utils.py +++ b/src/policyengine/database/parameter_utils.py @@ -130,8 +130,7 @@ def import_parameters_from_tax_benefit_system( tax_benefit_system, country: str, scenario_name: str = "current_law", - scenario_description: str = "Current law parameters", - max_parameters: Optional[int] = None + scenario_description: str = "Current law parameters" ) -> ScenarioMetadata: """Import all parameters from a tax benefit system into the database. @@ -141,7 +140,6 @@ def import_parameters_from_tax_benefit_system( country: Country code scenario_name: Name for the scenario scenario_description: Description for the scenario - max_parameters: Maximum number of parameters to import (None = all) Returns: Created scenario with parameters @@ -164,16 +162,10 @@ def import_parameters_from_tax_benefit_system( # Track parameters by name to avoid duplicates param_map = {} - param_count = 0 # Process parameter tree recursively def process_parameter_tree(node, parent_id=None): """Recursively process parameter tree.""" - nonlocal param_count - - # Check if we've hit the limit - if max_parameters and param_count >= max_parameters: - return if isinstance(node, ParameterNode): # Create parameter for node @@ -189,7 +181,6 @@ def process_parameter_tree(node, parent_id=None): session.add(param_meta) session.flush() param_id = param_meta.id - param_count += 1 else: param_id = existing.id @@ -197,8 +188,6 @@ def process_parameter_tree(node, parent_id=None): # Process children for _, child in node.children.items(): - if max_parameters and param_count >= max_parameters: - break process_parameter_tree(child, param_id) elif isinstance(node, Parameter): @@ -215,7 +204,6 @@ def process_parameter_tree(node, parent_id=None): session.add(param_meta) session.flush() param_id = param_meta.id - param_count += 1 else: param_id = existing.id diff --git a/test_database_functions.py b/test_database_functions.py deleted file mode 100644 index d3fcf31a..00000000 --- a/test_database_functions.py +++ /dev/null @@ -1,179 +0,0 @@ -"""Test the new database functions.""" - -from src.policyengine.database import Database, DatabaseConfig -import pandas as pd -import numpy as np -from datetime import datetime -import traceback - -def test_database_functions(): - """Test all the new database functions.""" - - # Create database with UK as default country - config = DatabaseConfig( - connection_string="sqlite:///test_full_db.db", - echo=False, - local_storage_path="./test_simulations" - ) - - # Test with single country (becomes default) - auto-initializes - db = Database(config, countries=["uk"], initialize=False) # Disable auto-init for testing - - # Clear database - db.drop_all() - db.init_db() - - print("=== Testing Database Functions ===\n") - - # 1. Initialize with current law - print("1. Initializing current law parameters...") - try: - db.initialize_with_current_law(max_parameters=50) - print(" ✓ Current law initialized (country defaults to UK)") - except Exception as e: - print(f" ✗ Error: {e}") - - # 2. Add a parametric scenario - print("\n2. Adding parametric scenario...") - try: - param_changes = { - "gov.hmrc.income_tax.rates.uk.basic": 0.25, # Simple value - "gov.hmrc.income_tax.rates.uk.higher": { - "2024-01-01.2025-12-31": 0.45, # Date range - "2026-01-01.2027-12-31": 0.42 - } - } - scenario = db.add_parametric_scenario( - name="basic_rate_reform", - parameter_changes=param_changes, - description="Reform to change basic and higher tax rates" - ) - print(f" ✓ Created scenario: {scenario.name} with {len(param_changes)} parameter changes") - except Exception as e: - print(f" ✗ Error: {e}") - - # 3. Get scenario - print("\n3. Retrieving scenario...") - try: - retrieved = db.get_scenario("basic_rate_reform") - if retrieved: - print(f" ✓ Retrieved scenario: {retrieved.name}") - print(f" ID: {retrieved.id[:8]}...") - print(f" Country: {retrieved.country}") - else: - print(" ✗ Scenario not found") - except Exception as e: - print(f" ✗ Error: {e}") - - # 4. Add dataset - print("\n4. Adding dataset...") - try: - dataset = db.add_dataset( - name="frs_2023_24", - year=2023, - source="FRS", - version="2023.24", - description="Family Resources Survey 2023-24" - ) - print(f" ✓ Added dataset: {dataset.name}") - except Exception as e: - print(f" ✗ Error: {e}") - - # 5. Create and store simulation - print("\n5. Storing simulation results...") - try: - # Create a mock simulation object for testing - from policyengine_uk import Simulation - - test_simulation = Simulation( - situation={ - "people": { - "person1": { - "age": {"2024": 30}, - "employment_income": {"2024": 30000} - } - }, - "benunit": { - "members": ["person1"], - }, - "household": { - "members": ["person1"] - } - } - ) - - sim_result = db.add_simulation( - scenario="basic_rate_reform", - simulation=test_simulation, - dataset="frs_2023_24", - year=2024, - tags=["tax_reform", "basic_rate"] - ) - print(f" ✓ Stored simulation: {sim_result.id[:8]}...") - print(f" File size: {sim_result.file_size_mb:.2f} MB") - except Exception as e: - print(f" ✗ Error: {e}") - raise e - - # 6. Retrieve simulation - print("\n6. Retrieving simulation...") - try: - retrieved_sim = db.get_simulation( - scenario="basic_rate_reform", - dataset="frs_2023_24", - year=2024 - ) - if retrieved_sim: - print(f" ✓ Retrieved simulation: {retrieved_sim['id'][:8]}...") - print(f" Contains data keys: {list(retrieved_sim['data'].keys())}") - - # Verify data integrity - household_df = retrieved_sim['data']['household'] - if isinstance(household_df, pd.DataFrame): - print(f" Household data shape: {household_df.shape}") - else: - print(" ✗ Simulation not found") - except Exception as e: - print(f" ✗ Error: {e}") - - # 7. Test with multiple countries - print("\n7. Testing multiple country support and auto-initialization...") - db_multi = Database(config, countries=["uk", "us"], initialize=True, max_init_parameters=10) - - try: - # Check if auto-initialization worked - uk_current = db_multi.get_current_law_scenario("uk") - us_current = db_multi.get_current_law_scenario("us") - - if uk_current: - print(f" ✓ Auto-initialized UK current law: {uk_current.name}") - if us_current: - print(f" ✓ Auto-initialized US current law: {us_current.name}") - - # Add US dataset (country must be specified when multiple countries) - us_dataset = db_multi.add_dataset( - name="cps_2023", - country="us", - year=2023, - source="CPS", - description="Current Population Survey 2023" - ) - print(f" ✓ Added US dataset: {us_dataset.name}") - - # Test default country (should be UK when both are present) - print(f" ✓ Default country is: {db_multi.default_country}") - except Exception as e: - print(f" ✗ Error: {e}") - - print("\n=== All tests completed ===") - - # Clean up - import os - import shutil - if os.path.exists("test_full_db.db"): - os.remove("test_full_db.db") - if os.path.exists("./test_simulations"): - shutil.rmtree("./test_simulations") - -if __name__ == "__main__": - test_database_functions() \ No newline at end of file From f1d8179b11f934ce1df8d5066435d66ff20a9a30 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 25 Aug 2025 02:46:13 +0100 Subject: [PATCH 13/97] Add model versioning --- src/policyengine/database/database.py | 13 +------------ src/policyengine/database/dataset_manager.py | 4 +++- src/policyengine/database/models.py | 16 ++++++++++++++++ src/policyengine/database/parameter_utils.py | 13 +++++++++---- src/policyengine/database/scenario_manager.py | 11 ++++++++--- src/policyengine/database/simulation_manager.py | 6 ++++-- 6 files changed, 41 insertions(+), 22 deletions(-) diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index d6ca624c..cb459705 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -52,7 +52,7 @@ def __init__( gcs_prefix: str = "simulations/", # Other options countries: Optional[List[str]] = None, - initialize: bool = True, + initialize: bool = False, ): """Initialize database with configuration. @@ -138,11 +138,6 @@ def _setup_local_storage(self): """Ensure local storage directories exist.""" storage_path = Path(self.config.local_storage_path) storage_path.mkdir(parents=True, exist_ok=True) - - # Create subdirectories for organization - for country in self.countries: - (storage_path / country.lower()).mkdir(exist_ok=True) - (storage_path / "temp").mkdir(exist_ok=True) def _auto_initialize(self): """Automatically initialize database with current law parameters for each country.""" @@ -158,7 +153,6 @@ def _auto_initialize(self): if not existing: try: - print(f"Initializing {country.upper()} current law parameters...") self.initialize_with_current_law(country) except ImportError: print(f"Note: policyengine-{country} not installed, skipping initialization") @@ -198,11 +192,6 @@ def drop_all(self) -> None: """Drop all tables (use with caution).""" Base.metadata.drop_all(bind=self.engine) - def run_migrations(self) -> None: - """Run all database migrations to update schema.""" - from .migrations import run_all_migrations - run_all_migrations(self.engine) - # Parameter initialization def initialize_with_current_law( self, diff --git a/src/policyengine/database/dataset_manager.py b/src/policyengine/database/dataset_manager.py index 7b290d8c..9057a9b3 100644 --- a/src/policyengine/database/dataset_manager.py +++ b/src/policyengine/database/dataset_manager.py @@ -4,7 +4,7 @@ from datetime import datetime from typing import Dict, Any, Optional, List from sqlalchemy.orm import Session -from .models import DatasetMetadata +from .models import DatasetMetadata, get_model_version class DatasetManager: @@ -60,6 +60,7 @@ def add_dataset( existing.year = year existing.source = source or existing.source existing.version = version or existing.version + existing.model_version = get_model_version(country) existing.description = description or existing.description existing.updated_at = datetime.now() dataset = existing @@ -72,6 +73,7 @@ def add_dataset( year=year, source=source, version=version, + model_version=get_model_version(country), description=description ) session.add(dataset) diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index cff48e01..003fbab3 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -9,12 +9,28 @@ from datetime import datetime import uuid import enum +import importlib.metadata Base = declarative_base() def generate_uuid(): return str(uuid.uuid4()) +def get_model_version(country: str) -> str: + """Get the installed version of policyengine for a given country. + + Args: + country: Country code (e.g., 'uk', 'us') + + Returns: + Version string or None if package not found + """ + try: + package_name = f"policyengine-{country.lower()}" + return importlib.metadata.version(package_name) + except importlib.metadata.PackageNotFoundError: + return None + class SimulationStatus(enum.Enum): """Status of simulation processing.""" PENDING = "pending" diff --git a/src/policyengine/database/parameter_utils.py b/src/policyengine/database/parameter_utils.py index 0e9c1888..35683541 100644 --- a/src/policyengine/database/parameter_utils.py +++ b/src/policyengine/database/parameter_utils.py @@ -9,7 +9,8 @@ ParameterMetadata, ParameterChangeMetadata, ScenarioMetadata, - Base + Base, + get_model_version ) import json import uuid @@ -67,7 +68,8 @@ def extract_parameter_metadata( def extract_parameter_changes( param: Parameter, parameter_id: str, - scenario_id: str + scenario_id: str, + country: str = None ) -> List[ParameterChangeMetadata]: """Extract parameter changes from a policyengine-core parameter. @@ -75,6 +77,7 @@ def extract_parameter_changes( param: Parameter from policyengine-core parameter_id: ID of the parameter in database scenario_id: ID of the scenario these changes belong to + country: Country code for getting model version Returns: List of ParameterChangeMetadata instances @@ -118,7 +121,8 @@ def extract_parameter_changes( start_date=start_date, end_date=end_date, value=json.dumps(value_at_instant.value) if not isinstance(value_at_instant.value, (bool, int, float, str)) else value_at_instant.value, - order_index=len(param.values_list) - idx - 1 # Most recent first + order_index=len(param.values_list) - idx - 1, # Most recent first + model_version=get_model_version(country) if country else None ) changes.append(change) @@ -155,6 +159,7 @@ def import_parameters_from_tax_benefit_system( id=str(uuid.uuid4()), name=scenario_name, country=country, + model_version=get_model_version(country), description=scenario_description ) session.add(scenario) @@ -210,7 +215,7 @@ def process_parameter_tree(node, parent_id=None): param_map[node.name] = param_id # Extract and add parameter changes - changes = extract_parameter_changes(node, param_id, scenario.id) + changes = extract_parameter_changes(node, param_id, scenario.id, country) for change in changes: # Check if change already exists existing_change = session.query(ParameterChangeMetadata).filter_by( diff --git a/src/policyengine/database/scenario_manager.py b/src/policyengine/database/scenario_manager.py index 8d7e335c..480f5ee1 100644 --- a/src/policyengine/database/scenario_manager.py +++ b/src/policyengine/database/scenario_manager.py @@ -6,7 +6,7 @@ from typing import Dict, Any, Optional from sqlalchemy.orm import Session, joinedload from policyengine_core.periods import period as parse_period -from .models import ScenarioMetadata, ParameterMetadata, ParameterChangeMetadata +from .models import ScenarioMetadata, ParameterMetadata, ParameterChangeMetadata, get_model_version class ScenarioManager: @@ -54,6 +54,8 @@ def add_parametric_scenario( if existing: # Update existing scenario - clear old parameter changes + existing.model_version = get_model_version(country) + existing.updated_at = datetime.now() session.query(ParameterChangeMetadata).filter_by( scenario_id=existing.id ).delete() @@ -64,6 +66,7 @@ def add_parametric_scenario( id=str(uuid.uuid4()), name=name, country=country.lower(), + model_version=get_model_version(country), description=description or f"Parametric reform scenario: {name}" ) session.add(scenario) @@ -99,7 +102,8 @@ def add_parametric_scenario( parameter_id=param.id, start_date=start_date, end_date=end_date, - value=value if isinstance(value, (bool, int, float, str)) else json.dumps(value) + value=value if isinstance(value, (bool, int, float, str)) else json.dumps(value), + model_version=get_model_version(country) ) session.add(change) else: @@ -110,7 +114,8 @@ def add_parametric_scenario( parameter_id=param.id, start_date=datetime(2000, 1, 1), end_date=datetime(2100, 1, 1), - value=value_spec if isinstance(value_spec, (bool, int, float, str)) else json.dumps(value_spec) + value=value_spec if isinstance(value_spec, (bool, int, float, str)) else json.dumps(value_spec), + model_version=get_model_version(country) ) session.add(change) diff --git a/src/policyengine/database/simulation_manager.py b/src/policyengine/database/simulation_manager.py index 4e260072..cd953614 100644 --- a/src/policyengine/database/simulation_manager.py +++ b/src/policyengine/database/simulation_manager.py @@ -4,7 +4,7 @@ from datetime import datetime from typing import Any, Optional, List, Union from sqlalchemy.orm import Session -from .models import SimulationMetadata, SimulationStatus, ScenarioMetadata, DatasetMetadata +from .models import SimulationMetadata, SimulationStatus, ScenarioMetadata, DatasetMetadata, get_model_version from .storage_backend import StorageBackend from ..countries.uk import UKModelOutput from ..countries.us import USModelOutput @@ -85,7 +85,8 @@ def add_simulation( id=str(uuid.uuid4()), name=dataset, country=country.lower(), - year=year + year=year, + model_version=get_model_version(country) ) session.add(dataset_obj) session.flush() @@ -111,6 +112,7 @@ def add_simulation( file_size_mb=file_size_mb, dataset=dataset, scenario=scenario, + model_version=get_model_version(country), status=SimulationStatus.COMPLETED, completed_at=datetime.now(), tags=tags From 8c7ef7ad81e7e64a440a9eb896143f453b3205a9 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 25 Aug 2025 10:48:09 +0100 Subject: [PATCH 14/97] Have initialise update parameters --- src/policyengine/database/parameter_utils.py | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/src/policyengine/database/parameter_utils.py b/src/policyengine/database/parameter_utils.py index 35683541..a2baeca4 100644 --- a/src/policyengine/database/parameter_utils.py +++ b/src/policyengine/database/parameter_utils.py @@ -164,6 +164,11 @@ def import_parameters_from_tax_benefit_system( ) session.add(scenario) session.flush() + else: + # Update existing scenario's model version + scenario.model_version = get_model_version(country) + scenario.updated_at = datetime.now() + session.flush() # Track parameters by name to avoid duplicates param_map = {} @@ -225,7 +230,12 @@ def process_parameter_tree(node, parent_id=None): ).first() if not existing_change: + # Add new parameter change session.add(change) + else: + # Update model version for existing change, preserve value + existing_change.model_version = get_model_version(country) + existing_change.updated_at = datetime.now() # Start processing from root params = tax_benefit_system.parameters From e166ecc6d3bd3c7c40f9a92162c5db5cb49eebdf Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 25 Aug 2025 11:17:36 +0100 Subject: [PATCH 15/97] Add variables table --- src/policyengine/__init__.py | 3 +- src/policyengine/countries/uk.py | 6 +- src/policyengine/countries/us.py | 7 +- src/policyengine/database/__init__.py | 15 ++- src/policyengine/database/database.py | 84 ++++++++++++++- src/policyengine/database/models.py | 30 ++++++ src/policyengine/database/parameter_utils.py | 11 +- src/policyengine/database/scenario_manager.py | 20 +++- src/policyengine/database/variable_utils.py | 101 ++++++++++++++++++ 9 files changed, 261 insertions(+), 16 deletions(-) create mode 100644 src/policyengine/database/variable_utils.py diff --git a/src/policyengine/__init__.py b/src/policyengine/__init__.py index 1c887275..c4e8475f 100644 --- a/src/policyengine/__init__.py +++ b/src/policyengine/__init__.py @@ -2,9 +2,8 @@ __version__ = "0.6.1" -from .database import Database, DatabaseConfig +from .database import Database __all__ = [ "Database", - "DatabaseConfig", ] \ No newline at end of file diff --git a/src/policyengine/countries/uk.py b/src/policyengine/countries/uk.py index 509785af..e23b93ec 100644 --- a/src/policyengine/countries/uk.py +++ b/src/policyengine/countries/uk.py @@ -1,4 +1,6 @@ -from policyengine_uk import Simulation, Microsimulation +from typing import TYPE_CHECKING +if TYPE_CHECKING: + from policyengine_uk import Simulation from .general import process_simulation, ModelOutput from pydantic import BaseModel, ConfigDict import pandas as pd @@ -18,7 +20,7 @@ class UKModelOutput(ModelOutput): "household_net_income", ] -def process_uk_simulation(simulation: Simulation, year: int) -> UKModelOutput: +def process_uk_simulation(simulation: "Simulation", year: int) -> UKModelOutput: entity_tables = process_simulation(simulation, year, variable_whitelist=UK_VARIABLE_WHITELIST) return UKModelOutput( diff --git a/src/policyengine/countries/us.py b/src/policyengine/countries/us.py index 67448390..c628a8b2 100644 --- a/src/policyengine/countries/us.py +++ b/src/policyengine/countries/us.py @@ -1,8 +1,9 @@ -from policyengine_us import Simulation, Microsimulation from .general import process_simulation, ModelOutput from pydantic import BaseModel, ConfigDict import pandas as pd -from typing import List +from typing import List, TYPE_CHECKING +if TYPE_CHECKING: + from policyengine_us import Simulation class USModelOutput(ModelOutput): person: pd.DataFrame @@ -20,7 +21,7 @@ class USModelOutput(ModelOutput): "household_net_income", ] -def process_us_simulation(simulation: Simulation, year: int) -> USModelOutput: +def process_us_simulation(simulation: "Simulation", year: int) -> USModelOutput: entity_tables = process_simulation(simulation, year, variable_whitelist=US_VARIABLE_WHITELIST) return USModelOutput( diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py index 1910f467..8a509399 100644 --- a/src/policyengine/database/__init__.py +++ b/src/policyengine/database/__init__.py @@ -1,13 +1,15 @@ """Database abstraction for PolicyEngine with hybrid storage.""" -from .database import Database, DatabaseConfig +from .database import Database from .models import ( SimulationMetadata, DatasetMetadata, ScenarioMetadata, ParameterMetadata, ParameterChangeMetadata, - SimulationStatus + SimulationStatus, + VariableMetadata, + User ) from .parameter_utils import ( import_parameters_from_tax_benefit_system, @@ -16,6 +18,10 @@ get_parameter_value_at_instant, apply_parameter_changes_to_simulation ) +from .variable_utils import ( + import_variables_from_tax_benefit_system, + extract_variable_metadata +) from .storage_backend import StorageBackend from .scenario_manager import ScenarioManager from .dataset_manager import DatasetManager @@ -24,7 +30,6 @@ __all__ = [ # Main classes "Database", - "DatabaseConfig", # Models "SimulationMetadata", @@ -32,6 +37,8 @@ "ScenarioMetadata", "ParameterMetadata", "ParameterChangeMetadata", + "VariableMetadata", + "User", "SimulationStatus", # Managers (for advanced use) @@ -46,4 +53,6 @@ "extract_parameter_changes", "get_parameter_value_at_instant", "apply_parameter_changes_to_simulation", + "import_variables_from_tax_benefit_system", + "extract_variable_metadata", ] \ No newline at end of file diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index cb459705..5193a103 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -153,6 +153,7 @@ def _auto_initialize(self): if not existing: try: + print(f"Initializing {country.upper()} current law parameters and variables...") self.initialize_with_current_law(country) except ImportError: print(f"Note: policyengine-{country} not installed, skipping initialization") @@ -216,8 +217,11 @@ def initialize_with_current_law( else: raise ValueError(f"Unsupported country: {country}") - # Import parameters into database + # Import parameters and variables into database with self.session() as session: + from .variable_utils import import_variables_from_tax_benefit_system + + # Import parameters import_parameters_from_tax_benefit_system( session=session, tax_benefit_system=system, @@ -225,6 +229,16 @@ def initialize_with_current_law( scenario_name="current_law", scenario_description="Current model baseline" ) + + # Import variables + variable_count = import_variables_from_tax_benefit_system( + session=session, + tax_benefit_system=system, + country=country.lower() + ) + + if variable_count > 0: + print(f"Imported {variable_count} new variables for {country.upper()}") def get_current_law_scenario( self, @@ -262,7 +276,6 @@ def add_parametric_scenario( parameter_changes: dict = None, country: str = None, description: str = None, - base_scenario: str = "current_law", ): """Add a parametric scenario with parameter changes. @@ -271,7 +284,7 @@ def add_parametric_scenario( """ with self.session() as session: return self.scenarios.add_parametric_scenario( - session, name, parameter_changes, country, description, base_scenario + session, name, parameter_changes, country, description ) def get_scenario( @@ -373,4 +386,67 @@ def list_simulations( with self.session() as session: return self.simulations.list_simulations( session, country, scenario, dataset, year, tags - ) \ No newline at end of file + ) + + # Variable management + def get_variable( + self, + name: str, + country: str = None + ): + """Get a variable by name and country. + + Returns: + VariableMetadata object or None if not found + """ + from .models import VariableMetadata + country = country or self.default_country + + with self.session() as session: + variable = session.query(VariableMetadata).filter_by( + name=name, + country=country.lower() + ).first() + + if variable: + session.expunge(variable) + + return variable + + def list_variables( + self, + country: str = None, + entity: str = None, + value_type: str = None + ): + """List variables matching criteria. + + Args: + country: Filter by country + entity: Filter by entity (e.g., 'person', 'household') + value_type: Filter by value type (e.g., 'float', 'bool') + + Returns: + List of VariableMetadata objects + """ + from .models import VariableMetadata + country = country or self.default_country + + with self.session() as session: + query = session.query(VariableMetadata) + + if country: + query = query.filter_by(country=country.lower()) + + if entity: + query = query.filter_by(entity=entity) + + if value_type: + query = query.filter_by(value_type=value_type) + + variables = query.order_by(VariableMetadata.name).all() + + for var in variables: + session.expunge(var) + + return variables \ No newline at end of file diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index 003fbab3..e65a1692 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -140,6 +140,36 @@ class ScenarioMetadata(Base): ) +class VariableMetadata(Base): + """Registry of all variables that can be calculated.""" + __tablename__ = "variables" + + id = Column(String, primary_key=True, default=generate_uuid) + name = Column(String, nullable=False, index=True) # e.g., "household_net_income" + country = Column(String, nullable=False, index=True) + + # Variable metadata + label = Column(String, nullable=True) # Human-readable name + description = Column(Text, nullable=True) + unit = Column(String, nullable=True) # e.g., "GBP", "USD", "person", "boolean" + value_type = Column(String, nullable=False) # "float", "int", "bool", "string", "enum" + entity = Column(String, nullable=False) # "person", "household", "tax_unit", etc. + definition_period = Column(String, nullable=True) # "year", "month", "eternity" + + # Model version tracking + model_version = Column(String, nullable=True) # Version when this variable was added/updated + + # Metadata + created_at = Column(DateTime, default=datetime.now) + updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) + created_by = Column(String, ForeignKey("users.id"), nullable=True) + + # Unique constraint on (name, country) + __table_args__ = ( + UniqueConstraint('name', 'country', name='_variable_name_country_uc'), + ) + + class ParameterMetadata(Base): """Registry of all parameters that can be modified.""" __tablename__ = "parameters" diff --git a/src/policyengine/database/parameter_utils.py b/src/policyengine/database/parameter_utils.py index a2baeca4..4b2cf50e 100644 --- a/src/policyengine/database/parameter_utils.py +++ b/src/policyengine/database/parameter_utils.py @@ -113,6 +113,15 @@ def extract_parameter_changes( except: pass + # Handle special float values that PostgreSQL JSON doesn't support + value = value_at_instant.value + if isinstance(value, float): + import math + if math.isinf(value): + value = str(value) # Store as string "Infinity" or "-Infinity" + elif math.isnan(value): + value = "NaN" # Store as string "NaN" + # Create change record change = ParameterChangeMetadata( id=str(uuid.uuid4()), @@ -120,7 +129,7 @@ def extract_parameter_changes( parameter_id=parameter_id, start_date=start_date, end_date=end_date, - value=json.dumps(value_at_instant.value) if not isinstance(value_at_instant.value, (bool, int, float, str)) else value_at_instant.value, + value=json.dumps(value) if not isinstance(value, (bool, int, float, str)) else value, order_index=len(param.values_list) - idx - 1, # Most recent first model_version=get_model_version(country) if country else None ) diff --git a/src/policyengine/database/scenario_manager.py b/src/policyengine/database/scenario_manager.py index 480f5ee1..a0ceb645 100644 --- a/src/policyengine/database/scenario_manager.py +++ b/src/policyengine/database/scenario_manager.py @@ -96,6 +96,15 @@ def add_parametric_scenario( # Multiple time periods specified for period_str, value in value_spec.items(): start_date, end_date = self._parse_period_string(period_str) + + # Handle special float values + if isinstance(value, float): + import math + if math.isinf(value): + value = str(value) + elif math.isnan(value): + value = "NaN" + change = ParameterChangeMetadata( id=str(uuid.uuid4()), scenario_id=scenario.id, @@ -108,13 +117,22 @@ def add_parametric_scenario( session.add(change) else: # Single value for default period (2000-2100) + # Handle special float values + value = value_spec + if isinstance(value, float): + import math + if math.isinf(value): + value = str(value) + elif math.isnan(value): + value = "NaN" + change = ParameterChangeMetadata( id=str(uuid.uuid4()), scenario_id=scenario.id, parameter_id=param.id, start_date=datetime(2000, 1, 1), end_date=datetime(2100, 1, 1), - value=value_spec if isinstance(value_spec, (bool, int, float, str)) else json.dumps(value_spec), + value=value if isinstance(value, (bool, int, float, str)) else json.dumps(value), model_version=get_model_version(country) ) session.add(change) diff --git a/src/policyengine/database/variable_utils.py b/src/policyengine/database/variable_utils.py new file mode 100644 index 00000000..209a7fd6 --- /dev/null +++ b/src/policyengine/database/variable_utils.py @@ -0,0 +1,101 @@ +"""Utilities for extracting and managing variables from policyengine-core.""" + +from typing import Optional +from datetime import datetime +from sqlalchemy.orm import Session +from .models import VariableMetadata, get_model_version +import uuid + + +def extract_variable_metadata( + variable, + country: str +) -> VariableMetadata: + """Extract metadata from a policyengine-core variable. + + Args: + variable: Variable from policyengine-core + country: Country code (e.g., 'uk', 'us') + + Returns: + VariableMetadata model instance + """ + # Determine value type from variable + value_type = getattr(variable, 'value_type', None) + if value_type: + value_type_name = value_type.__name__ if hasattr(value_type, '__name__') else str(value_type) + if 'float' in value_type_name.lower(): + value_type_str = 'float' + elif 'int' in value_type_name.lower(): + value_type_str = 'int' + elif 'bool' in value_type_name.lower(): + value_type_str = 'bool' + elif 'str' in value_type_name.lower(): + value_type_str = 'string' + elif 'enum' in value_type_name.lower(): + value_type_str = 'enum' + else: + value_type_str = 'float' # default + else: + value_type_str = 'float' + + # Extract metadata + metadata = VariableMetadata( + id=str(uuid.uuid4()), + name=variable.name, + country=country.lower(), + label=getattr(variable, 'label', None), + description=getattr(variable, 'documentation', None), + unit=getattr(variable, 'unit', None), + value_type=value_type_str, + entity=variable.entity.key if hasattr(variable, 'entity') else 'unknown', + definition_period=getattr(variable, 'definition_period', None), + model_version=get_model_version(country) + ) + + return metadata + + +def import_variables_from_tax_benefit_system( + session: Session, + tax_benefit_system, + country: str +) -> int: + """Import all variables from a tax benefit system into the database. + + Args: + session: Database session + tax_benefit_system: PolicyEngine tax benefit system + country: Country code + + Returns: + Number of variables imported/updated + """ + count = 0 + current_version = get_model_version(country) + + # Get all variables from the tax benefit system + variables = tax_benefit_system.variables + + for variable_name, variable in variables.items(): + # Check if variable already exists + existing = session.query(VariableMetadata).filter_by( + name=variable_name, + country=country.lower() + ).first() + + if existing: + # Update existing variable's model version and metadata + existing.label = getattr(variable, 'label', existing.label) + existing.description = getattr(variable, 'documentation', existing.description) + existing.unit = getattr(variable, 'unit', existing.unit) + existing.model_version = current_version + existing.updated_at = datetime.now() + else: + # Create new variable entry + variable_meta = extract_variable_metadata(variable, country) + session.add(variable_meta) + count += 1 + + session.commit() + return count \ No newline at end of file From f696d5bdbcbb97c89a5ee512b89b499ca70719a1 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 25 Aug 2025 12:25:25 +0100 Subject: [PATCH 16/97] Add data file tracking --- src/policyengine/database/__init__.py | 2 + src/policyengine/database/database.py | 132 ++++++++++++++++-- src/policyengine/database/dataset_manager.py | 52 ++++++- src/policyengine/database/models.py | 77 ++++++++++ src/policyengine/database/scenario_manager.py | 2 +- .../database/simulation_manager.py | 78 +++++++++-- src/policyengine/database/storage_backend.py | 96 ++++++++++--- 7 files changed, 394 insertions(+), 45 deletions(-) diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py index 8a509399..4813db0b 100644 --- a/src/policyengine/database/__init__.py +++ b/src/policyengine/database/__init__.py @@ -4,6 +4,7 @@ from .models import ( SimulationMetadata, DatasetMetadata, + DataFile, ScenarioMetadata, ParameterMetadata, ParameterChangeMetadata, @@ -34,6 +35,7 @@ # Models "SimulationMetadata", "DatasetMetadata", + "DataFile", "ScenarioMetadata", "ParameterMetadata", "ParameterChangeMetadata", diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index 5193a103..203c22ca 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -159,6 +159,94 @@ def _auto_initialize(self): print(f"Note: policyengine-{country} not installed, skipping initialization") except Exception as e: print(f"Warning: Could not initialize {country} parameters: {e}") + + # Initialize default datasets + self._initialize_default_datasets(country) + + def _initialize_default_datasets(self, country: str): + """Initialize default datasets for a country with DataFile references. + + Args: + country: Country code ('uk' or 'us') + """ + from .models import DataFile, DatasetMetadata + + # Define default datasets for each country + default_datasets = { + "uk": [ + { + "name": "frs_2023_24", + "year": 2023, + "source": "FRS", + "description": "Family Resources Survey 2023-24", + "filename": "frs_2023_24.h5", + "gcs_bucket": "policyengine-uk-data-private", + "gcs_path": "frs_2023_24.h5" + }, + { + "name": "enhanced_frs_2023_24", + "year": 2023, + "source": "FRS", + "description": "Enhanced Family Resources Survey 2023-24 with imputed wealth", + "filename": "enhanced_frs_2023_24.h5", + "gcs_bucket": "policyengine-uk-data-private", + "gcs_path": "enhanced_frs_2023_24.h5" + } + ], + "us": [ + { + "name": "cps_2023", + "year": 2023, + "source": "CPS", + "description": "Current Population Survey 2023", + "filename": "cps_2023.h5", + "gcs_bucket": "policyengine-us-data", + "gcs_path": "cps_2023.h5" + }, + { + "name": "enhanced_cps_2024", + "year": 2024, + "source": "CPS", + "description": "Enhanced Current Population Survey 2024", + "filename": "enhanced_cps_2024.h5", + "gcs_bucket": "policyengine-us-data", + "gcs_path": "enhanced_cps_2024.h5" + } + ] + } + + datasets = default_datasets.get(country.lower(), []) + + if not datasets: + return + + with self.session() as session: + for dataset_info in datasets: + # Check if dataset already exists + existing = session.query(DatasetMetadata).filter_by( + name=dataset_info["name"], + country=country.lower() + ).first() + + if not existing: + # Create DataFile entry + datafile = self.datasets.create_datafile( + session=session, + filename=dataset_info["filename"], + gcs_bucket=dataset_info["gcs_bucket"], + gcs_path=dataset_info["gcs_path"] + ) + + # Create dataset with datafile reference + self.datasets.add_dataset( + session=session, + name=dataset_info["name"], + country=country, + year=dataset_info["year"], + source=dataset_info["source"], + description=dataset_info["description"], + datafile=datafile + ) @contextmanager def session(self) -> Session: @@ -270,7 +358,7 @@ def get_current_law_scenario( return scenario # Scenario management (delegated to ScenarioManager) - def add_parametric_scenario( + def add_scenario( self, name: str, parameter_changes: dict = None, @@ -283,7 +371,7 @@ def add_parametric_scenario( Returns ScenarioMetadata object. """ with self.session() as session: - return self.scenarios.add_parametric_scenario( + return self.scenarios.add_scenario( session, name, parameter_changes, country, description ) @@ -340,20 +428,46 @@ def list_datasets( # Simulation management (delegated to SimulationManager) def add_simulation( self, - scenario: str, + scenario: Any, # Can be ScenarioMetadata object or string simulation: Any, - dataset: str = None, + dataset: Any = None, # Can be DatasetMetadata object or string country: str = None, year: int = None, tags: List[str] = None, ): """Store simulation results from a policyengine_core Simulation object. - Returns SimulationMetadata object. + Args: + scenario: ScenarioMetadata object or scenario name string + simulation: Simulation object from policyengine_core + dataset: DatasetMetadata object or dataset name string (optional) + country: Country code (optional, extracted from scenario/dataset if objects provided) + year: Year of simulation + tags: Optional tags for filtering + + Returns: + SimulationMetadata object with get_data() method """ + # Extract names and country from objects if provided + if hasattr(scenario, 'name'): + # It's a ScenarioMetadata object + scenario_name = scenario.name + country = country or scenario.country + else: + # It's a string + scenario_name = scenario + + if dataset and hasattr(dataset, 'name'): + # It's a DatasetMetadata object + dataset_name = dataset.name + country = country or dataset.country + else: + # It's a string or None + dataset_name = dataset + with self.session() as session: return self.simulations.add_simulation( - session, scenario, simulation, dataset, + session, scenario_name, simulation, dataset_name, country, year, tags ) @@ -364,13 +478,13 @@ def get_simulation( country: str = None, year: int = None, ): - """Retrieve simulation results. + """Retrieve simulation metadata. Returns: - UKModelOutput or USModelOutput object depending on country, or None if not found + SimulationMetadata object with get_data() method, or None if not found """ with self.session() as session: - return self.simulations.get_simulation( + return self.simulations.get_simulation_metadata( session, scenario, dataset, country, year ) diff --git a/src/policyengine/database/dataset_manager.py b/src/policyengine/database/dataset_manager.py index 9057a9b3..2251da3a 100644 --- a/src/policyengine/database/dataset_manager.py +++ b/src/policyengine/database/dataset_manager.py @@ -4,7 +4,7 @@ from datetime import datetime from typing import Dict, Any, Optional, List from sqlalchemy.orm import Session -from .models import DatasetMetadata, get_model_version +from .models import DatasetMetadata, DataFile, get_model_version class DatasetManager: @@ -18,6 +18,49 @@ def __init__(self, default_country: Optional[str] = None): """ self.default_country = default_country + def create_datafile( + self, + session: Session, + filename: str, + local_path: str = None, + gcs_bucket: str = None, + gcs_path: str = None, + huggingface_repo: str = None, + huggingface_path: str = None, + file_size_mb: float = None, + checksum: str = None, + ) -> DataFile: + """Create a DataFile entry. + + Args: + session: Database session + filename: Name of the file + local_path: Local file path + gcs_bucket: Google Cloud Storage bucket name + gcs_path: Path within GCS bucket + huggingface_repo: HuggingFace repository + huggingface_path: Path within HuggingFace repo + file_size_mb: File size in MB + checksum: File checksum for integrity + + Returns: + Created DataFile object + """ + datafile = DataFile( + id=str(uuid.uuid4()), + filename=filename, + local_path=local_path, + gcs_bucket=gcs_bucket, + gcs_path=gcs_path, + huggingface_repo=huggingface_repo, + huggingface_path=huggingface_path, + file_size_mb=file_size_mb, + checksum=checksum + ) + session.add(datafile) + session.flush() + return datafile + def add_dataset( self, session: Session, @@ -27,6 +70,7 @@ def add_dataset( source: str = None, version: str = None, description: str = None, + datafile: DataFile = None, ) -> DatasetMetadata: """Register a dataset in the database. @@ -38,6 +82,7 @@ def add_dataset( source: Source of the dataset (e.g., "FRS", "CPS") version: Version of the dataset description: Optional description + datafile: Optional DataFile object to link to this dataset Returns: Created DatasetMetadata object @@ -62,6 +107,8 @@ def add_dataset( existing.version = version or existing.version existing.model_version = get_model_version(country) existing.description = description or existing.description + if datafile: + existing.datafile = datafile existing.updated_at = datetime.now() dataset = existing else: @@ -74,7 +121,8 @@ def add_dataset( source=source, version=version, model_version=get_model_version(country), - description=description + description=description, + datafile=datafile ) session.add(dataset) diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index e65a1692..3a509d89 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -82,6 +82,9 @@ class SimulationMetadata(Base): scenario = Column(String, nullable=False) # e.g., "baseline" model_version = Column(String, nullable=True) # e.g., "0.5.2" + # DataFile reference + datafile_id = Column(String, ForeignKey("datafiles.id"), nullable=True) + # Processing metadata status = Column(Enum(SimulationStatus), default=SimulationStatus.PENDING, nullable=False) created_at = Column(DateTime, default=datetime.now) @@ -92,6 +95,74 @@ class SimulationMetadata(Base): description = Column(Text, nullable=True) tags = Column(JSON, nullable=True) # List of tags for filtering created_by = Column(String, ForeignKey("users.id"), nullable=True) # User/system that created it + + # Relationships + datafile = relationship("DataFile", back_populates="simulations") + + def get_data(self): + """Load the simulation data and return a ModelOutput object. + + Returns: + UKModelOutput or USModelOutput object, or None if data not found + """ + if not hasattr(self, '_storage'): + raise RuntimeError("SimulationMetadata was not loaded through Database.get_simulation()") + + # Import here to avoid circular imports + from ..countries.uk import UKModelOutput + from ..countries.us import USModelOutput + + # Load simulation data using storage backend + data = self._storage.load_simulation( + sim_id=self.id, + country=self.country, + scenario=self.scenario, + dataset=self.dataset, + year=self.year + ) + + if data is None: + return None + + # Return the appropriate model output type + if self.country.lower() == 'uk': + return UKModelOutput.from_tables(data) + elif self.country.lower() == 'us': + return USModelOutput.from_tables(data) + else: + raise ValueError(f"Unsupported country: {self.country}") + + +class DataFile(Base): + """Storage locations for data files across different backends.""" + __tablename__ = "datafiles" + + id = Column(String, primary_key=True, default=generate_uuid) + filename = Column(String, nullable=False, index=True) # e.g., "cps_2023.h5" + + # Local storage + local_path = Column(String, nullable=True) # e.g., "./simulations/cps_2023.h5" + + # Google Cloud Storage + gcs_bucket = Column(String, nullable=True) # e.g., "policyengine-us-data" + gcs_path = Column(String, nullable=True) # e.g., "cps_2023.h5" + + # HuggingFace + huggingface_repo = Column(String, nullable=True) # e.g., "PolicyEngine/us-data" + huggingface_path = Column(String, nullable=True) # e.g., "cps_2023.h5" + + # File metadata + file_size_mb = Column(Float, nullable=True) + checksum = Column(String, nullable=True) # For integrity checks + + # Metadata + created_at = Column(DateTime, default=datetime.now) + updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) + created_by = Column(String, ForeignKey("users.id"), nullable=True) + + # Relationships + datasets = relationship("DatasetMetadata", back_populates="datafile") + simulations = relationship("SimulationMetadata", back_populates="datafile") class DatasetMetadata(Base): @@ -108,11 +179,17 @@ class DatasetMetadata(Base): version = Column(String, nullable=True) model_version = Column(String, nullable=True) # e.g., "0.5.2" + # DataFile reference + datafile_id = Column(String, ForeignKey("datafiles.id"), nullable=True) + # Metadata description = Column(Text, nullable=True) created_at = Column(DateTime, default=datetime.now) updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) created_by = Column(String, ForeignKey("users.id"), nullable=True) + + # Relationships + datafile = relationship("DataFile", back_populates="datasets") class ScenarioMetadata(Base): diff --git a/src/policyengine/database/scenario_manager.py b/src/policyengine/database/scenario_manager.py index a0ceb645..a80d9380 100644 --- a/src/policyengine/database/scenario_manager.py +++ b/src/policyengine/database/scenario_manager.py @@ -20,7 +20,7 @@ def __init__(self, default_country: Optional[str] = None): """ self.default_country = default_country - def add_parametric_scenario( + def add_scenario( self, session: Session, name: str, diff --git a/src/policyengine/database/simulation_manager.py b/src/policyengine/database/simulation_manager.py index cd953614..3c5cba6d 100644 --- a/src/policyengine/database/simulation_manager.py +++ b/src/policyengine/database/simulation_manager.py @@ -4,7 +4,7 @@ from datetime import datetime from typing import Any, Optional, List, Union from sqlalchemy.orm import Session -from .models import SimulationMetadata, SimulationStatus, ScenarioMetadata, DatasetMetadata, get_model_version +from .models import SimulationMetadata, SimulationStatus, ScenarioMetadata, DatasetMetadata, DataFile, get_model_version from .storage_backend import StorageBackend from ..countries.uk import UKModelOutput from ..countries.us import USModelOutput @@ -104,6 +104,28 @@ def add_simulation( data=model_output ) + # Create DataFile entry for the simulation + datafile = None + if filepath: + # Create datafile entry + datafile = DataFile( + id=str(uuid.uuid4()), + filename=f"{sim_id}.h5", + local_path=filepath if self.storage.config.storage_mode == "local" else None, + gcs_bucket=self.storage.config.gcs_bucket if self.storage.config.storage_mode == "cloud" else None, + gcs_path=filepath if self.storage.config.storage_mode == "cloud" else None, + file_size_mb=file_size_mb + ) + session.add(datafile) + session.flush() + + # Link dataset's datafile to simulation if available + if dataset_obj and hasattr(dataset_obj, 'datafile') and dataset_obj.datafile: + # Simulation uses the same datafile as its source dataset + simulation_datafile = dataset_obj.datafile + else: + simulation_datafile = datafile + # Create simulation metadata simulation = SimulationMetadata( id=sim_id, @@ -115,23 +137,26 @@ def add_simulation( model_version=get_model_version(country), status=SimulationStatus.COMPLETED, completed_at=datetime.now(), - tags=tags + tags=tags, + datafile=simulation_datafile ) session.add(simulation) session.commit() session.refresh(simulation) + # Attach storage backend for get_data() method + simulation._storage = self.storage session.expunge(simulation) return simulation - def get_simulation( + def get_simulation_metadata( self, session: Session, scenario: str, dataset: str, country: str = None, year: int = None, - ) -> Optional[Union[UKModelOutput, USModelOutput]]: - """Retrieve simulation results. + ) -> Optional[SimulationMetadata]: + """Retrieve simulation metadata. Args: session: Database session @@ -141,7 +166,7 @@ def get_simulation( year: Year of simulation (optional filter) Returns: - UKModelOutput or USModelOutput object, or None if not found + SimulationMetadata object with get_data() method, or None if not found """ country = country or self.default_country if not country: @@ -160,13 +185,42 @@ def get_simulation( # Get most recent simulation matching criteria simulation = query.order_by(SimulationMetadata.created_at.desc()).first() + if simulation: + # Store storage backend reference for get_data() method + simulation._storage = self.storage + session.expunge(simulation) + + return simulation + + def get_simulation( + self, + session: Session, + scenario: str, + dataset: str, + country: str = None, + year: int = None, + ) -> Optional[Union[UKModelOutput, USModelOutput]]: + """Retrieve simulation results (legacy method, returns model output directly). + + Args: + session: Database session + scenario: Name of the scenario + dataset: Name of the dataset + country: Country code (uses default if not specified) + year: Year of simulation (optional filter) + + Returns: + UKModelOutput or USModelOutput object, or None if not found + """ + simulation = self.get_simulation_metadata(session, scenario, dataset, country, year) + if not simulation: return None - # Load simulation data + # Load and return the data directly data = self.storage.load_simulation( sim_id=simulation.id, - country=country, + country=simulation.country, scenario=scenario, dataset=dataset, year=simulation.year @@ -175,13 +229,13 @@ def get_simulation( if data is None: return None - # Convert loaded data to appropriate ModelOutput object - if country.lower() == 'uk': + # Return the appropriate model output type + if simulation.country.lower() == 'uk': return UKModelOutput.from_tables(data) - elif country.lower() == 'us': + elif simulation.country.lower() == 'us': return USModelOutput.from_tables(data) else: - raise ValueError(f"Unsupported country: {country}") + raise ValueError(f"Unsupported country: {simulation.country}") def list_simulations( self, diff --git a/src/policyengine/database/storage_backend.py b/src/policyengine/database/storage_backend.py index 88d678e3..81249356 100644 --- a/src/policyengine/database/storage_backend.py +++ b/src/policyengine/database/storage_backend.py @@ -119,19 +119,37 @@ def _save_to_h5(self, filepath: str, data: Dict[str, Any]) -> float: with h5py.File(filepath, 'w') as f: for key, value in data.items(): if isinstance(value, pd.DataFrame): - # Save DataFrame + # Save DataFrame as a dictionary of columns group = f.create_group(key) + + # Store each column as a dataset for col in value.columns: - group.create_dataset(col, data=value[col].values) - # Store column names and index - group.attrs['columns'] = list(value.columns) - group.attrs['index'] = list(value.index) + col_str = str(col) # Ensure column name is a string + group.create_dataset(f"col_{col_str}", data=value[col].values) + + # Store column names and index as datasets (not attributes) to avoid size limits + columns_data = np.array([str(c) for c in value.columns], dtype='S') + group.create_dataset('_columns', data=columns_data) + + # Store index as dataset + group.create_dataset('_index', data=value.index.values) + + # Store metadata about the DataFrame + group.attrs['is_dataframe'] = True + group.attrs['shape'] = value.shape + elif isinstance(value, (np.ndarray, list)): # Save array f.create_dataset(key, data=np.array(value)) elif isinstance(value, dict): - # Save dict as JSON in attributes - f.attrs[key] = json.dumps(value) + # For small dicts, save as JSON in attributes + # For large dicts, save as a group + json_str = json.dumps(value) + if len(json_str) < 64000: # HDF5 attribute size limit is ~64KB + f.attrs[key] = json_str + else: + # Save large dict as a dataset + f.create_dataset(key, data=np.array(json_str, dtype='S')) else: # Save scalar f.attrs[key] = value @@ -143,7 +161,7 @@ def _load_from_h5(self, filepath: str) -> Dict[str, Any]: """Load data from HDF5 file.""" data = {} with h5py.File(filepath, 'r') as f: - # Load attributes (scalars and JSON) + # Load attributes (scalars and small JSON) for key, value in f.attrs.items(): if isinstance(value, str) and value.startswith('{'): # Try to parse as JSON @@ -158,21 +176,57 @@ def _load_from_h5(self, filepath: str) -> Dict[str, Any]: for key in f.keys(): item = f[key] if isinstance(item, h5py.Group): - # Reconstruct DataFrame - df_data = {} - for col in item.keys(): - df_data[col] = item[col][:] - - if 'columns' in item.attrs and 'index' in item.attrs: - df = pd.DataFrame(df_data, columns=item.attrs['columns']) - df.index = item.attrs['index'] + # Check if it's a DataFrame + if item.attrs.get('is_dataframe', False): + # Reconstruct DataFrame + # Load column names + if '_columns' in item: + columns = [col.decode('utf-8') if isinstance(col, bytes) else col + for col in item['_columns'][:]] + else: + columns = [] + + # Load data for each column + df_data = {} + for col in columns: + col_key = f"col_{col}" + if col_key in item: + df_data[col] = item[col_key][:] + + # Create DataFrame + if df_data: + df = pd.DataFrame(df_data) + + # Restore index if available + if '_index' in item: + df.index = item['_index'][:] + + data[key] = df else: - df = pd.DataFrame(df_data) - - data[key] = df + # Handle other group types (shouldn't happen with current save logic) + group_data = {} + for subkey in item.keys(): + if not subkey.startswith('_'): + group_data[subkey] = np.array(item[subkey]) + data[key] = group_data else: - # Load array - data[key] = np.array(item) + # Load dataset + arr = np.array(item) + # Check if it's a JSON string stored as dataset (for large dicts) + if arr.dtype.kind in ['S', 'U'] and len(arr.shape) == 0: + # It's a scalar string, might be JSON + try: + str_val = arr.item() + if isinstance(str_val, bytes): + str_val = str_val.decode('utf-8') + if str_val.startswith('{') or str_val.startswith('['): + data[key] = json.loads(str_val) + else: + data[key] = str_val + except: + data[key] = arr + else: + data[key] = arr return data From f8da2b76a9bc7030144ad057ff8ccbafed3a561d Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 25 Aug 2025 12:38:49 +0100 Subject: [PATCH 17/97] Add multi-period handling --- src/policyengine/database/database.py | 11 +- src/policyengine/database/models.py | 64 +++++++-- .../database/simulation_manager.py | 128 +++++++++++++++--- src/policyengine/database/storage_backend.py | 92 ++++++++++++- 4 files changed, 266 insertions(+), 29 deletions(-) diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index 203c22ca..4d8ee964 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -433,7 +433,10 @@ def add_simulation( dataset: Any = None, # Can be DatasetMetadata object or string country: str = None, year: int = None, + years: List[int] = None, tags: List[str] = None, + calculate_default_variables: bool = True, + save_all_variables: bool = False, ): """Store simulation results from a policyengine_core Simulation object. @@ -442,8 +445,11 @@ def add_simulation( simulation: Simulation object from policyengine_core dataset: DatasetMetadata object or dataset name string (optional) country: Country code (optional, extracted from scenario/dataset if objects provided) - year: Year of simulation + year: Single year to save (if specified, only saves this year) + years: Multiple years to save (if specified, saves all these years) tags: Optional tags for filtering + calculate_default_variables: If True, calculates household net income etc. + save_all_variables: If True, saves all calculated variables for all periods Returns: SimulationMetadata object with get_data() method @@ -468,7 +474,8 @@ def add_simulation( with self.session() as session: return self.simulations.add_simulation( session, scenario_name, simulation, dataset_name, - country, year, tags + country, year, years, tags, + calculate_default_variables, save_all_variables ) def get_simulation( diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index 3a509d89..29e0016b 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -99,11 +99,15 @@ class SimulationMetadata(Base): # Relationships datafile = relationship("DataFile", back_populates="simulations") - def get_data(self): + def get_data(self, year: int = None): """Load the simulation data and return a ModelOutput object. + Args: + year: Optional year to retrieve. If None and only one year exists, returns that. + If None and multiple years exist, returns all years as dict. + Returns: - UKModelOutput or USModelOutput object, or None if data not found + UKModelOutput/USModelOutput object for single year, or dict of {year: ModelOutput} for multiple years """ if not hasattr(self, '_storage'): raise RuntimeError("SimulationMetadata was not loaded through Database.get_simulation()") @@ -118,19 +122,61 @@ def get_data(self): country=self.country, scenario=self.scenario, dataset=self.dataset, - year=self.year + year=self.year # This is for backward compat with file naming ) if data is None: return None - # Return the appropriate model output type - if self.country.lower() == 'uk': - return UKModelOutput.from_tables(data) - elif self.country.lower() == 'us': - return USModelOutput.from_tables(data) + # Check if data has year structure + if isinstance(data, dict) and all(isinstance(k, (int, str)) and str(k).isdigit() for k in data.keys()): + # Data is organized by year + years_available = list(data.keys()) + + if year is not None: + # Return specific year + year_data = data.get(year) or data.get(str(year)) + if year_data is None: + raise ValueError(f"Year {year} not found in simulation data. Available years: {years_available}") + + # Convert to ModelOutput + if self.country.lower() == 'uk': + return UKModelOutput.from_tables(year_data) + elif self.country.lower() == 'us': + return USModelOutput.from_tables(year_data) + else: + raise ValueError(f"Unsupported country: {self.country}") + + elif len(years_available) == 1: + # Only one year available, return it + year_data = data[years_available[0]] + if self.country.lower() == 'uk': + return UKModelOutput.from_tables(year_data) + elif self.country.lower() == 'us': + return USModelOutput.from_tables(year_data) + else: + raise ValueError(f"Unsupported country: {self.country}") + + else: + # Multiple years, return all as dict + result = {} + for yr, yr_data in data.items(): + if self.country.lower() == 'uk': + result[yr] = UKModelOutput.from_tables(yr_data) + elif self.country.lower() == 'us': + result[yr] = USModelOutput.from_tables(yr_data) + else: + raise ValueError(f"Unsupported country: {self.country}") + return result + else: - raise ValueError(f"Unsupported country: {self.country}") + # Legacy format - single year data without year key + if self.country.lower() == 'uk': + return UKModelOutput.from_tables(data) + elif self.country.lower() == 'us': + return USModelOutput.from_tables(data) + else: + raise ValueError(f"Unsupported country: {self.country}") class DataFile(Base): diff --git a/src/policyengine/database/simulation_manager.py b/src/policyengine/database/simulation_manager.py index 3c5cba6d..f29fe0ed 100644 --- a/src/policyengine/database/simulation_manager.py +++ b/src/policyengine/database/simulation_manager.py @@ -2,7 +2,7 @@ import uuid from datetime import datetime -from typing import Any, Optional, List, Union +from typing import Any, Optional, List, Union, Dict from sqlalchemy.orm import Session from .models import SimulationMetadata, SimulationStatus, ScenarioMetadata, DatasetMetadata, DataFile, get_model_version from .storage_backend import StorageBackend @@ -31,7 +31,10 @@ def add_simulation( dataset: str = None, country: str = None, year: int = None, + years: List[int] = None, tags: List[str] = None, + calculate_default_variables: bool = True, + save_all_variables: bool = False, ) -> SimulationMetadata: """Store simulation results. @@ -41,8 +44,11 @@ def add_simulation( simulation: Simulation object from policyengine_core dataset: Name of the dataset used (optional, extracted from simulation if not provided) country: Country code (uses default if not specified) - year: Year of simulation + year: Single year to save (if specified, only saves this year) + years: Multiple years to save (if specified, saves all these years) tags: Optional tags for filtering + calculate_default_variables: If True, calculates household net income etc. + save_all_variables: If True, saves all calculated variables for all periods Returns: Created SimulationMetadata object @@ -51,17 +57,36 @@ def add_simulation( if not country: raise ValueError("Country must be specified or set as default") - if year is None: - year = datetime.now().year - - # Import the correct country-specific process_simulation - if country == 'us': - from ..countries.us import process_us_simulation as process_simulation + # Determine which years to process + if year is not None: + years_to_process = [year] + elif years is not None: + years_to_process = years else: - from ..countries.uk import process_uk_simulation as process_simulation + # Default to current year + years_to_process = [datetime.now().year] + + # Collect data for all years + all_data = {} - # Process the simulation to get model output - model_output = process_simulation(simulation, year).get_tables() + if calculate_default_variables: + # Import the correct country-specific process_simulation + if country == 'us': + from ..countries.us import process_us_simulation as process_simulation + else: + from ..countries.uk import process_uk_simulation as process_simulation + + # Process for each year + for process_year in years_to_process: + model_output = process_simulation(simulation, process_year).get_tables() + all_data[process_year] = model_output + elif save_all_variables: + # Save all calculated variables organized by year and entity + all_data = self._extract_all_variables(simulation, years_to_process) + else: + # Save specific variables for the requested years + for process_year in years_to_process: + all_data[process_year] = self._extract_year_data(simulation, process_year) # Verify scenario exists scenario_obj = session.query(ScenarioMetadata).filter_by( @@ -73,6 +98,7 @@ def add_simulation( raise ValueError(f"Scenario '{scenario}' not found for country '{country}'") # Verify dataset if specified + dataset_obj = None if dataset: dataset_obj = session.query(DatasetMetadata).filter_by( name=dataset, @@ -85,7 +111,7 @@ def add_simulation( id=str(uuid.uuid4()), name=dataset, country=country.lower(), - year=year, + year=years_to_process[0] if years_to_process else datetime.now().year, model_version=get_model_version(country) ) session.add(dataset_obj) @@ -94,14 +120,14 @@ def add_simulation( # Generate unique ID for simulation sim_id = str(uuid.uuid4()) - # Save simulation data + # Save simulation data (now with multi-year structure) filepath, file_size_mb = self.storage.save_simulation( sim_id=sim_id, country=country, scenario=scenario, dataset=dataset, - year=year, - data=model_output + year=years_to_process[0] if len(years_to_process) == 1 else None, # For backward compat + data=all_data # Now contains {year: data} structure ) # Create DataFile entry for the simulation @@ -127,10 +153,11 @@ def add_simulation( simulation_datafile = datafile # Create simulation metadata + # Store the first year for backward compatibility, but data contains all years simulation = SimulationMetadata( id=sim_id, country=country.lower(), - year=year, + year=years_to_process[0] if years_to_process else datetime.now().year, file_size_mb=file_size_mb, dataset=dataset, scenario=scenario, @@ -237,6 +264,75 @@ def get_simulation( else: raise ValueError(f"Unsupported country: {simulation.country}") + def _extract_all_variables(self, simulation: Any, years: List[int]) -> Dict[int, Dict[str, Dict[str, Any]]]: + """Extract all calculated variables from simulation, organized by year and entity. + + Returns: + Dictionary with structure: {year: {entity: {variable: values}}} + """ + result = {} + + # Get all entities in the simulation + entities = simulation.tax_benefit_system.entities + + for year in years: + year_data = {} + + for entity_key, entity in entities.items(): + entity_data = {} + + # Get all variables for this entity + for variable_name, variable in simulation.tax_benefit_system.variables.items(): + if variable.entity.key == entity_key: + try: + # Try to calculate the variable for this year + values = simulation.calculate(variable_name, year) + entity_data[variable_name] = values + except: + # Variable not calculable for this year/scenario + pass + + if entity_data: + year_data[entity_key] = entity_data + + result[year] = year_data + + return result + + def _extract_year_data(self, simulation: Any, year: int) -> Dict[str, Any]: + """Extract basic data for a specific year from simulation. + + Returns: + Dictionary with entity-level data for the year + """ + result = {} + + # Get key variables for each entity + entities = simulation.tax_benefit_system.entities + + for entity_key, entity in entities.items(): + entity_data = {} + + # Define key variables to extract per entity type + if entity_key == 'household': + key_vars = ['household_net_income', 'household_benefits', 'household_tax'] + elif entity_key == 'person': + key_vars = ['employment_income', 'total_income', 'age'] + else: + key_vars = [] + + for var_name in key_vars: + try: + values = simulation.calculate(var_name, year) + entity_data[var_name] = values + except: + pass + + if entity_data: + result[entity_key] = entity_data + + return result + def list_simulations( self, session: Session, diff --git a/src/policyengine/database/storage_backend.py b/src/policyengine/database/storage_backend.py index 81249356..09f89fe5 100644 --- a/src/policyengine/database/storage_backend.py +++ b/src/policyengine/database/storage_backend.py @@ -118,7 +118,12 @@ def _save_to_h5(self, filepath: str, data: Dict[str, Any]) -> float: """ with h5py.File(filepath, 'w') as f: for key, value in data.items(): - if isinstance(value, pd.DataFrame): + # Check if this is a year key with nested data + if isinstance(key, (int, str)) and str(key).isdigit() and isinstance(value, dict): + # This is year-structured data + year_group = f.create_group(str(key)) + self._save_year_data(year_group, value) + elif isinstance(value, pd.DataFrame): # Save DataFrame as a dictionary of columns group = f.create_group(key) @@ -157,6 +162,40 @@ def _save_to_h5(self, filepath: str, data: Dict[str, Any]) -> float: # Return file size in MB return os.path.getsize(filepath) / (1024 * 1024) + def _save_year_data(self, group: h5py.Group, data: Dict[str, Any]): + """Save year-level data to HDF5 group.""" + for key, value in data.items(): + if isinstance(value, pd.DataFrame): + # Save DataFrame + df_group = group.create_group(key) + + # Store each column as a dataset + for col in value.columns: + col_str = str(col) + df_group.create_dataset(f"col_{col_str}", data=value[col].values) + + # Store column names and index as datasets + columns_data = np.array([str(c) for c in value.columns], dtype='S') + df_group.create_dataset('_columns', data=columns_data) + df_group.create_dataset('_index', data=value.index.values) + + # Store metadata + df_group.attrs['is_dataframe'] = True + df_group.attrs['shape'] = value.shape + + elif isinstance(value, dict): + # Nested dict - create subgroup + subgroup = group.create_group(key) + self._save_year_data(subgroup, value) + + elif isinstance(value, (np.ndarray, list)): + # Save array + group.create_dataset(key, data=np.array(value)) + + else: + # Save scalar as attribute + group.attrs[key] = value + def _load_from_h5(self, filepath: str) -> Dict[str, Any]: """Load data from HDF5 file.""" data = {} @@ -176,8 +215,12 @@ def _load_from_h5(self, filepath: str) -> Dict[str, Any]: for key in f.keys(): item = f[key] if isinstance(item, h5py.Group): + # Check if this is a year group (numeric key) + if key.isdigit(): + # Load year data + data[int(key)] = self._load_year_data(item) # Check if it's a DataFrame - if item.attrs.get('is_dataframe', False): + elif item.attrs.get('is_dataframe', False): # Reconstruct DataFrame # Load column names if '_columns' in item: @@ -230,6 +273,51 @@ def _load_from_h5(self, filepath: str) -> Dict[str, Any]: return data + def _load_year_data(self, group: h5py.Group) -> Dict[str, Any]: + """Load year-level data from HDF5 group.""" + data = {} + + # Load attributes + for key, value in group.attrs.items(): + data[key] = value + + # Load subgroups and datasets + for key in group.keys(): + item = group[key] + if isinstance(item, h5py.Group): + if item.attrs.get('is_dataframe', False): + # Reconstruct DataFrame + if '_columns' in item: + columns = [col.decode('utf-8') if isinstance(col, bytes) else col + for col in item['_columns'][:]] + else: + columns = [] + + # Load data for each column + df_data = {} + for col in columns: + col_key = f"col_{col}" + if col_key in item: + df_data[col] = item[col_key][:] + + # Create DataFrame + if df_data: + df = pd.DataFrame(df_data) + + # Restore index if available + if '_index' in item: + df.index = item['_index'][:] + + data[key] = df + else: + # Recursively load nested group + data[key] = self._load_year_data(item) + else: + # Load dataset + data[key] = np.array(item) + + return data + def _upload_to_gcs(self, local_path: str, bucket_name: str, gcs_path: str): """Upload file to Google Cloud Storage.""" try: From f49fa525fbeb226e3cf01bdf5862cc4f60764f44 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 25 Aug 2025 13:04:00 +0100 Subject: [PATCH 18/97] Add multi year outputs --- src/policyengine/database/models.py | 8 +++---- .../database/simulation_manager.py | 24 ++++++++++++------- 2 files changed, 20 insertions(+), 12 deletions(-) diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index 29e0016b..6e201252 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -67,12 +67,12 @@ class User(Base): # Metadata models only - actual data stored in .h5 files class SimulationMetadata(Base): - """Metadata for simulation stored in .h5 file. e.g. 'current law, EFRS 2023/24 based, 2026'""" + """Metadata for simulation stored in .h5 file. Can contain data for multiple years.""" __tablename__ = "simulations" id = Column(String, primary_key=True, default=generate_uuid) country = Column(String, nullable=False, index=True) - year = Column(Integer, nullable=False, index=True) + years = Column(JSON, nullable=True) # List of years contained in this simulation # Storage information file_size_mb = Column(Float, nullable=True) @@ -122,7 +122,7 @@ def get_data(self, year: int = None): country=self.country, scenario=self.scenario, dataset=self.dataset, - year=self.year # This is for backward compat with file naming + year=None # Year no longer relevant for file naming ) if data is None: @@ -218,7 +218,7 @@ class DatasetMetadata(Base): id = Column(String, primary_key=True, default=generate_uuid) name = Column(String, nullable=False, unique=True, index=True) country = Column(String, nullable=False, index=True) - year = Column(Integer, nullable=False, index=True) + year = Column(Integer, nullable=True, index=True) # Nullable for multi-year datasets # Dataset characteristics source = Column(String, nullable=True) # "FRS", "CPS", etc. diff --git a/src/policyengine/database/simulation_manager.py b/src/policyengine/database/simulation_manager.py index f29fe0ed..70840e93 100644 --- a/src/policyengine/database/simulation_manager.py +++ b/src/policyengine/database/simulation_manager.py @@ -111,7 +111,7 @@ def add_simulation( id=str(uuid.uuid4()), name=dataset, country=country.lower(), - year=years_to_process[0] if years_to_process else datetime.now().year, + year=years_to_process[0] if len(years_to_process) == 1 else None, # None for multi-year model_version=get_model_version(country) ) session.add(dataset_obj) @@ -153,11 +153,10 @@ def add_simulation( simulation_datafile = datafile # Create simulation metadata - # Store the first year for backward compatibility, but data contains all years simulation = SimulationMetadata( id=sim_id, country=country.lower(), - year=years_to_process[0] if years_to_process else datetime.now().year, + years=years_to_process, # Store list of years file_size_mb=file_size_mb, dataset=dataset, scenario=scenario, @@ -190,7 +189,7 @@ def get_simulation_metadata( scenario: Name of the scenario dataset: Name of the dataset country: Country code (uses default if not specified) - year: Year of simulation (optional filter) + year: Year filter - returns simulations containing this year (optional) Returns: SimulationMetadata object with get_data() method, or None if not found @@ -207,7 +206,12 @@ def get_simulation_metadata( ) if year: - query = query.filter_by(year=year) + # Filter for simulations that contain this year + # Since years is a JSON column containing a list, we need to use JSON operations + from sqlalchemy import cast, String + query = query.filter( + cast(SimulationMetadata.years, String).contains(str(year)) + ) # Get most recent simulation matching criteria simulation = query.order_by(SimulationMetadata.created_at.desc()).first() @@ -250,7 +254,7 @@ def get_simulation( country=simulation.country, scenario=scenario, dataset=dataset, - year=simulation.year + year=None # Year no longer stored as single value ) if data is None: @@ -349,7 +353,7 @@ def list_simulations( country: Filter by country scenario: Filter by scenario dataset: Filter by dataset - year: Filter by year + year: Filter by year (returns simulations containing this year) tags: Filter by tags Returns: @@ -369,7 +373,11 @@ def list_simulations( query = query.filter_by(dataset=dataset) if year: - query = query.filter_by(year=year) + # Filter for simulations that contain this year + from sqlalchemy import cast, String + query = query.filter( + cast(SimulationMetadata.years, String).contains(str(year)) + ) if tags: # Filter by tags (assuming tags are stored as JSON array) From 96585cff6bfc9e006af7bfd006bac91bd1aff92a Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Tue, 26 Aug 2025 10:42:35 +0100 Subject: [PATCH 19/97] Update with changes --- .gitignore | 3 + src/policyengine/database/__init__.py | 2 - src/policyengine/database/database.py | 16 +-- src/policyengine/database/dataset_manager.py | 77 ++++++++++++--- src/policyengine/database/models.py | 70 +++++-------- src/policyengine/database/scenario_manager.py | 9 +- .../database/simulation_manager.py | 98 +++++++++++-------- supabase/.temp/cli-latest | 2 +- 8 files changed, 163 insertions(+), 114 deletions(-) diff --git a/.gitignore b/.gitignore index 57c44eca..31695992 100644 --- a/.gitignore +++ b/.gitignore @@ -3,3 +3,6 @@ **/*.egg-info *.ipynb _build/ +simulations/ +test_* +supabase/ diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py index 4813db0b..8a509399 100644 --- a/src/policyengine/database/__init__.py +++ b/src/policyengine/database/__init__.py @@ -4,7 +4,6 @@ from .models import ( SimulationMetadata, DatasetMetadata, - DataFile, ScenarioMetadata, ParameterMetadata, ParameterChangeMetadata, @@ -35,7 +34,6 @@ # Models "SimulationMetadata", "DatasetMetadata", - "DataFile", "ScenarioMetadata", "ParameterMetadata", "ParameterChangeMetadata", diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index 4d8ee964..995ba69a 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -169,7 +169,7 @@ def _initialize_default_datasets(self, country: str): Args: country: Country code ('uk' or 'us') """ - from .models import DataFile, DatasetMetadata + from .models import DatasetMetadata # Define default datasets for each country default_datasets = { @@ -229,15 +229,7 @@ def _initialize_default_datasets(self, country: str): ).first() if not existing: - # Create DataFile entry - datafile = self.datasets.create_datafile( - session=session, - filename=dataset_info["filename"], - gcs_bucket=dataset_info["gcs_bucket"], - gcs_path=dataset_info["gcs_path"] - ) - - # Create dataset with datafile reference + # Create dataset with file information self.datasets.add_dataset( session=session, name=dataset_info["name"], @@ -245,7 +237,9 @@ def _initialize_default_datasets(self, country: str): year=dataset_info["year"], source=dataset_info["source"], description=dataset_info["description"], - datafile=datafile + filename=dataset_info["filename"], + gcs_bucket=dataset_info["gcs_bucket"], + gcs_path=dataset_info["gcs_path"] ) @contextmanager diff --git a/src/policyengine/database/dataset_manager.py b/src/policyengine/database/dataset_manager.py index 2251da3a..3239bba8 100644 --- a/src/policyengine/database/dataset_manager.py +++ b/src/policyengine/database/dataset_manager.py @@ -4,7 +4,7 @@ from datetime import datetime from typing import Dict, Any, Optional, List from sqlalchemy.orm import Session -from .models import DatasetMetadata, DataFile, get_model_version +from .models import DatasetMetadata, get_model_version class DatasetManager: @@ -18,10 +18,12 @@ def __init__(self, default_country: Optional[str] = None): """ self.default_country = default_country - def create_datafile( + def create_dataset_with_file( self, session: Session, - filename: str, + name: str, + country: str = None, + filename: str = None, local_path: str = None, gcs_bucket: str = None, gcs_path: str = None, @@ -29,11 +31,13 @@ def create_datafile( huggingface_path: str = None, file_size_mb: float = None, checksum: str = None, - ) -> DataFile: - """Create a DataFile entry. + ) -> DatasetMetadata: + """Create a Dataset entry with file information. Args: session: Database session + name: Name of the dataset + country: Country code filename: Name of the file local_path: Local file path gcs_bucket: Google Cloud Storage bucket name @@ -44,10 +48,16 @@ def create_datafile( checksum: File checksum for integrity Returns: - Created DataFile object + Created DatasetMetadata object """ - datafile = DataFile( + country = country or self.default_country + if not country: + raise ValueError("Country must be specified or set as default") + + dataset = DatasetMetadata( id=str(uuid.uuid4()), + name=name, + country=country.lower(), filename=filename, local_path=local_path, gcs_bucket=gcs_bucket, @@ -55,11 +65,12 @@ def create_datafile( huggingface_repo=huggingface_repo, huggingface_path=huggingface_path, file_size_mb=file_size_mb, - checksum=checksum + checksum=checksum, + model_version=get_model_version(country) ) - session.add(datafile) + session.add(dataset) session.flush() - return datafile + return dataset def add_dataset( self, @@ -70,7 +81,14 @@ def add_dataset( source: str = None, version: str = None, description: str = None, - datafile: DataFile = None, + filename: str = None, + local_path: str = None, + gcs_bucket: str = None, + gcs_path: str = None, + huggingface_repo: str = None, + huggingface_path: str = None, + file_size_mb: float = None, + checksum: str = None, ) -> DatasetMetadata: """Register a dataset in the database. @@ -82,7 +100,14 @@ def add_dataset( source: Source of the dataset (e.g., "FRS", "CPS") version: Version of the dataset description: Optional description - datafile: Optional DataFile object to link to this dataset + filename: Optional filename + local_path: Optional local file path + gcs_bucket: Optional GCS bucket + gcs_path: Optional GCS path + huggingface_repo: Optional HuggingFace repo + huggingface_path: Optional HuggingFace path + file_size_mb: Optional file size in MB + checksum: Optional file checksum Returns: Created DatasetMetadata object @@ -107,8 +132,23 @@ def add_dataset( existing.version = version or existing.version existing.model_version = get_model_version(country) existing.description = description or existing.description - if datafile: - existing.datafile = datafile + # Update file information if provided + if filename: + existing.filename = filename + if local_path: + existing.local_path = local_path + if gcs_bucket: + existing.gcs_bucket = gcs_bucket + if gcs_path: + existing.gcs_path = gcs_path + if huggingface_repo: + existing.huggingface_repo = huggingface_repo + if huggingface_path: + existing.huggingface_path = huggingface_path + if file_size_mb: + existing.file_size_mb = file_size_mb + if checksum: + existing.checksum = checksum existing.updated_at = datetime.now() dataset = existing else: @@ -122,7 +162,14 @@ def add_dataset( version=version, model_version=get_model_version(country), description=description, - datafile=datafile + filename=filename, + local_path=local_path, + gcs_bucket=gcs_bucket, + gcs_path=gcs_path, + huggingface_repo=huggingface_repo, + huggingface_path=huggingface_path, + file_size_mb=file_size_mb, + checksum=checksum ) session.add(dataset) diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index 6e201252..3d49299f 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -72,18 +72,15 @@ class SimulationMetadata(Base): id = Column(String, primary_key=True, default=generate_uuid) country = Column(String, nullable=False, index=True) - years = Column(JSON, nullable=True) # List of years contained in this simulation + year = Column(Integer, nullable=True, index=True) # Null for multi-year simulations # Storage information file_size_mb = Column(Float, nullable=True) - # Scenario information - dataset = Column(String, nullable=False) # e.g., "frs_2023_24" - scenario = Column(String, nullable=False) # e.g., "baseline" + # Foreign key references + dataset_id = Column(String, ForeignKey("datasets.id"), nullable=False) + scenario_id = Column(String, ForeignKey("scenarios.id"), nullable=False) model_version = Column(String, nullable=True) # e.g., "0.5.2" - - # DataFile reference - datafile_id = Column(String, ForeignKey("datafiles.id"), nullable=True) # Processing metadata status = Column(Enum(SimulationStatus), default=SimulationStatus.PENDING, nullable=False) @@ -97,7 +94,8 @@ class SimulationMetadata(Base): created_by = Column(String, ForeignKey("users.id"), nullable=True) # User/system that created it # Relationships - datafile = relationship("DataFile", back_populates="simulations") + dataset = relationship("DatasetMetadata", backref="simulations") + scenario = relationship("ScenarioMetadata", backref="simulations") def get_data(self, year: int = None): """Load the simulation data and return a ModelOutput object. @@ -120,8 +118,8 @@ def get_data(self, year: int = None): data = self._storage.load_simulation( sim_id=self.id, country=self.country, - scenario=self.scenario, - dataset=self.dataset, + scenario=self.scenario.name if self.scenario else None, + dataset=self.dataset.name if self.dataset else None, year=None # Year no longer relevant for file naming ) @@ -179,12 +177,22 @@ def get_data(self, year: int = None): raise ValueError(f"Unsupported country: {self.country}") -class DataFile(Base): - """Storage locations for data files across different backends.""" - __tablename__ = "datafiles" +class DatasetMetadata(Base): + """Metadata for source datasets. e.g. 'EFRS 2023/24'""" + __tablename__ = "datasets" id = Column(String, primary_key=True, default=generate_uuid) - filename = Column(String, nullable=False, index=True) # e.g., "cps_2023.h5" + name = Column(String, nullable=False, unique=True, index=True) + country = Column(String, nullable=False, index=True) + year = Column(Integer, nullable=True, index=True) # Nullable for multi-year datasets + + # Dataset characteristics + source = Column(String, nullable=True) # "FRS", "CPS", etc. + version = Column(String, nullable=True) + model_version = Column(String, nullable=True) # e.g., "0.5.2" + + # File storage information (merged from DataFile) + filename = Column(String, nullable=True) # e.g., "cps_2023.h5" # Local storage local_path = Column(String, nullable=True) # e.g., "./simulations/cps_2023.h5" @@ -201,41 +209,11 @@ class DataFile(Base): file_size_mb = Column(Float, nullable=True) checksum = Column(String, nullable=True) # For integrity checks - # Metadata - created_at = Column(DateTime, default=datetime.now) - updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) - created_by = Column(String, ForeignKey("users.id"), nullable=True) - - # Relationships - datasets = relationship("DatasetMetadata", back_populates="datafile") - simulations = relationship("SimulationMetadata", back_populates="datafile") - - -class DatasetMetadata(Base): - """Metadata for source datasets. e.g. 'EFRS 2023/24'""" - __tablename__ = "datasets" - - id = Column(String, primary_key=True, default=generate_uuid) - name = Column(String, nullable=False, unique=True, index=True) - country = Column(String, nullable=False, index=True) - year = Column(Integer, nullable=True, index=True) # Nullable for multi-year datasets - - # Dataset characteristics - source = Column(String, nullable=True) # "FRS", "CPS", etc. - version = Column(String, nullable=True) - model_version = Column(String, nullable=True) # e.g., "0.5.2" - - # DataFile reference - datafile_id = Column(String, ForeignKey("datafiles.id"), nullable=True) - # Metadata description = Column(Text, nullable=True) created_at = Column(DateTime, default=datetime.now) updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) created_by = Column(String, ForeignKey("users.id"), nullable=True) - - # Relationships - datafile = relationship("DataFile", back_populates="datasets") class ScenarioMetadata(Base): @@ -247,6 +225,9 @@ class ScenarioMetadata(Base): country = Column(String, nullable=False, index=True) model_version = Column(String, nullable=True) # e.g., "0.5.2" + # Parent scenario reference (usually current_law) + parent_scenario_id = Column(String, ForeignKey("scenarios.id"), nullable=True) + # Metadata description = Column(Text, nullable=True) @@ -256,6 +237,7 @@ class ScenarioMetadata(Base): # Relationships parameter_changes = relationship("ParameterChangeMetadata", back_populates="scenario", cascade="all, delete-orphan") + parent_scenario = relationship("ScenarioMetadata", remote_side=[id], backref="child_scenarios") # Unique constraint on (name, country) - same name allowed across countries __table_args__ = ( diff --git a/src/policyengine/database/scenario_manager.py b/src/policyengine/database/scenario_manager.py index a80d9380..6149f0fa 100644 --- a/src/policyengine/database/scenario_manager.py +++ b/src/policyengine/database/scenario_manager.py @@ -61,13 +61,20 @@ def add_scenario( ).delete() scenario = existing else: + # Get current_law scenario as parent + parent_scenario = session.query(ScenarioMetadata).filter_by( + name="current_law", + country=country.lower() + ).first() + # Create new scenario scenario = ScenarioMetadata( id=str(uuid.uuid4()), name=name, country=country.lower(), model_version=get_model_version(country), - description=description or f"Parametric reform scenario: {name}" + description=description or f"Parametric reform scenario: {name}", + parent_scenario_id=parent_scenario.id if parent_scenario else None ) session.add(scenario) session.flush() diff --git a/src/policyengine/database/simulation_manager.py b/src/policyengine/database/simulation_manager.py index 70840e93..5b8437cd 100644 --- a/src/policyengine/database/simulation_manager.py +++ b/src/policyengine/database/simulation_manager.py @@ -4,7 +4,7 @@ from datetime import datetime from typing import Any, Optional, List, Union, Dict from sqlalchemy.orm import Session -from .models import SimulationMetadata, SimulationStatus, ScenarioMetadata, DatasetMetadata, DataFile, get_model_version +from .models import SimulationMetadata, SimulationStatus, ScenarioMetadata, DatasetMetadata, get_model_version from .storage_backend import StorageBackend from ..countries.uk import UKModelOutput from ..countries.us import USModelOutput @@ -130,41 +130,30 @@ def add_simulation( data=all_data # Now contains {year: data} structure ) - # Create DataFile entry for the simulation - datafile = None - if filepath: - # Create datafile entry - datafile = DataFile( - id=str(uuid.uuid4()), - filename=f"{sim_id}.h5", - local_path=filepath if self.storage.config.storage_mode == "local" else None, - gcs_bucket=self.storage.config.gcs_bucket if self.storage.config.storage_mode == "cloud" else None, - gcs_path=filepath if self.storage.config.storage_mode == "cloud" else None, - file_size_mb=file_size_mb - ) - session.add(datafile) + # Update dataset with file information if it was created + if dataset_obj and filepath: + # Update dataset with storage information + dataset_obj.filename = f"{sim_id}.h5" + dataset_obj.file_size_mb = file_size_mb + if self.storage.config.storage_mode == "local": + dataset_obj.local_path = filepath + elif self.storage.config.storage_mode == "cloud": + dataset_obj.gcs_bucket = self.storage.config.gcs_bucket + dataset_obj.gcs_path = filepath session.flush() - # Link dataset's datafile to simulation if available - if dataset_obj and hasattr(dataset_obj, 'datafile') and dataset_obj.datafile: - # Simulation uses the same datafile as its source dataset - simulation_datafile = dataset_obj.datafile - else: - simulation_datafile = datafile - # Create simulation metadata simulation = SimulationMetadata( id=sim_id, country=country.lower(), - years=years_to_process, # Store list of years + year=years_to_process[0] if len(years_to_process) == 1 else None, # Null for multi-year file_size_mb=file_size_mb, - dataset=dataset, - scenario=scenario, + dataset_id=dataset_obj.id if dataset_obj else None, + scenario_id=scenario_obj.id, model_version=get_model_version(country), status=SimulationStatus.COMPLETED, completed_at=datetime.now(), - tags=tags, - datafile=simulation_datafile + tags=tags ) session.add(simulation) session.commit() @@ -198,19 +187,35 @@ def get_simulation_metadata( if not country: raise ValueError("Country must be specified or set as default") + # First get the scenario and dataset objects + scenario_obj = session.query(ScenarioMetadata).filter_by( + name=scenario, + country=country.lower() + ).first() + + dataset_obj = session.query(DatasetMetadata).filter_by( + name=dataset, + country=country.lower() + ).first() + + if not scenario_obj or not dataset_obj: + return None + query = session.query(SimulationMetadata).filter_by( - scenario=scenario, - dataset=dataset, + scenario_id=scenario_obj.id, + dataset_id=dataset_obj.id, country=country.lower(), status=SimulationStatus.COMPLETED ) if year: - # Filter for simulations that contain this year - # Since years is a JSON column containing a list, we need to use JSON operations - from sqlalchemy import cast, String + # Filter for simulations with this specific year or multi-year (null) + from sqlalchemy import or_ query = query.filter( - cast(SimulationMetadata.years, String).contains(str(year)) + or_( + SimulationMetadata.year == year, + SimulationMetadata.year.is_(None) # Multi-year simulations + ) ) # Get most recent simulation matching criteria @@ -252,9 +257,9 @@ def get_simulation( data = self.storage.load_simulation( sim_id=simulation.id, country=simulation.country, - scenario=scenario, - dataset=dataset, - year=None # Year no longer stored as single value + scenario=scenario, # Using the name passed in, not from simulation object + dataset=dataset, # Using the name passed in, not from simulation object + year=None # Year no longer relevant for file naming ) if data is None: @@ -367,16 +372,29 @@ def list_simulations( query = query.filter_by(country=self.default_country.lower()) if scenario: - query = query.filter_by(scenario=scenario) + scenario_obj = session.query(ScenarioMetadata).filter_by( + name=scenario, + country=country.lower() if country else self.default_country.lower() + ).first() + if scenario_obj: + query = query.filter_by(scenario_id=scenario_obj.id) if dataset: - query = query.filter_by(dataset=dataset) + dataset_obj = session.query(DatasetMetadata).filter_by( + name=dataset, + country=country.lower() if country else self.default_country.lower() + ).first() + if dataset_obj: + query = query.filter_by(dataset_id=dataset_obj.id) if year: - # Filter for simulations that contain this year - from sqlalchemy import cast, String + # Filter for simulations with this specific year or multi-year (null) + from sqlalchemy import or_ query = query.filter( - cast(SimulationMetadata.years, String).contains(str(year)) + or_( + SimulationMetadata.year == year, + SimulationMetadata.year.is_(None) # Multi-year simulations + ) ) if tags: diff --git a/supabase/.temp/cli-latest b/supabase/.temp/cli-latest index 322987f9..80a44124 100644 --- a/supabase/.temp/cli-latest +++ b/supabase/.temp/cli-latest @@ -1 +1 @@ -v2.34.3 \ No newline at end of file +v2.39.2 \ No newline at end of file From f07b629fff1bd4ebd7b1fb8ceb7816510d918aec Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 27 Aug 2025 13:14:50 +0100 Subject: [PATCH 20/97] Update --- src/policyengine/countries/general.py | 19 +- src/policyengine/countries/uk.py | 30 -- src/policyengine/countries/uk/__init__.py | 11 + src/policyengine/countries/uk/model_output.py | 73 ++++ src/policyengine/countries/uk/report.py | 102 +++++ src/policyengine/countries/us/__init__.py | 11 + .../countries/{us.py => us/model_output.py} | 36 +- src/policyengine/countries/us/report.py | 124 ++++++ src/policyengine/database/__init__.py | 24 +- src/policyengine/database/database.py | 152 ++++++- src/policyengine/database/models.py | 183 +++++++++ src/policyengine/database/report_manager.py | 302 ++++++++++++++ src/policyengine/report/__init__.py | 7 + src/policyengine/report/base.py | 153 +++++++ src/policyengine/report/calculations.py | 381 ++++++++++++++++++ src/policyengine/utils/__init__.py | 27 ++ .../parameters.py} | 34 +- .../variable_utils.py => utils/variables.py} | 2 +- 18 files changed, 1616 insertions(+), 55 deletions(-) delete mode 100644 src/policyengine/countries/uk.py create mode 100644 src/policyengine/countries/uk/__init__.py create mode 100644 src/policyengine/countries/uk/model_output.py create mode 100644 src/policyengine/countries/uk/report.py create mode 100644 src/policyengine/countries/us/__init__.py rename src/policyengine/countries/{us.py => us/model_output.py} (59%) create mode 100644 src/policyengine/countries/us/report.py create mode 100644 src/policyengine/database/report_manager.py create mode 100644 src/policyengine/report/__init__.py create mode 100644 src/policyengine/report/base.py create mode 100644 src/policyengine/report/calculations.py create mode 100644 src/policyengine/utils/__init__.py rename src/policyengine/{database/parameter_utils.py => utils/parameters.py} (91%) rename src/policyengine/{database/variable_utils.py => utils/variables.py} (98%) diff --git a/src/policyengine/countries/general.py b/src/policyengine/countries/general.py index e55e64ea..0eda64da 100644 --- a/src/policyengine/countries/general.py +++ b/src/policyengine/countries/general.py @@ -26,17 +26,28 @@ def to_dict(self): } for name, df in tables.items()} @classmethod - def from_tables(cls, data: Dict[str, pd.DataFrame]) -> "ModelOutput": - """Reconstruct ModelOutput from dictionary of DataFrames. + def from_tables(cls, data: Dict) -> "ModelOutput": + """Reconstruct ModelOutput from dictionary of DataFrames or dict data. Args: - data: Dictionary mapping table names to DataFrames + data: Dictionary mapping table names to DataFrames or dict representations Returns: Instance of the appropriate ModelOutput subclass """ + # Convert dict representations back to DataFrames if needed + tables = {} + for name, table_data in data.items(): + if isinstance(table_data, pd.DataFrame): + tables[name] = table_data + elif isinstance(table_data, dict): + # Convert dict to DataFrame + tables[name] = pd.DataFrame(table_data) + else: + tables[name] = table_data + # Create instance with the dataframes as attributes - return cls(**data) + return cls(**tables) def process_simulation(simulation: Simulation, year: int, variable_whitelist: List[str] = []) -> Dict[str, pd.DataFrame]: variables = list(simulation.tax_benefit_system.variables.values()) diff --git a/src/policyengine/countries/uk.py b/src/policyengine/countries/uk.py deleted file mode 100644 index e23b93ec..00000000 --- a/src/policyengine/countries/uk.py +++ /dev/null @@ -1,30 +0,0 @@ -from typing import TYPE_CHECKING -if TYPE_CHECKING: - from policyengine_uk import Simulation -from .general import process_simulation, ModelOutput -from pydantic import BaseModel, ConfigDict -import pandas as pd -from typing import List -from ..database.models import ParameterMetadata, ParameterChangeMetadata - -class UKModelOutput(ModelOutput): - person: pd.DataFrame - benunit: pd.DataFrame - household: pd.DataFrame - - table_names: List[str] = ["person", "benunit", "household"] - - model_config = ConfigDict(arbitrary_types_allowed=True) - -UK_VARIABLE_WHITELIST = [ - "household_net_income", -] - -def process_uk_simulation(simulation: "Simulation", year: int) -> UKModelOutput: - entity_tables = process_simulation(simulation, year, variable_whitelist=UK_VARIABLE_WHITELIST) - - return UKModelOutput( - person=entity_tables.get("person"), - benunit=entity_tables.get("benunit"), - household=entity_tables.get("household"), - ) diff --git a/src/policyengine/countries/uk/__init__.py b/src/policyengine/countries/uk/__init__.py new file mode 100644 index 00000000..5bff0005 --- /dev/null +++ b/src/policyengine/countries/uk/__init__.py @@ -0,0 +1,11 @@ +"""UK-specific PolicyEngine components.""" + +from .model_output import UKModelOutput, process_uk_simulation, UK_VARIABLE_WHITELIST +from .report import UKEconomicImpactReport + +__all__ = [ + "UKModelOutput", + "process_uk_simulation", + "UK_VARIABLE_WHITELIST", + "UKEconomicImpactReport", +] \ No newline at end of file diff --git a/src/policyengine/countries/uk/model_output.py b/src/policyengine/countries/uk/model_output.py new file mode 100644 index 00000000..7d958b8a --- /dev/null +++ b/src/policyengine/countries/uk/model_output.py @@ -0,0 +1,73 @@ +from typing import TYPE_CHECKING +if TYPE_CHECKING: + from policyengine_uk import Simulation +from ..general import process_simulation, ModelOutput +from pydantic import BaseModel, ConfigDict +import pandas as pd +from typing import List +from ...database.models import ParameterMetadata, ParameterChangeMetadata + +class UKModelOutput(ModelOutput): + person: pd.DataFrame + benunit: pd.DataFrame + household: pd.DataFrame + + table_names: List[str] = ["person", "benunit", "household"] + + model_config = ConfigDict(arbitrary_types_allowed=True) + +UK_VARIABLE_WHITELIST = [ + # Income and wealth + "household_net_income", + # The following may not exist in all datasets, so we'll check them later + "equiv_household_net_income", + "household_market_income", + "household_income_decile", + "household_wealth_decile", + "total_wealth", + "employment_income", + "self_employment_income", + + # Weights + "household_weight", + "person_weight", + "household_count_people", + + # Demographics + "age", + "is_male", + + # Tax and benefits + "gov_tax", + "gov_spending", + "household_tax", + "household_benefits", + + # UK-specific programs + "income_tax", + "national_insurance", + "vat", + "council_tax", + "fuel_duty", + "ni_employer", + "universal_credit", + "child_benefit", + "income_support", + "housing_benefit", + "pension_credit", + "state_pension", + "employment_support_allowance", + "jobseekers_allowance", + "child_tax_credit", + "working_tax_credit", + "tax_credits", +] + +def process_uk_simulation(simulation: "Simulation", year: int) -> UKModelOutput: + entity_tables = process_simulation(simulation, year, variable_whitelist=UK_VARIABLE_WHITELIST) + + return UKModelOutput( + person=entity_tables.get("person"), + benunit=entity_tables.get("benunit"), + household=entity_tables.get("household"), + ) diff --git a/src/policyengine/countries/uk/report.py b/src/policyengine/countries/uk/report.py new file mode 100644 index 00000000..7b3d9bd7 --- /dev/null +++ b/src/policyengine/countries/uk/report.py @@ -0,0 +1,102 @@ +"""UK-specific economic impact report.""" + +from typing import TYPE_CHECKING +from ...report.base import EconomicImpactReportBase + +if TYPE_CHECKING: + from .model_output import UKModelOutput + + +class UKEconomicImpactReport(EconomicImpactReportBase): + """UK-specific economic impact report.""" + + def calculate_all_impacts(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: + """Calculate all UK economic impacts and populate database tables. + + Args: + baseline: Baseline simulation output + comparison: Comparison/reform simulation output + """ + # Update report status + from ...database.models import SimulationStatus + self.report.status = SimulationStatus.RUNNING + self.session.commit() + + try: + # Calculate standard impacts + self.calculate_and_store_decile_impacts(baseline, comparison, by_wealth=False) + + # UK also supports wealth deciles + if self._has_wealth_data(baseline): + self.calculate_and_store_decile_impacts(baseline, comparison, by_wealth=True) + + self.calculate_and_store_poverty_impacts(baseline, comparison) + self.calculate_and_store_inequality_impacts(baseline, comparison) + self.calculate_and_store_budgetary_impacts(baseline, comparison) + + # UK-specific: Program impacts + self.calculate_program_impacts(baseline, comparison) + + # Mark as completed + from datetime import datetime + self.report.status = SimulationStatus.COMPLETED + self.report.completed_at = datetime.now() + self.session.commit() + + except Exception as e: + # Mark as failed + self.report.status = SimulationStatus.FAILED + self.session.commit() + raise e + + def _has_wealth_data(self, data: "UKModelOutput") -> bool: + """Check if wealth data is available.""" + return "total_wealth" in data.household.columns or "household_wealth_decile" in data.household.columns + + def calculate_program_impacts(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: + """Calculate UK-specific program impacts. + + Args: + baseline: Baseline simulation output + comparison: Comparison simulation output + """ + from ...database.models import ProgramSpecificImpact + + # List of UK benefit programs to track + uk_programs = [ + "universal_credit", + "child_benefit", + "income_support", + "housing_benefit", + "pension_credit", + "state_pension", + "employment_support_allowance", + "jobseekers_allowance", + "child_tax_credit", + "working_tax_credit", + ] + + baseline_hh = baseline.household + comparison_hh = comparison.household + + if "household_weight" in baseline_hh.columns: + weights = baseline_hh["household_weight"].values + else: + weights = 1 + + for program in uk_programs: + # Check if program exists in data + if program not in baseline_hh.columns: + continue + + baseline_cost = (baseline_hh[program].values * weights).sum() + comparison_cost = (comparison_hh[program].values * weights).sum() + + impact = ProgramSpecificImpact( + report_id=self.report.id, + program_name=program, + baseline_cost=float(baseline_cost), + reform_cost=float(comparison_cost), + cost_difference=float(comparison_cost - baseline_cost), + ) + self.session.add(impact) \ No newline at end of file diff --git a/src/policyengine/countries/us/__init__.py b/src/policyengine/countries/us/__init__.py new file mode 100644 index 00000000..6dbd097c --- /dev/null +++ b/src/policyengine/countries/us/__init__.py @@ -0,0 +1,11 @@ +"""US-specific PolicyEngine components.""" + +from .model_output import USModelOutput, process_us_simulation, US_VARIABLE_WHITELIST +from .report import USEconomicImpactReport + +__all__ = [ + "USModelOutput", + "process_us_simulation", + "US_VARIABLE_WHITELIST", + "USEconomicImpactReport", +] \ No newline at end of file diff --git a/src/policyengine/countries/us.py b/src/policyengine/countries/us/model_output.py similarity index 59% rename from src/policyengine/countries/us.py rename to src/policyengine/countries/us/model_output.py index c628a8b2..590eef6c 100644 --- a/src/policyengine/countries/us.py +++ b/src/policyengine/countries/us/model_output.py @@ -1,4 +1,4 @@ -from .general import process_simulation, ModelOutput +from ..general import process_simulation, ModelOutput from pydantic import BaseModel, ConfigDict import pandas as pd from typing import List, TYPE_CHECKING @@ -18,7 +18,41 @@ class USModelOutput(ModelOutput): model_config = ConfigDict(arbitrary_types_allowed=True) US_VARIABLE_WHITELIST = [ + # Income "household_net_income", + "equiv_household_net_income", + "household_market_income", + "household_income_decile", + "employment_income", + "self_employment_income", + + # Weights + "household_weight", + "person_weight", + "household_count_people", + + # Demographics + "age", + "is_male", + "race", + + # Poverty + "in_poverty", + "in_deep_poverty", + "poverty_gap", + "deep_poverty_gap", + + # Tax and benefits + "household_tax", + "household_benefits", + "household_state_tax", + + # Labor supply (if available) + "substitution_lsr", + "income_lsr", + "substitution_lsr_hh", + "income_lsr_hh", + "weekly_hours", ] def process_us_simulation(simulation: "Simulation", year: int) -> USModelOutput: diff --git a/src/policyengine/countries/us/report.py b/src/policyengine/countries/us/report.py new file mode 100644 index 00000000..92e32cfb --- /dev/null +++ b/src/policyengine/countries/us/report.py @@ -0,0 +1,124 @@ +"""US-specific economic impact report.""" + +from typing import TYPE_CHECKING +from ...report.base import EconomicImpactReportBase + +if TYPE_CHECKING: + from .model_output import USModelOutput + + +class USEconomicImpactReport(EconomicImpactReportBase): + """US-specific economic impact report.""" + + def calculate_all_impacts(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: + """Calculate all US economic impacts and populate database tables. + + Args: + baseline: Baseline simulation output + comparison: Comparison/reform simulation output + """ + # Update report status + from ...database.models import SimulationStatus + self.report.status = SimulationStatus.RUNNING + self.session.commit() + + try: + # Calculate standard impacts + self.calculate_and_store_decile_impacts(baseline, comparison, by_wealth=False) + + self.calculate_and_store_poverty_impacts(baseline, comparison) + self.calculate_and_store_inequality_impacts(baseline, comparison) + self.calculate_and_store_budgetary_impacts(baseline, comparison) + + # US-specific: Racial poverty breakdown + self.calculate_racial_poverty_breakdown(baseline, comparison) + + # Mark as completed + from datetime import datetime + self.report.status = SimulationStatus.COMPLETED + self.report.completed_at = datetime.now() + self.session.commit() + + except Exception as e: + # Mark as failed + self.report.status = SimulationStatus.FAILED + self.session.commit() + raise e + + def calculate_racial_poverty_breakdown(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: + """Calculate US-specific racial poverty breakdown. + + Args: + baseline: Baseline simulation output + comparison: Comparison simulation output + """ + from ...database.models import PovertyImpact + import numpy as np + + # Get person data + baseline_person = baseline.person + comparison_person = comparison.person + + # Check if race data is available + if "race" not in baseline_person.columns: + return + + # Get weights + if "person_weight" in baseline_person.columns: + weights = baseline_person["person_weight"].values + else: + weights = np.ones(len(baseline_person)) + + # Check for poverty variables + if "person_in_poverty" not in baseline_person.columns: + return + + baseline_poverty = baseline_person["person_in_poverty"].values + comparison_poverty = comparison_person["person_in_poverty"].values + + # Deep poverty (if available) + if "person_in_deep_poverty" in baseline_person.columns: + baseline_deep = baseline_person["person_in_deep_poverty"].values + comparison_deep = comparison_person["person_in_deep_poverty"].values + else: + baseline_deep = None + comparison_deep = None + + race = baseline_person["race"].values + + race_groups = [ + ("race", "white", race == "WHITE"), + ("race", "black", race == "BLACK"), + ("race", "hispanic", race == "HISPANIC"), + ("race", "other", race == "OTHER"), + ] + + for group_type, group_value, mask in race_groups: + group_weights = weights[mask] + total_weight = np.sum(group_weights) + + if total_weight > 0: + poverty_baseline = np.sum(baseline_poverty[mask] * group_weights) / total_weight + poverty_reform = np.sum(comparison_poverty[mask] * group_weights) / total_weight + + if baseline_deep is not None: + deep_baseline = np.sum(baseline_deep[mask] * group_weights) / total_weight + deep_reform = np.sum(comparison_deep[mask] * group_weights) / total_weight + else: + deep_baseline = deep_reform = None + else: + poverty_baseline = poverty_reform = 0 + deep_baseline = deep_reform = None + + impact = PovertyImpact( + report_id=self.report.id, + group_type=group_type, + group_value=group_value, + poverty_rate_baseline=float(poverty_baseline), + poverty_rate_reform=float(poverty_reform), + poverty_rate_change=float(poverty_reform - poverty_baseline), + deep_poverty_rate_baseline=float(deep_baseline) if deep_baseline is not None else None, + deep_poverty_rate_reform=float(deep_reform) if deep_reform is not None else None, + deep_poverty_rate_change=float(deep_reform - deep_baseline) if deep_baseline is not None and deep_reform is not None else None, + ) + self.session.add(impact) \ No newline at end of file diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py index 8a509399..fa17f85b 100644 --- a/src/policyengine/database/__init__.py +++ b/src/policyengine/database/__init__.py @@ -9,16 +9,21 @@ ParameterChangeMetadata, SimulationStatus, VariableMetadata, - User + User, + ReportMetadata, + DecileImpact, + PovertyImpact, + InequalityImpact, + BudgetaryImpact, + LaborSupplyImpact, + ProgramSpecificImpact, ) -from .parameter_utils import ( +from ..utils import ( import_parameters_from_tax_benefit_system, extract_parameter_metadata, extract_parameter_changes, get_parameter_value_at_instant, - apply_parameter_changes_to_simulation -) -from .variable_utils import ( + apply_parameter_changes_to_simulation, import_variables_from_tax_benefit_system, extract_variable_metadata ) @@ -26,6 +31,7 @@ from .scenario_manager import ScenarioManager from .dataset_manager import DatasetManager from .simulation_manager import SimulationManager +from .report_manager import ReportManager __all__ = [ # Main classes @@ -40,12 +46,20 @@ "VariableMetadata", "User", "SimulationStatus", + "ReportMetadata", + "DecileImpact", + "PovertyImpact", + "InequalityImpact", + "BudgetaryImpact", + "LaborSupplyImpact", + "ProgramSpecificImpact", # Managers (for advanced use) "StorageBackend", "ScenarioManager", "DatasetManager", "SimulationManager", + "ReportManager", # Utilities "import_parameters_from_tax_benefit_system", diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index 995ba69a..c84a9ffa 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -11,7 +11,7 @@ from pydantic import BaseModel, Field from .models import Base -from .parameter_utils import import_parameters_from_tax_benefit_system +from ..utils import import_parameters_from_tax_benefit_system from .storage_backend import StorageBackend from .scenario_manager import ScenarioManager from .dataset_manager import DatasetManager @@ -301,7 +301,7 @@ def initialize_with_current_law( # Import parameters and variables into database with self.session() as session: - from .variable_utils import import_variables_from_tax_benefit_system + from ..utils.variables import import_variables_from_tax_benefit_system # Import parameters import_parameters_from_tax_benefit_system( @@ -503,6 +503,154 @@ def list_simulations( session, country, scenario, dataset, year, tags ) + # Report management + def create_report( + self, + baseline_simulation: Any, + reform_simulation: Any, + year: Optional[int] = None, + name: Optional[str] = None, + description: Optional[str] = None, + run_immediately: bool = True + ): + """Create and optionally run an economic impact report. + + Args: + baseline_simulation: Either a SimulationMetadata object or simulation ID string + reform_simulation: Either a SimulationMetadata object or simulation ID string + year: Optional year to analyze (for multi-year simulations) + name: Report name (defaults to auto-generated) + description: Report description + run_immediately: Whether to run the analysis immediately (default True) + + Returns: + ReportMetadata object or report results dict (if run_immediately) + """ + from .models import SimulationMetadata + from .report_manager import ReportManager + + with self.session() as session: + # Get simulation IDs + if isinstance(baseline_simulation, str): + baseline_id = baseline_simulation + baseline_sim = session.query(SimulationMetadata).filter_by(id=baseline_id).first() + if not baseline_sim: + raise ValueError(f"Baseline simulation {baseline_id} not found") + else: + baseline_id = baseline_simulation.id + baseline_sim = baseline_simulation + + if isinstance(reform_simulation, str): + reform_id = reform_simulation + reform_sim = session.query(SimulationMetadata).filter_by(id=reform_id).first() + if not reform_sim: + raise ValueError(f"Reform simulation {reform_id} not found") + else: + reform_id = reform_simulation.id + reform_sim = reform_simulation + + # Validate simulations are from same country + if baseline_sim.country != reform_sim.country: + raise ValueError(f"Simulations must be from same country: {baseline_sim.country} != {reform_sim.country}") + + # Auto-generate name if not provided + if not name: + from datetime import datetime + name = f"{baseline_sim.country.upper()} Report {datetime.now().strftime('%Y-%m-%d %H:%M')}" + + # Create report manager + report_manager = ReportManager(session) + + # Create report metadata + report = report_manager.create_report( + name=name, + baseline_simulation_id=baseline_id, + comparison_simulation_id=reform_id, + country=baseline_sim.country, + year=year or baseline_sim.year, + description=description, + ) + + if run_immediately: + # Need to re-fetch simulations in this session context + baseline_sim = session.query(SimulationMetadata).filter_by(id=baseline_id).first() + reform_sim = session.query(SimulationMetadata).filter_by(id=reform_id).first() + + # Load simulation data + baseline_sim._storage = self.storage + reform_sim._storage = self.storage + + baseline_data = baseline_sim.get_data(year) + reform_data = reform_sim.get_data(year) + + if baseline_data is None: + raise ValueError(f"No data found for baseline simulation {baseline_id}") + if reform_data is None: + raise ValueError(f"No data found for reform simulation {reform_id}") + + # Run the report + report_manager.run_report(report.id, baseline_data, reform_data) + + # Return results + return report_manager.get_report_results(report.id) + else: + # Just return the report metadata + return report + + def get_report(self, report_id: str): + """Get a report and its results by ID. + + Args: + report_id: Report ID + + Returns: + Dictionary containing report metadata and results + """ + from .report_manager import ReportManager + + with self.session() as session: + report_manager = ReportManager(session) + return report_manager.get_report_results(report_id) + + def list_reports( + self, + country: Optional[str] = None, + year: Optional[int] = None, + status: Optional[str] = None + ): + """List reports matching criteria. + + Args: + country: Filter by country + year: Filter by year + status: Filter by status ('pending', 'running', 'completed', 'failed') + + Returns: + List of ReportMetadata objects + """ + from .report_manager import ReportManager + from .models import SimulationStatus + + with self.session() as session: + report_manager = ReportManager(session) + + # Convert status string to enum if provided + status_enum = None + if status: + status_enum = SimulationStatus(status) + + reports = report_manager.list_reports( + country=country, + year=year, + status=status_enum + ) + + # Expunge from session to use outside + for report in reports: + session.expunge(report) + + return reports + # Variable management def get_variable( self, diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index 3d49299f..1127833e 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -329,3 +329,186 @@ class ParameterChangeMetadata(Base): # Relationships scenario = relationship("ScenarioMetadata", back_populates="parameter_changes") parameter = relationship("ParameterMetadata", back_populates="changes") + + +# Report tables for storing economic impact results + +class ReportMetadata(Base): + """Metadata for economic impact report results.""" + __tablename__ = "reports" + + id = Column(String, primary_key=True, default=generate_uuid) + name = Column(String, nullable=False, index=True) + country = Column(String, nullable=False, index=True) + year = Column(Integer, nullable=True, index=True) + + # References to simulations being compared + baseline_simulation_id = Column(String, ForeignKey("simulations.id"), nullable=False) + comparison_simulation_id = Column(String, ForeignKey("simulations.id"), nullable=False) + + # Processing metadata + status = Column(Enum(SimulationStatus), default=SimulationStatus.PENDING, nullable=False) + created_at = Column(DateTime, default=datetime.now) + updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) + completed_at = Column(DateTime, nullable=True) + + # Optional metadata + description = Column(Text, nullable=True) + tags = Column(JSON, nullable=True) + created_by = Column(String, ForeignKey("users.id"), nullable=True) + + # Relationships + baseline_simulation = relationship("SimulationMetadata", foreign_keys=[baseline_simulation_id]) + comparison_simulation = relationship("SimulationMetadata", foreign_keys=[comparison_simulation_id]) + + +class DecileImpact(Base): + """Store income change impacts by decile.""" + __tablename__ = "report_decile_impacts" + + id = Column(String, primary_key=True, default=generate_uuid) + report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) + + # Type of decile grouping + decile_type = Column(String, nullable=False) # 'income' or 'wealth' + decile = Column(Integer, nullable=False) # 1-10 + + # Impact metrics + relative_change = Column(Float, nullable=True) # Percentage change + average_change = Column(Float, nullable=True) # Average £/$ change + + # Winners and losers breakdown + lose_more_than_5_percent = Column(Float, nullable=True) + lose_less_than_5_percent = Column(Float, nullable=True) + no_change = Column(Float, nullable=True) + gain_less_than_5_percent = Column(Float, nullable=True) + gain_more_than_5_percent = Column(Float, nullable=True) + + created_at = Column(DateTime, default=datetime.now) + + # Relationships + report = relationship("ReportMetadata", backref="decile_impacts") + + +class PovertyImpact(Base): + """Store poverty impact metrics.""" + __tablename__ = "report_poverty_impacts" + + id = Column(String, primary_key=True, default=generate_uuid) + report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) + + # Demographic group + group_type = Column(String, nullable=False) # 'age', 'gender', 'race' + group_value = Column(String, nullable=False) # 'child', 'adult', 'senior', 'male', 'female', etc. + + # Poverty metrics + poverty_rate_baseline = Column(Float, nullable=True) + poverty_rate_reform = Column(Float, nullable=True) + poverty_rate_change = Column(Float, nullable=True) + + # Deep poverty metrics + deep_poverty_rate_baseline = Column(Float, nullable=True) + deep_poverty_rate_reform = Column(Float, nullable=True) + deep_poverty_rate_change = Column(Float, nullable=True) + + created_at = Column(DateTime, default=datetime.now) + + # Relationships + report = relationship("ReportMetadata", backref="poverty_impacts") + + +class InequalityImpact(Base): + """Store inequality metrics.""" + __tablename__ = "report_inequality_impacts" + + id = Column(String, primary_key=True, default=generate_uuid) + report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) + + # Gini coefficient + gini_baseline = Column(Float, nullable=True) + gini_reform = Column(Float, nullable=True) + gini_change = Column(Float, nullable=True) + + # Top income shares + top_10_percent_share_baseline = Column(Float, nullable=True) + top_10_percent_share_reform = Column(Float, nullable=True) + top_10_percent_share_change = Column(Float, nullable=True) + + top_1_percent_share_baseline = Column(Float, nullable=True) + top_1_percent_share_reform = Column(Float, nullable=True) + top_1_percent_share_change = Column(Float, nullable=True) + + created_at = Column(DateTime, default=datetime.now) + + # Relationships + report = relationship("ReportMetadata", backref="inequality_impacts", uselist=False) + + +class BudgetaryImpact(Base): + """Store budgetary impact metrics.""" + __tablename__ = "report_budgetary_impacts" + + id = Column(String, primary_key=True, default=generate_uuid) + report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) + + # Overall budgetary impact + budgetary_impact = Column(Float, nullable=True) + + # Revenue and spending components + tax_revenue_impact = Column(Float, nullable=True) + state_tax_revenue_impact = Column(Float, nullable=True) + benefit_spending_impact = Column(Float, nullable=True) + + # Context metrics + households_affected = Column(Float, nullable=True) + baseline_net_income = Column(Float, nullable=True) + + created_at = Column(DateTime, default=datetime.now) + + # Relationships + report = relationship("ReportMetadata", backref="budgetary_impacts", uselist=False) + + +class LaborSupplyImpact(Base): + """Store labor supply response metrics.""" + __tablename__ = "report_labor_supply_impacts" + + id = Column(String, primary_key=True, default=generate_uuid) + report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) + + # Labor supply responses + substitution_effect = Column(Float, nullable=True) + income_effect = Column(Float, nullable=True) + total_change = Column(Float, nullable=True) + revenue_change = Column(Float, nullable=True) + + # Hours worked + hours_baseline = Column(Float, nullable=True) + hours_reform = Column(Float, nullable=True) + hours_change = Column(Float, nullable=True) + hours_income_effect = Column(Float, nullable=True) + hours_substitution_effect = Column(Float, nullable=True) + + created_at = Column(DateTime, default=datetime.now) + + # Relationships + report = relationship("ReportMetadata", backref="labor_supply_impacts", uselist=False) + + +class ProgramSpecificImpact(Base): + """Store program-specific budgetary impacts (UK only).""" + __tablename__ = "report_program_impacts" + + id = Column(String, primary_key=True, default=generate_uuid) + report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) + + # Program details + program_name = Column(String, nullable=False) + baseline_cost = Column(Float, nullable=True) + reform_cost = Column(Float, nullable=True) + cost_difference = Column(Float, nullable=True) + + created_at = Column(DateTime, default=datetime.now) + + # Relationships + report = relationship("ReportMetadata", backref="program_impacts") diff --git a/src/policyengine/database/report_manager.py b/src/policyengine/database/report_manager.py new file mode 100644 index 00000000..a0aecefb --- /dev/null +++ b/src/policyengine/database/report_manager.py @@ -0,0 +1,302 @@ +"""Report manager for economic impact analysis.""" + +from typing import Optional, List, TYPE_CHECKING +from datetime import datetime +from sqlalchemy.orm import Session + +if TYPE_CHECKING: + from ..countries.general import ModelOutput + from ..countries.uk import UKModelOutput + from ..countries.us import USModelOutput + +from .models import ( + ReportMetadata, + SimulationMetadata, + SimulationStatus, + DecileImpact, + PovertyImpact, + InequalityImpact, + BudgetaryImpact, + LaborSupplyImpact, + ProgramSpecificImpact, +) + + +class ReportManager: + """Manages economic impact reports in the database.""" + + def __init__(self, session: Session): + """Initialise the report manager. + + Args: + session: Database session + """ + self.session = session + + def create_report( + self, + name: str, + baseline_simulation_id: str, + comparison_simulation_id: str, + country: str, + year: Optional[int] = None, + description: Optional[str] = None, + tags: Optional[List[str]] = None, + created_by: Optional[str] = None, + ) -> ReportMetadata: + """Create a new report metadata entry. + + Args: + name: Name of the report + baseline_simulation_id: ID of baseline simulation + comparison_simulation_id: ID of comparison/reform simulation + country: Country code + year: Year of analysis (optional for multi-year) + description: Report description + tags: List of tags for filtering + created_by: User ID who created the report + + Returns: + Created report metadata + """ + report = ReportMetadata( + name=name, + baseline_simulation_id=baseline_simulation_id, + comparison_simulation_id=comparison_simulation_id, + country=country, + year=year, + description=description, + tags=tags, + created_by=created_by, + ) + self.session.add(report) + self.session.commit() + return report + + def run_report( + self, + report_id: str, + baseline_output: "ModelOutput", + comparison_output: "ModelOutput", + ) -> None: + """Run economic impact analysis and populate report tables. + + Args: + report_id: ID of the report to run + baseline_output: Baseline simulation output + comparison_output: Comparison/reform simulation output + """ + # Get report metadata + report = self.session.query(ReportMetadata).filter_by(id=report_id).first() + if not report: + raise ValueError(f"Report {report_id} not found") + + # Import report classes directly from country modules + from ..countries.uk.report import UKEconomicImpactReport + from ..countries.us.report import USEconomicImpactReport + + # Create appropriate report instance + if report.country.lower() == "uk": + reporter = UKEconomicImpactReport(self.session, report) + elif report.country.lower() == "us": + reporter = USEconomicImpactReport(self.session, report) + else: + raise ValueError(f"Unsupported country: {report.country}") + + # Run the analysis + reporter.calculate_all_impacts(baseline_output, comparison_output) + + def get_report(self, report_id: str) -> Optional[ReportMetadata]: + """Get a report by ID. + + Args: + report_id: Report ID + + Returns: + Report metadata or None + """ + return self.session.query(ReportMetadata).filter_by(id=report_id).first() + + def list_reports( + self, + country: Optional[str] = None, + year: Optional[int] = None, + status: Optional[SimulationStatus] = None, + ) -> List[ReportMetadata]: + """List reports with optional filters. + + Args: + country: Filter by country + year: Filter by year + status: Filter by status + + Returns: + List of report metadata + """ + query = self.session.query(ReportMetadata) + + if country: + query = query.filter_by(country=country) + if year: + query = query.filter_by(year=year) + if status: + query = query.filter_by(status=status) + + return query.all() + + def get_report_results(self, report_id: str) -> dict: + """Get all results for a report. + + Args: + report_id: Report ID + + Returns: + Dictionary containing all report results + """ + report = self.get_report(report_id) + if not report: + raise ValueError(f"Report {report_id} not found") + + results = { + "metadata": { + "id": report.id, + "name": report.name, + "country": report.country, + "year": report.year, + "status": report.status.value if report.status else None, + "created_at": report.created_at.isoformat() if report.created_at else None, + "completed_at": report.completed_at.isoformat() if report.completed_at else None, + }, + "decile_impacts": self._get_decile_impacts(report_id), + "poverty_impacts": self._get_poverty_impacts(report_id), + "inequality_impact": self._get_inequality_impact(report_id), + "budgetary_impact": self._get_budgetary_impact(report_id), + "labor_supply_impact": self._get_labor_supply_impact(report_id), + } + + # Add UK-specific program impacts if available + if report.country.lower() == "uk": + results["program_impacts"] = self._get_program_impacts(report_id) + + return results + + def _get_decile_impacts(self, report_id: str) -> dict: + """Get decile impacts for a report.""" + impacts = self.session.query(DecileImpact).filter_by(report_id=report_id).all() + + result = {"income": {}, "wealth": {}} + for impact in impacts: + decile_data = { + "relative_change": impact.relative_change, + "average_change": impact.average_change, + "winners_losers": { + "lose_more_than_5_percent": impact.lose_more_than_5_percent, + "lose_less_than_5_percent": impact.lose_less_than_5_percent, + "no_change": impact.no_change, + "gain_less_than_5_percent": impact.gain_less_than_5_percent, + "gain_more_than_5_percent": impact.gain_more_than_5_percent, + } + } + result[impact.decile_type][impact.decile] = decile_data + + return result + + def _get_poverty_impacts(self, report_id: str) -> dict: + """Get poverty impacts for a report.""" + impacts = self.session.query(PovertyImpact).filter_by(report_id=report_id).all() + + result = {} + for impact in impacts: + if impact.group_type not in result: + result[impact.group_type] = {} + + result[impact.group_type][impact.group_value] = { + "poverty": { + "baseline": impact.poverty_rate_baseline, + "reform": impact.poverty_rate_reform, + "change": impact.poverty_rate_change, + }, + "deep_poverty": { + "baseline": impact.deep_poverty_rate_baseline, + "reform": impact.deep_poverty_rate_reform, + "change": impact.deep_poverty_rate_change, + } + } + + return result + + def _get_inequality_impact(self, report_id: str) -> dict: + """Get inequality impact for a report.""" + impact = self.session.query(InequalityImpact).filter_by(report_id=report_id).first() + + if not impact: + return {} + + return { + "gini": { + "baseline": impact.gini_baseline, + "reform": impact.gini_reform, + "change": impact.gini_change, + }, + "top_10_percent_share": { + "baseline": impact.top_10_percent_share_baseline, + "reform": impact.top_10_percent_share_reform, + "change": impact.top_10_percent_share_change, + }, + "top_1_percent_share": { + "baseline": impact.top_1_percent_share_baseline, + "reform": impact.top_1_percent_share_reform, + "change": impact.top_1_percent_share_change, + } + } + + def _get_budgetary_impact(self, report_id: str) -> dict: + """Get budgetary impact for a report.""" + impact = self.session.query(BudgetaryImpact).filter_by(report_id=report_id).first() + + if not impact: + return {} + + return { + "budgetary_impact": impact.budgetary_impact, + "tax_revenue_impact": impact.tax_revenue_impact, + "state_tax_revenue_impact": impact.state_tax_revenue_impact, + "benefit_spending_impact": impact.benefit_spending_impact, + "households_affected": impact.households_affected, + "baseline_net_income": impact.baseline_net_income, + } + + def _get_labor_supply_impact(self, report_id: str) -> dict: + """Get labor supply impact for a report.""" + impact = self.session.query(LaborSupplyImpact).filter_by(report_id=report_id).first() + + if not impact: + return {} + + return { + "substitution_effect": impact.substitution_effect, + "income_effect": impact.income_effect, + "total_change": impact.total_change, + "revenue_change": impact.revenue_change, + "hours": { + "baseline": impact.hours_baseline, + "reform": impact.hours_reform, + "change": impact.hours_change, + "income_effect": impact.hours_income_effect, + "substitution_effect": impact.hours_substitution_effect, + } + } + + def _get_program_impacts(self, report_id: str) -> dict: + """Get program-specific impacts for a report.""" + impacts = self.session.query(ProgramSpecificImpact).filter_by(report_id=report_id).all() + + result = {} + for impact in impacts: + result[impact.program_name] = { + "baseline": impact.baseline_cost, + "reform": impact.reform_cost, + "difference": impact.cost_difference, + } + + return result \ No newline at end of file diff --git a/src/policyengine/report/__init__.py b/src/policyengine/report/__init__.py new file mode 100644 index 00000000..381c3d3c --- /dev/null +++ b/src/policyengine/report/__init__.py @@ -0,0 +1,7 @@ +"""Economic impact report module.""" + +from .base import EconomicImpactReportBase + +__all__ = [ + "EconomicImpactReportBase", +] \ No newline at end of file diff --git a/src/policyengine/report/base.py b/src/policyengine/report/base.py new file mode 100644 index 00000000..8da7d94f --- /dev/null +++ b/src/policyengine/report/base.py @@ -0,0 +1,153 @@ +"""Base class for economic impact report using proper calculations.""" + +from abc import ABC, abstractmethod +from typing import TYPE_CHECKING +from datetime import datetime + +if TYPE_CHECKING: + from ..countries.general import ModelOutput + from ..database.models import ReportMetadata + from sqlalchemy.orm import Session + +from .calculations import ( + calculate_decile_impacts, + calculate_poverty_impacts, + calculate_inequality_impacts, + calculate_budgetary_impacts, +) + + +class EconomicImpactReportBase(ABC): + """Base class for country-specific economic impact report.""" + + def __init__(self, session: "Session", report_metadata: "ReportMetadata"): + """Initialise the report. + + Args: + session: Database session for writing results + report_metadata: Metadata for this report run + """ + self.session = session + self.report = report_metadata + self.country = report_metadata.country.lower() + + @abstractmethod + def calculate_all_impacts(self, baseline: "ModelOutput", comparison: "ModelOutput") -> None: + """Calculate all economic impacts and populate database tables. + + Args: + baseline: Baseline simulation output + comparison: Comparison/reform simulation output + """ + pass + + def calculate_and_store_decile_impacts(self, baseline: "ModelOutput", comparison: "ModelOutput", by_wealth: bool = False) -> None: + """Calculate and store decile impacts using microdf. + + Args: + baseline: Baseline simulation output + comparison: Comparison simulation output + by_wealth: Whether to calculate by wealth decile (UK only) + """ + from ..database.models import DecileImpact + + # Calculate impacts using the new function + impacts = calculate_decile_impacts(baseline, comparison, by_wealth) + + decile_type = "wealth" if by_wealth else "income" + + # Store in database + for decile, data in impacts.items(): + impact = DecileImpact( + report_id=self.report.id, + decile_type=decile_type, + decile=int(decile), + relative_change=data['relative_change'], + average_change=data['average_change'], + lose_more_than_5_percent=data['winners_losers']['lose_more_than_5_percent'], + lose_less_than_5_percent=data['winners_losers']['lose_less_than_5_percent'], + no_change=data['winners_losers']['no_change'], + gain_less_than_5_percent=data['winners_losers']['gain_less_than_5_percent'], + gain_more_than_5_percent=data['winners_losers']['gain_more_than_5_percent'], + ) + self.session.add(impact) + + def calculate_and_store_poverty_impacts(self, baseline: "ModelOutput", comparison: "ModelOutput") -> None: + """Calculate and store poverty impacts. + + Args: + baseline: Baseline simulation output + comparison: Comparison simulation output + """ + from ..database.models import PovertyImpact + + # Calculate impacts using the new function + impacts = calculate_poverty_impacts(baseline, comparison) + + # Store in database + for key, data in impacts.items(): + group_type, group_value = key.split('_', 1) + + impact = PovertyImpact( + report_id=self.report.id, + group_type=group_type, + group_value=group_value, + poverty_rate_baseline=data['poverty']['baseline'], + poverty_rate_reform=data['poverty']['reform'], + poverty_rate_change=data['poverty']['change'], + deep_poverty_rate_baseline=data['deep_poverty']['baseline'], + deep_poverty_rate_reform=data['deep_poverty']['reform'], + deep_poverty_rate_change=data['deep_poverty']['change'], + ) + self.session.add(impact) + + def calculate_and_store_inequality_impacts(self, baseline: "ModelOutput", comparison: "ModelOutput") -> None: + """Calculate and store inequality impacts. + + Args: + baseline: Baseline simulation output + comparison: Comparison simulation output + """ + from ..database.models import InequalityImpact + + # Calculate impacts using the new function + impacts = calculate_inequality_impacts(baseline, comparison) + + # Store in database + impact = InequalityImpact( + report_id=self.report.id, + gini_baseline=impacts['gini']['baseline'], + gini_reform=impacts['gini']['reform'], + gini_change=impacts['gini']['change'], + top_10_percent_share_baseline=impacts['top_10_percent_share']['baseline'], + top_10_percent_share_reform=impacts['top_10_percent_share']['reform'], + top_10_percent_share_change=impacts['top_10_percent_share']['change'], + top_1_percent_share_baseline=impacts['top_1_percent_share']['baseline'], + top_1_percent_share_reform=impacts['top_1_percent_share']['reform'], + top_1_percent_share_change=impacts['top_1_percent_share']['change'], + ) + self.session.add(impact) + + def calculate_and_store_budgetary_impacts(self, baseline: "ModelOutput", comparison: "ModelOutput") -> None: + """Calculate and store budgetary impacts. + + Args: + baseline: Baseline simulation output + comparison: Comparison simulation output + """ + from ..database.models import BudgetaryImpact + + # Calculate impacts using the new function + impacts = calculate_budgetary_impacts(baseline, comparison) + + # Store in database + impact = BudgetaryImpact( + report_id=self.report.id, + budgetary_impact=impacts['budgetary_impact'], + tax_revenue_impact=impacts['tax_revenue_impact'], + state_tax_revenue_impact=impacts['state_tax_revenue_impact'], + benefit_spending_impact=impacts['benefit_spending_impact'], + households_affected=impacts['households_affected'], + baseline_net_income=impacts['baseline_net_income'], + ) + self.session.add(impact) \ No newline at end of file diff --git a/src/policyengine/report/calculations.py b/src/policyengine/report/calculations.py new file mode 100644 index 00000000..8892628e --- /dev/null +++ b/src/policyengine/report/calculations.py @@ -0,0 +1,381 @@ +"""Economic impact calculations using microdf for proper weighting.""" + +from typing import Dict, Tuple, Optional, TYPE_CHECKING +import numpy as np +import pandas as pd +from microdf import MicroSeries + +if TYPE_CHECKING: + from ..countries.general import ModelOutput + + +def calculate_decile_impacts( + baseline: "ModelOutput", + comparison: "ModelOutput", + by_wealth: bool = False +) -> Dict: + """Calculate decile impacts with proper weighting. + + Returns dict with structure for each decile: + { + 'relative_change': float, + 'average_change': float, + 'winners_losers': { + 'lose_more_than_5_percent': float, + 'lose_less_than_5_percent': float, + 'no_change': float, + 'gain_less_than_5_percent': float, + 'gain_more_than_5_percent': float, + } + } + """ + # Get household data + baseline_hh = baseline.household + comparison_hh = comparison.household + + # Get incomes and weights + baseline_income = MicroSeries( + baseline_hh["household_net_income"].values, + weights=baseline_hh.get("household_weight", pd.Series(np.ones(len(baseline_hh)))).values + ) + comparison_income = MicroSeries( + comparison_hh["household_net_income"].values, + weights=baseline_income.weights + ) + + # Get people per household for winner/loser calculations + people_per_hh = baseline_hh.get("household_count_people", pd.Series(np.ones(len(baseline_hh)))).values + + # Determine deciles + if by_wealth and "total_wealth" in baseline_hh.columns: + wealth = MicroSeries( + baseline_hh["total_wealth"].values, + weights=baseline_income.weights * people_per_hh + ) + decile = wealth.decile_rank().clip(1, 10).astype(int) + elif "household_income_decile" in baseline_hh.columns: + decile = baseline_hh["household_income_decile"].values.astype(int) + else: + # Calculate deciles from income + decile = baseline_income.decile_rank().clip(1, 10).astype(int) + + # Calculate income changes + absolute_change = (comparison_income - baseline_income).values + capped_baseline = np.maximum(baseline_income.values, 1) + capped_comparison = np.maximum(comparison_income.values, 1) + relative_change = (capped_comparison - capped_baseline) / capped_baseline + + results = {} + + for d in range(1, 11): + mask = decile == d + if not np.any(mask): + continue + + # Calculate average and relative changes + decile_baseline = baseline_income[mask] + decile_comparison = comparison_income[mask] + + total_baseline = decile_baseline.sum() + total_comparison = decile_comparison.sum() + + if total_baseline != 0: + rel_change = (total_comparison - total_baseline) / total_baseline + else: + rel_change = 0 + + avg_change = (total_comparison - total_baseline) / decile_baseline.count() + + # Calculate winners and losers + decile_relative_change = relative_change[mask] + decile_people = people_per_hh[mask] + total_people = np.sum(decile_people * baseline_income.weights[mask]) + + if total_people > 0: + lose_more_5 = np.sum( + decile_people[decile_relative_change < -0.05] * + baseline_income.weights[mask][decile_relative_change < -0.05] + ) / total_people + + lose_less_5 = np.sum( + decile_people[(decile_relative_change >= -0.05) & (decile_relative_change < -0.001)] * + baseline_income.weights[mask][(decile_relative_change >= -0.05) & (decile_relative_change < -0.001)] + ) / total_people + + no_change = np.sum( + decile_people[(decile_relative_change >= -0.001) & (decile_relative_change <= 0.001)] * + baseline_income.weights[mask][(decile_relative_change >= -0.001) & (decile_relative_change <= 0.001)] + ) / total_people + + gain_less_5 = np.sum( + decile_people[(decile_relative_change > 0.001) & (decile_relative_change <= 0.05)] * + baseline_income.weights[mask][(decile_relative_change > 0.001) & (decile_relative_change <= 0.05)] + ) / total_people + + gain_more_5 = np.sum( + decile_people[decile_relative_change > 0.05] * + baseline_income.weights[mask][decile_relative_change > 0.05] + ) / total_people + else: + lose_more_5 = lose_less_5 = no_change = gain_less_5 = gain_more_5 = 0 + + results[d] = { + 'relative_change': float(rel_change), + 'average_change': float(avg_change), + 'winners_losers': { + 'lose_more_than_5_percent': float(lose_more_5), + 'lose_less_than_5_percent': float(lose_less_5), + 'no_change': float(no_change), + 'gain_less_than_5_percent': float(gain_less_5), + 'gain_more_than_5_percent': float(gain_more_5), + } + } + + return results + + +def calculate_poverty_impacts( + baseline: "ModelOutput", + comparison: "ModelOutput" +) -> Dict: + """Calculate poverty impacts by demographic groups. + + Since poverty variables aren't always in the data, we calculate them + based on poverty thresholds when needed. + """ + baseline_person = baseline.person + comparison_person = comparison.person + + # Get weights + person_weights = MicroSeries( + np.ones(len(baseline_person)), + weights=baseline_person.get("person_weight", pd.Series(np.ones(len(baseline_person)))).values + ) + + # Get poverty status - check if it exists first + if "person_in_poverty" in baseline_person.columns: + baseline_poverty = baseline_person["person_in_poverty"].values + comparison_poverty = comparison_person["person_in_poverty"].values + elif "in_poverty" in baseline_person.columns: + baseline_poverty = baseline_person["in_poverty"].values + comparison_poverty = comparison_person["in_poverty"].values + else: + # Calculate poverty based on income and thresholds + # This is a simplified calculation - real implementation would use proper thresholds + baseline_poverty = np.zeros(len(baseline_person), dtype=bool) + comparison_poverty = np.zeros(len(comparison_person), dtype=bool) + + # Deep poverty + if "person_in_deep_poverty" in baseline_person.columns: + baseline_deep = baseline_person["person_in_deep_poverty"].values + comparison_deep = comparison_person["person_in_deep_poverty"].values + elif "in_deep_poverty" in baseline_person.columns: + baseline_deep = baseline_person["in_deep_poverty"].values + comparison_deep = comparison_person["in_deep_poverty"].values + else: + baseline_deep = None + comparison_deep = None + + results = {} + + # Age groups + if "age" in baseline_person.columns: + ages = baseline_person["age"].values + + age_groups = [ + ("age", "child", ages < 18), + ("age", "adult", (ages >= 18) & (ages < 65)), + ("age", "senior", ages >= 65), + ("age", "all", np.ones(len(ages), dtype=bool)), + ] + + for group_type, group_value, mask in age_groups: + group_weights = person_weights.weights[mask] + total_weight = np.sum(group_weights) + + if total_weight > 0: + poverty_baseline = np.sum(baseline_poverty[mask] * group_weights) / total_weight + poverty_reform = np.sum(comparison_poverty[mask] * group_weights) / total_weight + + if baseline_deep is not None: + deep_baseline = np.sum(baseline_deep[mask] * group_weights) / total_weight + deep_reform = np.sum(comparison_deep[mask] * group_weights) / total_weight + else: + deep_baseline = deep_reform = None + else: + poverty_baseline = poverty_reform = 0 + deep_baseline = deep_reform = None + + key = f"{group_type}_{group_value}" + results[key] = { + 'poverty': { + 'baseline': float(poverty_baseline), + 'reform': float(poverty_reform), + 'change': float(poverty_reform - poverty_baseline), + }, + 'deep_poverty': { + 'baseline': float(deep_baseline) if deep_baseline is not None else None, + 'reform': float(deep_reform) if deep_reform is not None else None, + 'change': float(deep_reform - deep_baseline) if deep_baseline is not None else None, + } + } + + # Gender breakdown + if "is_male" in baseline_person.columns: + is_male = baseline_person["is_male"].values + + gender_groups = [ + ("gender", "male", is_male), + ("gender", "female", ~is_male), + ] + + for group_type, group_value, mask in gender_groups: + group_weights = person_weights.weights[mask] + total_weight = np.sum(group_weights) + + if total_weight > 0: + poverty_baseline = np.sum(baseline_poverty[mask] * group_weights) / total_weight + poverty_reform = np.sum(comparison_poverty[mask] * group_weights) / total_weight + + if baseline_deep is not None: + deep_baseline = np.sum(baseline_deep[mask] * group_weights) / total_weight + deep_reform = np.sum(comparison_deep[mask] * group_weights) / total_weight + else: + deep_baseline = deep_reform = None + else: + poverty_baseline = poverty_reform = 0 + deep_baseline = deep_reform = None + + key = f"{group_type}_{group_value}" + results[key] = { + 'poverty': { + 'baseline': float(poverty_baseline), + 'reform': float(poverty_reform), + 'change': float(poverty_reform - poverty_baseline), + }, + 'deep_poverty': { + 'baseline': float(deep_baseline) if deep_baseline is not None else None, + 'reform': float(deep_reform) if deep_reform is not None else None, + 'change': float(deep_reform - deep_baseline) if deep_baseline is not None else None, + } + } + + return results + + +def calculate_inequality_impacts( + baseline: "ModelOutput", + comparison: "ModelOutput" +) -> Dict: + """Calculate inequality metrics using microdf.""" + baseline_hh = baseline.household + comparison_hh = comparison.household + + # Get incomes with proper weighting + baseline_income = MicroSeries( + baseline_hh["household_net_income"].values, + weights=baseline_hh.get("household_weight", pd.Series(np.ones(len(baseline_hh)))).values + ) + comparison_income = MicroSeries( + comparison_hh["household_net_income"].values, + weights=baseline_income.weights + ) + + # Weight by household members for person-level metrics + if "household_count_people" in baseline_hh.columns: + people_per_hh = baseline_hh["household_count_people"].values + baseline_income.weights *= people_per_hh + comparison_income.weights *= people_per_hh + + # Calculate Gini coefficients + try: + gini_baseline = baseline_income.gini() + gini_reform = comparison_income.gini() + except: + gini_baseline = gini_reform = 0 + + # Calculate top income shares + in_top_10 = baseline_income.percentile_rank() > 90 + in_top_1 = baseline_income.percentile_rank() > 99 + + top_10_baseline = baseline_income[in_top_10].sum() / baseline_income.sum() + top_10_reform = comparison_income[in_top_10].sum() / comparison_income.sum() + + top_1_baseline = baseline_income[in_top_1].sum() / baseline_income.sum() + top_1_reform = comparison_income[in_top_1].sum() / comparison_income.sum() + + return { + 'gini': { + 'baseline': float(gini_baseline), + 'reform': float(gini_reform), + 'change': float(gini_reform - gini_baseline), + }, + 'top_10_percent_share': { + 'baseline': float(top_10_baseline), + 'reform': float(top_10_reform), + 'change': float(top_10_reform - top_10_baseline), + }, + 'top_1_percent_share': { + 'baseline': float(top_1_baseline), + 'reform': float(top_1_reform), + 'change': float(top_1_reform - top_1_baseline), + } + } + + +def calculate_budgetary_impacts( + baseline: "ModelOutput", + comparison: "ModelOutput" +) -> Dict: + """Calculate budgetary impacts from tax and benefit changes.""" + baseline_hh = baseline.household + comparison_hh = comparison.household + + weights = baseline_hh.get("household_weight", pd.Series(np.ones(len(baseline_hh)))).values + + # Calculate tax revenue impact + tax_revenue_impact = 0 + if "household_tax" in baseline_hh.columns: + baseline_tax = (baseline_hh["household_tax"].values * weights).sum() + comparison_tax = (comparison_hh["household_tax"].values * weights).sum() + tax_revenue_impact = comparison_tax - baseline_tax + elif "gov_tax" in baseline_hh.columns: + baseline_tax = (baseline_hh["gov_tax"].values * weights).sum() + comparison_tax = (comparison_hh["gov_tax"].values * weights).sum() + tax_revenue_impact = comparison_tax - baseline_tax + + # Calculate benefit spending impact + benefit_spending_impact = 0 + if "household_benefits" in baseline_hh.columns: + baseline_benefits = (baseline_hh["household_benefits"].values * weights).sum() + comparison_benefits = (comparison_hh["household_benefits"].values * weights).sum() + benefit_spending_impact = comparison_benefits - baseline_benefits + elif "gov_spending" in baseline_hh.columns: + baseline_benefits = (baseline_hh["gov_spending"].values * weights).sum() + comparison_benefits = (comparison_hh["gov_spending"].values * weights).sum() + benefit_spending_impact = comparison_benefits - baseline_benefits + + # State tax (US) + state_tax_revenue_impact = 0 + if "household_state_tax" in baseline_hh.columns: + baseline_state_tax = (baseline_hh["household_state_tax"].values * weights).sum() + comparison_state_tax = (comparison_hh["household_state_tax"].values * weights).sum() + state_tax_revenue_impact = comparison_state_tax - baseline_state_tax + + # Overall budgetary impact + budgetary_impact = tax_revenue_impact - benefit_spending_impact + + # Baseline net income + baseline_net_income = (baseline_hh["household_net_income"].values * weights).sum() + + # Number of households + households_affected = np.sum(weights) + + return { + 'budgetary_impact': float(budgetary_impact), + 'tax_revenue_impact': float(tax_revenue_impact), + 'state_tax_revenue_impact': float(state_tax_revenue_impact), + 'benefit_spending_impact': float(benefit_spending_impact), + 'households_affected': float(households_affected), + 'baseline_net_income': float(baseline_net_income), + } \ No newline at end of file diff --git a/src/policyengine/utils/__init__.py b/src/policyengine/utils/__init__.py new file mode 100644 index 00000000..12ce0891 --- /dev/null +++ b/src/policyengine/utils/__init__.py @@ -0,0 +1,27 @@ +"""Utility functions for PolicyEngine.""" + +from .parameters import ( + import_parameters_from_tax_benefit_system, + extract_parameter_metadata, + extract_parameter_changes, + get_parameter_value_at_instant, + apply_parameter_changes_to_simulation +) + +from .variables import ( + import_variables_from_tax_benefit_system, + extract_variable_metadata +) + +__all__ = [ + # Parameter utilities + "import_parameters_from_tax_benefit_system", + "extract_parameter_metadata", + "extract_parameter_changes", + "get_parameter_value_at_instant", + "apply_parameter_changes_to_simulation", + + # Variable utilities + "import_variables_from_tax_benefit_system", + "extract_variable_metadata", +] \ No newline at end of file diff --git a/src/policyengine/database/parameter_utils.py b/src/policyengine/utils/parameters.py similarity index 91% rename from src/policyengine/database/parameter_utils.py rename to src/policyengine/utils/parameters.py index 4b2cf50e..2c775437 100644 --- a/src/policyengine/database/parameter_utils.py +++ b/src/policyengine/utils/parameters.py @@ -5,7 +5,7 @@ from sqlalchemy.orm import Session from policyengine_core.parameters import Parameter, ParameterNode from policyengine_core.simulations import Simulation -from .models import ( +from ..database.models import ( ParameterMetadata, ParameterChangeMetadata, ScenarioMetadata, @@ -331,14 +331,24 @@ def apply_parameter_changes_to_simulation( for param_name, param_changes in changes_by_param.items(): # Find applicable change for this instant - parameter: Parameter = params.get_child(param_name) - - for param_change in param_changes: - param_change: ParameterChangeMetadata - start_instant = param_change.start_date - end_instant = param_change.end_date - parameter.update( - value=param_change.value, - start=start_instant, - stop=end_instant - ) + try: + parameter: Parameter = params.get_child(param_name) + + for param_change in param_changes: + param_change: ParameterChangeMetadata + start_instant = param_change.start_date + end_instant = param_change.end_date + + # Convert datetime to string format that policyengine-core expects + start_str = start_instant.strftime("%Y-%m-%d") if start_instant else None + end_str = end_instant.strftime("%Y-%m-%d") if end_instant else None + + parameter.update( + value=param_change.value, + start=start_str, + stop=end_str + ) + except Exception as e: + # Log warning but don't stop execution + import logging + logging.warning(f"Could not apply parameter change for {param_name}: {e}") diff --git a/src/policyengine/database/variable_utils.py b/src/policyengine/utils/variables.py similarity index 98% rename from src/policyengine/database/variable_utils.py rename to src/policyengine/utils/variables.py index 209a7fd6..8e524e83 100644 --- a/src/policyengine/database/variable_utils.py +++ b/src/policyengine/utils/variables.py @@ -3,7 +3,7 @@ from typing import Optional from datetime import datetime from sqlalchemy.orm import Session -from .models import VariableMetadata, get_model_version +from ..database.models import VariableMetadata, get_model_version import uuid From caf83c11834db5507d603a52c198e78af9c08c60 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 27 Aug 2025 13:23:17 +0100 Subject: [PATCH 21/97] Clean up/remove unfinished code --- src/policyengine/countries/uk/report.py | 90 +---------- src/policyengine/countries/us/report.py | 106 +------------ src/policyengine/database/database.py | 2 +- src/policyengine/database/report_manager.py | 159 +------------------- 4 files changed, 4 insertions(+), 353 deletions(-) diff --git a/src/policyengine/countries/uk/report.py b/src/policyengine/countries/uk/report.py index 7b3d9bd7..51379cec 100644 --- a/src/policyengine/countries/uk/report.py +++ b/src/policyengine/countries/uk/report.py @@ -11,92 +11,4 @@ class UKEconomicImpactReport(EconomicImpactReportBase): """UK-specific economic impact report.""" def calculate_all_impacts(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: - """Calculate all UK economic impacts and populate database tables. - - Args: - baseline: Baseline simulation output - comparison: Comparison/reform simulation output - """ - # Update report status - from ...database.models import SimulationStatus - self.report.status = SimulationStatus.RUNNING - self.session.commit() - - try: - # Calculate standard impacts - self.calculate_and_store_decile_impacts(baseline, comparison, by_wealth=False) - - # UK also supports wealth deciles - if self._has_wealth_data(baseline): - self.calculate_and_store_decile_impacts(baseline, comparison, by_wealth=True) - - self.calculate_and_store_poverty_impacts(baseline, comparison) - self.calculate_and_store_inequality_impacts(baseline, comparison) - self.calculate_and_store_budgetary_impacts(baseline, comparison) - - # UK-specific: Program impacts - self.calculate_program_impacts(baseline, comparison) - - # Mark as completed - from datetime import datetime - self.report.status = SimulationStatus.COMPLETED - self.report.completed_at = datetime.now() - self.session.commit() - - except Exception as e: - # Mark as failed - self.report.status = SimulationStatus.FAILED - self.session.commit() - raise e - - def _has_wealth_data(self, data: "UKModelOutput") -> bool: - """Check if wealth data is available.""" - return "total_wealth" in data.household.columns or "household_wealth_decile" in data.household.columns - - def calculate_program_impacts(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: - """Calculate UK-specific program impacts. - - Args: - baseline: Baseline simulation output - comparison: Comparison simulation output - """ - from ...database.models import ProgramSpecificImpact - - # List of UK benefit programs to track - uk_programs = [ - "universal_credit", - "child_benefit", - "income_support", - "housing_benefit", - "pension_credit", - "state_pension", - "employment_support_allowance", - "jobseekers_allowance", - "child_tax_credit", - "working_tax_credit", - ] - - baseline_hh = baseline.household - comparison_hh = comparison.household - - if "household_weight" in baseline_hh.columns: - weights = baseline_hh["household_weight"].values - else: - weights = 1 - - for program in uk_programs: - # Check if program exists in data - if program not in baseline_hh.columns: - continue - - baseline_cost = (baseline_hh[program].values * weights).sum() - comparison_cost = (comparison_hh[program].values * weights).sum() - - impact = ProgramSpecificImpact( - report_id=self.report.id, - program_name=program, - baseline_cost=float(baseline_cost), - reform_cost=float(comparison_cost), - cost_difference=float(comparison_cost - baseline_cost), - ) - self.session.add(impact) \ No newline at end of file + pass \ No newline at end of file diff --git a/src/policyengine/countries/us/report.py b/src/policyengine/countries/us/report.py index 92e32cfb..d83dd724 100644 --- a/src/policyengine/countries/us/report.py +++ b/src/policyengine/countries/us/report.py @@ -17,108 +17,4 @@ def calculate_all_impacts(self, baseline: "USModelOutput", comparison: "USModelO baseline: Baseline simulation output comparison: Comparison/reform simulation output """ - # Update report status - from ...database.models import SimulationStatus - self.report.status = SimulationStatus.RUNNING - self.session.commit() - - try: - # Calculate standard impacts - self.calculate_and_store_decile_impacts(baseline, comparison, by_wealth=False) - - self.calculate_and_store_poverty_impacts(baseline, comparison) - self.calculate_and_store_inequality_impacts(baseline, comparison) - self.calculate_and_store_budgetary_impacts(baseline, comparison) - - # US-specific: Racial poverty breakdown - self.calculate_racial_poverty_breakdown(baseline, comparison) - - # Mark as completed - from datetime import datetime - self.report.status = SimulationStatus.COMPLETED - self.report.completed_at = datetime.now() - self.session.commit() - - except Exception as e: - # Mark as failed - self.report.status = SimulationStatus.FAILED - self.session.commit() - raise e - - def calculate_racial_poverty_breakdown(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: - """Calculate US-specific racial poverty breakdown. - - Args: - baseline: Baseline simulation output - comparison: Comparison simulation output - """ - from ...database.models import PovertyImpact - import numpy as np - - # Get person data - baseline_person = baseline.person - comparison_person = comparison.person - - # Check if race data is available - if "race" not in baseline_person.columns: - return - - # Get weights - if "person_weight" in baseline_person.columns: - weights = baseline_person["person_weight"].values - else: - weights = np.ones(len(baseline_person)) - - # Check for poverty variables - if "person_in_poverty" not in baseline_person.columns: - return - - baseline_poverty = baseline_person["person_in_poverty"].values - comparison_poverty = comparison_person["person_in_poverty"].values - - # Deep poverty (if available) - if "person_in_deep_poverty" in baseline_person.columns: - baseline_deep = baseline_person["person_in_deep_poverty"].values - comparison_deep = comparison_person["person_in_deep_poverty"].values - else: - baseline_deep = None - comparison_deep = None - - race = baseline_person["race"].values - - race_groups = [ - ("race", "white", race == "WHITE"), - ("race", "black", race == "BLACK"), - ("race", "hispanic", race == "HISPANIC"), - ("race", "other", race == "OTHER"), - ] - - for group_type, group_value, mask in race_groups: - group_weights = weights[mask] - total_weight = np.sum(group_weights) - - if total_weight > 0: - poverty_baseline = np.sum(baseline_poverty[mask] * group_weights) / total_weight - poverty_reform = np.sum(comparison_poverty[mask] * group_weights) / total_weight - - if baseline_deep is not None: - deep_baseline = np.sum(baseline_deep[mask] * group_weights) / total_weight - deep_reform = np.sum(comparison_deep[mask] * group_weights) / total_weight - else: - deep_baseline = deep_reform = None - else: - poverty_baseline = poverty_reform = 0 - deep_baseline = deep_reform = None - - impact = PovertyImpact( - report_id=self.report.id, - group_type=group_type, - group_value=group_value, - poverty_rate_baseline=float(poverty_baseline), - poverty_rate_reform=float(poverty_reform), - poverty_rate_change=float(poverty_reform - poverty_baseline), - deep_poverty_rate_baseline=float(deep_baseline) if deep_baseline is not None else None, - deep_poverty_rate_reform=float(deep_reform) if deep_reform is not None else None, - deep_poverty_rate_change=float(deep_reform - deep_baseline) if deep_baseline is not None and deep_reform is not None else None, - ) - self.session.add(impact) \ No newline at end of file + pass \ No newline at end of file diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index c84a9ffa..3553d26f 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -187,7 +187,7 @@ def _initialize_default_datasets(self, country: str): "name": "enhanced_frs_2023_24", "year": 2023, "source": "FRS", - "description": "Enhanced Family Resources Survey 2023-24 with imputed wealth", + "description": "Enhanced Family Resources Survey 2023-24", "filename": "enhanced_frs_2023_24.h5", "gcs_bucket": "policyengine-uk-data-private", "gcs_path": "enhanced_frs_2023_24.h5" diff --git a/src/policyengine/database/report_manager.py b/src/policyengine/database/report_manager.py index a0aecefb..39da631d 100644 --- a/src/policyengine/database/report_manager.py +++ b/src/policyengine/database/report_manager.py @@ -142,161 +142,4 @@ def list_reports( if status: query = query.filter_by(status=status) - return query.all() - - def get_report_results(self, report_id: str) -> dict: - """Get all results for a report. - - Args: - report_id: Report ID - - Returns: - Dictionary containing all report results - """ - report = self.get_report(report_id) - if not report: - raise ValueError(f"Report {report_id} not found") - - results = { - "metadata": { - "id": report.id, - "name": report.name, - "country": report.country, - "year": report.year, - "status": report.status.value if report.status else None, - "created_at": report.created_at.isoformat() if report.created_at else None, - "completed_at": report.completed_at.isoformat() if report.completed_at else None, - }, - "decile_impacts": self._get_decile_impacts(report_id), - "poverty_impacts": self._get_poverty_impacts(report_id), - "inequality_impact": self._get_inequality_impact(report_id), - "budgetary_impact": self._get_budgetary_impact(report_id), - "labor_supply_impact": self._get_labor_supply_impact(report_id), - } - - # Add UK-specific program impacts if available - if report.country.lower() == "uk": - results["program_impacts"] = self._get_program_impacts(report_id) - - return results - - def _get_decile_impacts(self, report_id: str) -> dict: - """Get decile impacts for a report.""" - impacts = self.session.query(DecileImpact).filter_by(report_id=report_id).all() - - result = {"income": {}, "wealth": {}} - for impact in impacts: - decile_data = { - "relative_change": impact.relative_change, - "average_change": impact.average_change, - "winners_losers": { - "lose_more_than_5_percent": impact.lose_more_than_5_percent, - "lose_less_than_5_percent": impact.lose_less_than_5_percent, - "no_change": impact.no_change, - "gain_less_than_5_percent": impact.gain_less_than_5_percent, - "gain_more_than_5_percent": impact.gain_more_than_5_percent, - } - } - result[impact.decile_type][impact.decile] = decile_data - - return result - - def _get_poverty_impacts(self, report_id: str) -> dict: - """Get poverty impacts for a report.""" - impacts = self.session.query(PovertyImpact).filter_by(report_id=report_id).all() - - result = {} - for impact in impacts: - if impact.group_type not in result: - result[impact.group_type] = {} - - result[impact.group_type][impact.group_value] = { - "poverty": { - "baseline": impact.poverty_rate_baseline, - "reform": impact.poverty_rate_reform, - "change": impact.poverty_rate_change, - }, - "deep_poverty": { - "baseline": impact.deep_poverty_rate_baseline, - "reform": impact.deep_poverty_rate_reform, - "change": impact.deep_poverty_rate_change, - } - } - - return result - - def _get_inequality_impact(self, report_id: str) -> dict: - """Get inequality impact for a report.""" - impact = self.session.query(InequalityImpact).filter_by(report_id=report_id).first() - - if not impact: - return {} - - return { - "gini": { - "baseline": impact.gini_baseline, - "reform": impact.gini_reform, - "change": impact.gini_change, - }, - "top_10_percent_share": { - "baseline": impact.top_10_percent_share_baseline, - "reform": impact.top_10_percent_share_reform, - "change": impact.top_10_percent_share_change, - }, - "top_1_percent_share": { - "baseline": impact.top_1_percent_share_baseline, - "reform": impact.top_1_percent_share_reform, - "change": impact.top_1_percent_share_change, - } - } - - def _get_budgetary_impact(self, report_id: str) -> dict: - """Get budgetary impact for a report.""" - impact = self.session.query(BudgetaryImpact).filter_by(report_id=report_id).first() - - if not impact: - return {} - - return { - "budgetary_impact": impact.budgetary_impact, - "tax_revenue_impact": impact.tax_revenue_impact, - "state_tax_revenue_impact": impact.state_tax_revenue_impact, - "benefit_spending_impact": impact.benefit_spending_impact, - "households_affected": impact.households_affected, - "baseline_net_income": impact.baseline_net_income, - } - - def _get_labor_supply_impact(self, report_id: str) -> dict: - """Get labor supply impact for a report.""" - impact = self.session.query(LaborSupplyImpact).filter_by(report_id=report_id).first() - - if not impact: - return {} - - return { - "substitution_effect": impact.substitution_effect, - "income_effect": impact.income_effect, - "total_change": impact.total_change, - "revenue_change": impact.revenue_change, - "hours": { - "baseline": impact.hours_baseline, - "reform": impact.hours_reform, - "change": impact.hours_change, - "income_effect": impact.hours_income_effect, - "substitution_effect": impact.hours_substitution_effect, - } - } - - def _get_program_impacts(self, report_id: str) -> dict: - """Get program-specific impacts for a report.""" - impacts = self.session.query(ProgramSpecificImpact).filter_by(report_id=report_id).all() - - result = {} - for impact in impacts: - result[impact.program_name] = { - "baseline": impact.baseline_cost, - "reform": impact.reform_cost, - "difference": impact.cost_difference, - } - - return result \ No newline at end of file + return query.all() \ No newline at end of file From 8913d807fc95227ac30f88585d7674e36caaa5ce Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 27 Aug 2025 16:39:25 +0100 Subject: [PATCH 22/97] Add UK model outputs --- src/policyengine/countries/uk/model_output.py | 30 +- src/policyengine/countries/uk/report.py | 437 +++++++++++++++++- src/policyengine/database/__init__.py | 24 +- src/policyengine/database/dataset_manager.py | 1 + src/policyengine/database/models.py | 227 +++++---- src/policyengine/database/report_manager.py | 199 +++++++- src/policyengine/database/scenario_manager.py | 2 + .../database/simulation_manager.py | 73 ++- 8 files changed, 849 insertions(+), 144 deletions(-) diff --git a/src/policyengine/countries/uk/model_output.py b/src/policyengine/countries/uk/model_output.py index 7d958b8a..7aea2c9a 100644 --- a/src/policyengine/countries/uk/model_output.py +++ b/src/policyengine/countries/uk/model_output.py @@ -17,6 +17,13 @@ class UKModelOutput(ModelOutput): model_config = ConfigDict(arbitrary_types_allowed=True) UK_VARIABLE_WHITELIST = [ + # ID columns for linking entities + "person_id", + "person_household_id", + "person_benunit_id", + "benunit_id", + "household_id", + # Income and wealth "household_net_income", # The following may not exist in all datasets, so we'll check them later @@ -27,6 +34,9 @@ class UKModelOutput(ModelOutput): "total_wealth", "employment_income", "self_employment_income", + "hbai_household_net_income", + "equiv_hbai_household_net_income", + "consumption", # Weights "household_weight", @@ -37,30 +47,42 @@ class UKModelOutput(ModelOutput): "age", "is_male", - # Tax and benefits + # Government budget + "gov_balance", "gov_tax", "gov_spending", + + # Tax and benefits "household_tax", "household_benefits", - # UK-specific programs + # UK-specific programs - taxes "income_tax", "national_insurance", "vat", "council_tax", "fuel_duty", "ni_employer", + "capital_gains_tax", + + # UK-specific programs - benefits "universal_credit", "child_benefit", "income_support", "housing_benefit", "pension_credit", "state_pension", - "employment_support_allowance", - "jobseekers_allowance", "child_tax_credit", "working_tax_credit", "tax_credits", + "pip", + "dla", + + # Poverty variables + "in_poverty", + "in_relative_poverty_bhc", + "in_poverty_ahc", + "in_relative_poverty_ahc", ] def process_uk_simulation(simulation: "Simulation", year: int) -> UKModelOutput: diff --git a/src/policyengine/countries/uk/report.py b/src/policyengine/countries/uk/report.py index 51379cec..18050e20 100644 --- a/src/policyengine/countries/uk/report.py +++ b/src/policyengine/countries/uk/report.py @@ -1,14 +1,445 @@ """UK-specific economic impact report.""" from typing import TYPE_CHECKING -from ...report.base import EconomicImpactReportBase +import pandas as pd +import numpy as np +from sqlalchemy.orm import Session if TYPE_CHECKING: from .model_output import UKModelOutput + from ...database.models import ReportMetadata +from ...database.models import ( + UKGovernmentBudget, + UKHouseholdIncome, + UKDecileImpact, + UKPovertyImpact, + UKInequalityImpact, + UKWinnersLosers, +) -class UKEconomicImpactReport(EconomicImpactReportBase): + +class UKEconomicImpactReport: """UK-specific economic impact report.""" + def __init__(self, session: Session, report_metadata: "ReportMetadata"): + """Initialise UK economic impact report. + + Args: + session: Database session + report_metadata: Report metadata from database + """ + self.session = session + self.report = report_metadata + def calculate_all_impacts(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: - pass \ No newline at end of file + """Calculate all economic impacts and populate database tables. + + Args: + baseline: Baseline simulation output + comparison: Comparison/reform simulation output + """ + # Calculate and store all impacts + self.calculate_government_budget(baseline, comparison) + self.calculate_household_income(baseline, comparison) + self.calculate_decile_impacts(baseline, comparison) + self.calculate_poverty_impacts(baseline, comparison) + self.calculate_inequality_impacts(baseline, comparison) + self.calculate_winners_losers(baseline, comparison) + + # Commit all changes to the database + self.session.commit() + + def calculate_government_budget(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: + """Calculate government budget impacts.""" + budget = UKGovernmentBudget(report_id=self.report.id) + + # Get weighted sums for government variables + baseline_hh = baseline.household + comparison_hh = comparison.household + weights = baseline_hh["household_weight"] + + # Government balance + if "gov_balance" in baseline_hh.columns: + budget.gov_balance_baseline = float((baseline_hh["gov_balance"] * weights).sum()) + budget.gov_balance_reform = float((comparison_hh["gov_balance"] * weights).sum()) + budget.gov_balance_change = budget.gov_balance_reform - budget.gov_balance_baseline + + # Total tax revenues + if "gov_tax" in baseline_hh.columns: + budget.gov_tax_baseline = float((baseline_hh["gov_tax"] * weights).sum()) + budget.gov_tax_reform = float((comparison_hh["gov_tax"] * weights).sum()) + budget.gov_tax_change = budget.gov_tax_reform - budget.gov_tax_baseline + + # Individual taxes + tax_variables = [ + ("income_tax", "income_tax"), + ("national_insurance", "national_insurance"), + ("ni_employer", "ni_employer"), + ("vat", "vat"), + ("capital_gains_tax", "capital_gains_tax"), + ] + + for var_name, attr_name in tax_variables: + if var_name in baseline_hh.columns: + baseline_val = float((baseline_hh[var_name] * weights).sum()) + reform_val = float((comparison_hh[var_name] * weights).sum()) + setattr(budget, f"{attr_name}_baseline", baseline_val) + setattr(budget, f"{attr_name}_reform", reform_val) + setattr(budget, f"{attr_name}_change", reform_val - baseline_val) + + # Government spending + if "gov_spending" in baseline_hh.columns: + budget.gov_spending_baseline = float((baseline_hh["gov_spending"] * weights).sum()) + budget.gov_spending_reform = float((comparison_hh["gov_spending"] * weights).sum()) + budget.gov_spending_change = budget.gov_spending_reform - budget.gov_spending_baseline + + # Individual benefits + benefit_variables = [ + ("universal_credit", "universal_credit"), + ("state_pension", "state_pension"), + ("pip", "pip"), + ("dla", "dla"), + ("housing_benefit", "housing_benefit"), + ("working_tax_credit", "working_tax_credit"), + ("child_tax_credit", "child_tax_credit"), + ] + + for var_name, attr_name in benefit_variables: + if var_name in baseline_hh.columns: + baseline_val = float((baseline_hh[var_name] * weights).sum()) + reform_val = float((comparison_hh[var_name] * weights).sum()) + setattr(budget, f"{attr_name}_baseline", baseline_val) + setattr(budget, f"{attr_name}_reform", reform_val) + setattr(budget, f"{attr_name}_change", reform_val - baseline_val) + + self.session.add(budget) + + def calculate_household_income(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: + """Calculate household income impacts.""" + income = UKHouseholdIncome(report_id=self.report.id) + + baseline_hh = baseline.household + comparison_hh = comparison.household + weights = baseline_hh["household_weight"] + + # Market income + if "household_market_income" in baseline_hh.columns: + income.household_market_income_baseline = float((baseline_hh["household_market_income"] * weights).sum()) + income.household_market_income_reform = float((comparison_hh["household_market_income"] * weights).sum()) + income.household_market_income_change = income.household_market_income_reform - income.household_market_income_baseline + + # HBAI net income + if "hbai_household_net_income" in baseline_hh.columns: + income.hbai_household_net_income_baseline = float((baseline_hh["hbai_household_net_income"] * weights).sum()) + income.hbai_household_net_income_reform = float((comparison_hh["hbai_household_net_income"] * weights).sum()) + income.hbai_household_net_income_change = income.hbai_household_net_income_reform - income.hbai_household_net_income_baseline + + # Comprehensive net income + if "household_net_income" in baseline_hh.columns: + income.household_net_income_baseline = float((baseline_hh["household_net_income"] * weights).sum()) + income.household_net_income_reform = float((comparison_hh["household_net_income"] * weights).sum()) + income.household_net_income_change = income.household_net_income_reform - income.household_net_income_baseline + + self.session.add(income) + + def calculate_decile_impacts(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: + """Calculate impacts by decile for income, consumption, and wealth.""" + baseline_hh = baseline.household + comparison_hh = comparison.household + weights = baseline_hh["household_weight"] + + # Variables to aggregate + aggregate_variables = [ + "household_net_income", + "hbai_household_net_income", + "household_market_income", + "gov_tax", + "gov_spending", + "household_benefits", + "household_tax", + ] + + # Decile types + decile_types = [ + ("equiv_hbai_household_net_income", "equiv_hbai_household_net_income"), + ("consumption", "consumption"), + ("total_wealth", "total_wealth"), + ] + + for decile_var, decile_type_name in decile_types: + if decile_var not in baseline_hh.columns: + continue + + # Create weighted deciles based on baseline values + baseline_hh["decile"] = self._get_weighted_deciles(baseline_hh[decile_var], weights) + comparison_hh["decile"] = baseline_hh["decile"] + + # Calculate for each variable + for var in aggregate_variables: + if var not in baseline_hh.columns: + continue + + # Overall (decile = 0) + overall_impact = UKDecileImpact( + report_id=self.report.id, + decile_type=decile_type_name, + decile=0, + variable_name=var, + sum_baseline=float((baseline_hh[var] * weights).sum()), + sum_reform=float((comparison_hh[var] * weights).sum()), + mean_baseline=float((baseline_hh[var] * weights).sum() / weights.sum()), + mean_reform=float((comparison_hh[var] * weights).sum() / weights.sum()) + ) + overall_impact.sum_change = overall_impact.sum_reform - overall_impact.sum_baseline + overall_impact.mean_change = overall_impact.mean_reform - overall_impact.mean_baseline + self.session.add(overall_impact) + + # By decile + for decile in range(1, 11): + decile_mask = baseline_hh["decile"] == decile + decile_weights = weights[decile_mask] + + if decile_weights.sum() > 0: + decile_impact = UKDecileImpact( + report_id=self.report.id, + decile_type=decile_type_name, + decile=decile, + variable_name=var, + sum_baseline=float((baseline_hh.loc[decile_mask, var] * decile_weights).sum()), + sum_reform=float((comparison_hh.loc[decile_mask, var] * decile_weights).sum()), + mean_baseline=float((baseline_hh.loc[decile_mask, var] * decile_weights).sum() / decile_weights.sum()), + mean_reform=float((comparison_hh.loc[decile_mask, var] * decile_weights).sum() / decile_weights.sum()) + ) + decile_impact.sum_change = decile_impact.sum_reform - decile_impact.sum_baseline + decile_impact.mean_change = decile_impact.mean_reform - decile_impact.mean_baseline + self.session.add(decile_impact) + + def calculate_poverty_impacts(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: + """Calculate poverty impacts using HBAI definitions.""" + # Note: Poverty variables (in_poverty, in_relative_poverty, etc.) are not currently + # available in the model, so this method will not populate any data for now. + # When these variables are added to policyengine-uk, this method will automatically + # start working. + + baseline_hh = baseline.household + comparison_hh = comparison.household + + # Poverty variables + poverty_variables = [ + ("in_poverty", "absolute_bhc"), + ("in_relative_poverty_bhc", "relative_bhc"), + ("in_poverty_ahc", "absolute_ahc"), + ("in_relative_poverty_ahc", "relative_ahc"), + ] + + # Check if any poverty variables exist + poverty_vars_exist = any(pv[0] in baseline_hh.columns for pv in poverty_variables) + + if not poverty_vars_exist: + # No poverty variables available, skip calculation + return + + # Get person-level data with household poverty status + baseline_person = baseline.person + comparison_person = comparison.person + + # Get person weights + person_weights = baseline_person["person_weight"] + + # Demographic groups + demographic_groups = ["all", "child", "working_age", "pensioner"] + + for poverty_var, poverty_type in poverty_variables: + if poverty_var not in baseline_hh.columns: + continue + + # Map household poverty to person level + baseline_person["in_poverty"] = baseline_person["person_household_id"].map( + baseline_hh.set_index("household_id")[poverty_var] + ) + comparison_person["in_poverty"] = comparison_person["person_household_id"].map( + comparison_hh.set_index("household_id")[poverty_var] + ) + + for group in demographic_groups: + if group == "all": + mask = pd.Series([True] * len(baseline_person)) + elif group == "child" and "age" in baseline_person.columns: + mask = baseline_person["age"] < 18 + elif group == "working_age" and "age" in baseline_person.columns: + mask = (baseline_person["age"] >= 18) & (baseline_person["age"] < 65) + elif group == "pensioner" and "age" in baseline_person.columns: + mask = baseline_person["age"] >= 65 + else: + continue + + group_weights = person_weights[mask] + if group_weights.sum() > 0: + poverty_impact = UKPovertyImpact( + report_id=self.report.id, + poverty_type=poverty_type, + demographic_group=group, + headcount_baseline=float((baseline_person.loc[mask, "in_poverty"] * group_weights).sum()), + headcount_reform=float((comparison_person.loc[mask, "in_poverty"] * group_weights).sum()), + rate_baseline=float((baseline_person.loc[mask, "in_poverty"] * group_weights).sum() / group_weights.sum()), + rate_reform=float((comparison_person.loc[mask, "in_poverty"] * group_weights).sum() / group_weights.sum()) + ) + poverty_impact.headcount_change = poverty_impact.headcount_reform - poverty_impact.headcount_baseline + poverty_impact.rate_change = poverty_impact.rate_reform - poverty_impact.rate_baseline + self.session.add(poverty_impact) + + def calculate_inequality_impacts(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: + """Calculate inequality metrics.""" + inequality = UKInequalityImpact(report_id=self.report.id) + + baseline_hh = baseline.household + comparison_hh = comparison.household + weights = baseline_hh["household_weight"] + + if "equiv_hbai_household_net_income" in baseline_hh.columns: + income_var = "equiv_hbai_household_net_income" + + # Calculate Gini coefficient + inequality.gini_baseline = self._calculate_gini(baseline_hh[income_var], weights) + inequality.gini_reform = self._calculate_gini(comparison_hh[income_var], weights) + inequality.gini_change = inequality.gini_reform - inequality.gini_baseline + + # Calculate top income shares + baseline_sorted = baseline_hh.sort_values(income_var, ascending=False) + comparison_sorted = comparison_hh.sort_values(income_var, ascending=False) + + # Top 10% + cumulative_weight = baseline_sorted["household_weight"].cumsum() + total_weight = weights.sum() + top_10_mask = cumulative_weight <= (total_weight * 0.1) + + baseline_total = (baseline_hh[income_var] * weights).sum() + comparison_total = (comparison_hh[income_var] * weights).sum() + + inequality.top_10_percent_share_baseline = float( + (baseline_sorted.loc[top_10_mask, income_var] * baseline_sorted.loc[top_10_mask, "household_weight"]).sum() / baseline_total + ) + inequality.top_10_percent_share_reform = float( + (comparison_sorted.loc[top_10_mask, income_var] * comparison_sorted.loc[top_10_mask, "household_weight"]).sum() / comparison_total + ) + inequality.top_10_percent_share_change = inequality.top_10_percent_share_reform - inequality.top_10_percent_share_baseline + + # Top 1% + top_1_mask = cumulative_weight <= (total_weight * 0.01) + inequality.top_1_percent_share_baseline = float( + (baseline_sorted.loc[top_1_mask, income_var] * baseline_sorted.loc[top_1_mask, "household_weight"]).sum() / baseline_total + ) + inequality.top_1_percent_share_reform = float( + (comparison_sorted.loc[top_1_mask, income_var] * comparison_sorted.loc[top_1_mask, "household_weight"]).sum() / comparison_total + ) + inequality.top_1_percent_share_change = inequality.top_1_percent_share_reform - inequality.top_1_percent_share_baseline + + self.session.add(inequality) + + def calculate_winners_losers(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: + """Calculate winners and losers breakdown.""" + baseline_hh = baseline.household.copy() + comparison_hh = comparison.household.copy() + weights = baseline_hh["household_weight"] + + # Calculate income change + if "household_net_income" in baseline_hh.columns: + baseline_hh["pct_change"] = ( + (comparison_hh["household_net_income"] - baseline_hh["household_net_income"]) / + baseline_hh["household_net_income"].clip(lower=1) + ) * 100 + + # Create deciles based on baseline income + if "equiv_hbai_household_net_income" in baseline_hh.columns: + baseline_hh["decile"] = self._get_weighted_deciles( + baseline_hh["equiv_hbai_household_net_income"], weights + ) + else: + baseline_hh["decile"] = self._get_weighted_deciles( + baseline_hh["household_net_income"], weights + ) + + # Overall (decile = 0) + overall_wl = UKWinnersLosers( + report_id=self.report.id, + decile=0, + gain_more_than_5_percent=float(((baseline_hh["pct_change"] >= 5) * weights).sum() / weights.sum()), + gain_more_than_1_percent=float(((baseline_hh["pct_change"] >= 1) * weights).sum() / weights.sum()), + no_change=float(((baseline_hh["pct_change"].abs() < 0.01) * weights).sum() / weights.sum()), + lose_less_than_1_percent=float((((baseline_hh["pct_change"] < 0) & (baseline_hh["pct_change"] >= -1)) * weights).sum() / weights.sum()), + lose_less_than_5_percent=float((((baseline_hh["pct_change"] < -1) & (baseline_hh["pct_change"] >= -5)) * weights).sum() / weights.sum()), + lose_more_than_5_percent=float(((baseline_hh["pct_change"] < -5) * weights).sum() / weights.sum()) + ) + self.session.add(overall_wl) + + # By decile + for decile in range(1, 11): + decile_mask = baseline_hh["decile"] == decile + decile_weights = weights[decile_mask] + + if decile_weights.sum() > 0: + decile_wl = UKWinnersLosers( + report_id=self.report.id, + decile=decile, + gain_more_than_5_percent=float(((baseline_hh.loc[decile_mask, "pct_change"] >= 5) * decile_weights).sum() / decile_weights.sum()), + gain_more_than_1_percent=float(((baseline_hh.loc[decile_mask, "pct_change"] >= 1) * decile_weights).sum() / decile_weights.sum()), + no_change=float(((baseline_hh.loc[decile_mask, "pct_change"].abs() < 0.01) * decile_weights).sum() / decile_weights.sum()), + lose_less_than_1_percent=float((((baseline_hh.loc[decile_mask, "pct_change"] < 0) & (baseline_hh.loc[decile_mask, "pct_change"] >= -1)) * decile_weights).sum() / decile_weights.sum()), + lose_less_than_5_percent=float((((baseline_hh.loc[decile_mask, "pct_change"] < -1) & (baseline_hh.loc[decile_mask, "pct_change"] >= -5)) * decile_weights).sum() / decile_weights.sum()), + lose_more_than_5_percent=float(((baseline_hh.loc[decile_mask, "pct_change"] < -5) * decile_weights).sum() / decile_weights.sum()) + ) + self.session.add(decile_wl) + + def _get_weighted_deciles(self, values: pd.Series, weights: pd.Series) -> pd.Series: + """Create weighted deciles for a series of values.""" + # Sort by values + sorted_indices = values.argsort() + sorted_values = values.iloc[sorted_indices] + sorted_weights = weights.iloc[sorted_indices] + + # Calculate cumulative weights + cumsum_weights = sorted_weights.cumsum() + total_weight = sorted_weights.sum() + + # Create decile boundaries + decile_thresholds = [total_weight * i / 10 for i in range(1, 10)] + + # Assign deciles + deciles = pd.Series(index=values.index, dtype=int) + for i, idx in enumerate(sorted_indices): + cum_weight = cumsum_weights.iloc[i] + decile = 1 + for threshold in decile_thresholds: + if cum_weight > threshold: + decile += 1 + else: + break + deciles.loc[idx] = decile + + return deciles + + def _calculate_gini(self, values: pd.Series, weights: pd.Series) -> float: + """Calculate Gini coefficient for weighted data.""" + # Sort by values + sorted_indices = values.argsort() + sorted_values = values.iloc[sorted_indices] + sorted_weights = weights.iloc[sorted_indices] + + # Calculate cumulative weighted values + cumsum_weighted_values = (sorted_values * sorted_weights).cumsum() + + # Calculate Gini + total_weight = sorted_weights.sum() + total_weighted_value = cumsum_weighted_values.iloc[-1] + + if total_weighted_value == 0: + return 0.0 + + # Area under Lorenz curve + width = sorted_weights / total_weight + area = ((cumsum_weighted_values / total_weighted_value) * width).sum() + + # Gini = 1 - 2 * area_under_lorenz_curve + gini = 1 - 2 * area + return float(np.clip(gini, 0, 1)) \ No newline at end of file diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py index fa17f85b..81550db7 100644 --- a/src/policyengine/database/__init__.py +++ b/src/policyengine/database/__init__.py @@ -11,12 +11,12 @@ VariableMetadata, User, ReportMetadata, - DecileImpact, - PovertyImpact, - InequalityImpact, - BudgetaryImpact, - LaborSupplyImpact, - ProgramSpecificImpact, + UKGovernmentBudget, + UKHouseholdIncome, + UKDecileImpact, + UKPovertyImpact, + UKInequalityImpact, + UKWinnersLosers, ) from ..utils import ( import_parameters_from_tax_benefit_system, @@ -47,12 +47,12 @@ "User", "SimulationStatus", "ReportMetadata", - "DecileImpact", - "PovertyImpact", - "InequalityImpact", - "BudgetaryImpact", - "LaborSupplyImpact", - "ProgramSpecificImpact", + "UKGovernmentBudget", + "UKHouseholdIncome", + "UKDecileImpact", + "UKPovertyImpact", + "UKInequalityImpact", + "UKWinnersLosers", # Managers (for advanced use) "StorageBackend", diff --git a/src/policyengine/database/dataset_manager.py b/src/policyengine/database/dataset_manager.py index 3239bba8..9919548f 100644 --- a/src/policyengine/database/dataset_manager.py +++ b/src/policyengine/database/dataset_manager.py @@ -127,6 +127,7 @@ def add_dataset( if existing: # Update existing dataset + print(f"Warning: Dataset '{name}' for country '{country}' already exists. Overwriting...") existing.year = year existing.source = source or existing.source existing.version = version or existing.version diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index 1127833e..c85e1094 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -362,153 +362,212 @@ class ReportMetadata(Base): comparison_simulation = relationship("SimulationMetadata", foreign_keys=[comparison_simulation_id]) -class DecileImpact(Base): - """Store income change impacts by decile.""" - __tablename__ = "report_decile_impacts" +# UK-specific report tables + +class UKGovernmentBudget(Base): + """UK government budget metrics.""" + __tablename__ = "report_uk_government_budget" id = Column(String, primary_key=True, default=generate_uuid) report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - # Type of decile grouping - decile_type = Column(String, nullable=False) # 'income' or 'wealth' - decile = Column(Integer, nullable=False) # 1-10 + # Overall budget + gov_balance_baseline = Column(Float, nullable=True) + gov_balance_reform = Column(Float, nullable=True) + gov_balance_change = Column(Float, nullable=True) - # Impact metrics - relative_change = Column(Float, nullable=True) # Percentage change - average_change = Column(Float, nullable=True) # Average £/$ change + # Tax revenues + gov_tax_baseline = Column(Float, nullable=True) + gov_tax_reform = Column(Float, nullable=True) + gov_tax_change = Column(Float, nullable=True) - # Winners and losers breakdown - lose_more_than_5_percent = Column(Float, nullable=True) - lose_less_than_5_percent = Column(Float, nullable=True) - no_change = Column(Float, nullable=True) - gain_less_than_5_percent = Column(Float, nullable=True) - gain_more_than_5_percent = Column(Float, nullable=True) + # Specific taxes + income_tax_baseline = Column(Float, nullable=True) + income_tax_reform = Column(Float, nullable=True) + income_tax_change = Column(Float, nullable=True) + + national_insurance_baseline = Column(Float, nullable=True) + national_insurance_reform = Column(Float, nullable=True) + national_insurance_change = Column(Float, nullable=True) + + ni_employer_baseline = Column(Float, nullable=True) + ni_employer_reform = Column(Float, nullable=True) + ni_employer_change = Column(Float, nullable=True) + + vat_baseline = Column(Float, nullable=True) + vat_reform = Column(Float, nullable=True) + vat_change = Column(Float, nullable=True) + + capital_gains_tax_baseline = Column(Float, nullable=True) + capital_gains_tax_reform = Column(Float, nullable=True) + capital_gains_tax_change = Column(Float, nullable=True) + + # Government spending + gov_spending_baseline = Column(Float, nullable=True) + gov_spending_reform = Column(Float, nullable=True) + gov_spending_change = Column(Float, nullable=True) + + # Specific benefits + universal_credit_baseline = Column(Float, nullable=True) + universal_credit_reform = Column(Float, nullable=True) + universal_credit_change = Column(Float, nullable=True) + + state_pension_baseline = Column(Float, nullable=True) + state_pension_reform = Column(Float, nullable=True) + state_pension_change = Column(Float, nullable=True) + + pip_baseline = Column(Float, nullable=True) + pip_reform = Column(Float, nullable=True) + pip_change = Column(Float, nullable=True) + + dla_baseline = Column(Float, nullable=True) + dla_reform = Column(Float, nullable=True) + dla_change = Column(Float, nullable=True) + + housing_benefit_baseline = Column(Float, nullable=True) + housing_benefit_reform = Column(Float, nullable=True) + housing_benefit_change = Column(Float, nullable=True) + + working_tax_credit_baseline = Column(Float, nullable=True) + working_tax_credit_reform = Column(Float, nullable=True) + working_tax_credit_change = Column(Float, nullable=True) + + child_tax_credit_baseline = Column(Float, nullable=True) + child_tax_credit_reform = Column(Float, nullable=True) + child_tax_credit_change = Column(Float, nullable=True) created_at = Column(DateTime, default=datetime.now) # Relationships - report = relationship("ReportMetadata", backref="decile_impacts") + report = relationship("ReportMetadata", backref="uk_government_budget", uselist=False) -class PovertyImpact(Base): - """Store poverty impact metrics.""" - __tablename__ = "report_poverty_impacts" +class UKHouseholdIncome(Base): + """UK household income metrics.""" + __tablename__ = "report_uk_household_income" id = Column(String, primary_key=True, default=generate_uuid) report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - # Demographic group - group_type = Column(String, nullable=False) # 'age', 'gender', 'race' - group_value = Column(String, nullable=False) # 'child', 'adult', 'senior', 'male', 'female', etc. + # Market income + household_market_income_baseline = Column(Float, nullable=True) + household_market_income_reform = Column(Float, nullable=True) + household_market_income_change = Column(Float, nullable=True) - # Poverty metrics - poverty_rate_baseline = Column(Float, nullable=True) - poverty_rate_reform = Column(Float, nullable=True) - poverty_rate_change = Column(Float, nullable=True) + # HBAI net income (official definition for poverty) + hbai_household_net_income_baseline = Column(Float, nullable=True) + hbai_household_net_income_reform = Column(Float, nullable=True) + hbai_household_net_income_change = Column(Float, nullable=True) - # Deep poverty metrics - deep_poverty_rate_baseline = Column(Float, nullable=True) - deep_poverty_rate_reform = Column(Float, nullable=True) - deep_poverty_rate_change = Column(Float, nullable=True) + # Comprehensive net income + household_net_income_baseline = Column(Float, nullable=True) + household_net_income_reform = Column(Float, nullable=True) + household_net_income_change = Column(Float, nullable=True) created_at = Column(DateTime, default=datetime.now) # Relationships - report = relationship("ReportMetadata", backref="poverty_impacts") + report = relationship("ReportMetadata", backref="uk_household_income", uselist=False) -class InequalityImpact(Base): - """Store inequality metrics.""" - __tablename__ = "report_inequality_impacts" +class UKDecileImpact(Base): + """UK income/wealth/consumption decile impacts.""" + __tablename__ = "report_uk_decile_impacts" id = Column(String, primary_key=True, default=generate_uuid) report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - # Gini coefficient - gini_baseline = Column(Float, nullable=True) - gini_reform = Column(Float, nullable=True) - gini_change = Column(Float, nullable=True) - - # Top income shares - top_10_percent_share_baseline = Column(Float, nullable=True) - top_10_percent_share_reform = Column(Float, nullable=True) - top_10_percent_share_change = Column(Float, nullable=True) + # Decile grouping type + decile_type = Column(String, nullable=False) # 'equiv_hbai_household_net_income', 'consumption', 'total_wealth' + decile = Column(Integer, nullable=False) # 1-10, or 0 for all - top_1_percent_share_baseline = Column(Float, nullable=True) - top_1_percent_share_reform = Column(Float, nullable=True) - top_1_percent_share_change = Column(Float, nullable=True) + # Sum and mean metrics for each variable + variable_name = Column(String, nullable=False) # Name of variable being aggregated + sum_baseline = Column(Float, nullable=True) + sum_reform = Column(Float, nullable=True) + sum_change = Column(Float, nullable=True) + mean_baseline = Column(Float, nullable=True) + mean_reform = Column(Float, nullable=True) + mean_change = Column(Float, nullable=True) created_at = Column(DateTime, default=datetime.now) # Relationships - report = relationship("ReportMetadata", backref="inequality_impacts", uselist=False) + report = relationship("ReportMetadata", backref="uk_decile_impacts") -class BudgetaryImpact(Base): - """Store budgetary impact metrics.""" - __tablename__ = "report_budgetary_impacts" +class UKPovertyImpact(Base): + """UK poverty rates (HBAI definitions).""" + __tablename__ = "report_uk_poverty_impacts" id = Column(String, primary_key=True, default=generate_uuid) report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - # Overall budgetary impact - budgetary_impact = Column(Float, nullable=True) + # Poverty type and demographic group + poverty_type = Column(String, nullable=False) # 'absolute_bhc', 'relative_bhc', 'absolute_ahc', 'relative_ahc' + demographic_group = Column(String, nullable=False) # 'all', 'child', 'working_age', 'pensioner' - # Revenue and spending components - tax_revenue_impact = Column(Float, nullable=True) - state_tax_revenue_impact = Column(Float, nullable=True) - benefit_spending_impact = Column(Float, nullable=True) + # Headcount and rate + headcount_baseline = Column(Float, nullable=True) + headcount_reform = Column(Float, nullable=True) + headcount_change = Column(Float, nullable=True) - # Context metrics - households_affected = Column(Float, nullable=True) - baseline_net_income = Column(Float, nullable=True) + rate_baseline = Column(Float, nullable=True) + rate_reform = Column(Float, nullable=True) + rate_change = Column(Float, nullable=True) created_at = Column(DateTime, default=datetime.now) # Relationships - report = relationship("ReportMetadata", backref="budgetary_impacts", uselist=False) + report = relationship("ReportMetadata", backref="uk_poverty_impacts") -class LaborSupplyImpact(Base): - """Store labor supply response metrics.""" - __tablename__ = "report_labor_supply_impacts" +class UKInequalityImpact(Base): + """UK inequality metrics.""" + __tablename__ = "report_uk_inequality_impacts" id = Column(String, primary_key=True, default=generate_uuid) report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - # Labor supply responses - substitution_effect = Column(Float, nullable=True) - income_effect = Column(Float, nullable=True) - total_change = Column(Float, nullable=True) - revenue_change = Column(Float, nullable=True) + # Gini coefficient + gini_baseline = Column(Float, nullable=True) + gini_reform = Column(Float, nullable=True) + gini_change = Column(Float, nullable=True) - # Hours worked - hours_baseline = Column(Float, nullable=True) - hours_reform = Column(Float, nullable=True) - hours_change = Column(Float, nullable=True) - hours_income_effect = Column(Float, nullable=True) - hours_substitution_effect = Column(Float, nullable=True) + # Top income shares + top_10_percent_share_baseline = Column(Float, nullable=True) + top_10_percent_share_reform = Column(Float, nullable=True) + top_10_percent_share_change = Column(Float, nullable=True) + + top_1_percent_share_baseline = Column(Float, nullable=True) + top_1_percent_share_reform = Column(Float, nullable=True) + top_1_percent_share_change = Column(Float, nullable=True) created_at = Column(DateTime, default=datetime.now) # Relationships - report = relationship("ReportMetadata", backref="labor_supply_impacts", uselist=False) + report = relationship("ReportMetadata", backref="uk_inequality_impacts", uselist=False) -class ProgramSpecificImpact(Base): - """Store program-specific budgetary impacts (UK only).""" - __tablename__ = "report_program_impacts" +class UKWinnersLosers(Base): + """UK winners and losers breakdown.""" + __tablename__ = "report_uk_winners_losers" id = Column(String, primary_key=True, default=generate_uuid) report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - # Program details - program_name = Column(String, nullable=False) - baseline_cost = Column(Float, nullable=True) - reform_cost = Column(Float, nullable=True) - cost_difference = Column(Float, nullable=True) + # Decile (1-10) or 0 for all + decile = Column(Integer, nullable=False) + + # Share in each category + gain_more_than_5_percent = Column(Float, nullable=True) + gain_more_than_1_percent = Column(Float, nullable=True) + no_change = Column(Float, nullable=True) + lose_less_than_1_percent = Column(Float, nullable=True) + lose_less_than_5_percent = Column(Float, nullable=True) + lose_more_than_5_percent = Column(Float, nullable=True) created_at = Column(DateTime, default=datetime.now) # Relationships - report = relationship("ReportMetadata", backref="program_impacts") + report = relationship("ReportMetadata", backref="uk_winners_losers") diff --git a/src/policyengine/database/report_manager.py b/src/policyengine/database/report_manager.py index 39da631d..29ac7fa3 100644 --- a/src/policyengine/database/report_manager.py +++ b/src/policyengine/database/report_manager.py @@ -13,12 +13,12 @@ ReportMetadata, SimulationMetadata, SimulationStatus, - DecileImpact, - PovertyImpact, - InequalityImpact, - BudgetaryImpact, - LaborSupplyImpact, - ProgramSpecificImpact, + UKGovernmentBudget, + UKHouseholdIncome, + UKDecileImpact, + UKPovertyImpact, + UKInequalityImpact, + UKWinnersLosers, ) @@ -57,20 +57,53 @@ def create_report( created_by: User ID who created the report Returns: - Created report metadata + Created or updated report metadata """ - report = ReportMetadata( + # Check if report already exists with same name and country + existing = self.session.query(ReportMetadata).filter_by( name=name, - baseline_simulation_id=baseline_simulation_id, - comparison_simulation_id=comparison_simulation_id, - country=country, - year=year, - description=description, - tags=tags, - created_by=created_by, - ) - self.session.add(report) + country=country + ).first() + + if existing: + # Delete old report impact data first + print(f"Warning: Report '{name}' for country '{country}' already exists. Overwriting...") + + # Delete UK-specific impact tables + if country.lower() == "uk": + self.session.query(UKGovernmentBudget).filter_by(report_id=existing.id).delete() + self.session.query(UKHouseholdIncome).filter_by(report_id=existing.id).delete() + self.session.query(UKDecileImpact).filter_by(report_id=existing.id).delete() + self.session.query(UKPovertyImpact).filter_by(report_id=existing.id).delete() + self.session.query(UKInequalityImpact).filter_by(report_id=existing.id).delete() + self.session.query(UKWinnersLosers).filter_by(report_id=existing.id).delete() + + # Update existing report metadata + existing.baseline_simulation_id = baseline_simulation_id + existing.comparison_simulation_id = comparison_simulation_id + existing.year = year + existing.description = description or existing.description + existing.tags = tags or existing.tags + existing.updated_at = datetime.now() + existing.status = SimulationStatus.PENDING + report = existing + else: + # Create new report + report = ReportMetadata( + name=name, + baseline_simulation_id=baseline_simulation_id, + comparison_simulation_id=comparison_simulation_id, + country=country, + year=year, + description=description, + tags=tags, + created_by=created_by, + ) + self.session.add(report) + self.session.commit() + self.session.refresh(report) + self.session.expunge(report) return report def run_report( @@ -142,4 +175,134 @@ def list_reports( if status: query = query.filter_by(status=status) - return query.all() \ No newline at end of file + return query.all() + + def get_report_results(self, report_id: str) -> dict: + """Get report results including all impact data. + + Args: + report_id: Report ID + + Returns: + Dictionary containing report metadata and all impact results + """ + # Get report metadata + report = self.session.query(ReportMetadata).filter_by(id=report_id).first() + if not report: + raise ValueError(f"Report {report_id} not found") + + # Build base results + results = { + "report": { + "id": report.id, + "name": report.name, + "country": report.country, + "year": report.year, + "baseline_simulation_id": report.baseline_simulation_id, + "comparison_simulation_id": report.comparison_simulation_id, + "description": report.description, + "created_at": report.created_at.isoformat() if report.created_at else None, + } + } + + # Get country-specific impact results + if report.country.lower() == "uk": + # UK-specific tables + government_budget = self.session.query(UKGovernmentBudget).filter_by(report_id=report_id).first() + household_income = self.session.query(UKHouseholdIncome).filter_by(report_id=report_id).first() + decile_impacts = self.session.query(UKDecileImpact).filter_by(report_id=report_id).all() + poverty_impacts = self.session.query(UKPovertyImpact).filter_by(report_id=report_id).all() + inequality_impact = self.session.query(UKInequalityImpact).filter_by(report_id=report_id).first() + winners_losers = self.session.query(UKWinnersLosers).filter_by(report_id=report_id).all() + + results.update({ + "government_budget": { + "gov_balance": { + "baseline": government_budget.gov_balance_baseline if government_budget else None, + "reform": government_budget.gov_balance_reform if government_budget else None, + "change": government_budget.gov_balance_change if government_budget else None, + }, + "gov_tax": { + "baseline": government_budget.gov_tax_baseline if government_budget else None, + "reform": government_budget.gov_tax_reform if government_budget else None, + "change": government_budget.gov_tax_change if government_budget else None, + }, + "gov_spending": { + "baseline": government_budget.gov_spending_baseline if government_budget else None, + "reform": government_budget.gov_spending_reform if government_budget else None, + "change": government_budget.gov_spending_change if government_budget else None, + }, + } if government_budget else {}, + "household_income": { + "household_market_income": { + "baseline": household_income.household_market_income_baseline if household_income else None, + "reform": household_income.household_market_income_reform if household_income else None, + "change": household_income.household_market_income_change if household_income else None, + }, + "hbai_household_net_income": { + "baseline": household_income.hbai_household_net_income_baseline if household_income else None, + "reform": household_income.hbai_household_net_income_reform if household_income else None, + "change": household_income.hbai_household_net_income_change if household_income else None, + }, + "household_net_income": { + "baseline": household_income.household_net_income_baseline if household_income else None, + "reform": household_income.household_net_income_reform if household_income else None, + "change": household_income.household_net_income_change if household_income else None, + }, + } if household_income else {}, + "decile_impacts": [ + { + "decile_type": impact.decile_type, + "decile": impact.decile, + "variable_name": impact.variable_name, + "sum_baseline": impact.sum_baseline, + "sum_reform": impact.sum_reform, + "sum_change": impact.sum_change, + "mean_baseline": impact.mean_baseline, + "mean_reform": impact.mean_reform, + "mean_change": impact.mean_change, + } + for impact in decile_impacts + ], + "poverty_impacts": [ + { + "poverty_type": impact.poverty_type, + "demographic_group": impact.demographic_group, + "headcount_baseline": impact.headcount_baseline, + "headcount_reform": impact.headcount_reform, + "headcount_change": impact.headcount_change, + "rate_baseline": impact.rate_baseline, + "rate_reform": impact.rate_reform, + "rate_change": impact.rate_change, + } + for impact in poverty_impacts + ], + "inequality_impacts": { + "gini_baseline": inequality_impact.gini_baseline if inequality_impact else None, + "gini_reform": inequality_impact.gini_reform if inequality_impact else None, + "gini_change": inequality_impact.gini_change if inequality_impact else None, + "top_10_percent_share_baseline": inequality_impact.top_10_percent_share_baseline if inequality_impact else None, + "top_10_percent_share_reform": inequality_impact.top_10_percent_share_reform if inequality_impact else None, + "top_10_percent_share_change": inequality_impact.top_10_percent_share_change if inequality_impact else None, + "top_1_percent_share_baseline": inequality_impact.top_1_percent_share_baseline if inequality_impact else None, + "top_1_percent_share_reform": inequality_impact.top_1_percent_share_reform if inequality_impact else None, + "top_1_percent_share_change": inequality_impact.top_1_percent_share_change if inequality_impact else None, + } if inequality_impact else {}, + "winners_losers": [ + { + "decile": impact.decile, + "gain_more_than_5_percent": impact.gain_more_than_5_percent, + "gain_more_than_1_percent": impact.gain_more_than_1_percent, + "no_change": impact.no_change, + "lose_less_than_1_percent": impact.lose_less_than_1_percent, + "lose_less_than_5_percent": impact.lose_less_than_5_percent, + "lose_more_than_5_percent": impact.lose_more_than_5_percent, + } + for impact in winners_losers + ], + }) + else: + # For now, US reports not implemented + results["error"] = "US reports not yet implemented with country-specific tables" + + return results \ No newline at end of file diff --git a/src/policyengine/database/scenario_manager.py b/src/policyengine/database/scenario_manager.py index 6149f0fa..24d5d08f 100644 --- a/src/policyengine/database/scenario_manager.py +++ b/src/policyengine/database/scenario_manager.py @@ -54,7 +54,9 @@ def add_scenario( if existing: # Update existing scenario - clear old parameter changes + print(f"Warning: Scenario '{name}' for country '{country}' already exists. Overwriting...") existing.model_version = get_model_version(country) + existing.description = description or existing.description existing.updated_at = datetime.now() session.query(ParameterChangeMetadata).filter_by( scenario_id=existing.id diff --git a/src/policyengine/database/simulation_manager.py b/src/policyengine/database/simulation_manager.py index 5b8437cd..d2a34cc1 100644 --- a/src/policyengine/database/simulation_manager.py +++ b/src/policyengine/database/simulation_manager.py @@ -51,7 +51,7 @@ def add_simulation( save_all_variables: If True, saves all calculated variables for all periods Returns: - Created SimulationMetadata object + Created or updated SimulationMetadata object """ country = country or self.default_country if not country: @@ -117,8 +117,22 @@ def add_simulation( session.add(dataset_obj) session.flush() - # Generate unique ID for simulation - sim_id = str(uuid.uuid4()) + # Check if simulation already exists for this scenario/dataset/year combination + existing_simulation = session.query(SimulationMetadata).filter_by( + scenario_id=scenario_obj.id, + dataset_id=dataset_obj.id if dataset_obj else None, + country=country.lower(), + year=years_to_process[0] if len(years_to_process) == 1 else None, + status=SimulationStatus.COMPLETED + ).first() + + if existing_simulation: + # Update existing simulation + print(f"Warning: Simulation for scenario '{scenario}', dataset '{dataset}', country '{country}' already exists. Overwriting...") + sim_id = existing_simulation.id + else: + # Generate new ID for simulation + sim_id = str(uuid.uuid4()) # Save simulation data (now with multi-year structure) filepath, file_size_mb = self.storage.save_simulation( @@ -142,26 +156,39 @@ def add_simulation( dataset_obj.gcs_path = filepath session.flush() - # Create simulation metadata - simulation = SimulationMetadata( - id=sim_id, - country=country.lower(), - year=years_to_process[0] if len(years_to_process) == 1 else None, # Null for multi-year - file_size_mb=file_size_mb, - dataset_id=dataset_obj.id if dataset_obj else None, - scenario_id=scenario_obj.id, - model_version=get_model_version(country), - status=SimulationStatus.COMPLETED, - completed_at=datetime.now(), - tags=tags - ) - session.add(simulation) - session.commit() - session.refresh(simulation) - # Attach storage backend for get_data() method - simulation._storage = self.storage - session.expunge(simulation) - return simulation + if existing_simulation: + # Update existing simulation metadata + existing_simulation.file_size_mb = file_size_mb + existing_simulation.model_version = get_model_version(country) + existing_simulation.completed_at = datetime.now() + existing_simulation.tags = tags + session.commit() + session.refresh(existing_simulation) + # Attach storage backend for get_data() method + existing_simulation._storage = self.storage + session.expunge(existing_simulation) + return existing_simulation + else: + # Create new simulation metadata + simulation = SimulationMetadata( + id=sim_id, + country=country.lower(), + year=years_to_process[0] if len(years_to_process) == 1 else None, # Null for multi-year + file_size_mb=file_size_mb, + dataset_id=dataset_obj.id if dataset_obj else None, + scenario_id=scenario_obj.id, + model_version=get_model_version(country), + status=SimulationStatus.COMPLETED, + completed_at=datetime.now(), + tags=tags + ) + session.add(simulation) + session.commit() + session.refresh(simulation) + # Attach storage backend for get_data() method + simulation._storage = self.storage + session.expunge(simulation) + return simulation def get_simulation_metadata( self, From dfa911eeefc565d67853d6f94ef48b84b84fd3bc Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 27 Aug 2025 20:16:04 +0100 Subject: [PATCH 23/97] Add US impacts --- src/policyengine/countries/us/model_output.py | 47 +- src/policyengine/countries/us/report.py | 568 +++++++++++++++++- src/policyengine/database/__init__.py | 14 + src/policyengine/database/models.py | 221 +++++++ src/policyengine/database/report_manager.py | 158 ++++- 5 files changed, 992 insertions(+), 16 deletions(-) diff --git a/src/policyengine/countries/us/model_output.py b/src/policyengine/countries/us/model_output.py index 590eef6c..d3c8ce62 100644 --- a/src/policyengine/countries/us/model_output.py +++ b/src/policyengine/countries/us/model_output.py @@ -18,8 +18,22 @@ class USModelOutput(ModelOutput): model_config = ConfigDict(arbitrary_types_allowed=True) US_VARIABLE_WHITELIST = [ + # ID columns for linking entities + "person_id", + "person_household_id", + "person_tax_unit_id", + "person_spm_unit_id", + "person_family_id", + "person_marital_unit_id", + "tax_unit_id", + "spm_unit_id", + "family_id", + "marital_unit_id", + "household_id", + # Income "household_net_income", + "household_net_income_including_health_benefits", "equiv_household_net_income", "household_market_income", "household_income_decile", @@ -29,30 +43,43 @@ class USModelOutput(ModelOutput): # Weights "household_weight", "person_weight", + "tax_unit_weight", + "spm_unit_weight", + "family_weight", "household_count_people", # Demographics "age", "is_male", - "race", - # Poverty + # Poverty (SPM-based) "in_poverty", "in_deep_poverty", "poverty_gap", "deep_poverty_gap", - # Tax and benefits + # Federal taxes and benefits "household_tax", "household_benefits", - "household_state_tax", + "household_state_tax_before_refundable_credits", + "household_state_benefits", + "household_refundable_tax_credits", + "household_refundable_state_tax_credits", + + # Specific federal programs + "snap", + "tanf", + "ssi", + "social_security", + "eitc", + "ctc", + "wic", + "unemployment_compensation", + "medicaid", - # Labor supply (if available) - "substitution_lsr", - "income_lsr", - "substitution_lsr_hh", - "income_lsr_hh", - "weekly_hours", + # State programs (if available) + "state_eitc", + "state_ctc", ] def process_us_simulation(simulation: "Simulation", year: int) -> USModelOutput: diff --git a/src/policyengine/countries/us/report.py b/src/policyengine/countries/us/report.py index d83dd724..2ca23407 100644 --- a/src/policyengine/countries/us/report.py +++ b/src/policyengine/countries/us/report.py @@ -1,15 +1,38 @@ """US-specific economic impact report.""" from typing import TYPE_CHECKING -from ...report.base import EconomicImpactReportBase +import pandas as pd +import numpy as np +from sqlalchemy.orm import Session if TYPE_CHECKING: from .model_output import USModelOutput + from ...database.models import ReportMetadata +from ...database.models import ( + USGovernmentBudget, + USHouseholdIncome, + USDecileImpact, + USPovertyImpact, + USInequalityImpact, + USWinnersLosers, + USProgramImpact, +) -class USEconomicImpactReport(EconomicImpactReportBase): + +class USEconomicImpactReport: """US-specific economic impact report.""" + def __init__(self, session: Session, report_metadata: "ReportMetadata"): + """Initialise US economic impact report. + + Args: + session: Database session + report_metadata: Report metadata from database + """ + self.session = session + self.report = report_metadata + def calculate_all_impacts(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: """Calculate all US economic impacts and populate database tables. @@ -17,4 +40,543 @@ def calculate_all_impacts(self, baseline: "USModelOutput", comparison: "USModelO baseline: Baseline simulation output comparison: Comparison/reform simulation output """ - pass \ No newline at end of file + # Calculate and store all impacts + self.calculate_government_budget(baseline, comparison) + self.calculate_household_income(baseline, comparison) + self.calculate_decile_impacts(baseline, comparison) + self.calculate_poverty_impacts(baseline, comparison) + self.calculate_inequality_impacts(baseline, comparison) + self.calculate_winners_losers(baseline, comparison) + self.calculate_program_impacts(baseline, comparison) + + # Commit all changes to the database + self.session.commit() + + def calculate_government_budget(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: + """Calculate government budget impacts.""" + budget = USGovernmentBudget(report_id=self.report.id) + + baseline_hh = baseline.household + comparison_hh = comparison.household + weights = baseline_hh["household_weight"] + + # Total tax revenues (federal + state) + if "household_tax" in baseline_hh.columns: + budget.total_tax_baseline = float((baseline_hh["household_tax"] * weights).sum()) + budget.total_tax_reform = float((comparison_hh["household_tax"] * weights).sum()) + budget.total_tax_change = budget.total_tax_reform - budget.total_tax_baseline + + # State tax (before refundable credits + refundable credits) + if "household_state_tax_before_refundable_credits" in baseline_hh.columns and "household_refundable_state_tax_credits" in baseline_hh.columns: + state_tax_baseline = baseline_hh["household_state_tax_before_refundable_credits"] - baseline_hh["household_refundable_state_tax_credits"] + state_tax_reform = comparison_hh["household_state_tax_before_refundable_credits"] - comparison_hh["household_refundable_state_tax_credits"] + budget.state_tax_baseline = float((state_tax_baseline * weights).sum()) + budget.state_tax_reform = float((state_tax_reform * weights).sum()) + budget.state_tax_change = budget.state_tax_reform - budget.state_tax_baseline + + # Federal tax (total - state) + if "household_tax" in baseline_hh.columns: + federal_tax_baseline = baseline_hh["household_tax"] - state_tax_baseline + federal_tax_reform = comparison_hh["household_tax"] - state_tax_reform + budget.federal_tax_baseline = float((federal_tax_baseline * weights).sum()) + budget.federal_tax_reform = float((federal_tax_reform * weights).sum()) + budget.federal_tax_change = budget.federal_tax_reform - budget.federal_tax_baseline + + # Total benefits + if "household_benefits" in baseline_hh.columns: + budget.total_benefits_baseline = float((baseline_hh["household_benefits"] * weights).sum()) + budget.total_benefits_reform = float((comparison_hh["household_benefits"] * weights).sum()) + budget.total_benefits_change = budget.total_benefits_reform - budget.total_benefits_baseline + + # Federal benefits (total - state) + if "household_benefits" in baseline_hh.columns and "household_state_benefits" in baseline_hh.columns: + federal_benefits_baseline = baseline_hh["household_benefits"] - baseline_hh["household_state_benefits"] + federal_benefits_reform = comparison_hh["household_benefits"] - comparison_hh["household_state_benefits"] + budget.federal_benefits_baseline = float((federal_benefits_baseline * weights).sum()) + budget.federal_benefits_reform = float((federal_benefits_reform * weights).sum()) + budget.federal_benefits_change = budget.federal_benefits_reform - budget.federal_benefits_baseline + + # State benefits + if "household_state_benefits" in baseline_hh.columns: + budget.state_benefits_baseline = float((baseline_hh["household_state_benefits"] * weights).sum()) + budget.state_benefits_reform = float((comparison_hh["household_state_benefits"] * weights).sum()) + budget.state_benefits_change = budget.state_benefits_reform - budget.state_benefits_baseline + + # Net impact (revenue increase - spending increase) + if budget.total_tax_change is not None and budget.total_benefits_change is not None: + budget.net_impact = budget.total_tax_change - budget.total_benefits_change + + self.session.add(budget) + + def calculate_household_income(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: + """Calculate household income impacts.""" + income = USHouseholdIncome(report_id=self.report.id) + + baseline_hh = baseline.household + comparison_hh = comparison.household + weights = baseline_hh["household_weight"] + + # Market income + if "household_market_income" in baseline_hh.columns: + income.household_market_income_baseline = float((baseline_hh["household_market_income"] * weights).sum()) + income.household_market_income_reform = float((comparison_hh["household_market_income"] * weights).sum()) + income.household_market_income_change = income.household_market_income_reform - income.household_market_income_baseline + + # Net income + if "household_net_income" in baseline_hh.columns: + income.household_net_income_baseline = float((baseline_hh["household_net_income"] * weights).sum()) + income.household_net_income_reform = float((comparison_hh["household_net_income"] * weights).sum()) + income.household_net_income_change = income.household_net_income_reform - income.household_net_income_baseline + + # Net income including health benefits + if "household_net_income_including_health_benefits" in baseline_hh.columns: + income.household_net_income_with_health_baseline = float((baseline_hh["household_net_income_including_health_benefits"] * weights).sum()) + income.household_net_income_with_health_reform = float((comparison_hh["household_net_income_including_health_benefits"] * weights).sum()) + income.household_net_income_with_health_change = income.household_net_income_with_health_reform - income.household_net_income_with_health_baseline + + self.session.add(income) + + def calculate_decile_impacts(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: + """Calculate impacts by income decile.""" + baseline_hh = baseline.household.copy() + comparison_hh = comparison.household.copy() + weights = baseline_hh["household_weight"] + + # Use equivalized household net income for decile creation + income_var = "equiv_household_net_income" if "equiv_household_net_income" in baseline_hh.columns else "household_net_income" + + if income_var not in baseline_hh.columns: + return + + # Create weighted deciles + baseline_hh["decile"] = self._get_weighted_deciles(baseline_hh[income_var], weights) + comparison_hh["decile"] = baseline_hh["decile"] + + # Calculate income changes + baseline_hh["income_change"] = comparison_hh[income_var] - baseline_hh[income_var] + total_benefit = (baseline_hh["income_change"] * weights).sum() + + # Overall (decile = 0) + overall_impact = USDecileImpact( + report_id=self.report.id, + decile=0, + relative_change=float(((comparison_hh[income_var] * weights).sum() / (baseline_hh[income_var] * weights).sum() - 1) * 100) if (baseline_hh[income_var] * weights).sum() != 0 else 0, + average_change=float((baseline_hh["income_change"] * weights).sum() / weights.sum()), + share_of_benefit=100.0 + ) + self.session.add(overall_impact) + + # By decile + for decile in range(1, 11): + decile_mask = baseline_hh["decile"] == decile + decile_weights = weights[decile_mask] + + if decile_weights.sum() > 0: + baseline_income = (baseline_hh.loc[decile_mask, income_var] * decile_weights).sum() + reform_income = (comparison_hh.loc[decile_mask, income_var] * decile_weights).sum() + income_change = (baseline_hh.loc[decile_mask, "income_change"] * decile_weights).sum() + + decile_impact = USDecileImpact( + report_id=self.report.id, + decile=decile, + relative_change=float((reform_income / baseline_income - 1) * 100) if baseline_income != 0 else 0, + average_change=float(income_change / decile_weights.sum()), + share_of_benefit=float(income_change / total_benefit * 100) if total_benefit != 0 else 0 + ) + self.session.add(decile_impact) + + def calculate_poverty_impacts(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: + """Calculate poverty impacts using SPM definitions.""" + # Check if poverty variables exist + baseline_hh = baseline.household + comparison_hh = comparison.household + + poverty_variables = [ + ("in_poverty", "spm"), + ("in_deep_poverty", "deep"), + ] + + # Check if any poverty variables exist + poverty_vars_exist = any(pv[0] in baseline_hh.columns for pv in poverty_variables) + + if not poverty_vars_exist: + # Try SPM unit level poverty + if hasattr(baseline, 'spm_unit') and baseline.spm_unit is not None: + self._calculate_spm_unit_poverty(baseline, comparison) + return + + # Get person-level data + baseline_person = baseline.person + comparison_person = comparison.person + person_weights = baseline_person["person_weight"] + + # Demographic groups + demographic_groups = ["all", "child", "adult", "senior"] + + for poverty_var, poverty_type in poverty_variables: + if poverty_var not in baseline_hh.columns: + continue + + # Map household poverty to person level + baseline_person["in_poverty"] = baseline_person["person_household_id"].map( + baseline_hh.set_index("household_id")[poverty_var] + ) + comparison_person["in_poverty"] = comparison_person["person_household_id"].map( + comparison_hh.set_index("household_id")[poverty_var] + ) + + # Also get poverty gap if available + gap_var = poverty_var.replace("in_", "") + "_gap" + has_gap = gap_var in baseline_hh.columns + + if has_gap: + baseline_person["poverty_gap"] = baseline_person["person_household_id"].map( + baseline_hh.set_index("household_id")[gap_var] + ) + comparison_person["poverty_gap"] = comparison_person["person_household_id"].map( + comparison_hh.set_index("household_id")[gap_var] + ) + + for group in demographic_groups: + if group == "all": + mask = pd.Series([True] * len(baseline_person)) + elif group == "child" and "age" in baseline_person.columns: + mask = baseline_person["age"] < 18 + elif group == "adult" and "age" in baseline_person.columns: + mask = (baseline_person["age"] >= 18) & (baseline_person["age"] < 65) + elif group == "senior" and "age" in baseline_person.columns: + mask = baseline_person["age"] >= 65 + else: + continue + + group_weights = person_weights[mask] + if group_weights.sum() > 0: + poverty_impact = USPovertyImpact( + report_id=self.report.id, + poverty_type=poverty_type, + demographic_group=group, + headcount_baseline=float((baseline_person.loc[mask, "in_poverty"] * group_weights).sum()), + headcount_reform=float((comparison_person.loc[mask, "in_poverty"] * group_weights).sum()), + rate_baseline=float((baseline_person.loc[mask, "in_poverty"] * group_weights).sum() / group_weights.sum()), + rate_reform=float((comparison_person.loc[mask, "in_poverty"] * group_weights).sum() / group_weights.sum()) + ) + poverty_impact.headcount_change = poverty_impact.headcount_reform - poverty_impact.headcount_baseline + poverty_impact.rate_change = poverty_impact.rate_reform - poverty_impact.rate_baseline + + # Add poverty gap if available + if has_gap: + poverty_impact.gap_baseline = float((baseline_person.loc[mask, "poverty_gap"] * group_weights).sum()) + poverty_impact.gap_reform = float((comparison_person.loc[mask, "poverty_gap"] * group_weights).sum()) + poverty_impact.gap_change = poverty_impact.gap_reform - poverty_impact.gap_baseline + + self.session.add(poverty_impact) + + def _calculate_spm_unit_poverty(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: + """Calculate poverty using SPM unit level data.""" + baseline_spm = baseline.spm_unit + comparison_spm = comparison.spm_unit + + if baseline_spm is None or "in_poverty" not in baseline_spm.columns: + return + + # Get person data for demographics + baseline_person = baseline.person + comparison_person = comparison.person + + # Map SPM poverty to person level + baseline_person["in_poverty"] = baseline_person["person_spm_unit_id"].map( + baseline_spm.set_index("spm_unit_id")["in_poverty"] + ) + comparison_person["in_poverty"] = comparison_person["person_spm_unit_id"].map( + comparison_spm.set_index("spm_unit_id")["in_poverty"] + ) + + person_weights = baseline_person["person_weight"] + + # Calculate for all + poverty_impact = USPovertyImpact( + report_id=self.report.id, + poverty_type="spm", + demographic_group="all", + headcount_baseline=float((baseline_person["in_poverty"] * person_weights).sum()), + headcount_reform=float((comparison_person["in_poverty"] * person_weights).sum()), + rate_baseline=float((baseline_person["in_poverty"] * person_weights).sum() / person_weights.sum()), + rate_reform=float((comparison_person["in_poverty"] * person_weights).sum() / person_weights.sum()) + ) + poverty_impact.headcount_change = poverty_impact.headcount_reform - poverty_impact.headcount_baseline + poverty_impact.rate_change = poverty_impact.rate_reform - poverty_impact.rate_baseline + self.session.add(poverty_impact) + + def calculate_inequality_impacts(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: + """Calculate inequality metrics.""" + inequality = USInequalityImpact(report_id=self.report.id) + + baseline_hh = baseline.household + comparison_hh = comparison.household + weights = baseline_hh["household_weight"] + + income_var = "equiv_household_net_income" if "equiv_household_net_income" in baseline_hh.columns else "household_net_income" + + if income_var in baseline_hh.columns: + # Calculate Gini coefficient + inequality.gini_baseline = self._calculate_gini(baseline_hh[income_var], weights) + inequality.gini_reform = self._calculate_gini(comparison_hh[income_var], weights) + inequality.gini_change = inequality.gini_reform - inequality.gini_baseline + + # Calculate top income shares + baseline_sorted = baseline_hh.sort_values(income_var, ascending=False) + comparison_sorted = comparison_hh.sort_values(income_var, ascending=False) + + # Top 10% + cumulative_weight = baseline_sorted["household_weight"].cumsum() + total_weight = weights.sum() + top_10_mask = cumulative_weight <= (total_weight * 0.1) + + baseline_total = (baseline_hh[income_var] * weights).sum() + comparison_total = (comparison_hh[income_var] * weights).sum() + + inequality.top_10_percent_share_baseline = float( + (baseline_sorted.loc[top_10_mask, income_var] * baseline_sorted.loc[top_10_mask, "household_weight"]).sum() / baseline_total + ) if baseline_total != 0 else 0 + inequality.top_10_percent_share_reform = float( + (comparison_sorted.loc[top_10_mask, income_var] * comparison_sorted.loc[top_10_mask, "household_weight"]).sum() / comparison_total + ) if comparison_total != 0 else 0 + inequality.top_10_percent_share_change = inequality.top_10_percent_share_reform - inequality.top_10_percent_share_baseline + + # Top 1% + top_1_mask = cumulative_weight <= (total_weight * 0.01) + inequality.top_1_percent_share_baseline = float( + (baseline_sorted.loc[top_1_mask, income_var] * baseline_sorted.loc[top_1_mask, "household_weight"]).sum() / baseline_total + ) if baseline_total != 0 else 0 + inequality.top_1_percent_share_reform = float( + (comparison_sorted.loc[top_1_mask, income_var] * comparison_sorted.loc[top_1_mask, "household_weight"]).sum() / comparison_total + ) if comparison_total != 0 else 0 + inequality.top_1_percent_share_change = inequality.top_1_percent_share_reform - inequality.top_1_percent_share_baseline + + # Bottom 50% + bottom_50_mask = cumulative_weight >= (total_weight * 0.5) + baseline_sorted_asc = baseline_hh.sort_values(income_var, ascending=True) + comparison_sorted_asc = comparison_hh.sort_values(income_var, ascending=True) + cumulative_weight_asc = baseline_sorted_asc["household_weight"].cumsum() + bottom_50_mask = cumulative_weight_asc <= (total_weight * 0.5) + + inequality.bottom_50_percent_share_baseline = float( + (baseline_sorted_asc.loc[bottom_50_mask, income_var] * baseline_sorted_asc.loc[bottom_50_mask, "household_weight"]).sum() / baseline_total + ) if baseline_total != 0 else 0 + inequality.bottom_50_percent_share_reform = float( + (comparison_sorted_asc.loc[bottom_50_mask, income_var] * comparison_sorted_asc.loc[bottom_50_mask, "household_weight"]).sum() / comparison_total + ) if comparison_total != 0 else 0 + inequality.bottom_50_percent_share_change = inequality.bottom_50_percent_share_reform - inequality.bottom_50_percent_share_baseline + + self.session.add(inequality) + + def calculate_winners_losers(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: + """Calculate winners and losers breakdown.""" + baseline_hh = baseline.household.copy() + comparison_hh = comparison.household.copy() + weights = baseline_hh["household_weight"] + + # Calculate income change + if "household_net_income" in baseline_hh.columns: + baseline_hh["pct_change"] = ( + (comparison_hh["household_net_income"] - baseline_hh["household_net_income"]) / + baseline_hh["household_net_income"].clip(lower=1) + ) * 100 + + # Create deciles based on baseline income + income_var = "equiv_household_net_income" if "equiv_household_net_income" in baseline_hh.columns else "household_net_income" + baseline_hh["decile"] = self._get_weighted_deciles(baseline_hh[income_var], weights) + + # Overall (decile = 0) + overall_wl = USWinnersLosers( + report_id=self.report.id, + decile=0, + gain_more_than_5_percent=float(((baseline_hh["pct_change"] >= 5) * weights).sum() / weights.sum()), + gain_more_than_1_percent=float(((baseline_hh["pct_change"] >= 1) * weights).sum() / weights.sum()), + no_change=float(((baseline_hh["pct_change"].abs() < 0.01) * weights).sum() / weights.sum()), + lose_less_than_1_percent=float((((baseline_hh["pct_change"] < 0) & (baseline_hh["pct_change"] >= -1)) * weights).sum() / weights.sum()), + lose_less_than_5_percent=float((((baseline_hh["pct_change"] < -1) & (baseline_hh["pct_change"] >= -5)) * weights).sum() / weights.sum()), + lose_more_than_5_percent=float(((baseline_hh["pct_change"] < -5) * weights).sum() / weights.sum()) + ) + self.session.add(overall_wl) + + # By decile + for decile in range(1, 11): + decile_mask = baseline_hh["decile"] == decile + decile_weights = weights[decile_mask] + + if decile_weights.sum() > 0: + decile_wl = USWinnersLosers( + report_id=self.report.id, + decile=decile, + gain_more_than_5_percent=float(((baseline_hh.loc[decile_mask, "pct_change"] >= 5) * decile_weights).sum() / decile_weights.sum()), + gain_more_than_1_percent=float(((baseline_hh.loc[decile_mask, "pct_change"] >= 1) * decile_weights).sum() / decile_weights.sum()), + no_change=float(((baseline_hh.loc[decile_mask, "pct_change"].abs() < 0.01) * decile_weights).sum() / decile_weights.sum()), + lose_less_than_1_percent=float((((baseline_hh.loc[decile_mask, "pct_change"] < 0) & (baseline_hh.loc[decile_mask, "pct_change"] >= -1)) * decile_weights).sum() / decile_weights.sum()), + lose_less_than_5_percent=float((((baseline_hh.loc[decile_mask, "pct_change"] < -1) & (baseline_hh.loc[decile_mask, "pct_change"] >= -5)) * decile_weights).sum() / decile_weights.sum()), + lose_more_than_5_percent=float(((baseline_hh.loc[decile_mask, "pct_change"] < -5) * decile_weights).sum() / decile_weights.sum()) + ) + self.session.add(decile_wl) + + def calculate_program_impacts(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: + """Calculate program-specific impacts.""" + # Programs can be at different entity levels + tax_unit_programs = [ + ("eitc", "EITC"), + ("ctc", "Child Tax Credit"), + ] + + spm_unit_programs = [ + ("tanf", "TANF"), + ] + + household_programs = [ + ("snap", "SNAP"), + ("ssi", "SSI"), + ("social_security", "Social Security"), + ("wic", "WIC"), + ("medicaid", "Medicaid"), + ("unemployment_compensation", "Unemployment"), + ] + + # Process tax unit programs + if hasattr(baseline, 'tax_unit'): + baseline_tu = baseline.tax_unit + comparison_tu = comparison.tax_unit + tu_weights = baseline_tu["tax_unit_weight"] if "tax_unit_weight" in baseline_tu.columns else None + + for var_name, program_label in tax_unit_programs: + if var_name not in baseline_tu.columns: + continue + + self._create_program_impact( + var_name, program_label, + baseline_tu, comparison_tu, tu_weights + ) + + # Process SPM unit programs + if hasattr(baseline, 'spm_unit'): + baseline_spm = baseline.spm_unit + comparison_spm = comparison.spm_unit + spm_weights = baseline_spm["spm_unit_weight"] if "spm_unit_weight" in baseline_spm.columns else None + + for var_name, program_label in spm_unit_programs: + if var_name not in baseline_spm.columns: + continue + + self._create_program_impact( + var_name, program_label, + baseline_spm, comparison_spm, spm_weights + ) + + # Process household programs + baseline_hh = baseline.household + comparison_hh = comparison.household + weights = baseline_hh["household_weight"] + + for var_name, program_label in household_programs: + if var_name not in baseline_hh.columns: + continue + + self._create_program_impact( + var_name, program_label, + baseline_hh, comparison_hh, weights + ) + + def _create_program_impact(self, var_name, program_label, baseline_df, comparison_df, weights): + """Create impact for a single program.""" + if weights is None: + return # Skip if no weights available + + program_impact = USProgramImpact( + report_id=self.report.id, + program_name=program_label + ) + + # Calculate total cost + program_impact.baseline_cost = float((baseline_df[var_name] * weights).sum()) + program_impact.reform_cost = float((comparison_df[var_name] * weights).sum()) + program_impact.cost_change = program_impact.reform_cost - program_impact.baseline_cost + + # Calculate number of recipients (entities with positive benefits) + baseline_recipients = (baseline_df[var_name] > 0) * weights + comparison_recipients = (comparison_df[var_name] > 0) * weights + + program_impact.baseline_recipients = float(baseline_recipients.sum()) + program_impact.reform_recipients = float(comparison_recipients.sum()) + program_impact.recipients_change = program_impact.reform_recipients - program_impact.baseline_recipients + + # Calculate average benefit per recipient + if program_impact.baseline_recipients > 0: + baseline_recipient_mask = baseline_df[var_name] > 0 + baseline_recipient_weights = weights[baseline_recipient_mask] + program_impact.baseline_average_benefit = float( + (baseline_df.loc[baseline_recipient_mask, var_name] * baseline_recipient_weights).sum() / baseline_recipient_weights.sum() + ) + else: + program_impact.baseline_average_benefit = 0 + + if program_impact.reform_recipients > 0: + reform_recipient_mask = comparison_df[var_name] > 0 + reform_recipient_weights = weights[reform_recipient_mask] + program_impact.reform_average_benefit = float( + (comparison_df.loc[reform_recipient_mask, var_name] * reform_recipient_weights).sum() / reform_recipient_weights.sum() + ) + else: + program_impact.reform_average_benefit = 0 + + program_impact.average_benefit_change = program_impact.reform_average_benefit - program_impact.baseline_average_benefit + + self.session.add(program_impact) + + def _get_weighted_deciles(self, values: pd.Series, weights: pd.Series) -> pd.Series: + """Create weighted deciles for a series of values.""" + # Sort by values + sorted_indices = values.argsort() + sorted_weights = weights.iloc[sorted_indices] + + # Calculate cumulative weights + cumsum_weights = sorted_weights.cumsum() + total_weight = sorted_weights.sum() + + # Create decile boundaries + decile_thresholds = [total_weight * i / 10 for i in range(1, 10)] + + # Assign deciles + deciles = pd.Series(index=values.index, dtype=int) + for i, idx in enumerate(sorted_indices): + cum_weight = cumsum_weights.iloc[i] + decile = 1 + for threshold in decile_thresholds: + if cum_weight > threshold: + decile += 1 + else: + break + deciles.loc[idx] = decile + + return deciles + + def _calculate_gini(self, values: pd.Series, weights: pd.Series) -> float: + """Calculate Gini coefficient for weighted data.""" + # Sort by values + sorted_indices = values.argsort() + sorted_values = values.iloc[sorted_indices] + sorted_weights = weights.iloc[sorted_indices] + + # Calculate cumulative weighted values + cumsum_weighted_values = (sorted_values * sorted_weights).cumsum() + + # Calculate Gini + total_weight = sorted_weights.sum() + total_weighted_value = cumsum_weighted_values.iloc[-1] + + if total_weighted_value == 0: + return 0.0 + + # Area under Lorenz curve + width = sorted_weights / total_weight + area = ((cumsum_weighted_values / total_weighted_value) * width).sum() + + # Gini = 1 - 2 * area_under_lorenz_curve + gini = 1 - 2 * area + return float(np.clip(gini, 0, 1)) \ No newline at end of file diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py index 81550db7..0da38524 100644 --- a/src/policyengine/database/__init__.py +++ b/src/policyengine/database/__init__.py @@ -17,6 +17,13 @@ UKPovertyImpact, UKInequalityImpact, UKWinnersLosers, + USGovernmentBudget, + USHouseholdIncome, + USDecileImpact, + USPovertyImpact, + USInequalityImpact, + USWinnersLosers, + USProgramImpact, ) from ..utils import ( import_parameters_from_tax_benefit_system, @@ -53,6 +60,13 @@ "UKPovertyImpact", "UKInequalityImpact", "UKWinnersLosers", + "USGovernmentBudget", + "USHouseholdIncome", + "USDecileImpact", + "USPovertyImpact", + "USInequalityImpact", + "USWinnersLosers", + "USProgramImpact", # Managers (for advanced use) "StorageBackend", diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py index c85e1094..ac0032cf 100644 --- a/src/policyengine/database/models.py +++ b/src/policyengine/database/models.py @@ -571,3 +571,224 @@ class UKWinnersLosers(Base): # Relationships report = relationship("ReportMetadata", backref="uk_winners_losers") + + +# US-specific report tables + +class USGovernmentBudget(Base): + """US government budget metrics.""" + __tablename__ = "report_us_government_budget" + + id = Column(String, primary_key=True, default=generate_uuid) + report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) + + # Federal tax revenues + federal_tax_baseline = Column(Float, nullable=True) + federal_tax_reform = Column(Float, nullable=True) + federal_tax_change = Column(Float, nullable=True) + + # State tax revenues + state_tax_baseline = Column(Float, nullable=True) + state_tax_reform = Column(Float, nullable=True) + state_tax_change = Column(Float, nullable=True) + + # Total tax revenues + total_tax_baseline = Column(Float, nullable=True) + total_tax_reform = Column(Float, nullable=True) + total_tax_change = Column(Float, nullable=True) + + # Federal benefits + federal_benefits_baseline = Column(Float, nullable=True) + federal_benefits_reform = Column(Float, nullable=True) + federal_benefits_change = Column(Float, nullable=True) + + # State benefits + state_benefits_baseline = Column(Float, nullable=True) + state_benefits_reform = Column(Float, nullable=True) + state_benefits_change = Column(Float, nullable=True) + + # Total benefits + total_benefits_baseline = Column(Float, nullable=True) + total_benefits_reform = Column(Float, nullable=True) + total_benefits_change = Column(Float, nullable=True) + + # Net budget impact + net_impact = Column(Float, nullable=True) + + created_at = Column(DateTime, default=datetime.now) + + # Relationships + report = relationship("ReportMetadata", backref="us_government_budget", uselist=False) + + +class USHouseholdIncome(Base): + """US household income metrics.""" + __tablename__ = "report_us_household_income" + + id = Column(String, primary_key=True, default=generate_uuid) + report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) + + # Market income + household_market_income_baseline = Column(Float, nullable=True) + household_market_income_reform = Column(Float, nullable=True) + household_market_income_change = Column(Float, nullable=True) + + # Net income (after taxes and transfers) + household_net_income_baseline = Column(Float, nullable=True) + household_net_income_reform = Column(Float, nullable=True) + household_net_income_change = Column(Float, nullable=True) + + # Net income including health benefits + household_net_income_with_health_baseline = Column(Float, nullable=True) + household_net_income_with_health_reform = Column(Float, nullable=True) + household_net_income_with_health_change = Column(Float, nullable=True) + + created_at = Column(DateTime, default=datetime.now) + + # Relationships + report = relationship("ReportMetadata", backref="us_household_income", uselist=False) + + +class USDecileImpact(Base): + """US income decile impacts.""" + __tablename__ = "report_us_decile_impacts" + + id = Column(String, primary_key=True, default=generate_uuid) + report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) + + # Decile (1-10, or 0 for all) + decile = Column(Integer, nullable=False) + + # Relative change in income + relative_change = Column(Float, nullable=True) + + # Average dollar change + average_change = Column(Float, nullable=True) + + # Share of total benefit + share_of_benefit = Column(Float, nullable=True) + + created_at = Column(DateTime, default=datetime.now) + + # Relationships + report = relationship("ReportMetadata", backref="us_decile_impacts") + + +class USPovertyImpact(Base): + """US poverty impacts.""" + __tablename__ = "report_us_poverty_impacts" + + id = Column(String, primary_key=True, default=generate_uuid) + report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) + + # Poverty type (SPM, deep) + poverty_type = Column(String, nullable=False) # 'spm', 'deep' + + # Demographic group + demographic_group = Column(String, nullable=False) # 'all', 'child', 'adult', 'senior' + + # Headcount and rate + headcount_baseline = Column(Float, nullable=True) + headcount_reform = Column(Float, nullable=True) + headcount_change = Column(Float, nullable=True) + + rate_baseline = Column(Float, nullable=True) + rate_reform = Column(Float, nullable=True) + rate_change = Column(Float, nullable=True) + + # Poverty gap (total dollars needed to lift out of poverty) + gap_baseline = Column(Float, nullable=True) + gap_reform = Column(Float, nullable=True) + gap_change = Column(Float, nullable=True) + + created_at = Column(DateTime, default=datetime.now) + + # Relationships + report = relationship("ReportMetadata", backref="us_poverty_impacts") + + +class USInequalityImpact(Base): + """US inequality metrics.""" + __tablename__ = "report_us_inequality_impacts" + + id = Column(String, primary_key=True, default=generate_uuid) + report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) + + # Gini coefficient + gini_baseline = Column(Float, nullable=True) + gini_reform = Column(Float, nullable=True) + gini_change = Column(Float, nullable=True) + + # Top income shares + top_10_percent_share_baseline = Column(Float, nullable=True) + top_10_percent_share_reform = Column(Float, nullable=True) + top_10_percent_share_change = Column(Float, nullable=True) + + top_1_percent_share_baseline = Column(Float, nullable=True) + top_1_percent_share_reform = Column(Float, nullable=True) + top_1_percent_share_change = Column(Float, nullable=True) + + # Bottom 50% share + bottom_50_percent_share_baseline = Column(Float, nullable=True) + bottom_50_percent_share_reform = Column(Float, nullable=True) + bottom_50_percent_share_change = Column(Float, nullable=True) + + created_at = Column(DateTime, default=datetime.now) + + # Relationships + report = relationship("ReportMetadata", backref="us_inequality_impacts", uselist=False) + + +class USWinnersLosers(Base): + """US winners and losers breakdown.""" + __tablename__ = "report_us_winners_losers" + + id = Column(String, primary_key=True, default=generate_uuid) + report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) + + # Decile (1-10) or 0 for all + decile = Column(Integer, nullable=False) + + # Share in each category + gain_more_than_5_percent = Column(Float, nullable=True) + gain_more_than_1_percent = Column(Float, nullable=True) + no_change = Column(Float, nullable=True) + lose_less_than_1_percent = Column(Float, nullable=True) + lose_less_than_5_percent = Column(Float, nullable=True) + lose_more_than_5_percent = Column(Float, nullable=True) + + created_at = Column(DateTime, default=datetime.now) + + # Relationships + report = relationship("ReportMetadata", backref="us_winners_losers") + + +class USProgramImpact(Base): + """US program-specific impacts.""" + __tablename__ = "report_us_program_impacts" + + id = Column(String, primary_key=True, default=generate_uuid) + report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) + + # Program name + program_name = Column(String, nullable=False) # 'snap', 'tanf', 'eitc', 'ctc', 'social_security', etc. + + # Spending/cost + baseline_cost = Column(Float, nullable=True) + reform_cost = Column(Float, nullable=True) + cost_change = Column(Float, nullable=True) + + # Recipients + baseline_recipients = Column(Float, nullable=True) + reform_recipients = Column(Float, nullable=True) + recipients_change = Column(Float, nullable=True) + + # Average benefit per recipient + baseline_average_benefit = Column(Float, nullable=True) + reform_average_benefit = Column(Float, nullable=True) + average_benefit_change = Column(Float, nullable=True) + + created_at = Column(DateTime, default=datetime.now) + + # Relationships + report = relationship("ReportMetadata", backref="us_program_impacts") diff --git a/src/policyengine/database/report_manager.py b/src/policyengine/database/report_manager.py index 29ac7fa3..0b5e89bd 100644 --- a/src/policyengine/database/report_manager.py +++ b/src/policyengine/database/report_manager.py @@ -69,7 +69,7 @@ def create_report( # Delete old report impact data first print(f"Warning: Report '{name}' for country '{country}' already exists. Overwriting...") - # Delete UK-specific impact tables + # Delete country-specific impact tables if country.lower() == "uk": self.session.query(UKGovernmentBudget).filter_by(report_id=existing.id).delete() self.session.query(UKHouseholdIncome).filter_by(report_id=existing.id).delete() @@ -77,6 +77,24 @@ def create_report( self.session.query(UKPovertyImpact).filter_by(report_id=existing.id).delete() self.session.query(UKInequalityImpact).filter_by(report_id=existing.id).delete() self.session.query(UKWinnersLosers).filter_by(report_id=existing.id).delete() + elif country.lower() == "us": + # Import US tables + from ..database.models import ( + USGovernmentBudget, + USHouseholdIncome, + USDecileImpact, + USPovertyImpact, + USInequalityImpact, + USWinnersLosers, + USProgramImpact, + ) + self.session.query(USGovernmentBudget).filter_by(report_id=existing.id).delete() + self.session.query(USHouseholdIncome).filter_by(report_id=existing.id).delete() + self.session.query(USDecileImpact).filter_by(report_id=existing.id).delete() + self.session.query(USPovertyImpact).filter_by(report_id=existing.id).delete() + self.session.query(USInequalityImpact).filter_by(report_id=existing.id).delete() + self.session.query(USWinnersLosers).filter_by(report_id=existing.id).delete() + self.session.query(USProgramImpact).filter_by(report_id=existing.id).delete() # Update existing report metadata existing.baseline_simulation_id = baseline_simulation_id @@ -301,8 +319,142 @@ def get_report_results(self, report_id: str) -> dict: for impact in winners_losers ], }) + elif report.country.lower() == "us": + # US-specific tables + # Import US tables + from ..database.models import ( + USGovernmentBudget, + USHouseholdIncome, + USDecileImpact, + USPovertyImpact, + USInequalityImpact, + USWinnersLosers, + USProgramImpact, + ) + + government_budget = self.session.query(USGovernmentBudget).filter_by(report_id=report_id).first() + household_income = self.session.query(USHouseholdIncome).filter_by(report_id=report_id).first() + decile_impacts = self.session.query(USDecileImpact).filter_by(report_id=report_id).all() + poverty_impacts = self.session.query(USPovertyImpact).filter_by(report_id=report_id).all() + inequality_impact = self.session.query(USInequalityImpact).filter_by(report_id=report_id).first() + winners_losers = self.session.query(USWinnersLosers).filter_by(report_id=report_id).all() + program_impacts = self.session.query(USProgramImpact).filter_by(report_id=report_id).all() + + results.update({ + "government_budget": { + "federal_tax": { + "baseline": government_budget.federal_tax_baseline if government_budget else None, + "reform": government_budget.federal_tax_reform if government_budget else None, + "change": government_budget.federal_tax_change if government_budget else None, + }, + "state_tax": { + "baseline": government_budget.state_tax_baseline if government_budget else None, + "reform": government_budget.state_tax_reform if government_budget else None, + "change": government_budget.state_tax_change if government_budget else None, + }, + "total_tax": { + "baseline": government_budget.total_tax_baseline if government_budget else None, + "reform": government_budget.total_tax_reform if government_budget else None, + "change": government_budget.total_tax_change if government_budget else None, + }, + "federal_benefits": { + "baseline": government_budget.federal_benefits_baseline if government_budget else None, + "reform": government_budget.federal_benefits_reform if government_budget else None, + "change": government_budget.federal_benefits_change if government_budget else None, + }, + "state_benefits": { + "baseline": government_budget.state_benefits_baseline if government_budget else None, + "reform": government_budget.state_benefits_reform if government_budget else None, + "change": government_budget.state_benefits_change if government_budget else None, + }, + "net_impact": government_budget.net_impact if government_budget else None, + } if government_budget else {}, + "household_income": { + "household_market_income": { + "baseline": household_income.household_market_income_baseline if household_income else None, + "reform": household_income.household_market_income_reform if household_income else None, + "change": household_income.household_market_income_change if household_income else None, + }, + "household_net_income": { + "baseline": household_income.household_net_income_baseline if household_income else None, + "reform": household_income.household_net_income_reform if household_income else None, + "change": household_income.household_net_income_change if household_income else None, + }, + "household_net_income_with_health": { + "baseline": household_income.household_net_income_with_health_baseline if household_income else None, + "reform": household_income.household_net_income_with_health_reform if household_income else None, + "change": household_income.household_net_income_with_health_change if household_income else None, + }, + } if household_income else {}, + "decile_impacts": [ + { + "decile": impact.decile, + "relative_change": impact.relative_change, + "average_change": impact.average_change, + "share_of_benefit": impact.share_of_benefit, + } + for impact in decile_impacts + ], + "poverty_impacts": [ + { + "poverty_type": impact.poverty_type, + "demographic_group": impact.demographic_group, + "headcount_baseline": impact.headcount_baseline, + "headcount_reform": impact.headcount_reform, + "headcount_change": impact.headcount_change, + "rate_baseline": impact.rate_baseline, + "rate_reform": impact.rate_reform, + "rate_change": impact.rate_change, + "gap_baseline": impact.gap_baseline, + "gap_reform": impact.gap_reform, + "gap_change": impact.gap_change, + } + for impact in poverty_impacts + ], + "inequality_impacts": { + "gini_baseline": inequality_impact.gini_baseline if inequality_impact else None, + "gini_reform": inequality_impact.gini_reform if inequality_impact else None, + "gini_change": inequality_impact.gini_change if inequality_impact else None, + "top_10_percent_share_baseline": inequality_impact.top_10_percent_share_baseline if inequality_impact else None, + "top_10_percent_share_reform": inequality_impact.top_10_percent_share_reform if inequality_impact else None, + "top_10_percent_share_change": inequality_impact.top_10_percent_share_change if inequality_impact else None, + "top_1_percent_share_baseline": inequality_impact.top_1_percent_share_baseline if inequality_impact else None, + "top_1_percent_share_reform": inequality_impact.top_1_percent_share_reform if inequality_impact else None, + "top_1_percent_share_change": inequality_impact.top_1_percent_share_change if inequality_impact else None, + "bottom_50_percent_share_baseline": inequality_impact.bottom_50_percent_share_baseline if inequality_impact else None, + "bottom_50_percent_share_reform": inequality_impact.bottom_50_percent_share_reform if inequality_impact else None, + "bottom_50_percent_share_change": inequality_impact.bottom_50_percent_share_change if inequality_impact else None, + } if inequality_impact else {}, + "winners_losers": [ + { + "decile": impact.decile, + "gain_more_than_5_percent": impact.gain_more_than_5_percent, + "gain_more_than_1_percent": impact.gain_more_than_1_percent, + "no_change": impact.no_change, + "lose_less_than_1_percent": impact.lose_less_than_1_percent, + "lose_less_than_5_percent": impact.lose_less_than_5_percent, + "lose_more_than_5_percent": impact.lose_more_than_5_percent, + } + for impact in winners_losers + ], + "program_impacts": [ + { + "program_name": impact.program_name, + "baseline_cost": impact.baseline_cost, + "reform_cost": impact.reform_cost, + "cost_change": impact.cost_change, + "baseline_recipients": impact.baseline_recipients, + "reform_recipients": impact.reform_recipients, + "recipients_change": impact.recipients_change, + "baseline_average_benefit": impact.baseline_average_benefit, + "reform_average_benefit": impact.reform_average_benefit, + "average_benefit_change": impact.average_benefit_change, + } + for impact in program_impacts + ], + }) else: - # For now, US reports not implemented - results["error"] = "US reports not yet implemented with country-specific tables" + # Other countries not yet implemented + results["error"] = f"Reports not yet implemented for country: {report.country}" return results \ No newline at end of file From ad604a493fe5955391ff76af01b09fe0fe6dd4f1 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 27 Aug 2025 21:16:32 +0100 Subject: [PATCH 24/97] Add refactor --- src/policyengine/adapters.py | 425 ++++++++++++++++ src/policyengine/calculations.py | 480 ++++++++++++++++++ src/policyengine/countries/general.py | 46 +- src/policyengine/countries/uk/model_output.py | 50 +- .../countries/uk/report_refactored.py | 205 ++++++++ src/policyengine/countries/us/model_output.py | 31 +- src/policyengine/data_models.py | 233 +++++++++ usage_example_refactored.py | 262 ++++++++++ usage_example_uk.py | 52 ++ usage_example_us.py | 118 +++++ usage_example_us_simple.py | 85 ++++ 11 files changed, 1920 insertions(+), 67 deletions(-) create mode 100644 src/policyengine/adapters.py create mode 100644 src/policyengine/calculations.py create mode 100644 src/policyengine/countries/uk/report_refactored.py create mode 100644 src/policyengine/data_models.py create mode 100644 usage_example_refactored.py create mode 100644 usage_example_uk.py create mode 100644 usage_example_us.py create mode 100644 usage_example_us_simple.py diff --git a/src/policyengine/adapters.py b/src/policyengine/adapters.py new file mode 100644 index 00000000..04044ce8 --- /dev/null +++ b/src/policyengine/adapters.py @@ -0,0 +1,425 @@ +"""Adapters to convert between SQLAlchemy ORM models and Pydantic data models. + +This module provides conversion functions to bridge between database models +and pure data models used for calculations. +""" + +from typing import Optional, List +from datetime import datetime +from sqlalchemy.orm import Session + +from .data_models import ( + SimulationDataModel, + ParameterChangeModel, + ScenarioModel, + DatasetModel, + SimulationMetadataModel, + ReportMetadataModel, + BudgetImpactModel, + DecileImpactModel, + PovertyImpactModel, + InequalityImpactModel, + EconomicImpactModel, +) + +from .database.models import ( + SimulationMetadata, + DatasetMetadata, + ScenarioMetadata, + ParameterChangeMetadata, + ReportMetadata, + UKGovernmentBudget, + UKDecileImpact, + UKPovertyImpact, + UKInequalityImpact, + USGovernmentBudget, + USDecileImpact, + USPovertyImpact, + USInequalityImpact, +) + + +# Convert FROM SQLAlchemy TO Pydantic + +def dataset_orm_to_pydantic(dataset: DatasetMetadata) -> DatasetModel: + """Convert SQLAlchemy DatasetMetadata to Pydantic DatasetModel.""" + if not dataset: + return None + + return DatasetModel( + name=dataset.name, + country=dataset.country, + year=dataset.year, + source=dataset.source, + version=dataset.version, + description=dataset.description, + model_version=dataset.model_version, + ) + + +def parameter_change_orm_to_pydantic(change: ParameterChangeMetadata) -> ParameterChangeModel: + """Convert SQLAlchemy ParameterChangeMetadata to Pydantic ParameterChangeModel.""" + if not change: + return None + + return ParameterChangeModel( + parameter_name=change.parameter.name if change.parameter else "", + start_date=change.start_date, + end_date=change.end_date, + value=change.value, + description=change.description, + order_index=change.order_index, + ) + + +def scenario_orm_to_pydantic(scenario: ScenarioMetadata) -> ScenarioModel: + """Convert SQLAlchemy ScenarioMetadata to Pydantic ScenarioModel.""" + if not scenario: + return None + + return ScenarioModel( + name=scenario.name, + country=scenario.country, + description=scenario.description, + parameter_changes=[ + parameter_change_orm_to_pydantic(change) + for change in scenario.parameter_changes + ], + parent_scenario_name=scenario.parent_scenario.name if scenario.parent_scenario else None, + model_version=scenario.model_version, + ) + + +def simulation_metadata_orm_to_pydantic(sim: SimulationMetadata) -> SimulationMetadataModel: + """Convert SQLAlchemy SimulationMetadata to Pydantic SimulationMetadataModel.""" + if not sim: + return None + + return SimulationMetadataModel( + id=sim.id, + country=sim.country, + year=sim.year, + dataset=dataset_orm_to_pydantic(sim.dataset), + scenario=scenario_orm_to_pydantic(sim.scenario), + model_version=sim.model_version, + status=sim.status.value if hasattr(sim.status, 'value') else sim.status, + description=sim.description, + tags=sim.tags or [], + ) + + +def report_metadata_orm_to_pydantic(report: ReportMetadata) -> ReportMetadataModel: + """Convert SQLAlchemy ReportMetadata to Pydantic ReportMetadataModel.""" + if not report: + return None + + return ReportMetadataModel( + id=report.id, + name=report.name, + country=report.country, + year=report.year, + baseline_simulation_id=report.baseline_simulation_id, + comparison_simulation_id=report.comparison_simulation_id, + status=report.status.value if hasattr(report.status, 'value') else report.status, + description=report.description, + tags=report.tags or [], + ) + + +# Convert FROM Pydantic TO SQLAlchemy + +def save_budget_impact_to_db( + session: Session, + report_id: str, + impact: BudgetImpactModel, + country: str +) -> None: + """Save budget impact results to database. + + Args: + session: Database session + report_id: Report ID to associate with + impact: Budget impact model with results + country: Country code ('uk' or 'us') + """ + if country.lower() == 'uk': + budget = UKGovernmentBudget( + report_id=report_id, + gov_balance_baseline=impact.gov_balance_baseline, + gov_balance_reform=impact.gov_balance_reform, + gov_balance_change=impact.gov_balance_change, + gov_tax_baseline=impact.gov_tax_baseline, + gov_tax_reform=impact.gov_tax_reform, + gov_tax_change=impact.gov_tax_change, + gov_spending_baseline=impact.gov_spending_baseline, + gov_spending_reform=impact.gov_spending_reform, + gov_spending_change=impact.gov_spending_change, + ) + + # Add specific UK taxes/benefits from additional_metrics + uk_tax_mapping = { + "income_tax": "income_tax", + "national_insurance": "national_insurance", + "ni_employer": "ni_employer", + "vat": "vat", + "capital_gains_tax": "capital_gains_tax", + } + + uk_benefit_mapping = { + "universal_credit": "universal_credit", + "state_pension": "state_pension", + "pip": "pip", + "dla": "dla", + "housing_benefit": "housing_benefit", + "working_tax_credit": "working_tax_credit", + "child_tax_credit": "child_tax_credit", + } + + for metric_name, attr_name in {**uk_tax_mapping, **uk_benefit_mapping}.items(): + if metric_name in impact.additional_metrics: + metric = impact.additional_metrics[metric_name] + setattr(budget, f"{attr_name}_baseline", metric.get("baseline")) + setattr(budget, f"{attr_name}_reform", metric.get("reform")) + setattr(budget, f"{attr_name}_change", metric.get("change")) + + session.add(budget) + + elif country.lower() == 'us': + budget = USGovernmentBudget( + report_id=report_id, + federal_tax_baseline=impact.gov_tax_baseline, + federal_tax_reform=impact.gov_tax_reform, + federal_tax_change=impact.gov_tax_change, + federal_benefits_baseline=impact.gov_spending_baseline, + federal_benefits_reform=impact.gov_spending_reform, + federal_benefits_change=impact.gov_spending_change, + ) + + # Handle state taxes and benefits from additional_metrics + if "state_tax" in impact.additional_metrics: + metric = impact.additional_metrics["state_tax"] + budget.state_tax_baseline = metric.get("baseline") + budget.state_tax_reform = metric.get("reform") + budget.state_tax_change = metric.get("change") + + if "state_benefits" in impact.additional_metrics: + metric = impact.additional_metrics["state_benefits"] + budget.state_benefits_baseline = metric.get("baseline") + budget.state_benefits_reform = metric.get("reform") + budget.state_benefits_change = metric.get("change") + + # Calculate totals + budget.total_tax_baseline = (budget.federal_tax_baseline or 0) + (budget.state_tax_baseline or 0) + budget.total_tax_reform = (budget.federal_tax_reform or 0) + (budget.state_tax_reform or 0) + budget.total_tax_change = (budget.federal_tax_change or 0) + (budget.state_tax_change or 0) + + budget.total_benefits_baseline = (budget.federal_benefits_baseline or 0) + (budget.state_benefits_baseline or 0) + budget.total_benefits_reform = (budget.federal_benefits_reform or 0) + (budget.state_benefits_reform or 0) + budget.total_benefits_change = (budget.federal_benefits_change or 0) + (budget.state_benefits_change or 0) + + budget.net_impact = budget.total_tax_change - budget.total_benefits_change + + session.add(budget) + + +def save_decile_impacts_to_db( + session: Session, + report_id: str, + impacts: List[DecileImpactModel], + country: str +) -> None: + """Save decile impact results to database. + + Args: + session: Database session + report_id: Report ID to associate with + impacts: List of decile impact models + country: Country code ('uk' or 'us') + """ + for impact in impacts: + if country.lower() == 'uk': + record = UKDecileImpact( + report_id=report_id, + decile_type=impact.decile_type, + decile=impact.decile, + variable_name="household_net_income", + mean_change=impact.average_change, + ) + session.add(record) + + elif country.lower() == 'us': + record = USDecileImpact( + report_id=report_id, + decile=impact.decile, + relative_change=impact.relative_change, + average_change=impact.average_change, + ) + session.add(record) + + +def save_poverty_impacts_to_db( + session: Session, + report_id: str, + impacts: List[PovertyImpactModel], + country: str +) -> None: + """Save poverty impact results to database. + + Args: + session: Database session + report_id: Report ID to associate with + impacts: List of poverty impact models + country: Country code ('uk' or 'us') + """ + for impact in impacts: + if country.lower() == 'uk': + # Map poverty types to UK definitions + if impact.poverty_type == "poverty": + poverty_type = "relative_ahc" # Default UK poverty measure + else: + poverty_type = impact.poverty_type + + record = UKPovertyImpact( + report_id=report_id, + poverty_type=poverty_type, + demographic_group=impact.demographic_group, + headcount_baseline=impact.headcount_baseline, + headcount_reform=impact.headcount_reform, + headcount_change=impact.headcount_change, + rate_baseline=impact.rate_baseline, + rate_reform=impact.rate_reform, + rate_change=impact.rate_change, + ) + session.add(record) + + elif country.lower() == 'us': + # Map poverty types to US definitions + if impact.poverty_type == "poverty": + poverty_type = "spm" # Default US poverty measure + else: + poverty_type = impact.poverty_type + + record = USPovertyImpact( + report_id=report_id, + poverty_type=poverty_type, + demographic_group=impact.demographic_group, + headcount_baseline=impact.headcount_baseline, + headcount_reform=impact.headcount_reform, + headcount_change=impact.headcount_change, + rate_baseline=impact.rate_baseline, + rate_reform=impact.rate_reform, + rate_change=impact.rate_change, + gap_baseline=impact.gap_baseline, + gap_reform=impact.gap_reform, + gap_change=impact.gap_change, + ) + session.add(record) + + +def save_inequality_impact_to_db( + session: Session, + report_id: str, + impact: InequalityImpactModel, + country: str +) -> None: + """Save inequality impact results to database. + + Args: + session: Database session + report_id: Report ID to associate with + impact: Inequality impact model + country: Country code ('uk' or 'us') + """ + if country.lower() == 'uk': + record = UKInequalityImpact( + report_id=report_id, + gini_baseline=impact.gini_baseline, + gini_reform=impact.gini_reform, + gini_change=impact.gini_change, + top_10_percent_share_baseline=impact.top_10_percent_share_baseline, + top_10_percent_share_reform=impact.top_10_percent_share_reform, + top_10_percent_share_change=impact.top_10_percent_share_change, + top_1_percent_share_baseline=impact.top_1_percent_share_baseline, + top_1_percent_share_reform=impact.top_1_percent_share_reform, + top_1_percent_share_change=impact.top_1_percent_share_change, + ) + session.add(record) + + elif country.lower() == 'us': + record = USInequalityImpact( + report_id=report_id, + gini_baseline=impact.gini_baseline, + gini_reform=impact.gini_reform, + gini_change=impact.gini_change, + top_10_percent_share_baseline=impact.top_10_percent_share_baseline, + top_10_percent_share_reform=impact.top_10_percent_share_reform, + top_10_percent_share_change=impact.top_10_percent_share_change, + top_1_percent_share_baseline=impact.top_1_percent_share_baseline, + top_1_percent_share_reform=impact.top_1_percent_share_reform, + top_1_percent_share_change=impact.top_1_percent_share_change, + bottom_50_percent_share_baseline=impact.bottom_50_percent_share_baseline, + bottom_50_percent_share_reform=impact.bottom_50_percent_share_reform, + bottom_50_percent_share_change=impact.bottom_50_percent_share_change, + ) + session.add(record) + + +def save_economic_impact_to_db( + session: Session, + impact: EconomicImpactModel +) -> None: + """Save complete economic impact results to database. + + Args: + session: Database session + impact: Complete economic impact model with all results + """ + report_id = impact.report_metadata.id + country = impact.report_metadata.country + + # Save each component + if impact.budget_impact: + save_budget_impact_to_db(session, report_id, impact.budget_impact, country) + + if impact.decile_impacts: + save_decile_impacts_to_db(session, report_id, impact.decile_impacts, country) + + if impact.poverty_impacts: + save_poverty_impacts_to_db(session, report_id, impact.poverty_impacts, country) + + if impact.inequality_impact: + save_inequality_impact_to_db(session, report_id, impact.inequality_impact, country) + + # Commit all changes + session.commit() + + +# Convert ModelOutput objects to SimulationDataModel + +def modeloutput_to_simulation_data(model_output) -> SimulationDataModel: + """Convert a ModelOutput (UK or US) to SimulationDataModel. + + Args: + model_output: UKModelOutput or USModelOutput instance + + Returns: + SimulationDataModel with the same data + """ + # Get the tables from the ModelOutput + tables = {} + + # Required fields + if hasattr(model_output, 'person'): + tables['person'] = model_output.person + if hasattr(model_output, 'household'): + tables['household'] = model_output.household + + # Optional fields + optional_fields = ['marital_unit', 'family', 'tax_unit', 'spm_unit', 'benefit_unit'] + for field in optional_fields: + if hasattr(model_output, field): + value = getattr(model_output, field) + if value is not None: + tables[field] = value + + return SimulationDataModel(**tables) \ No newline at end of file diff --git a/src/policyengine/calculations.py b/src/policyengine/calculations.py new file mode 100644 index 00000000..4c545773 --- /dev/null +++ b/src/policyengine/calculations.py @@ -0,0 +1,480 @@ +"""Economic impact calculations using pure data models. + +These calculations work with Pydantic models and are independent of database concerns. +""" + +from typing import Dict, List, Optional +import numpy as np +import pandas as pd +from microdf import MicroSeries + +from .data_models import ( + SimulationDataModel, + BudgetImpactModel, + HouseholdIncomeImpactModel, + DecileImpactModel, + PovertyImpactModel, + InequalityImpactModel, + EconomicImpactModel, + ReportMetadataModel, +) + + +def calculate_decile_impacts( + baseline: SimulationDataModel, + comparison: SimulationDataModel, + by_wealth: bool = False +) -> List[DecileImpactModel]: + """Calculate decile impacts with proper weighting. + + Args: + baseline: Baseline simulation data + comparison: Comparison simulation data + by_wealth: Whether to group by wealth instead of income + + Returns: + List of DecileImpactModel objects + """ + # Get household data + baseline_hh = baseline.household + comparison_hh = comparison.household + + # Get incomes and weights + baseline_income = MicroSeries( + baseline_hh["household_net_income"].values, + weights=baseline_hh.get("household_weight", pd.Series(np.ones(len(baseline_hh)))).values + ) + comparison_income = MicroSeries( + comparison_hh["household_net_income"].values, + weights=baseline_income.weights + ) + + # Get people per household for winner/loser calculations + people_per_hh = baseline_hh.get("household_count_people", pd.Series(np.ones(len(baseline_hh)))).values + + # Determine deciles + if by_wealth and "total_wealth" in baseline_hh.columns: + wealth = MicroSeries( + baseline_hh["total_wealth"].values, + weights=baseline_income.weights * people_per_hh + ) + decile = wealth.decile_rank().clip(1, 10).astype(int) + decile_type = "wealth" + elif "household_income_decile" in baseline_hh.columns: + decile = baseline_hh["household_income_decile"].values.astype(int) + decile_type = "income" + else: + # Calculate deciles from income + decile = baseline_income.decile_rank().clip(1, 10).astype(int) + decile_type = "income" + + # Calculate income changes + absolute_change = (comparison_income - baseline_income).values + capped_baseline = np.maximum(baseline_income.values, 1) + capped_comparison = np.maximum(comparison_income.values, 1) + relative_change = (capped_comparison - capped_baseline) / capped_baseline + + results = [] + + for d in range(1, 11): + mask = decile == d + if not np.any(mask): + continue + + # Calculate average and relative changes + decile_baseline = baseline_income[mask] + decile_comparison = comparison_income[mask] + + total_baseline = decile_baseline.sum() + total_comparison = decile_comparison.sum() + + if total_baseline != 0: + rel_change = (total_comparison - total_baseline) / total_baseline + else: + rel_change = 0 + + avg_change = (total_comparison - total_baseline) / decile_baseline.count() + + # Calculate winners and losers + decile_relative_change = relative_change[mask] + decile_people = people_per_hh[mask] + total_people = np.sum(decile_people * baseline_income.weights[mask]) + + if total_people > 0: + lose_more_5 = np.sum( + decile_people[decile_relative_change < -0.05] * + baseline_income.weights[mask][decile_relative_change < -0.05] + ) / total_people + + lose_less_5 = np.sum( + decile_people[(decile_relative_change >= -0.05) & (decile_relative_change < -0.01)] * + baseline_income.weights[mask][(decile_relative_change >= -0.05) & (decile_relative_change < -0.01)] + ) / total_people + + lose_less_1 = np.sum( + decile_people[(decile_relative_change >= -0.01) & (decile_relative_change < -0.001)] * + baseline_income.weights[mask][(decile_relative_change >= -0.01) & (decile_relative_change < -0.001)] + ) / total_people + + no_change = np.sum( + decile_people[(decile_relative_change >= -0.001) & (decile_relative_change <= 0.001)] * + baseline_income.weights[mask][(decile_relative_change >= -0.001) & (decile_relative_change <= 0.001)] + ) / total_people + + gain_less_1 = np.sum( + decile_people[(decile_relative_change > 0.001) & (decile_relative_change <= 0.01)] * + baseline_income.weights[mask][(decile_relative_change > 0.001) & (decile_relative_change <= 0.01)] + ) / total_people + + gain_less_5 = np.sum( + decile_people[(decile_relative_change > 0.01) & (decile_relative_change <= 0.05)] * + baseline_income.weights[mask][(decile_relative_change > 0.01) & (decile_relative_change <= 0.05)] + ) / total_people + + gain_more_5 = np.sum( + decile_people[decile_relative_change > 0.05] * + baseline_income.weights[mask][decile_relative_change > 0.05] + ) / total_people + else: + lose_more_5 = lose_less_5 = lose_less_1 = no_change = gain_less_1 = gain_less_5 = gain_more_5 = 0 + + results.append(DecileImpactModel( + decile=d, + decile_type=decile_type, + relative_change=float(rel_change), + average_change=float(avg_change), + gain_more_than_5_percent=float(gain_more_5), + gain_more_than_1_percent=float(gain_less_5 + gain_more_5), # Cumulative + no_change=float(no_change), + lose_less_than_1_percent=float(lose_less_1), + lose_less_than_5_percent=float(lose_less_5), + lose_more_than_5_percent=float(lose_more_5), + )) + + return results + + +def calculate_poverty_impacts( + baseline: SimulationDataModel, + comparison: SimulationDataModel +) -> List[PovertyImpactModel]: + """Calculate poverty impacts by demographic groups. + + Args: + baseline: Baseline simulation data + comparison: Comparison simulation data + + Returns: + List of PovertyImpactModel objects + """ + baseline_person = baseline.person + comparison_person = comparison.person + + # Get weights + person_weights = MicroSeries( + np.ones(len(baseline_person)), + weights=baseline_person.get("person_weight", pd.Series(np.ones(len(baseline_person)))).values + ) + + # Get poverty status - check if it exists first + if "person_in_poverty" in baseline_person.columns: + baseline_poverty = baseline_person["person_in_poverty"].values + comparison_poverty = comparison_person["person_in_poverty"].values + elif "in_poverty" in baseline_person.columns: + baseline_poverty = baseline_person["in_poverty"].values + comparison_poverty = comparison_person["in_poverty"].values + else: + # No poverty data available + return [] + + # Deep poverty + baseline_deep = None + comparison_deep = None + if "person_in_deep_poverty" in baseline_person.columns: + baseline_deep = baseline_person["person_in_deep_poverty"].values + comparison_deep = comparison_person["person_in_deep_poverty"].values + elif "in_deep_poverty" in baseline_person.columns: + baseline_deep = baseline_person["in_deep_poverty"].values + comparison_deep = comparison_person["in_deep_poverty"].values + + # Poverty gap if available + baseline_gap = None + comparison_gap = None + if "poverty_gap" in baseline_person.columns: + baseline_gap = baseline_person["poverty_gap"].values + comparison_gap = comparison_person["poverty_gap"].values + + results = [] + + # Age groups + if "age" in baseline_person.columns: + ages = baseline_person["age"].values + + age_groups = [ + ("child", ages < 18), + ("adult", (ages >= 18) & (ages < 65)), + ("senior", ages >= 65), + ("all", np.ones(len(ages), dtype=bool)), + ] + + for group_name, mask in age_groups: + group_weights = person_weights.weights[mask] + total_weight = np.sum(group_weights) + + if total_weight > 0: + # Regular poverty + poverty_count_baseline = np.sum(baseline_poverty[mask] * group_weights) + poverty_count_reform = np.sum(comparison_poverty[mask] * group_weights) + poverty_rate_baseline = poverty_count_baseline / total_weight + poverty_rate_reform = poverty_count_reform / total_weight + + results.append(PovertyImpactModel( + poverty_type="poverty", + demographic_group=group_name, + headcount_baseline=float(poverty_count_baseline), + headcount_reform=float(poverty_count_reform), + headcount_change=float(poverty_count_reform - poverty_count_baseline), + rate_baseline=float(poverty_rate_baseline), + rate_reform=float(poverty_rate_reform), + rate_change=float(poverty_rate_reform - poverty_rate_baseline), + gap_baseline=float(np.sum(baseline_gap[mask] * group_weights)) if baseline_gap is not None else None, + gap_reform=float(np.sum(comparison_gap[mask] * group_weights)) if comparison_gap is not None else None, + gap_change=float(np.sum(comparison_gap[mask] * group_weights) - np.sum(baseline_gap[mask] * group_weights)) if baseline_gap is not None else None, + )) + + # Deep poverty if available + if baseline_deep is not None: + deep_count_baseline = np.sum(baseline_deep[mask] * group_weights) + deep_count_reform = np.sum(comparison_deep[mask] * group_weights) + deep_rate_baseline = deep_count_baseline / total_weight + deep_rate_reform = deep_count_reform / total_weight + + results.append(PovertyImpactModel( + poverty_type="deep", + demographic_group=group_name, + headcount_baseline=float(deep_count_baseline), + headcount_reform=float(deep_count_reform), + headcount_change=float(deep_count_reform - deep_count_baseline), + rate_baseline=float(deep_rate_baseline), + rate_reform=float(deep_rate_reform), + rate_change=float(deep_rate_reform - deep_rate_baseline), + )) + + return results + + +def calculate_inequality_impacts( + baseline: SimulationDataModel, + comparison: SimulationDataModel +) -> InequalityImpactModel: + """Calculate inequality metrics using microdf. + + Args: + baseline: Baseline simulation data + comparison: Comparison simulation data + + Returns: + InequalityImpactModel object + """ + baseline_hh = baseline.household + comparison_hh = comparison.household + + # Get incomes with proper weighting + baseline_income = MicroSeries( + baseline_hh["household_net_income"].values, + weights=baseline_hh.get("household_weight", pd.Series(np.ones(len(baseline_hh)))).values + ) + comparison_income = MicroSeries( + comparison_hh["household_net_income"].values, + weights=baseline_income.weights + ) + + # Weight by household members for person-level metrics + if "household_count_people" in baseline_hh.columns: + people_per_hh = baseline_hh["household_count_people"].values + baseline_income.weights *= people_per_hh + comparison_income.weights *= people_per_hh + + # Calculate Gini coefficients + try: + gini_baseline = baseline_income.gini() + gini_reform = comparison_income.gini() + except: + gini_baseline = gini_reform = 0 + + # Calculate top income shares + in_top_10 = baseline_income.percentile_rank() > 90 + in_top_1 = baseline_income.percentile_rank() > 99 + in_bottom_50 = baseline_income.percentile_rank() <= 50 + + total_baseline = baseline_income.sum() + total_reform = comparison_income.sum() + + if total_baseline > 0: + top_10_baseline = baseline_income[in_top_10].sum() / total_baseline + top_1_baseline = baseline_income[in_top_1].sum() / total_baseline + bottom_50_baseline = baseline_income[in_bottom_50].sum() / total_baseline + else: + top_10_baseline = top_1_baseline = bottom_50_baseline = 0 + + if total_reform > 0: + top_10_reform = comparison_income[in_top_10].sum() / total_reform + top_1_reform = comparison_income[in_top_1].sum() / total_reform + bottom_50_reform = comparison_income[in_bottom_50].sum() / total_reform + else: + top_10_reform = top_1_reform = bottom_50_reform = 0 + + return InequalityImpactModel( + gini_baseline=float(gini_baseline), + gini_reform=float(gini_reform), + gini_change=float(gini_reform - gini_baseline), + top_10_percent_share_baseline=float(top_10_baseline), + top_10_percent_share_reform=float(top_10_reform), + top_10_percent_share_change=float(top_10_reform - top_10_baseline), + top_1_percent_share_baseline=float(top_1_baseline), + top_1_percent_share_reform=float(top_1_reform), + top_1_percent_share_change=float(top_1_reform - top_1_baseline), + bottom_50_percent_share_baseline=float(bottom_50_baseline), + bottom_50_percent_share_reform=float(bottom_50_reform), + bottom_50_percent_share_change=float(bottom_50_reform - bottom_50_baseline), + ) + + +def calculate_budgetary_impacts( + baseline: SimulationDataModel, + comparison: SimulationDataModel +) -> BudgetImpactModel: + """Calculate budgetary impacts from tax and benefit changes. + + Args: + baseline: Baseline simulation data + comparison: Comparison simulation data + + Returns: + BudgetImpactModel object + """ + baseline_hh = baseline.household + comparison_hh = comparison.household + + weights = baseline_hh.get("household_weight", pd.Series(np.ones(len(baseline_hh)))).values + + budget = BudgetImpactModel() + + # Government balance if available + if "gov_balance" in baseline_hh.columns: + budget.gov_balance_baseline = float((baseline_hh["gov_balance"].values * weights).sum()) + budget.gov_balance_reform = float((comparison_hh["gov_balance"].values * weights).sum()) + budget.gov_balance_change = budget.gov_balance_reform - budget.gov_balance_baseline + + # Calculate tax revenue impact + if "household_tax" in baseline_hh.columns: + budget.gov_tax_baseline = float((baseline_hh["household_tax"].values * weights).sum()) + budget.gov_tax_reform = float((comparison_hh["household_tax"].values * weights).sum()) + budget.gov_tax_change = budget.gov_tax_reform - budget.gov_tax_baseline + elif "gov_tax" in baseline_hh.columns: + budget.gov_tax_baseline = float((baseline_hh["gov_tax"].values * weights).sum()) + budget.gov_tax_reform = float((comparison_hh["gov_tax"].values * weights).sum()) + budget.gov_tax_change = budget.gov_tax_reform - budget.gov_tax_baseline + + # Calculate benefit spending impact + if "household_benefits" in baseline_hh.columns: + budget.gov_spending_baseline = float((baseline_hh["household_benefits"].values * weights).sum()) + budget.gov_spending_reform = float((comparison_hh["household_benefits"].values * weights).sum()) + budget.gov_spending_change = budget.gov_spending_reform - budget.gov_spending_baseline + elif "gov_spending" in baseline_hh.columns: + budget.gov_spending_baseline = float((baseline_hh["gov_spending"].values * weights).sum()) + budget.gov_spending_reform = float((comparison_hh["gov_spending"].values * weights).sum()) + budget.gov_spending_change = budget.gov_spending_reform - budget.gov_spending_baseline + + # Additional specific metrics can be calculated and stored in additional_metrics + # For example, specific tax types or benefit programs + for col in baseline_hh.columns: + if col.endswith("_tax") or col.endswith("_benefit") or col.startswith("gov_"): + if col not in ["household_tax", "gov_tax", "household_benefits", "gov_spending", "gov_balance"]: + baseline_val = float((baseline_hh[col].values * weights).sum()) + reform_val = float((comparison_hh[col].values * weights).sum()) + budget.additional_metrics[col] = { + "baseline": baseline_val, + "reform": reform_val, + "change": reform_val - baseline_val + } + + return budget + + +def calculate_household_income_impacts( + baseline: SimulationDataModel, + comparison: SimulationDataModel +) -> HouseholdIncomeImpactModel: + """Calculate household income impacts. + + Args: + baseline: Baseline simulation data + comparison: Comparison simulation data + + Returns: + HouseholdIncomeImpactModel object + """ + baseline_hh = baseline.household + comparison_hh = comparison.household + + weights = baseline_hh.get("household_weight", pd.Series(np.ones(len(baseline_hh)))).values + + income = HouseholdIncomeImpactModel() + + # Market income + if "household_market_income" in baseline_hh.columns: + income.household_market_income_baseline = float((baseline_hh["household_market_income"].values * weights).sum()) + income.household_market_income_reform = float((comparison_hh["household_market_income"].values * weights).sum()) + income.household_market_income_change = income.household_market_income_reform - income.household_market_income_baseline + + # Net income + if "household_net_income" in baseline_hh.columns: + income.household_net_income_baseline = float((baseline_hh["household_net_income"].values * weights).sum()) + income.household_net_income_reform = float((comparison_hh["household_net_income"].values * weights).sum()) + income.household_net_income_change = income.household_net_income_reform - income.household_net_income_baseline + + # Additional income metrics + income_columns = [ + "equiv_household_net_income", + "hbai_household_net_income", + "household_net_income_including_health_benefits", + "disposable_income", + ] + + for col in income_columns: + if col in baseline_hh.columns: + baseline_val = float((baseline_hh[col].values * weights).sum()) + reform_val = float((comparison_hh[col].values * weights).sum()) + income.additional_metrics[col] = { + "baseline": baseline_val, + "reform": reform_val, + "change": reform_val - baseline_val + } + + return income + + +def calculate_economic_impacts( + baseline: SimulationDataModel, + comparison: SimulationDataModel, + report_metadata: ReportMetadataModel +) -> EconomicImpactModel: + """Calculate all economic impacts. + + Args: + baseline: Baseline simulation data + comparison: Comparison simulation data + report_metadata: Report metadata + + Returns: + Complete EconomicImpactModel with all impacts + """ + return EconomicImpactModel( + report_metadata=report_metadata, + budget_impact=calculate_budgetary_impacts(baseline, comparison), + household_income=calculate_household_income_impacts(baseline, comparison), + decile_impacts=calculate_decile_impacts(baseline, comparison), + poverty_impacts=calculate_poverty_impacts(baseline, comparison), + inequality_impact=calculate_inequality_impacts(baseline, comparison), + ) \ No newline at end of file diff --git a/src/policyengine/countries/general.py b/src/policyengine/countries/general.py index 0eda64da..5fd1216a 100644 --- a/src/policyengine/countries/general.py +++ b/src/policyengine/countries/general.py @@ -1,53 +1,13 @@ from policyengine_core.simulations import Simulation import pandas as pd from typing import Dict, List -from pydantic import BaseModel, ConfigDict import time from ..database.models import ParameterMetadata, ParameterChangeMetadata from policyengine_core.parameters import Parameter +from ..data_models import SimulationDataModel -class ModelOutput(BaseModel): - model_config = ConfigDict(arbitrary_types_allowed=True) - - table_names: List[str] = [] - variable_whitelist: List[str] = [] - - def get_tables(self) -> Dict[str, pd.DataFrame]: - return { - table_name: getattr(self, table_name) - for table_name in self.table_names - } - - def to_dict(self): - tables = self.get_tables() - return {name: { - col: df[col].values - for col in df.columns - } for name, df in tables.items()} - - @classmethod - def from_tables(cls, data: Dict) -> "ModelOutput": - """Reconstruct ModelOutput from dictionary of DataFrames or dict data. - - Args: - data: Dictionary mapping table names to DataFrames or dict representations - - Returns: - Instance of the appropriate ModelOutput subclass - """ - # Convert dict representations back to DataFrames if needed - tables = {} - for name, table_data in data.items(): - if isinstance(table_data, pd.DataFrame): - tables[name] = table_data - elif isinstance(table_data, dict): - # Convert dict to DataFrame - tables[name] = pd.DataFrame(table_data) - else: - tables[name] = table_data - - # Create instance with the dataframes as attributes - return cls(**tables) +# Backward compatibility alias +ModelOutput = SimulationDataModel def process_simulation(simulation: Simulation, year: int, variable_whitelist: List[str] = []) -> Dict[str, pd.DataFrame]: variables = list(simulation.tax_benefit_system.variables.values()) diff --git a/src/policyengine/countries/uk/model_output.py b/src/policyengine/countries/uk/model_output.py index 7aea2c9a..f2ba6b93 100644 --- a/src/policyengine/countries/uk/model_output.py +++ b/src/policyengine/countries/uk/model_output.py @@ -1,18 +1,44 @@ -from typing import TYPE_CHECKING +from typing import TYPE_CHECKING, List, Optional if TYPE_CHECKING: from policyengine_uk import Simulation -from ..general import process_simulation, ModelOutput -from pydantic import BaseModel, ConfigDict +from ..general import process_simulation +from ...data_models import SimulationDataModel +from pydantic import ConfigDict import pandas as pd -from typing import List -from ...database.models import ParameterMetadata, ParameterChangeMetadata -class UKModelOutput(ModelOutput): - person: pd.DataFrame - benunit: pd.DataFrame - household: pd.DataFrame - - table_names: List[str] = ["person", "benunit", "household"] +class UKModelOutput(SimulationDataModel): + """UK-specific model output that extends SimulationDataModel.""" + # UK has benefit_unit (benunit) instead of some US entities + benefit_unit: Optional[pd.DataFrame] = None + + # UK doesn't have these US entities + marital_unit: None = None + family: None = None + tax_unit: None = None + spm_unit: None = None + + @property + def table_names(self) -> List[str]: + """Get UK-specific table names.""" + return ["person", "household", "benefit_unit"] + + @classmethod + def from_tables(cls, data: dict) -> "UKModelOutput": + """Create UKModelOutput from dictionary of DataFrames. + + Handle both 'benunit' and 'benefit_unit' naming conventions. + """ + # Handle benunit vs benefit_unit naming + if "benunit" in data and "benefit_unit" not in data: + data["benefit_unit"] = data.pop("benunit") + + # Ensure required fields + if "person" not in data: + data["person"] = pd.DataFrame() + if "household" not in data: + data["household"] = pd.DataFrame() + + return cls(**data) model_config = ConfigDict(arbitrary_types_allowed=True) @@ -90,6 +116,6 @@ def process_uk_simulation(simulation: "Simulation", year: int) -> UKModelOutput: return UKModelOutput( person=entity_tables.get("person"), - benunit=entity_tables.get("benunit"), + benefit_unit=entity_tables.get("benunit"), # Map benunit to benefit_unit household=entity_tables.get("household"), ) diff --git a/src/policyengine/countries/uk/report_refactored.py b/src/policyengine/countries/uk/report_refactored.py new file mode 100644 index 00000000..8b8a6a17 --- /dev/null +++ b/src/policyengine/countries/uk/report_refactored.py @@ -0,0 +1,205 @@ +"""UK-specific economic impact report using pure data models. + +This refactored version shows how to use the new architecture that separates +database concerns from calculation logic. +""" + +from typing import Optional +from sqlalchemy.orm import Session + +from .model_output import UKModelOutput +from ...data_models import ( + SimulationDataModel, + ReportMetadataModel, + EconomicImpactModel, +) +from ...calculations import calculate_economic_impacts +from ...adapters import ( + save_economic_impact_to_db, + report_metadata_orm_to_pydantic, +) +from ...database.models import ReportMetadata + + +class UKEconomicImpactReportRefactored: + """UK-specific economic impact report using pure data models. + + This class demonstrates the refactored approach where: + 1. Calculations work with pure Pydantic models + 2. Database operations are handled separately through adapters + 3. The report class acts as a coordinator + """ + + def __init__(self, session: Optional[Session] = None): + """Initialise UK economic impact report. + + Args: + session: Optional database session. If not provided, results + won't be persisted to database. + """ + self.session = session + + def calculate_impacts( + self, + baseline: UKModelOutput, + comparison: UKModelOutput, + report_name: str = "UK Economic Impact Report", + report_id: Optional[str] = None, + ) -> EconomicImpactModel: + """Calculate all economic impacts using pure data models. + + This method works without any database dependencies. + + Args: + baseline: Baseline simulation output + comparison: Comparison/reform simulation output + report_name: Name for the report + report_id: Optional report ID + + Returns: + EconomicImpactModel with all calculated impacts + """ + # Create report metadata + report_metadata = ReportMetadataModel( + id=report_id, + name=report_name, + country="uk", + baseline_simulation_id="baseline", # These would be real IDs in practice + comparison_simulation_id="comparison", + ) + + # Since UKModelOutput now extends SimulationDataModel, + # we can use them directly with the calculation functions + impacts = calculate_economic_impacts( + baseline=baseline, + comparison=comparison, + report_metadata=report_metadata + ) + + return impacts + + def calculate_and_save_impacts( + self, + baseline: UKModelOutput, + comparison: UKModelOutput, + report: ReportMetadata, + ) -> EconomicImpactModel: + """Calculate impacts and save to database. + + Args: + baseline: Baseline simulation output + comparison: Comparison/reform simulation output + report: Report metadata from database + + Returns: + EconomicImpactModel with all calculated impacts + """ + if not self.session: + raise ValueError("Database session required for saving impacts") + + # Convert ORM model to Pydantic + report_metadata = report_metadata_orm_to_pydantic(report) + + # Calculate impacts using pure models + impacts = calculate_economic_impacts( + baseline=baseline, + comparison=comparison, + report_metadata=report_metadata + ) + + # Save to database using adapter + save_economic_impact_to_db(self.session, impacts) + + return impacts + + @classmethod + def calculate_without_database( + cls, + baseline: UKModelOutput, + comparison: UKModelOutput, + report_name: str = "UK Economic Impact Report" + ) -> EconomicImpactModel: + """Static method to calculate impacts without any database dependency. + + This demonstrates that calculations can work completely independently + of database concerns. + + Args: + baseline: Baseline simulation output + comparison: Comparison/reform simulation output + report_name: Name for the report + + Returns: + EconomicImpactModel with all calculated impacts + """ + report_metadata = ReportMetadataModel( + name=report_name, + country="uk", + baseline_simulation_id="baseline", + comparison_simulation_id="comparison", + ) + + return calculate_economic_impacts( + baseline=baseline, + comparison=comparison, + report_metadata=report_metadata + ) + + +# Example usage functions + +def example_pure_calculation(): + """Example of using calculations without database.""" + import pandas as pd + + # Create sample data + sample_household = pd.DataFrame({ + "household_net_income": [30000, 45000, 25000, 60000, 35000], + "household_weight": [1.2, 0.8, 1.5, 0.9, 1.1], + "household_count_people": [2, 3, 1, 4, 2], + "household_tax": [5000, 8000, 3000, 12000, 6000], + "household_benefits": [2000, 1000, 3000, 500, 1500], + }) + + sample_person = pd.DataFrame({ + "person_weight": [1.2, 1.2, 0.8, 0.8, 0.8, 1.5, 0.9, 0.9, 0.9, 0.9, 1.1, 1.1], + "age": [35, 33, 42, 40, 12, 28, 55, 52, 18, 15, 38, 10], + "is_male": [1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0], + "in_poverty": [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0], + }) + + # Create baseline output + baseline = UKModelOutput( + person=sample_person, + household=sample_household, + benefit_unit=pd.DataFrame(), # Empty for this example + ) + + # Create comparison with some changes + comparison_household = sample_household.copy() + comparison_household["household_net_income"] *= 1.02 # 2% increase + comparison_household["household_tax"] *= 0.95 # 5% tax reduction + + comparison_person = sample_person.copy() + comparison_person["in_poverty"] = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] # Lifted one out of poverty + + comparison = UKModelOutput( + person=comparison_person, + household=comparison_household, + benefit_unit=pd.DataFrame(), + ) + + # Calculate impacts without any database + impacts = UKEconomicImpactReportRefactored.calculate_without_database( + baseline=baseline, + comparison=comparison, + report_name="Example Tax Reform Impact" + ) + + # Access results as pure Python objects + print(f"Budget impact: £{impacts.budget_impact.gov_tax_change:,.2f}") + print(f"Gini change: {impacts.inequality_impact.gini_change:.4f}") + for decile_impact in impacts.decile_impacts: + print(f"Decile {decile_impact.decile}: {decile_impact.relative_change:.2%} change") + + return impacts \ No newline at end of file diff --git a/src/policyengine/countries/us/model_output.py b/src/policyengine/countries/us/model_output.py index d3c8ce62..83a32745 100644 --- a/src/policyengine/countries/us/model_output.py +++ b/src/policyengine/countries/us/model_output.py @@ -1,19 +1,26 @@ -from ..general import process_simulation, ModelOutput -from pydantic import BaseModel, ConfigDict +from ..general import process_simulation +from ...data_models import SimulationDataModel +from pydantic import ConfigDict import pandas as pd -from typing import List, TYPE_CHECKING +from typing import List, Optional, TYPE_CHECKING if TYPE_CHECKING: from policyengine_us import Simulation -class USModelOutput(ModelOutput): - person: pd.DataFrame - marital_unit: pd.DataFrame - family: pd.DataFrame - tax_unit: pd.DataFrame - spm_unit: pd.DataFrame - household: pd.DataFrame - - table_names: List[str] = ["person", "marital_unit", "family", "tax_unit", "spm_unit", "household"] +class USModelOutput(SimulationDataModel): + """US-specific model output that extends SimulationDataModel.""" + # US has these specific entities + marital_unit: Optional[pd.DataFrame] = None + family: Optional[pd.DataFrame] = None + tax_unit: Optional[pd.DataFrame] = None + spm_unit: Optional[pd.DataFrame] = None + + # US doesn't have benefit_unit + benefit_unit: None = None + + @property + def table_names(self) -> List[str]: + """Get US-specific table names.""" + return ["person", "marital_unit", "family", "tax_unit", "spm_unit", "household"] model_config = ConfigDict(arbitrary_types_allowed=True) diff --git a/src/policyengine/data_models.py b/src/policyengine/data_models.py new file mode 100644 index 00000000..85cec931 --- /dev/null +++ b/src/policyengine/data_models.py @@ -0,0 +1,233 @@ +"""Pure Pydantic data models for PolicyEngine calculations. + +These models are independent of database concerns and can be used +for calculations without any database dependencies. +""" + +from pydantic import BaseModel, ConfigDict, Field +from typing import Dict, List, Optional, Any +from datetime import datetime +import pandas as pd + + +class SimulationDataModel(BaseModel): + """Pure data model for simulation data.""" + model_config = ConfigDict(arbitrary_types_allowed=True) + + # DataFrames for each entity + person: pd.DataFrame + household: pd.DataFrame + + # Optional DataFrames for different countries + marital_unit: Optional[pd.DataFrame] = None + family: Optional[pd.DataFrame] = None + tax_unit: Optional[pd.DataFrame] = None + spm_unit: Optional[pd.DataFrame] = None + benefit_unit: Optional[pd.DataFrame] = None + + @property + def table_names(self) -> List[str]: + """Get list of available table names.""" + names = [] + for name in ["person", "household", "marital_unit", "family", "tax_unit", "spm_unit", "benefit_unit"]: + if hasattr(self, name) and getattr(self, name) is not None: + names.append(name) + return names + + def get_tables(self) -> Dict[str, pd.DataFrame]: + """Get all available tables as a dictionary.""" + return { + name: getattr(self, name) + for name in self.table_names + if getattr(self, name) is not None + } + + def to_dict(self) -> Dict[str, Dict[str, Any]]: + """Convert to dictionary format for serialization.""" + tables = self.get_tables() + return { + name: { + col: df[col].values.tolist() + for col in df.columns + } + for name, df in tables.items() + } + + @classmethod + def from_dict(cls, data: Dict[str, Any]) -> "SimulationDataModel": + """Create from dictionary representation.""" + tables = {} + for name, table_data in data.items(): + if isinstance(table_data, pd.DataFrame): + tables[name] = table_data + elif isinstance(table_data, dict): + tables[name] = pd.DataFrame(table_data) + else: + tables[name] = table_data + + # Ensure required fields exist + if "person" not in tables: + tables["person"] = pd.DataFrame() + if "household" not in tables: + tables["household"] = pd.DataFrame() + + return cls(**tables) + + +class ParameterChangeModel(BaseModel): + """Pure data model for parameter changes.""" + parameter_name: str + start_date: datetime + end_date: Optional[datetime] = None + value: Any + description: Optional[str] = None + order_index: int = 0 + + +class ScenarioModel(BaseModel): + """Pure data model for scenarios.""" + name: str + country: str + description: Optional[str] = None + parameter_changes: List[ParameterChangeModel] = Field(default_factory=list) + parent_scenario_name: Optional[str] = None + model_version: Optional[str] = None + + +class DatasetModel(BaseModel): + """Pure data model for datasets.""" + name: str + country: str + year: Optional[int] = None + source: Optional[str] = None + version: Optional[str] = None + description: Optional[str] = None + model_version: Optional[str] = None + + +class SimulationMetadataModel(BaseModel): + """Pure data model for simulation metadata.""" + id: Optional[str] = None + country: str + year: Optional[int] = None + dataset: DatasetModel + scenario: ScenarioModel + model_version: Optional[str] = None + status: str = "pending" + description: Optional[str] = None + tags: List[str] = Field(default_factory=list) + + +class ReportMetadataModel(BaseModel): + """Pure data model for report metadata.""" + id: Optional[str] = None + name: str + country: str + year: Optional[int] = None + baseline_simulation_id: str + comparison_simulation_id: str + status: str = "pending" + description: Optional[str] = None + tags: List[str] = Field(default_factory=list) + + +# Impact result models + +class BudgetImpactModel(BaseModel): + """Pure data model for budget impacts.""" + # Overall budget + gov_balance_baseline: Optional[float] = None + gov_balance_reform: Optional[float] = None + gov_balance_change: Optional[float] = None + + # Tax revenues + gov_tax_baseline: Optional[float] = None + gov_tax_reform: Optional[float] = None + gov_tax_change: Optional[float] = None + + # Government spending + gov_spending_baseline: Optional[float] = None + gov_spending_reform: Optional[float] = None + gov_spending_change: Optional[float] = None + + # Additional fields can be added dynamically + additional_metrics: Dict[str, Dict[str, float]] = Field(default_factory=dict) + + +class HouseholdIncomeImpactModel(BaseModel): + """Pure data model for household income impacts.""" + household_market_income_baseline: Optional[float] = None + household_market_income_reform: Optional[float] = None + household_market_income_change: Optional[float] = None + + household_net_income_baseline: Optional[float] = None + household_net_income_reform: Optional[float] = None + household_net_income_change: Optional[float] = None + + # Additional income metrics + additional_metrics: Dict[str, Dict[str, float]] = Field(default_factory=dict) + + +class DecileImpactModel(BaseModel): + """Pure data model for decile impacts.""" + decile: int + decile_type: str # 'income', 'wealth', 'consumption' + + relative_change: float + average_change: float + share_of_benefit: Optional[float] = None + + # Winners and losers breakdown + gain_more_than_5_percent: Optional[float] = None + gain_more_than_1_percent: Optional[float] = None + no_change: Optional[float] = None + lose_less_than_1_percent: Optional[float] = None + lose_less_than_5_percent: Optional[float] = None + lose_more_than_5_percent: Optional[float] = None + + +class PovertyImpactModel(BaseModel): + """Pure data model for poverty impacts.""" + poverty_type: str # 'absolute', 'relative', 'spm', 'deep' + demographic_group: str # 'all', 'child', 'adult', 'senior' + + headcount_baseline: Optional[float] = None + headcount_reform: Optional[float] = None + headcount_change: Optional[float] = None + + rate_baseline: Optional[float] = None + rate_reform: Optional[float] = None + rate_change: Optional[float] = None + + gap_baseline: Optional[float] = None + gap_reform: Optional[float] = None + gap_change: Optional[float] = None + + +class InequalityImpactModel(BaseModel): + """Pure data model for inequality impacts.""" + gini_baseline: Optional[float] = None + gini_reform: Optional[float] = None + gini_change: Optional[float] = None + + top_10_percent_share_baseline: Optional[float] = None + top_10_percent_share_reform: Optional[float] = None + top_10_percent_share_change: Optional[float] = None + + top_1_percent_share_baseline: Optional[float] = None + top_1_percent_share_reform: Optional[float] = None + top_1_percent_share_change: Optional[float] = None + + bottom_50_percent_share_baseline: Optional[float] = None + bottom_50_percent_share_reform: Optional[float] = None + bottom_50_percent_share_change: Optional[float] = None + + +class EconomicImpactModel(BaseModel): + """Complete economic impact results.""" + report_metadata: ReportMetadataModel + budget_impact: Optional[BudgetImpactModel] = None + household_income: Optional[HouseholdIncomeImpactModel] = None + decile_impacts: List[DecileImpactModel] = Field(default_factory=list) + poverty_impacts: List[PovertyImpactModel] = Field(default_factory=list) + inequality_impact: Optional[InequalityImpactModel] = None \ No newline at end of file diff --git a/usage_example_refactored.py b/usage_example_refactored.py new file mode 100644 index 00000000..72b3df35 --- /dev/null +++ b/usage_example_refactored.py @@ -0,0 +1,262 @@ +"""Example showing how to use the refactored PolicyEngine architecture. + +This demonstrates the separation between: +1. Pure data models (Pydantic) +2. Calculation functions that work with pure models +3. Database models (SQLAlchemy) +4. Adapter layer for conversion +""" + +import pandas as pd +from src.policyengine.data_models import ( + SimulationDataModel, + ReportMetadataModel, +) +from src.policyengine.calculations import ( + calculate_economic_impacts, + calculate_decile_impacts, + calculate_inequality_impacts, +) +from src.policyengine.countries.uk.model_output import UKModelOutput +from src.policyengine.countries.us.model_output import USModelOutput + + +def example_pure_calculations_uk(): + """Example of UK calculations without any database dependency.""" + print("=" * 60) + print("UK EXAMPLE - Pure Calculations (No Database)") + print("=" * 60) + + # Create sample UK household data + uk_household = pd.DataFrame({ + "household_net_income": [25000, 35000, 45000, 55000, 75000, 95000], + "household_weight": [1000, 1200, 1100, 900, 800, 600], + "household_count_people": [2, 3, 2, 4, 3, 2], + "household_tax": [3000, 5000, 8000, 11000, 16000, 22000], + "household_benefits": [3000, 2000, 1000, 500, 200, 100], + "gov_balance": [0, 2000, 7000, 10500, 15800, 21900], + }) + + uk_person = pd.DataFrame({ + "person_weight": [1000] * 6 + [1200] * 9 + [1100] * 6 + [900] * 12 + [800] * 9 + [600] * 6, + "age": list(range(48)), # Various ages + "is_male": [i % 2 for i in range(48)], # Alternating gender + "in_poverty": [1] * 6 + [1] * 3 + [0] * 39, # Some in poverty + }) + + # Create baseline + baseline = UKModelOutput( + person=uk_person, + household=uk_household, + benefit_unit=pd.DataFrame(), + ) + + # Create reform scenario with tax reduction + reform_household = uk_household.copy() + reform_household["household_tax"] *= 0.9 # 10% tax reduction + reform_household["household_net_income"] = ( + reform_household["household_net_income"] + + (uk_household["household_tax"] - reform_household["household_tax"]) + ) + reform_household["gov_balance"] = ( + reform_household["household_tax"] - reform_household["household_benefits"] + ) + + reform_person = uk_person.copy() + reform_person["in_poverty"][:9] = 0 # Some lifted out of poverty + + reform = UKModelOutput( + person=reform_person, + household=reform_household, + benefit_unit=pd.DataFrame(), + ) + + # Calculate impacts using pure functions + print("\n1. Calculating decile impacts...") + decile_impacts = calculate_decile_impacts(baseline, reform) + for impact in decile_impacts[:3]: # Show first 3 deciles + print(f" Decile {impact.decile}: {impact.relative_change:.2%} change, " + f"£{impact.average_change:,.0f} average") + + print("\n2. Calculating inequality impacts...") + inequality = calculate_inequality_impacts(baseline, reform) + print(f" Gini coefficient: {inequality.gini_baseline:.3f} → {inequality.gini_reform:.3f}") + print(f" Top 10% share: {inequality.top_10_percent_share_baseline:.1%} → " + f"{inequality.top_10_percent_share_reform:.1%}") + + print("\n3. Calculating complete economic impact...") + report_metadata = ReportMetadataModel( + name="UK Tax Reform Analysis", + country="uk", + baseline_simulation_id="baseline_sim", + comparison_simulation_id="reform_sim", + ) + + full_impact = calculate_economic_impacts(baseline, reform, report_metadata) + + print(f"\n Budget impact: £{full_impact.budget_impact.gov_balance_change:,.0f}") + print(f" Households better off: " + f"{sum(1 for d in full_impact.decile_impacts if d.relative_change > 0)}/10 deciles") + + return full_impact + + +def example_pure_calculations_us(): + """Example of US calculations without any database dependency.""" + print("\n" + "=" * 60) + print("US EXAMPLE - Pure Calculations (No Database)") + print("=" * 60) + + # Create sample US household data + us_household = pd.DataFrame({ + "household_net_income": [30000, 45000, 60000, 80000, 120000, 200000], + "household_weight": [1500, 1300, 1200, 1000, 700, 400], + "household_count_people": [2, 3, 3, 4, 3, 2], + "household_tax": [3500, 6000, 10000, 16000, 28000, 55000], + "household_benefits": [4000, 2500, 1500, 800, 300, 100], + "household_state_tax": [800, 1200, 1800, 2500, 4000, 7000], + }) + + us_person = pd.DataFrame({ + "person_weight": [1500] * 6 + [1300] * 9 + [1200] * 9 + [1000] * 12 + [700] * 9 + [400] * 6, + "age": list(range(51)), # Various ages + "is_male": [i % 2 for i in range(51)], # Alternating gender + "in_poverty": [1] * 6 + [1] * 4 + [0] * 41, # Some in poverty + }) + + # Create baseline + baseline = USModelOutput( + person=us_person, + household=us_household, + # US-specific entities + tax_unit=pd.DataFrame(), + spm_unit=pd.DataFrame(), + family=pd.DataFrame(), + marital_unit=pd.DataFrame(), + ) + + # Create reform scenario with benefit increase + reform_household = us_household.copy() + reform_household["household_benefits"] *= 1.2 # 20% benefit increase + reform_household["household_net_income"] = ( + reform_household["household_net_income"] + + (reform_household["household_benefits"] - us_household["household_benefits"]) + ) + + reform_person = us_person.copy() + reform_person["in_poverty"][:10] = 0 # All lifted out of poverty + + reform = USModelOutput( + person=reform_person, + household=reform_household, + tax_unit=pd.DataFrame(), + spm_unit=pd.DataFrame(), + family=pd.DataFrame(), + marital_unit=pd.DataFrame(), + ) + + # Calculate impacts + print("\n1. Calculating impacts...") + report_metadata = ReportMetadataModel( + name="US Benefit Expansion Analysis", + country="us", + baseline_simulation_id="baseline_sim", + comparison_simulation_id="reform_sim", + ) + + impact = calculate_economic_impacts(baseline, reform, report_metadata) + + print(f"\n Benefit spending change: ${impact.budget_impact.gov_spending_change:,.0f}") + print(f" Average income change: " + f"${impact.household_income.household_net_income_change / len(us_household):,.0f}") + + # Show poverty reduction + poverty_impacts = impact.poverty_impacts + for p in poverty_impacts: + if p.demographic_group == "all": + print(f" Poverty rate: {p.rate_baseline:.1%} → {p.rate_reform:.1%} " + f"({p.rate_change:+.1%})") + + return impact + + +def example_with_adapters(): + """Example showing how to use adapters for database integration.""" + print("\n" + "=" * 60) + print("ADAPTER EXAMPLE - Converting Between Models") + print("=" * 60) + + from src.policyengine.adapters import ( + modeloutput_to_simulation_data, + dataset_orm_to_pydantic, + scenario_orm_to_pydantic, + ) + + # Create a UK model output + uk_output = UKModelOutput( + person=pd.DataFrame({"age": [25, 30, 35]}), + household=pd.DataFrame({"household_net_income": [30000, 40000, 50000]}), + benefit_unit=pd.DataFrame(), + ) + + # Convert to generic SimulationDataModel + generic_data = modeloutput_to_simulation_data(uk_output) + print(f"\n1. Converted UKModelOutput to SimulationDataModel") + print(f" Available tables: {generic_data.table_names}") + + # The generic model can be used with any calculation function + # This demonstrates the abstraction - calculations don't need to know + # about specific country implementations + + # Create a US model output + us_output = USModelOutput( + person=pd.DataFrame({"age": [28, 33, 38]}), + household=pd.DataFrame({"household_net_income": [35000, 45000, 55000]}), + tax_unit=pd.DataFrame(), + spm_unit=pd.DataFrame(), + family=pd.DataFrame(), + marital_unit=pd.DataFrame(), + ) + + # Convert to generic SimulationDataModel + generic_data_us = modeloutput_to_simulation_data(us_output) + print(f"\n2. Converted USModelOutput to SimulationDataModel") + print(f" Available tables: {generic_data_us.table_names}") + + print("\n3. Both can be used with the same calculation functions!") + print(" This demonstrates the power of the abstraction layer.") + + +def main(): + """Run all examples.""" + print("\n" + "=" * 60) + print("REFACTORED POLICYENGINE ARCHITECTURE EXAMPLES") + print("=" * 60) + print("\nThe new architecture separates:") + print("1. Pure data models (Pydantic) - no database dependencies") + print("2. Calculation functions - work with pure models") + print("3. Database models (SQLAlchemy) - for persistence") + print("4. Adapters - convert between model types") + print("\nThis separation allows:") + print("- Testing calculations without a database") + print("- Using calculations in different contexts") + print("- Swapping storage backends easily") + print("- Better code organization and maintainability") + + # Run examples + uk_impact = example_pure_calculations_uk() + us_impact = example_pure_calculations_us() + example_with_adapters() + + print("\n" + "=" * 60) + print("SUMMARY") + print("=" * 60) + print(f"\n✓ UK calculations completed: {len(uk_impact.decile_impacts)} deciles analyzed") + print(f"✓ US calculations completed: {len(us_impact.poverty_impacts)} poverty groups analyzed") + print(f"✓ Adapter conversions demonstrated") + print("\nThe refactored architecture successfully separates concerns!") + print("Calculations can now be used independently of database implementation.") + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/usage_example_uk.py b/usage_example_uk.py new file mode 100644 index 00000000..486c6261 --- /dev/null +++ b/usage_example_uk.py @@ -0,0 +1,52 @@ +from policyengine import Database +from policyengine_uk import Microsimulation, Simulation, Scenario + +# Use pe country models as normal + +baseline = Microsimulation() +reformed = Microsimulation(scenario=Scenario(parameter_changes={ + "gov.hmrc.income_tax.allowances.personal_allowance.amount": 0, +})) + +# Save it into the database + +db = Database(connection_string="postgresql://postgres:postgres@127.0.0.1:54322/postgres") +db._auto_initialize() + +reform = db.add_scenario( + name="remove the personal allowance", + parameter_changes={ + "gov.hmrc.income_tax.allowances.personal_allowance.amount": 0, + }, + country="uk", + description="Set the Personal Allowance to zero." +) + +current_law = db.get_current_law_scenario(country="uk") +dataset = db.get_dataset(name="enhanced_frs_2023_24", country="uk") + +baseline_simulation = db.add_simulation( + scenario=current_law, + simulation=baseline, + dataset=dataset, + country="uk", + year=2025, +) + +reformed_simulation = db.add_simulation( + scenario=reform, + simulation=reformed, + dataset=dataset, + country="uk", + year=2025, +) + +report = db.create_report( + baseline_simulation=baseline_simulation, + reform_simulation=reformed_simulation, + year=2025, + name="remove_personal_allowance_report", + run_immediately=True +) + +baseline_simulation.get_data().person.employment_income \ No newline at end of file diff --git a/usage_example_us.py b/usage_example_us.py new file mode 100644 index 00000000..b2656a54 --- /dev/null +++ b/usage_example_us.py @@ -0,0 +1,118 @@ +"""US example: Double the federal EITC.""" + +from policyengine import Database +from policyengine_us import Microsimulation +from policyengine_core.reforms import Reform + +# Initialize database +db = Database(connection_string="postgresql://postgres:postgres@127.0.0.1:54322/postgres") +db._auto_initialize() + +# Create scenarios +# First ensure current law exists +db.add_scenario( + name="current_law", + parameter_changes={}, + country="us", + description="Current US tax and benefit system" +) +current_law = db.get_current_law_scenario(country="us") +reformed = db.add_scenario( + name="double_federal_eitc", + parameter_changes={ + "gov.irs.credits.eitc.amount.max[0].amount": {"2025-01-01": 1264}, # Double from $632 + "gov.irs.credits.eitc.amount.max[1].amount": {"2025-01-01": 7656}, # Double from $3828 + "gov.irs.credits.eitc.amount.max[2].amount": {"2025-01-01": 8602}, # Double from $4301 + "gov.irs.credits.eitc.amount.max[3].amount": {"2025-01-01": 9680}, # Double from $4840 + }, + country="us", + description="Double the federal EITC maximum amounts", +) + +# Create baseline and reformed simulations +baseline_simulation = db.add_simulation( + scenario=current_law, + simulation=Microsimulation(), + dataset="enhanced_cps_2024", + country="us", + year=2025, +) + +# Create reform +def double_eitc(parameters): + parameters.gov.irs.credits.eitc.amount.max[0].amount.update(start="2025-01-01", value=1264) + parameters.gov.irs.credits.eitc.amount.max[1].amount.update(start="2025-01-01", value=7656) + parameters.gov.irs.credits.eitc.amount.max[2].amount.update(start="2025-01-01", value=8602) + parameters.gov.irs.credits.eitc.amount.max[3].amount.update(start="2025-01-01", value=9680) + return parameters + +reform = Reform.from_dict({ + "gov.irs.credits.eitc.amount.max[0].amount": {"2025-01-01": 1264}, + "gov.irs.credits.eitc.amount.max[1].amount": {"2025-01-01": 7656}, + "gov.irs.credits.eitc.amount.max[2].amount": {"2025-01-01": 8602}, + "gov.irs.credits.eitc.amount.max[3].amount": {"2025-01-01": 9680}, +}, country_id="us") + +reform_simulation = db.add_simulation( + scenario=reformed, + simulation=Microsimulation(reform=reform), + dataset="enhanced_cps_2024", + country="us", + year=2025, +) + +# Create economic impact report +report = db.create_report( + baseline_simulation=baseline_simulation, + reform_simulation=reform_simulation, + year=2025, + name="double_eitc_report", + run_immediately=True +) + +print(f"Report '{report.name}' created successfully!") + +# Get report results +results = db.get_report_results(report.id) + +# Display results +print("\n=== US Economic Impact Report: Double Federal EITC ===") +print(f"\nReport ID: {report.id}") + +if "government_budget" in results: + print("\n1. Government Budget Impact:") + budget = results["government_budget"] + if "federal_benefits" in budget: + print(f" Federal benefits change: ${budget['federal_benefits']['change']/1e9:.2f}B") + if "net_impact" in budget: + print(f" Net budget impact: ${budget['net_impact']/1e9:.2f}B") + +if "household_income" in results: + print("\n2. Household Income Impact:") + income = results["household_income"] + if "household_net_income" in income: + print(f" Net income change: ${income['household_net_income']['change']/1e9:.2f}B") + +if "poverty_impacts" in results and len(results["poverty_impacts"]) > 0: + print("\n3. Poverty Impact:") + for impact in results["poverty_impacts"]: + if impact["demographic_group"] == "all" and impact["poverty_type"] == "spm": + print(f" SPM poverty rate: {impact['rate_baseline']:.1%} → {impact['rate_reform']:.1%} ({impact['rate_change']:.2%} change)") + break + +if "inequality_impacts" in results: + print("\n4. Inequality Impact:") + ineq = results["inequality_impacts"] + if ineq.get("gini_baseline"): + print(f" Gini coefficient: {ineq['gini_baseline']:.4f} → {ineq['gini_reform']:.4f} ({ineq['gini_change']:.4f} change)") + +if "program_impacts" in results and len(results["program_impacts"]) > 0: + print("\n5. Program Impacts:") + for impact in results["program_impacts"]: + if impact["program_name"] == "EITC": + print(f" EITC cost: ${impact['baseline_cost']/1e9:.2f}B → ${impact['reform_cost']/1e9:.2f}B (+${impact['cost_change']/1e9:.2f}B)") + print(f" EITC recipients: {impact['baseline_recipients']/1e6:.1f}M → {impact['reform_recipients']/1e6:.1f}M") + print(f" Average benefit: ${impact['baseline_average_benefit']:.0f} → ${impact['reform_average_benefit']:.0f}") + break + +print("\n=== End of Report ===") \ No newline at end of file diff --git a/usage_example_us_simple.py b/usage_example_us_simple.py new file mode 100644 index 00000000..87bc9e30 --- /dev/null +++ b/usage_example_us_simple.py @@ -0,0 +1,85 @@ +"""Simple US example demonstrating report functionality.""" + +from policyengine import Database +from policyengine_us import Microsimulation + +# Initialize database +db = Database(connection_string="postgresql://postgres:postgres@127.0.0.1:54322/postgres") +db._auto_initialize() + +print("Setting up US scenarios...") + +# Ensure current law scenario exists +db.add_scenario( + name="us_current_law", + parameter_changes={}, + country="us", + description="Current US tax and benefit system" +) + +# Create a test scenario (identical to current law for testing) +db.add_scenario( + name="us_test_reform", + parameter_changes={}, + country="us", + description="Test reform for US report functionality" +) + +print("Creating simulations...") + +# Create baseline simulation +baseline_sim = db.add_simulation( + scenario="us_current_law", + simulation=Microsimulation(), + dataset="enhanced_cps_2024", + country="us", + year=2025, +) + +# Create reform simulation (identical for testing) +reform_sim = db.add_simulation( + scenario="us_test_reform", + simulation=Microsimulation(), + dataset="enhanced_cps_2024", + country="us", + year=2025, +) + +print("Creating economic impact report...") + +# Create report +report = db.create_report( + baseline_simulation=baseline_sim, + reform_simulation=reform_sim, + year=2025, + name="us_test_report", + run_immediately=True +) + +print(f"\n=== US Economic Impact Report ===") +print(f"Report ID: {report.id}") +print(f"Status: {report.status}") + +# Get report results +results = db.get_report_results(report.id) + +if "government_budget" in results: + print("\n1. Government Budget:") + budget = results["government_budget"] + print(f" Federal tax revenue: ${budget['federal_tax']['baseline']/1e9:.1f}B") + print(f" Federal benefits: ${budget['federal_benefits']['baseline']/1e9:.1f}B") + +if "poverty_impacts" in results and len(results["poverty_impacts"]) > 0: + print("\n2. Poverty Impact:") + for impact in results["poverty_impacts"]: + if impact["demographic_group"] == "all": + print(f" Poverty rate: {impact['rate_baseline']:.1%}") + print(f" People in poverty: {impact['headcount_baseline']/1e6:.1f}M") + break + +if "program_impacts" in results and len(results["program_impacts"]) > 0: + print("\n3. Major Program Costs:") + for impact in sorted(results["program_impacts"], key=lambda x: x["baseline_cost"], reverse=True)[:3]: + print(f" {impact['program_name']}: ${impact['baseline_cost']/1e9:.1f}B ({impact['baseline_recipients']/1e6:.1f}M recipients)") + +print("\n=== Report Complete ===") \ No newline at end of file From 30315cc89b8f92d68814aea7a7f787837fde4da5 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Thu, 28 Aug 2025 15:29:13 +0100 Subject: [PATCH 25/97] Start again, again --- README.md | 142 +--- src/policyengine/__init__.py | 11 +- src/policyengine/adapters.py | 425 ---------- src/policyengine/calculations.py | 480 ----------- src/policyengine/countries/general.py | 39 - src/policyengine/countries/uk/__init__.py | 11 - src/policyengine/countries/uk/model_output.py | 121 --- src/policyengine/countries/uk/report.py | 445 ---------- .../countries/uk/report_refactored.py | 205 ----- src/policyengine/countries/us/__init__.py | 11 - src/policyengine/countries/us/model_output.py | 102 --- src/policyengine/countries/us/report.py | 582 ------------- src/policyengine/data_models.py | 233 ----- src/policyengine/database/__init__.py | 86 -- src/policyengine/database/database.py | 715 ---------------- src/policyengine/database/dataset_manager.py | 246 ------ src/policyengine/database/models.py | 794 ------------------ src/policyengine/database/report_manager.py | 460 ---------- src/policyengine/database/scenario_manager.py | 231 ----- .../database/simulation_manager.py | 435 ---------- src/policyengine/database/storage_backend.py | 341 -------- src/policyengine/models.py | 121 +++ src/policyengine/report/__init__.py | 7 - src/policyengine/report/base.py | 153 ---- src/policyengine/report/calculations.py | 381 --------- src/policyengine/users/uk/__init__.py | 1 + src/policyengine/users/uk/models.py | 84 ++ src/policyengine/utils/__init__.py | 27 - src/policyengine/utils/parameters.py | 354 -------- src/policyengine/utils/variables.py | 101 --- supabase/.branches/_current_branch | 1 - supabase/.temp/cli-latest | 1 - usage_example_refactored.py | 262 ------ usage_example_uk.py | 52 -- usage_example_us.py | 118 --- usage_example_us_simple.py | 85 -- 36 files changed, 210 insertions(+), 7653 deletions(-) delete mode 100644 src/policyengine/adapters.py delete mode 100644 src/policyengine/calculations.py delete mode 100644 src/policyengine/countries/general.py delete mode 100644 src/policyengine/countries/uk/__init__.py delete mode 100644 src/policyengine/countries/uk/model_output.py delete mode 100644 src/policyengine/countries/uk/report.py delete mode 100644 src/policyengine/countries/uk/report_refactored.py delete mode 100644 src/policyengine/countries/us/__init__.py delete mode 100644 src/policyengine/countries/us/model_output.py delete mode 100644 src/policyengine/countries/us/report.py delete mode 100644 src/policyengine/data_models.py delete mode 100644 src/policyengine/database/__init__.py delete mode 100644 src/policyengine/database/database.py delete mode 100644 src/policyengine/database/dataset_manager.py delete mode 100644 src/policyengine/database/models.py delete mode 100644 src/policyengine/database/report_manager.py delete mode 100644 src/policyengine/database/scenario_manager.py delete mode 100644 src/policyengine/database/simulation_manager.py delete mode 100644 src/policyengine/database/storage_backend.py create mode 100644 src/policyengine/models.py delete mode 100644 src/policyengine/report/__init__.py delete mode 100644 src/policyengine/report/base.py delete mode 100644 src/policyengine/report/calculations.py create mode 100644 src/policyengine/users/uk/__init__.py create mode 100644 src/policyengine/users/uk/models.py delete mode 100644 src/policyengine/utils/parameters.py delete mode 100644 src/policyengine/utils/variables.py delete mode 100644 supabase/.branches/_current_branch delete mode 100644 supabase/.temp/cli-latest delete mode 100644 usage_example_refactored.py delete mode 100644 usage_example_uk.py delete mode 100644 usage_example_us.py delete mode 100644 usage_example_us_simple.py diff --git a/README.md b/README.md index 983123d3..cf7e7d0a 100644 --- a/README.md +++ b/README.md @@ -1,141 +1,3 @@ -# PolicyEngine +# PolicyEngine.py -A Python package for conducting policy analysis using PolicyEngine tax-benefit models. This package provides standardised tools for creating and managing single-year datasets from country-specific tax-benefit models. - -## Features - -- **Standardised entity models** for persons, households, and country-specific units -- **SQLAlchemy-based database** supporting both local (SQLite) and cloud (PostgreSQL/MySQL) storage -- **Country-specific schemas** for UK and US tax-benefit systems -- **Population and scenario management** for simulation runs -- **Export/import functionality** for Parquet files - -## Installation - -```bash -pip install policyengine -``` - -## Quick start - -```python -from policyengine import Database, Population, Scenario, SingleYearDataset -from policyengine import UKPerson, UKHousehold, EntityTable - -# Create database (defaults to SQLite) -db = Database() - -# Create a population -population = Population(name="UK 2024", country="uk", year=2024) -population.add_entity_count("Person", 66_000_000) -population.add_entity_count("Household", 28_000_000) -db.save_population(population) - -# Create a scenario with reforms -scenario = Scenario(name="Income tax reform", country="uk") -scenario.add_reform("tax.income_tax.rate", 0.25, "2024") -db.save_scenario(scenario) - -# Create a dataset with entities -dataset = SingleYearDataset(year=2024, country="uk") - -persons = EntityTable(entity_type=UKPerson) -persons.add_entity(UKPerson( - id="person_1", - age=35, - employment_income=30000, - benunit_id="benunit_1", - household_id="household_1" -)) - -households = EntityTable(entity_type=UKHousehold) -households.add_entity(UKHousehold( - id="household_1", - region="London", - tenure_type="rented", - rent=1500 -)) - -dataset.add_table("persons", persons) -dataset.add_table("households", households) - -# Save to database -db.save_dataset(dataset, population_id=population.id) -``` - -## Database configuration - -### Local SQLite (default) -```python -from policyengine import Database -db = Database() # Creates policyengine.db in current directory -``` - -### PostgreSQL -```python -from policyengine import Database, DatabaseConfig - -config = DatabaseConfig( - connection_string="postgresql://user:password@localhost/policyengine" -) -db = Database(config) -``` - -### MySQL -```python -config = DatabaseConfig( - connection_string="mysql+pymysql://user:password@localhost/policyengine" -) -db = Database(config) -``` - -## Entity schemas - -### UK entities -- `UKPerson`: Individual person with income, benefits, and tax attributes -- `UKBenUnit`: Benefit unit for welfare calculations -- `UKHousehold`: Household with housing costs and regional information - -### US entities -- `USPerson`: Individual person with federal and state tax attributes -- `USTaxUnit`: Tax filing unit -- `USFamily`: Family unit for benefit determination -- `USHousehold`: Household with state and local attributes - -## Working with datasets - -### Export to Parquet -```python -dataset = db.get_dataset(dataset_id="...") -files = db.export_to_parquet(dataset, "/path/to/output") -``` - -### Import from Parquet -```python -entity_types = { - "persons": UKPerson, - "households": UKHousehold -} -dataset = db.import_from_parquet("/path/to/input", "uk", 2024, entity_types) -``` - -## Development - -```bash -# Install development dependencies -pip install -e ".[dev]" - -# Run tests -pytest - -# Format code -black src/ tests/ -``` - -## License - -GNU Affero General Public License v3.0 - -## Documentation - -Read the full documentation [here](https://policyengine.github.io/policyengine.py). +Users: \ No newline at end of file diff --git a/src/policyengine/__init__.py b/src/policyengine/__init__.py index c4e8475f..8ca491a2 100644 --- a/src/policyengine/__init__.py +++ b/src/policyengine/__init__.py @@ -1,9 +1,2 @@ -"""PolicyEngine - A package to conduct policy analysis using PolicyEngine tax-benefit models.""" - -__version__ = "0.6.1" - -from .database import Database - -__all__ = [ - "Database", -] \ No newline at end of file +from .models import * +from .users import * \ No newline at end of file diff --git a/src/policyengine/adapters.py b/src/policyengine/adapters.py deleted file mode 100644 index 04044ce8..00000000 --- a/src/policyengine/adapters.py +++ /dev/null @@ -1,425 +0,0 @@ -"""Adapters to convert between SQLAlchemy ORM models and Pydantic data models. - -This module provides conversion functions to bridge between database models -and pure data models used for calculations. -""" - -from typing import Optional, List -from datetime import datetime -from sqlalchemy.orm import Session - -from .data_models import ( - SimulationDataModel, - ParameterChangeModel, - ScenarioModel, - DatasetModel, - SimulationMetadataModel, - ReportMetadataModel, - BudgetImpactModel, - DecileImpactModel, - PovertyImpactModel, - InequalityImpactModel, - EconomicImpactModel, -) - -from .database.models import ( - SimulationMetadata, - DatasetMetadata, - ScenarioMetadata, - ParameterChangeMetadata, - ReportMetadata, - UKGovernmentBudget, - UKDecileImpact, - UKPovertyImpact, - UKInequalityImpact, - USGovernmentBudget, - USDecileImpact, - USPovertyImpact, - USInequalityImpact, -) - - -# Convert FROM SQLAlchemy TO Pydantic - -def dataset_orm_to_pydantic(dataset: DatasetMetadata) -> DatasetModel: - """Convert SQLAlchemy DatasetMetadata to Pydantic DatasetModel.""" - if not dataset: - return None - - return DatasetModel( - name=dataset.name, - country=dataset.country, - year=dataset.year, - source=dataset.source, - version=dataset.version, - description=dataset.description, - model_version=dataset.model_version, - ) - - -def parameter_change_orm_to_pydantic(change: ParameterChangeMetadata) -> ParameterChangeModel: - """Convert SQLAlchemy ParameterChangeMetadata to Pydantic ParameterChangeModel.""" - if not change: - return None - - return ParameterChangeModel( - parameter_name=change.parameter.name if change.parameter else "", - start_date=change.start_date, - end_date=change.end_date, - value=change.value, - description=change.description, - order_index=change.order_index, - ) - - -def scenario_orm_to_pydantic(scenario: ScenarioMetadata) -> ScenarioModel: - """Convert SQLAlchemy ScenarioMetadata to Pydantic ScenarioModel.""" - if not scenario: - return None - - return ScenarioModel( - name=scenario.name, - country=scenario.country, - description=scenario.description, - parameter_changes=[ - parameter_change_orm_to_pydantic(change) - for change in scenario.parameter_changes - ], - parent_scenario_name=scenario.parent_scenario.name if scenario.parent_scenario else None, - model_version=scenario.model_version, - ) - - -def simulation_metadata_orm_to_pydantic(sim: SimulationMetadata) -> SimulationMetadataModel: - """Convert SQLAlchemy SimulationMetadata to Pydantic SimulationMetadataModel.""" - if not sim: - return None - - return SimulationMetadataModel( - id=sim.id, - country=sim.country, - year=sim.year, - dataset=dataset_orm_to_pydantic(sim.dataset), - scenario=scenario_orm_to_pydantic(sim.scenario), - model_version=sim.model_version, - status=sim.status.value if hasattr(sim.status, 'value') else sim.status, - description=sim.description, - tags=sim.tags or [], - ) - - -def report_metadata_orm_to_pydantic(report: ReportMetadata) -> ReportMetadataModel: - """Convert SQLAlchemy ReportMetadata to Pydantic ReportMetadataModel.""" - if not report: - return None - - return ReportMetadataModel( - id=report.id, - name=report.name, - country=report.country, - year=report.year, - baseline_simulation_id=report.baseline_simulation_id, - comparison_simulation_id=report.comparison_simulation_id, - status=report.status.value if hasattr(report.status, 'value') else report.status, - description=report.description, - tags=report.tags or [], - ) - - -# Convert FROM Pydantic TO SQLAlchemy - -def save_budget_impact_to_db( - session: Session, - report_id: str, - impact: BudgetImpactModel, - country: str -) -> None: - """Save budget impact results to database. - - Args: - session: Database session - report_id: Report ID to associate with - impact: Budget impact model with results - country: Country code ('uk' or 'us') - """ - if country.lower() == 'uk': - budget = UKGovernmentBudget( - report_id=report_id, - gov_balance_baseline=impact.gov_balance_baseline, - gov_balance_reform=impact.gov_balance_reform, - gov_balance_change=impact.gov_balance_change, - gov_tax_baseline=impact.gov_tax_baseline, - gov_tax_reform=impact.gov_tax_reform, - gov_tax_change=impact.gov_tax_change, - gov_spending_baseline=impact.gov_spending_baseline, - gov_spending_reform=impact.gov_spending_reform, - gov_spending_change=impact.gov_spending_change, - ) - - # Add specific UK taxes/benefits from additional_metrics - uk_tax_mapping = { - "income_tax": "income_tax", - "national_insurance": "national_insurance", - "ni_employer": "ni_employer", - "vat": "vat", - "capital_gains_tax": "capital_gains_tax", - } - - uk_benefit_mapping = { - "universal_credit": "universal_credit", - "state_pension": "state_pension", - "pip": "pip", - "dla": "dla", - "housing_benefit": "housing_benefit", - "working_tax_credit": "working_tax_credit", - "child_tax_credit": "child_tax_credit", - } - - for metric_name, attr_name in {**uk_tax_mapping, **uk_benefit_mapping}.items(): - if metric_name in impact.additional_metrics: - metric = impact.additional_metrics[metric_name] - setattr(budget, f"{attr_name}_baseline", metric.get("baseline")) - setattr(budget, f"{attr_name}_reform", metric.get("reform")) - setattr(budget, f"{attr_name}_change", metric.get("change")) - - session.add(budget) - - elif country.lower() == 'us': - budget = USGovernmentBudget( - report_id=report_id, - federal_tax_baseline=impact.gov_tax_baseline, - federal_tax_reform=impact.gov_tax_reform, - federal_tax_change=impact.gov_tax_change, - federal_benefits_baseline=impact.gov_spending_baseline, - federal_benefits_reform=impact.gov_spending_reform, - federal_benefits_change=impact.gov_spending_change, - ) - - # Handle state taxes and benefits from additional_metrics - if "state_tax" in impact.additional_metrics: - metric = impact.additional_metrics["state_tax"] - budget.state_tax_baseline = metric.get("baseline") - budget.state_tax_reform = metric.get("reform") - budget.state_tax_change = metric.get("change") - - if "state_benefits" in impact.additional_metrics: - metric = impact.additional_metrics["state_benefits"] - budget.state_benefits_baseline = metric.get("baseline") - budget.state_benefits_reform = metric.get("reform") - budget.state_benefits_change = metric.get("change") - - # Calculate totals - budget.total_tax_baseline = (budget.federal_tax_baseline or 0) + (budget.state_tax_baseline or 0) - budget.total_tax_reform = (budget.federal_tax_reform or 0) + (budget.state_tax_reform or 0) - budget.total_tax_change = (budget.federal_tax_change or 0) + (budget.state_tax_change or 0) - - budget.total_benefits_baseline = (budget.federal_benefits_baseline or 0) + (budget.state_benefits_baseline or 0) - budget.total_benefits_reform = (budget.federal_benefits_reform or 0) + (budget.state_benefits_reform or 0) - budget.total_benefits_change = (budget.federal_benefits_change or 0) + (budget.state_benefits_change or 0) - - budget.net_impact = budget.total_tax_change - budget.total_benefits_change - - session.add(budget) - - -def save_decile_impacts_to_db( - session: Session, - report_id: str, - impacts: List[DecileImpactModel], - country: str -) -> None: - """Save decile impact results to database. - - Args: - session: Database session - report_id: Report ID to associate with - impacts: List of decile impact models - country: Country code ('uk' or 'us') - """ - for impact in impacts: - if country.lower() == 'uk': - record = UKDecileImpact( - report_id=report_id, - decile_type=impact.decile_type, - decile=impact.decile, - variable_name="household_net_income", - mean_change=impact.average_change, - ) - session.add(record) - - elif country.lower() == 'us': - record = USDecileImpact( - report_id=report_id, - decile=impact.decile, - relative_change=impact.relative_change, - average_change=impact.average_change, - ) - session.add(record) - - -def save_poverty_impacts_to_db( - session: Session, - report_id: str, - impacts: List[PovertyImpactModel], - country: str -) -> None: - """Save poverty impact results to database. - - Args: - session: Database session - report_id: Report ID to associate with - impacts: List of poverty impact models - country: Country code ('uk' or 'us') - """ - for impact in impacts: - if country.lower() == 'uk': - # Map poverty types to UK definitions - if impact.poverty_type == "poverty": - poverty_type = "relative_ahc" # Default UK poverty measure - else: - poverty_type = impact.poverty_type - - record = UKPovertyImpact( - report_id=report_id, - poverty_type=poverty_type, - demographic_group=impact.demographic_group, - headcount_baseline=impact.headcount_baseline, - headcount_reform=impact.headcount_reform, - headcount_change=impact.headcount_change, - rate_baseline=impact.rate_baseline, - rate_reform=impact.rate_reform, - rate_change=impact.rate_change, - ) - session.add(record) - - elif country.lower() == 'us': - # Map poverty types to US definitions - if impact.poverty_type == "poverty": - poverty_type = "spm" # Default US poverty measure - else: - poverty_type = impact.poverty_type - - record = USPovertyImpact( - report_id=report_id, - poverty_type=poverty_type, - demographic_group=impact.demographic_group, - headcount_baseline=impact.headcount_baseline, - headcount_reform=impact.headcount_reform, - headcount_change=impact.headcount_change, - rate_baseline=impact.rate_baseline, - rate_reform=impact.rate_reform, - rate_change=impact.rate_change, - gap_baseline=impact.gap_baseline, - gap_reform=impact.gap_reform, - gap_change=impact.gap_change, - ) - session.add(record) - - -def save_inequality_impact_to_db( - session: Session, - report_id: str, - impact: InequalityImpactModel, - country: str -) -> None: - """Save inequality impact results to database. - - Args: - session: Database session - report_id: Report ID to associate with - impact: Inequality impact model - country: Country code ('uk' or 'us') - """ - if country.lower() == 'uk': - record = UKInequalityImpact( - report_id=report_id, - gini_baseline=impact.gini_baseline, - gini_reform=impact.gini_reform, - gini_change=impact.gini_change, - top_10_percent_share_baseline=impact.top_10_percent_share_baseline, - top_10_percent_share_reform=impact.top_10_percent_share_reform, - top_10_percent_share_change=impact.top_10_percent_share_change, - top_1_percent_share_baseline=impact.top_1_percent_share_baseline, - top_1_percent_share_reform=impact.top_1_percent_share_reform, - top_1_percent_share_change=impact.top_1_percent_share_change, - ) - session.add(record) - - elif country.lower() == 'us': - record = USInequalityImpact( - report_id=report_id, - gini_baseline=impact.gini_baseline, - gini_reform=impact.gini_reform, - gini_change=impact.gini_change, - top_10_percent_share_baseline=impact.top_10_percent_share_baseline, - top_10_percent_share_reform=impact.top_10_percent_share_reform, - top_10_percent_share_change=impact.top_10_percent_share_change, - top_1_percent_share_baseline=impact.top_1_percent_share_baseline, - top_1_percent_share_reform=impact.top_1_percent_share_reform, - top_1_percent_share_change=impact.top_1_percent_share_change, - bottom_50_percent_share_baseline=impact.bottom_50_percent_share_baseline, - bottom_50_percent_share_reform=impact.bottom_50_percent_share_reform, - bottom_50_percent_share_change=impact.bottom_50_percent_share_change, - ) - session.add(record) - - -def save_economic_impact_to_db( - session: Session, - impact: EconomicImpactModel -) -> None: - """Save complete economic impact results to database. - - Args: - session: Database session - impact: Complete economic impact model with all results - """ - report_id = impact.report_metadata.id - country = impact.report_metadata.country - - # Save each component - if impact.budget_impact: - save_budget_impact_to_db(session, report_id, impact.budget_impact, country) - - if impact.decile_impacts: - save_decile_impacts_to_db(session, report_id, impact.decile_impacts, country) - - if impact.poverty_impacts: - save_poverty_impacts_to_db(session, report_id, impact.poverty_impacts, country) - - if impact.inequality_impact: - save_inequality_impact_to_db(session, report_id, impact.inequality_impact, country) - - # Commit all changes - session.commit() - - -# Convert ModelOutput objects to SimulationDataModel - -def modeloutput_to_simulation_data(model_output) -> SimulationDataModel: - """Convert a ModelOutput (UK or US) to SimulationDataModel. - - Args: - model_output: UKModelOutput or USModelOutput instance - - Returns: - SimulationDataModel with the same data - """ - # Get the tables from the ModelOutput - tables = {} - - # Required fields - if hasattr(model_output, 'person'): - tables['person'] = model_output.person - if hasattr(model_output, 'household'): - tables['household'] = model_output.household - - # Optional fields - optional_fields = ['marital_unit', 'family', 'tax_unit', 'spm_unit', 'benefit_unit'] - for field in optional_fields: - if hasattr(model_output, field): - value = getattr(model_output, field) - if value is not None: - tables[field] = value - - return SimulationDataModel(**tables) \ No newline at end of file diff --git a/src/policyengine/calculations.py b/src/policyengine/calculations.py deleted file mode 100644 index 4c545773..00000000 --- a/src/policyengine/calculations.py +++ /dev/null @@ -1,480 +0,0 @@ -"""Economic impact calculations using pure data models. - -These calculations work with Pydantic models and are independent of database concerns. -""" - -from typing import Dict, List, Optional -import numpy as np -import pandas as pd -from microdf import MicroSeries - -from .data_models import ( - SimulationDataModel, - BudgetImpactModel, - HouseholdIncomeImpactModel, - DecileImpactModel, - PovertyImpactModel, - InequalityImpactModel, - EconomicImpactModel, - ReportMetadataModel, -) - - -def calculate_decile_impacts( - baseline: SimulationDataModel, - comparison: SimulationDataModel, - by_wealth: bool = False -) -> List[DecileImpactModel]: - """Calculate decile impacts with proper weighting. - - Args: - baseline: Baseline simulation data - comparison: Comparison simulation data - by_wealth: Whether to group by wealth instead of income - - Returns: - List of DecileImpactModel objects - """ - # Get household data - baseline_hh = baseline.household - comparison_hh = comparison.household - - # Get incomes and weights - baseline_income = MicroSeries( - baseline_hh["household_net_income"].values, - weights=baseline_hh.get("household_weight", pd.Series(np.ones(len(baseline_hh)))).values - ) - comparison_income = MicroSeries( - comparison_hh["household_net_income"].values, - weights=baseline_income.weights - ) - - # Get people per household for winner/loser calculations - people_per_hh = baseline_hh.get("household_count_people", pd.Series(np.ones(len(baseline_hh)))).values - - # Determine deciles - if by_wealth and "total_wealth" in baseline_hh.columns: - wealth = MicroSeries( - baseline_hh["total_wealth"].values, - weights=baseline_income.weights * people_per_hh - ) - decile = wealth.decile_rank().clip(1, 10).astype(int) - decile_type = "wealth" - elif "household_income_decile" in baseline_hh.columns: - decile = baseline_hh["household_income_decile"].values.astype(int) - decile_type = "income" - else: - # Calculate deciles from income - decile = baseline_income.decile_rank().clip(1, 10).astype(int) - decile_type = "income" - - # Calculate income changes - absolute_change = (comparison_income - baseline_income).values - capped_baseline = np.maximum(baseline_income.values, 1) - capped_comparison = np.maximum(comparison_income.values, 1) - relative_change = (capped_comparison - capped_baseline) / capped_baseline - - results = [] - - for d in range(1, 11): - mask = decile == d - if not np.any(mask): - continue - - # Calculate average and relative changes - decile_baseline = baseline_income[mask] - decile_comparison = comparison_income[mask] - - total_baseline = decile_baseline.sum() - total_comparison = decile_comparison.sum() - - if total_baseline != 0: - rel_change = (total_comparison - total_baseline) / total_baseline - else: - rel_change = 0 - - avg_change = (total_comparison - total_baseline) / decile_baseline.count() - - # Calculate winners and losers - decile_relative_change = relative_change[mask] - decile_people = people_per_hh[mask] - total_people = np.sum(decile_people * baseline_income.weights[mask]) - - if total_people > 0: - lose_more_5 = np.sum( - decile_people[decile_relative_change < -0.05] * - baseline_income.weights[mask][decile_relative_change < -0.05] - ) / total_people - - lose_less_5 = np.sum( - decile_people[(decile_relative_change >= -0.05) & (decile_relative_change < -0.01)] * - baseline_income.weights[mask][(decile_relative_change >= -0.05) & (decile_relative_change < -0.01)] - ) / total_people - - lose_less_1 = np.sum( - decile_people[(decile_relative_change >= -0.01) & (decile_relative_change < -0.001)] * - baseline_income.weights[mask][(decile_relative_change >= -0.01) & (decile_relative_change < -0.001)] - ) / total_people - - no_change = np.sum( - decile_people[(decile_relative_change >= -0.001) & (decile_relative_change <= 0.001)] * - baseline_income.weights[mask][(decile_relative_change >= -0.001) & (decile_relative_change <= 0.001)] - ) / total_people - - gain_less_1 = np.sum( - decile_people[(decile_relative_change > 0.001) & (decile_relative_change <= 0.01)] * - baseline_income.weights[mask][(decile_relative_change > 0.001) & (decile_relative_change <= 0.01)] - ) / total_people - - gain_less_5 = np.sum( - decile_people[(decile_relative_change > 0.01) & (decile_relative_change <= 0.05)] * - baseline_income.weights[mask][(decile_relative_change > 0.01) & (decile_relative_change <= 0.05)] - ) / total_people - - gain_more_5 = np.sum( - decile_people[decile_relative_change > 0.05] * - baseline_income.weights[mask][decile_relative_change > 0.05] - ) / total_people - else: - lose_more_5 = lose_less_5 = lose_less_1 = no_change = gain_less_1 = gain_less_5 = gain_more_5 = 0 - - results.append(DecileImpactModel( - decile=d, - decile_type=decile_type, - relative_change=float(rel_change), - average_change=float(avg_change), - gain_more_than_5_percent=float(gain_more_5), - gain_more_than_1_percent=float(gain_less_5 + gain_more_5), # Cumulative - no_change=float(no_change), - lose_less_than_1_percent=float(lose_less_1), - lose_less_than_5_percent=float(lose_less_5), - lose_more_than_5_percent=float(lose_more_5), - )) - - return results - - -def calculate_poverty_impacts( - baseline: SimulationDataModel, - comparison: SimulationDataModel -) -> List[PovertyImpactModel]: - """Calculate poverty impacts by demographic groups. - - Args: - baseline: Baseline simulation data - comparison: Comparison simulation data - - Returns: - List of PovertyImpactModel objects - """ - baseline_person = baseline.person - comparison_person = comparison.person - - # Get weights - person_weights = MicroSeries( - np.ones(len(baseline_person)), - weights=baseline_person.get("person_weight", pd.Series(np.ones(len(baseline_person)))).values - ) - - # Get poverty status - check if it exists first - if "person_in_poverty" in baseline_person.columns: - baseline_poverty = baseline_person["person_in_poverty"].values - comparison_poverty = comparison_person["person_in_poverty"].values - elif "in_poverty" in baseline_person.columns: - baseline_poverty = baseline_person["in_poverty"].values - comparison_poverty = comparison_person["in_poverty"].values - else: - # No poverty data available - return [] - - # Deep poverty - baseline_deep = None - comparison_deep = None - if "person_in_deep_poverty" in baseline_person.columns: - baseline_deep = baseline_person["person_in_deep_poverty"].values - comparison_deep = comparison_person["person_in_deep_poverty"].values - elif "in_deep_poverty" in baseline_person.columns: - baseline_deep = baseline_person["in_deep_poverty"].values - comparison_deep = comparison_person["in_deep_poverty"].values - - # Poverty gap if available - baseline_gap = None - comparison_gap = None - if "poverty_gap" in baseline_person.columns: - baseline_gap = baseline_person["poverty_gap"].values - comparison_gap = comparison_person["poverty_gap"].values - - results = [] - - # Age groups - if "age" in baseline_person.columns: - ages = baseline_person["age"].values - - age_groups = [ - ("child", ages < 18), - ("adult", (ages >= 18) & (ages < 65)), - ("senior", ages >= 65), - ("all", np.ones(len(ages), dtype=bool)), - ] - - for group_name, mask in age_groups: - group_weights = person_weights.weights[mask] - total_weight = np.sum(group_weights) - - if total_weight > 0: - # Regular poverty - poverty_count_baseline = np.sum(baseline_poverty[mask] * group_weights) - poverty_count_reform = np.sum(comparison_poverty[mask] * group_weights) - poverty_rate_baseline = poverty_count_baseline / total_weight - poverty_rate_reform = poverty_count_reform / total_weight - - results.append(PovertyImpactModel( - poverty_type="poverty", - demographic_group=group_name, - headcount_baseline=float(poverty_count_baseline), - headcount_reform=float(poverty_count_reform), - headcount_change=float(poverty_count_reform - poverty_count_baseline), - rate_baseline=float(poverty_rate_baseline), - rate_reform=float(poverty_rate_reform), - rate_change=float(poverty_rate_reform - poverty_rate_baseline), - gap_baseline=float(np.sum(baseline_gap[mask] * group_weights)) if baseline_gap is not None else None, - gap_reform=float(np.sum(comparison_gap[mask] * group_weights)) if comparison_gap is not None else None, - gap_change=float(np.sum(comparison_gap[mask] * group_weights) - np.sum(baseline_gap[mask] * group_weights)) if baseline_gap is not None else None, - )) - - # Deep poverty if available - if baseline_deep is not None: - deep_count_baseline = np.sum(baseline_deep[mask] * group_weights) - deep_count_reform = np.sum(comparison_deep[mask] * group_weights) - deep_rate_baseline = deep_count_baseline / total_weight - deep_rate_reform = deep_count_reform / total_weight - - results.append(PovertyImpactModel( - poverty_type="deep", - demographic_group=group_name, - headcount_baseline=float(deep_count_baseline), - headcount_reform=float(deep_count_reform), - headcount_change=float(deep_count_reform - deep_count_baseline), - rate_baseline=float(deep_rate_baseline), - rate_reform=float(deep_rate_reform), - rate_change=float(deep_rate_reform - deep_rate_baseline), - )) - - return results - - -def calculate_inequality_impacts( - baseline: SimulationDataModel, - comparison: SimulationDataModel -) -> InequalityImpactModel: - """Calculate inequality metrics using microdf. - - Args: - baseline: Baseline simulation data - comparison: Comparison simulation data - - Returns: - InequalityImpactModel object - """ - baseline_hh = baseline.household - comparison_hh = comparison.household - - # Get incomes with proper weighting - baseline_income = MicroSeries( - baseline_hh["household_net_income"].values, - weights=baseline_hh.get("household_weight", pd.Series(np.ones(len(baseline_hh)))).values - ) - comparison_income = MicroSeries( - comparison_hh["household_net_income"].values, - weights=baseline_income.weights - ) - - # Weight by household members for person-level metrics - if "household_count_people" in baseline_hh.columns: - people_per_hh = baseline_hh["household_count_people"].values - baseline_income.weights *= people_per_hh - comparison_income.weights *= people_per_hh - - # Calculate Gini coefficients - try: - gini_baseline = baseline_income.gini() - gini_reform = comparison_income.gini() - except: - gini_baseline = gini_reform = 0 - - # Calculate top income shares - in_top_10 = baseline_income.percentile_rank() > 90 - in_top_1 = baseline_income.percentile_rank() > 99 - in_bottom_50 = baseline_income.percentile_rank() <= 50 - - total_baseline = baseline_income.sum() - total_reform = comparison_income.sum() - - if total_baseline > 0: - top_10_baseline = baseline_income[in_top_10].sum() / total_baseline - top_1_baseline = baseline_income[in_top_1].sum() / total_baseline - bottom_50_baseline = baseline_income[in_bottom_50].sum() / total_baseline - else: - top_10_baseline = top_1_baseline = bottom_50_baseline = 0 - - if total_reform > 0: - top_10_reform = comparison_income[in_top_10].sum() / total_reform - top_1_reform = comparison_income[in_top_1].sum() / total_reform - bottom_50_reform = comparison_income[in_bottom_50].sum() / total_reform - else: - top_10_reform = top_1_reform = bottom_50_reform = 0 - - return InequalityImpactModel( - gini_baseline=float(gini_baseline), - gini_reform=float(gini_reform), - gini_change=float(gini_reform - gini_baseline), - top_10_percent_share_baseline=float(top_10_baseline), - top_10_percent_share_reform=float(top_10_reform), - top_10_percent_share_change=float(top_10_reform - top_10_baseline), - top_1_percent_share_baseline=float(top_1_baseline), - top_1_percent_share_reform=float(top_1_reform), - top_1_percent_share_change=float(top_1_reform - top_1_baseline), - bottom_50_percent_share_baseline=float(bottom_50_baseline), - bottom_50_percent_share_reform=float(bottom_50_reform), - bottom_50_percent_share_change=float(bottom_50_reform - bottom_50_baseline), - ) - - -def calculate_budgetary_impacts( - baseline: SimulationDataModel, - comparison: SimulationDataModel -) -> BudgetImpactModel: - """Calculate budgetary impacts from tax and benefit changes. - - Args: - baseline: Baseline simulation data - comparison: Comparison simulation data - - Returns: - BudgetImpactModel object - """ - baseline_hh = baseline.household - comparison_hh = comparison.household - - weights = baseline_hh.get("household_weight", pd.Series(np.ones(len(baseline_hh)))).values - - budget = BudgetImpactModel() - - # Government balance if available - if "gov_balance" in baseline_hh.columns: - budget.gov_balance_baseline = float((baseline_hh["gov_balance"].values * weights).sum()) - budget.gov_balance_reform = float((comparison_hh["gov_balance"].values * weights).sum()) - budget.gov_balance_change = budget.gov_balance_reform - budget.gov_balance_baseline - - # Calculate tax revenue impact - if "household_tax" in baseline_hh.columns: - budget.gov_tax_baseline = float((baseline_hh["household_tax"].values * weights).sum()) - budget.gov_tax_reform = float((comparison_hh["household_tax"].values * weights).sum()) - budget.gov_tax_change = budget.gov_tax_reform - budget.gov_tax_baseline - elif "gov_tax" in baseline_hh.columns: - budget.gov_tax_baseline = float((baseline_hh["gov_tax"].values * weights).sum()) - budget.gov_tax_reform = float((comparison_hh["gov_tax"].values * weights).sum()) - budget.gov_tax_change = budget.gov_tax_reform - budget.gov_tax_baseline - - # Calculate benefit spending impact - if "household_benefits" in baseline_hh.columns: - budget.gov_spending_baseline = float((baseline_hh["household_benefits"].values * weights).sum()) - budget.gov_spending_reform = float((comparison_hh["household_benefits"].values * weights).sum()) - budget.gov_spending_change = budget.gov_spending_reform - budget.gov_spending_baseline - elif "gov_spending" in baseline_hh.columns: - budget.gov_spending_baseline = float((baseline_hh["gov_spending"].values * weights).sum()) - budget.gov_spending_reform = float((comparison_hh["gov_spending"].values * weights).sum()) - budget.gov_spending_change = budget.gov_spending_reform - budget.gov_spending_baseline - - # Additional specific metrics can be calculated and stored in additional_metrics - # For example, specific tax types or benefit programs - for col in baseline_hh.columns: - if col.endswith("_tax") or col.endswith("_benefit") or col.startswith("gov_"): - if col not in ["household_tax", "gov_tax", "household_benefits", "gov_spending", "gov_balance"]: - baseline_val = float((baseline_hh[col].values * weights).sum()) - reform_val = float((comparison_hh[col].values * weights).sum()) - budget.additional_metrics[col] = { - "baseline": baseline_val, - "reform": reform_val, - "change": reform_val - baseline_val - } - - return budget - - -def calculate_household_income_impacts( - baseline: SimulationDataModel, - comparison: SimulationDataModel -) -> HouseholdIncomeImpactModel: - """Calculate household income impacts. - - Args: - baseline: Baseline simulation data - comparison: Comparison simulation data - - Returns: - HouseholdIncomeImpactModel object - """ - baseline_hh = baseline.household - comparison_hh = comparison.household - - weights = baseline_hh.get("household_weight", pd.Series(np.ones(len(baseline_hh)))).values - - income = HouseholdIncomeImpactModel() - - # Market income - if "household_market_income" in baseline_hh.columns: - income.household_market_income_baseline = float((baseline_hh["household_market_income"].values * weights).sum()) - income.household_market_income_reform = float((comparison_hh["household_market_income"].values * weights).sum()) - income.household_market_income_change = income.household_market_income_reform - income.household_market_income_baseline - - # Net income - if "household_net_income" in baseline_hh.columns: - income.household_net_income_baseline = float((baseline_hh["household_net_income"].values * weights).sum()) - income.household_net_income_reform = float((comparison_hh["household_net_income"].values * weights).sum()) - income.household_net_income_change = income.household_net_income_reform - income.household_net_income_baseline - - # Additional income metrics - income_columns = [ - "equiv_household_net_income", - "hbai_household_net_income", - "household_net_income_including_health_benefits", - "disposable_income", - ] - - for col in income_columns: - if col in baseline_hh.columns: - baseline_val = float((baseline_hh[col].values * weights).sum()) - reform_val = float((comparison_hh[col].values * weights).sum()) - income.additional_metrics[col] = { - "baseline": baseline_val, - "reform": reform_val, - "change": reform_val - baseline_val - } - - return income - - -def calculate_economic_impacts( - baseline: SimulationDataModel, - comparison: SimulationDataModel, - report_metadata: ReportMetadataModel -) -> EconomicImpactModel: - """Calculate all economic impacts. - - Args: - baseline: Baseline simulation data - comparison: Comparison simulation data - report_metadata: Report metadata - - Returns: - Complete EconomicImpactModel with all impacts - """ - return EconomicImpactModel( - report_metadata=report_metadata, - budget_impact=calculate_budgetary_impacts(baseline, comparison), - household_income=calculate_household_income_impacts(baseline, comparison), - decile_impacts=calculate_decile_impacts(baseline, comparison), - poverty_impacts=calculate_poverty_impacts(baseline, comparison), - inequality_impact=calculate_inequality_impacts(baseline, comparison), - ) \ No newline at end of file diff --git a/src/policyengine/countries/general.py b/src/policyengine/countries/general.py deleted file mode 100644 index 5fd1216a..00000000 --- a/src/policyengine/countries/general.py +++ /dev/null @@ -1,39 +0,0 @@ -from policyengine_core.simulations import Simulation -import pandas as pd -from typing import Dict, List -import time -from ..database.models import ParameterMetadata, ParameterChangeMetadata -from policyengine_core.parameters import Parameter -from ..data_models import SimulationDataModel - -# Backward compatibility alias -ModelOutput = SimulationDataModel - -def process_simulation(simulation: Simulation, year: int, variable_whitelist: List[str] = []) -> Dict[str, pd.DataFrame]: - variables = list(simulation.tax_benefit_system.variables.values()) - - entity_tables = {} - - for variable in variable_whitelist: - simulation.calculate(variable, year) - - known_variables = [ - variable for variable in variables - if len(simulation.get_holder(variable.name).get_known_periods()) > 0 - ] - - for variable in known_variables: - if variable.definition_period != "year": - continue - if variable.entity.key not in entity_tables: - entity_tables[variable.entity.key] = pd.DataFrame() - - try: - result = simulation.calculate(variable.name, year) - except Exception as e: - print(f"Error calculating {variable.name} for {year}: {e}") - continue - - entity_tables[variable.entity.key][variable.name] = result - - return entity_tables diff --git a/src/policyengine/countries/uk/__init__.py b/src/policyengine/countries/uk/__init__.py deleted file mode 100644 index 5bff0005..00000000 --- a/src/policyengine/countries/uk/__init__.py +++ /dev/null @@ -1,11 +0,0 @@ -"""UK-specific PolicyEngine components.""" - -from .model_output import UKModelOutput, process_uk_simulation, UK_VARIABLE_WHITELIST -from .report import UKEconomicImpactReport - -__all__ = [ - "UKModelOutput", - "process_uk_simulation", - "UK_VARIABLE_WHITELIST", - "UKEconomicImpactReport", -] \ No newline at end of file diff --git a/src/policyengine/countries/uk/model_output.py b/src/policyengine/countries/uk/model_output.py deleted file mode 100644 index f2ba6b93..00000000 --- a/src/policyengine/countries/uk/model_output.py +++ /dev/null @@ -1,121 +0,0 @@ -from typing import TYPE_CHECKING, List, Optional -if TYPE_CHECKING: - from policyengine_uk import Simulation -from ..general import process_simulation -from ...data_models import SimulationDataModel -from pydantic import ConfigDict -import pandas as pd - -class UKModelOutput(SimulationDataModel): - """UK-specific model output that extends SimulationDataModel.""" - # UK has benefit_unit (benunit) instead of some US entities - benefit_unit: Optional[pd.DataFrame] = None - - # UK doesn't have these US entities - marital_unit: None = None - family: None = None - tax_unit: None = None - spm_unit: None = None - - @property - def table_names(self) -> List[str]: - """Get UK-specific table names.""" - return ["person", "household", "benefit_unit"] - - @classmethod - def from_tables(cls, data: dict) -> "UKModelOutput": - """Create UKModelOutput from dictionary of DataFrames. - - Handle both 'benunit' and 'benefit_unit' naming conventions. - """ - # Handle benunit vs benefit_unit naming - if "benunit" in data and "benefit_unit" not in data: - data["benefit_unit"] = data.pop("benunit") - - # Ensure required fields - if "person" not in data: - data["person"] = pd.DataFrame() - if "household" not in data: - data["household"] = pd.DataFrame() - - return cls(**data) - - model_config = ConfigDict(arbitrary_types_allowed=True) - -UK_VARIABLE_WHITELIST = [ - # ID columns for linking entities - "person_id", - "person_household_id", - "person_benunit_id", - "benunit_id", - "household_id", - - # Income and wealth - "household_net_income", - # The following may not exist in all datasets, so we'll check them later - "equiv_household_net_income", - "household_market_income", - "household_income_decile", - "household_wealth_decile", - "total_wealth", - "employment_income", - "self_employment_income", - "hbai_household_net_income", - "equiv_hbai_household_net_income", - "consumption", - - # Weights - "household_weight", - "person_weight", - "household_count_people", - - # Demographics - "age", - "is_male", - - # Government budget - "gov_balance", - "gov_tax", - "gov_spending", - - # Tax and benefits - "household_tax", - "household_benefits", - - # UK-specific programs - taxes - "income_tax", - "national_insurance", - "vat", - "council_tax", - "fuel_duty", - "ni_employer", - "capital_gains_tax", - - # UK-specific programs - benefits - "universal_credit", - "child_benefit", - "income_support", - "housing_benefit", - "pension_credit", - "state_pension", - "child_tax_credit", - "working_tax_credit", - "tax_credits", - "pip", - "dla", - - # Poverty variables - "in_poverty", - "in_relative_poverty_bhc", - "in_poverty_ahc", - "in_relative_poverty_ahc", -] - -def process_uk_simulation(simulation: "Simulation", year: int) -> UKModelOutput: - entity_tables = process_simulation(simulation, year, variable_whitelist=UK_VARIABLE_WHITELIST) - - return UKModelOutput( - person=entity_tables.get("person"), - benefit_unit=entity_tables.get("benunit"), # Map benunit to benefit_unit - household=entity_tables.get("household"), - ) diff --git a/src/policyengine/countries/uk/report.py b/src/policyengine/countries/uk/report.py deleted file mode 100644 index 18050e20..00000000 --- a/src/policyengine/countries/uk/report.py +++ /dev/null @@ -1,445 +0,0 @@ -"""UK-specific economic impact report.""" - -from typing import TYPE_CHECKING -import pandas as pd -import numpy as np -from sqlalchemy.orm import Session - -if TYPE_CHECKING: - from .model_output import UKModelOutput - from ...database.models import ReportMetadata - -from ...database.models import ( - UKGovernmentBudget, - UKHouseholdIncome, - UKDecileImpact, - UKPovertyImpact, - UKInequalityImpact, - UKWinnersLosers, -) - - -class UKEconomicImpactReport: - """UK-specific economic impact report.""" - - def __init__(self, session: Session, report_metadata: "ReportMetadata"): - """Initialise UK economic impact report. - - Args: - session: Database session - report_metadata: Report metadata from database - """ - self.session = session - self.report = report_metadata - - def calculate_all_impacts(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: - """Calculate all economic impacts and populate database tables. - - Args: - baseline: Baseline simulation output - comparison: Comparison/reform simulation output - """ - # Calculate and store all impacts - self.calculate_government_budget(baseline, comparison) - self.calculate_household_income(baseline, comparison) - self.calculate_decile_impacts(baseline, comparison) - self.calculate_poverty_impacts(baseline, comparison) - self.calculate_inequality_impacts(baseline, comparison) - self.calculate_winners_losers(baseline, comparison) - - # Commit all changes to the database - self.session.commit() - - def calculate_government_budget(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: - """Calculate government budget impacts.""" - budget = UKGovernmentBudget(report_id=self.report.id) - - # Get weighted sums for government variables - baseline_hh = baseline.household - comparison_hh = comparison.household - weights = baseline_hh["household_weight"] - - # Government balance - if "gov_balance" in baseline_hh.columns: - budget.gov_balance_baseline = float((baseline_hh["gov_balance"] * weights).sum()) - budget.gov_balance_reform = float((comparison_hh["gov_balance"] * weights).sum()) - budget.gov_balance_change = budget.gov_balance_reform - budget.gov_balance_baseline - - # Total tax revenues - if "gov_tax" in baseline_hh.columns: - budget.gov_tax_baseline = float((baseline_hh["gov_tax"] * weights).sum()) - budget.gov_tax_reform = float((comparison_hh["gov_tax"] * weights).sum()) - budget.gov_tax_change = budget.gov_tax_reform - budget.gov_tax_baseline - - # Individual taxes - tax_variables = [ - ("income_tax", "income_tax"), - ("national_insurance", "national_insurance"), - ("ni_employer", "ni_employer"), - ("vat", "vat"), - ("capital_gains_tax", "capital_gains_tax"), - ] - - for var_name, attr_name in tax_variables: - if var_name in baseline_hh.columns: - baseline_val = float((baseline_hh[var_name] * weights).sum()) - reform_val = float((comparison_hh[var_name] * weights).sum()) - setattr(budget, f"{attr_name}_baseline", baseline_val) - setattr(budget, f"{attr_name}_reform", reform_val) - setattr(budget, f"{attr_name}_change", reform_val - baseline_val) - - # Government spending - if "gov_spending" in baseline_hh.columns: - budget.gov_spending_baseline = float((baseline_hh["gov_spending"] * weights).sum()) - budget.gov_spending_reform = float((comparison_hh["gov_spending"] * weights).sum()) - budget.gov_spending_change = budget.gov_spending_reform - budget.gov_spending_baseline - - # Individual benefits - benefit_variables = [ - ("universal_credit", "universal_credit"), - ("state_pension", "state_pension"), - ("pip", "pip"), - ("dla", "dla"), - ("housing_benefit", "housing_benefit"), - ("working_tax_credit", "working_tax_credit"), - ("child_tax_credit", "child_tax_credit"), - ] - - for var_name, attr_name in benefit_variables: - if var_name in baseline_hh.columns: - baseline_val = float((baseline_hh[var_name] * weights).sum()) - reform_val = float((comparison_hh[var_name] * weights).sum()) - setattr(budget, f"{attr_name}_baseline", baseline_val) - setattr(budget, f"{attr_name}_reform", reform_val) - setattr(budget, f"{attr_name}_change", reform_val - baseline_val) - - self.session.add(budget) - - def calculate_household_income(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: - """Calculate household income impacts.""" - income = UKHouseholdIncome(report_id=self.report.id) - - baseline_hh = baseline.household - comparison_hh = comparison.household - weights = baseline_hh["household_weight"] - - # Market income - if "household_market_income" in baseline_hh.columns: - income.household_market_income_baseline = float((baseline_hh["household_market_income"] * weights).sum()) - income.household_market_income_reform = float((comparison_hh["household_market_income"] * weights).sum()) - income.household_market_income_change = income.household_market_income_reform - income.household_market_income_baseline - - # HBAI net income - if "hbai_household_net_income" in baseline_hh.columns: - income.hbai_household_net_income_baseline = float((baseline_hh["hbai_household_net_income"] * weights).sum()) - income.hbai_household_net_income_reform = float((comparison_hh["hbai_household_net_income"] * weights).sum()) - income.hbai_household_net_income_change = income.hbai_household_net_income_reform - income.hbai_household_net_income_baseline - - # Comprehensive net income - if "household_net_income" in baseline_hh.columns: - income.household_net_income_baseline = float((baseline_hh["household_net_income"] * weights).sum()) - income.household_net_income_reform = float((comparison_hh["household_net_income"] * weights).sum()) - income.household_net_income_change = income.household_net_income_reform - income.household_net_income_baseline - - self.session.add(income) - - def calculate_decile_impacts(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: - """Calculate impacts by decile for income, consumption, and wealth.""" - baseline_hh = baseline.household - comparison_hh = comparison.household - weights = baseline_hh["household_weight"] - - # Variables to aggregate - aggregate_variables = [ - "household_net_income", - "hbai_household_net_income", - "household_market_income", - "gov_tax", - "gov_spending", - "household_benefits", - "household_tax", - ] - - # Decile types - decile_types = [ - ("equiv_hbai_household_net_income", "equiv_hbai_household_net_income"), - ("consumption", "consumption"), - ("total_wealth", "total_wealth"), - ] - - for decile_var, decile_type_name in decile_types: - if decile_var not in baseline_hh.columns: - continue - - # Create weighted deciles based on baseline values - baseline_hh["decile"] = self._get_weighted_deciles(baseline_hh[decile_var], weights) - comparison_hh["decile"] = baseline_hh["decile"] - - # Calculate for each variable - for var in aggregate_variables: - if var not in baseline_hh.columns: - continue - - # Overall (decile = 0) - overall_impact = UKDecileImpact( - report_id=self.report.id, - decile_type=decile_type_name, - decile=0, - variable_name=var, - sum_baseline=float((baseline_hh[var] * weights).sum()), - sum_reform=float((comparison_hh[var] * weights).sum()), - mean_baseline=float((baseline_hh[var] * weights).sum() / weights.sum()), - mean_reform=float((comparison_hh[var] * weights).sum() / weights.sum()) - ) - overall_impact.sum_change = overall_impact.sum_reform - overall_impact.sum_baseline - overall_impact.mean_change = overall_impact.mean_reform - overall_impact.mean_baseline - self.session.add(overall_impact) - - # By decile - for decile in range(1, 11): - decile_mask = baseline_hh["decile"] == decile - decile_weights = weights[decile_mask] - - if decile_weights.sum() > 0: - decile_impact = UKDecileImpact( - report_id=self.report.id, - decile_type=decile_type_name, - decile=decile, - variable_name=var, - sum_baseline=float((baseline_hh.loc[decile_mask, var] * decile_weights).sum()), - sum_reform=float((comparison_hh.loc[decile_mask, var] * decile_weights).sum()), - mean_baseline=float((baseline_hh.loc[decile_mask, var] * decile_weights).sum() / decile_weights.sum()), - mean_reform=float((comparison_hh.loc[decile_mask, var] * decile_weights).sum() / decile_weights.sum()) - ) - decile_impact.sum_change = decile_impact.sum_reform - decile_impact.sum_baseline - decile_impact.mean_change = decile_impact.mean_reform - decile_impact.mean_baseline - self.session.add(decile_impact) - - def calculate_poverty_impacts(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: - """Calculate poverty impacts using HBAI definitions.""" - # Note: Poverty variables (in_poverty, in_relative_poverty, etc.) are not currently - # available in the model, so this method will not populate any data for now. - # When these variables are added to policyengine-uk, this method will automatically - # start working. - - baseline_hh = baseline.household - comparison_hh = comparison.household - - # Poverty variables - poverty_variables = [ - ("in_poverty", "absolute_bhc"), - ("in_relative_poverty_bhc", "relative_bhc"), - ("in_poverty_ahc", "absolute_ahc"), - ("in_relative_poverty_ahc", "relative_ahc"), - ] - - # Check if any poverty variables exist - poverty_vars_exist = any(pv[0] in baseline_hh.columns for pv in poverty_variables) - - if not poverty_vars_exist: - # No poverty variables available, skip calculation - return - - # Get person-level data with household poverty status - baseline_person = baseline.person - comparison_person = comparison.person - - # Get person weights - person_weights = baseline_person["person_weight"] - - # Demographic groups - demographic_groups = ["all", "child", "working_age", "pensioner"] - - for poverty_var, poverty_type in poverty_variables: - if poverty_var not in baseline_hh.columns: - continue - - # Map household poverty to person level - baseline_person["in_poverty"] = baseline_person["person_household_id"].map( - baseline_hh.set_index("household_id")[poverty_var] - ) - comparison_person["in_poverty"] = comparison_person["person_household_id"].map( - comparison_hh.set_index("household_id")[poverty_var] - ) - - for group in demographic_groups: - if group == "all": - mask = pd.Series([True] * len(baseline_person)) - elif group == "child" and "age" in baseline_person.columns: - mask = baseline_person["age"] < 18 - elif group == "working_age" and "age" in baseline_person.columns: - mask = (baseline_person["age"] >= 18) & (baseline_person["age"] < 65) - elif group == "pensioner" and "age" in baseline_person.columns: - mask = baseline_person["age"] >= 65 - else: - continue - - group_weights = person_weights[mask] - if group_weights.sum() > 0: - poverty_impact = UKPovertyImpact( - report_id=self.report.id, - poverty_type=poverty_type, - demographic_group=group, - headcount_baseline=float((baseline_person.loc[mask, "in_poverty"] * group_weights).sum()), - headcount_reform=float((comparison_person.loc[mask, "in_poverty"] * group_weights).sum()), - rate_baseline=float((baseline_person.loc[mask, "in_poverty"] * group_weights).sum() / group_weights.sum()), - rate_reform=float((comparison_person.loc[mask, "in_poverty"] * group_weights).sum() / group_weights.sum()) - ) - poverty_impact.headcount_change = poverty_impact.headcount_reform - poverty_impact.headcount_baseline - poverty_impact.rate_change = poverty_impact.rate_reform - poverty_impact.rate_baseline - self.session.add(poverty_impact) - - def calculate_inequality_impacts(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: - """Calculate inequality metrics.""" - inequality = UKInequalityImpact(report_id=self.report.id) - - baseline_hh = baseline.household - comparison_hh = comparison.household - weights = baseline_hh["household_weight"] - - if "equiv_hbai_household_net_income" in baseline_hh.columns: - income_var = "equiv_hbai_household_net_income" - - # Calculate Gini coefficient - inequality.gini_baseline = self._calculate_gini(baseline_hh[income_var], weights) - inequality.gini_reform = self._calculate_gini(comparison_hh[income_var], weights) - inequality.gini_change = inequality.gini_reform - inequality.gini_baseline - - # Calculate top income shares - baseline_sorted = baseline_hh.sort_values(income_var, ascending=False) - comparison_sorted = comparison_hh.sort_values(income_var, ascending=False) - - # Top 10% - cumulative_weight = baseline_sorted["household_weight"].cumsum() - total_weight = weights.sum() - top_10_mask = cumulative_weight <= (total_weight * 0.1) - - baseline_total = (baseline_hh[income_var] * weights).sum() - comparison_total = (comparison_hh[income_var] * weights).sum() - - inequality.top_10_percent_share_baseline = float( - (baseline_sorted.loc[top_10_mask, income_var] * baseline_sorted.loc[top_10_mask, "household_weight"]).sum() / baseline_total - ) - inequality.top_10_percent_share_reform = float( - (comparison_sorted.loc[top_10_mask, income_var] * comparison_sorted.loc[top_10_mask, "household_weight"]).sum() / comparison_total - ) - inequality.top_10_percent_share_change = inequality.top_10_percent_share_reform - inequality.top_10_percent_share_baseline - - # Top 1% - top_1_mask = cumulative_weight <= (total_weight * 0.01) - inequality.top_1_percent_share_baseline = float( - (baseline_sorted.loc[top_1_mask, income_var] * baseline_sorted.loc[top_1_mask, "household_weight"]).sum() / baseline_total - ) - inequality.top_1_percent_share_reform = float( - (comparison_sorted.loc[top_1_mask, income_var] * comparison_sorted.loc[top_1_mask, "household_weight"]).sum() / comparison_total - ) - inequality.top_1_percent_share_change = inequality.top_1_percent_share_reform - inequality.top_1_percent_share_baseline - - self.session.add(inequality) - - def calculate_winners_losers(self, baseline: "UKModelOutput", comparison: "UKModelOutput") -> None: - """Calculate winners and losers breakdown.""" - baseline_hh = baseline.household.copy() - comparison_hh = comparison.household.copy() - weights = baseline_hh["household_weight"] - - # Calculate income change - if "household_net_income" in baseline_hh.columns: - baseline_hh["pct_change"] = ( - (comparison_hh["household_net_income"] - baseline_hh["household_net_income"]) / - baseline_hh["household_net_income"].clip(lower=1) - ) * 100 - - # Create deciles based on baseline income - if "equiv_hbai_household_net_income" in baseline_hh.columns: - baseline_hh["decile"] = self._get_weighted_deciles( - baseline_hh["equiv_hbai_household_net_income"], weights - ) - else: - baseline_hh["decile"] = self._get_weighted_deciles( - baseline_hh["household_net_income"], weights - ) - - # Overall (decile = 0) - overall_wl = UKWinnersLosers( - report_id=self.report.id, - decile=0, - gain_more_than_5_percent=float(((baseline_hh["pct_change"] >= 5) * weights).sum() / weights.sum()), - gain_more_than_1_percent=float(((baseline_hh["pct_change"] >= 1) * weights).sum() / weights.sum()), - no_change=float(((baseline_hh["pct_change"].abs() < 0.01) * weights).sum() / weights.sum()), - lose_less_than_1_percent=float((((baseline_hh["pct_change"] < 0) & (baseline_hh["pct_change"] >= -1)) * weights).sum() / weights.sum()), - lose_less_than_5_percent=float((((baseline_hh["pct_change"] < -1) & (baseline_hh["pct_change"] >= -5)) * weights).sum() / weights.sum()), - lose_more_than_5_percent=float(((baseline_hh["pct_change"] < -5) * weights).sum() / weights.sum()) - ) - self.session.add(overall_wl) - - # By decile - for decile in range(1, 11): - decile_mask = baseline_hh["decile"] == decile - decile_weights = weights[decile_mask] - - if decile_weights.sum() > 0: - decile_wl = UKWinnersLosers( - report_id=self.report.id, - decile=decile, - gain_more_than_5_percent=float(((baseline_hh.loc[decile_mask, "pct_change"] >= 5) * decile_weights).sum() / decile_weights.sum()), - gain_more_than_1_percent=float(((baseline_hh.loc[decile_mask, "pct_change"] >= 1) * decile_weights).sum() / decile_weights.sum()), - no_change=float(((baseline_hh.loc[decile_mask, "pct_change"].abs() < 0.01) * decile_weights).sum() / decile_weights.sum()), - lose_less_than_1_percent=float((((baseline_hh.loc[decile_mask, "pct_change"] < 0) & (baseline_hh.loc[decile_mask, "pct_change"] >= -1)) * decile_weights).sum() / decile_weights.sum()), - lose_less_than_5_percent=float((((baseline_hh.loc[decile_mask, "pct_change"] < -1) & (baseline_hh.loc[decile_mask, "pct_change"] >= -5)) * decile_weights).sum() / decile_weights.sum()), - lose_more_than_5_percent=float(((baseline_hh.loc[decile_mask, "pct_change"] < -5) * decile_weights).sum() / decile_weights.sum()) - ) - self.session.add(decile_wl) - - def _get_weighted_deciles(self, values: pd.Series, weights: pd.Series) -> pd.Series: - """Create weighted deciles for a series of values.""" - # Sort by values - sorted_indices = values.argsort() - sorted_values = values.iloc[sorted_indices] - sorted_weights = weights.iloc[sorted_indices] - - # Calculate cumulative weights - cumsum_weights = sorted_weights.cumsum() - total_weight = sorted_weights.sum() - - # Create decile boundaries - decile_thresholds = [total_weight * i / 10 for i in range(1, 10)] - - # Assign deciles - deciles = pd.Series(index=values.index, dtype=int) - for i, idx in enumerate(sorted_indices): - cum_weight = cumsum_weights.iloc[i] - decile = 1 - for threshold in decile_thresholds: - if cum_weight > threshold: - decile += 1 - else: - break - deciles.loc[idx] = decile - - return deciles - - def _calculate_gini(self, values: pd.Series, weights: pd.Series) -> float: - """Calculate Gini coefficient for weighted data.""" - # Sort by values - sorted_indices = values.argsort() - sorted_values = values.iloc[sorted_indices] - sorted_weights = weights.iloc[sorted_indices] - - # Calculate cumulative weighted values - cumsum_weighted_values = (sorted_values * sorted_weights).cumsum() - - # Calculate Gini - total_weight = sorted_weights.sum() - total_weighted_value = cumsum_weighted_values.iloc[-1] - - if total_weighted_value == 0: - return 0.0 - - # Area under Lorenz curve - width = sorted_weights / total_weight - area = ((cumsum_weighted_values / total_weighted_value) * width).sum() - - # Gini = 1 - 2 * area_under_lorenz_curve - gini = 1 - 2 * area - return float(np.clip(gini, 0, 1)) \ No newline at end of file diff --git a/src/policyengine/countries/uk/report_refactored.py b/src/policyengine/countries/uk/report_refactored.py deleted file mode 100644 index 8b8a6a17..00000000 --- a/src/policyengine/countries/uk/report_refactored.py +++ /dev/null @@ -1,205 +0,0 @@ -"""UK-specific economic impact report using pure data models. - -This refactored version shows how to use the new architecture that separates -database concerns from calculation logic. -""" - -from typing import Optional -from sqlalchemy.orm import Session - -from .model_output import UKModelOutput -from ...data_models import ( - SimulationDataModel, - ReportMetadataModel, - EconomicImpactModel, -) -from ...calculations import calculate_economic_impacts -from ...adapters import ( - save_economic_impact_to_db, - report_metadata_orm_to_pydantic, -) -from ...database.models import ReportMetadata - - -class UKEconomicImpactReportRefactored: - """UK-specific economic impact report using pure data models. - - This class demonstrates the refactored approach where: - 1. Calculations work with pure Pydantic models - 2. Database operations are handled separately through adapters - 3. The report class acts as a coordinator - """ - - def __init__(self, session: Optional[Session] = None): - """Initialise UK economic impact report. - - Args: - session: Optional database session. If not provided, results - won't be persisted to database. - """ - self.session = session - - def calculate_impacts( - self, - baseline: UKModelOutput, - comparison: UKModelOutput, - report_name: str = "UK Economic Impact Report", - report_id: Optional[str] = None, - ) -> EconomicImpactModel: - """Calculate all economic impacts using pure data models. - - This method works without any database dependencies. - - Args: - baseline: Baseline simulation output - comparison: Comparison/reform simulation output - report_name: Name for the report - report_id: Optional report ID - - Returns: - EconomicImpactModel with all calculated impacts - """ - # Create report metadata - report_metadata = ReportMetadataModel( - id=report_id, - name=report_name, - country="uk", - baseline_simulation_id="baseline", # These would be real IDs in practice - comparison_simulation_id="comparison", - ) - - # Since UKModelOutput now extends SimulationDataModel, - # we can use them directly with the calculation functions - impacts = calculate_economic_impacts( - baseline=baseline, - comparison=comparison, - report_metadata=report_metadata - ) - - return impacts - - def calculate_and_save_impacts( - self, - baseline: UKModelOutput, - comparison: UKModelOutput, - report: ReportMetadata, - ) -> EconomicImpactModel: - """Calculate impacts and save to database. - - Args: - baseline: Baseline simulation output - comparison: Comparison/reform simulation output - report: Report metadata from database - - Returns: - EconomicImpactModel with all calculated impacts - """ - if not self.session: - raise ValueError("Database session required for saving impacts") - - # Convert ORM model to Pydantic - report_metadata = report_metadata_orm_to_pydantic(report) - - # Calculate impacts using pure models - impacts = calculate_economic_impacts( - baseline=baseline, - comparison=comparison, - report_metadata=report_metadata - ) - - # Save to database using adapter - save_economic_impact_to_db(self.session, impacts) - - return impacts - - @classmethod - def calculate_without_database( - cls, - baseline: UKModelOutput, - comparison: UKModelOutput, - report_name: str = "UK Economic Impact Report" - ) -> EconomicImpactModel: - """Static method to calculate impacts without any database dependency. - - This demonstrates that calculations can work completely independently - of database concerns. - - Args: - baseline: Baseline simulation output - comparison: Comparison/reform simulation output - report_name: Name for the report - - Returns: - EconomicImpactModel with all calculated impacts - """ - report_metadata = ReportMetadataModel( - name=report_name, - country="uk", - baseline_simulation_id="baseline", - comparison_simulation_id="comparison", - ) - - return calculate_economic_impacts( - baseline=baseline, - comparison=comparison, - report_metadata=report_metadata - ) - - -# Example usage functions - -def example_pure_calculation(): - """Example of using calculations without database.""" - import pandas as pd - - # Create sample data - sample_household = pd.DataFrame({ - "household_net_income": [30000, 45000, 25000, 60000, 35000], - "household_weight": [1.2, 0.8, 1.5, 0.9, 1.1], - "household_count_people": [2, 3, 1, 4, 2], - "household_tax": [5000, 8000, 3000, 12000, 6000], - "household_benefits": [2000, 1000, 3000, 500, 1500], - }) - - sample_person = pd.DataFrame({ - "person_weight": [1.2, 1.2, 0.8, 0.8, 0.8, 1.5, 0.9, 0.9, 0.9, 0.9, 1.1, 1.1], - "age": [35, 33, 42, 40, 12, 28, 55, 52, 18, 15, 38, 10], - "is_male": [1, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0], - "in_poverty": [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0], - }) - - # Create baseline output - baseline = UKModelOutput( - person=sample_person, - household=sample_household, - benefit_unit=pd.DataFrame(), # Empty for this example - ) - - # Create comparison with some changes - comparison_household = sample_household.copy() - comparison_household["household_net_income"] *= 1.02 # 2% increase - comparison_household["household_tax"] *= 0.95 # 5% tax reduction - - comparison_person = sample_person.copy() - comparison_person["in_poverty"] = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] # Lifted one out of poverty - - comparison = UKModelOutput( - person=comparison_person, - household=comparison_household, - benefit_unit=pd.DataFrame(), - ) - - # Calculate impacts without any database - impacts = UKEconomicImpactReportRefactored.calculate_without_database( - baseline=baseline, - comparison=comparison, - report_name="Example Tax Reform Impact" - ) - - # Access results as pure Python objects - print(f"Budget impact: £{impacts.budget_impact.gov_tax_change:,.2f}") - print(f"Gini change: {impacts.inequality_impact.gini_change:.4f}") - for decile_impact in impacts.decile_impacts: - print(f"Decile {decile_impact.decile}: {decile_impact.relative_change:.2%} change") - - return impacts \ No newline at end of file diff --git a/src/policyengine/countries/us/__init__.py b/src/policyengine/countries/us/__init__.py deleted file mode 100644 index 6dbd097c..00000000 --- a/src/policyengine/countries/us/__init__.py +++ /dev/null @@ -1,11 +0,0 @@ -"""US-specific PolicyEngine components.""" - -from .model_output import USModelOutput, process_us_simulation, US_VARIABLE_WHITELIST -from .report import USEconomicImpactReport - -__all__ = [ - "USModelOutput", - "process_us_simulation", - "US_VARIABLE_WHITELIST", - "USEconomicImpactReport", -] \ No newline at end of file diff --git a/src/policyengine/countries/us/model_output.py b/src/policyengine/countries/us/model_output.py deleted file mode 100644 index 83a32745..00000000 --- a/src/policyengine/countries/us/model_output.py +++ /dev/null @@ -1,102 +0,0 @@ -from ..general import process_simulation -from ...data_models import SimulationDataModel -from pydantic import ConfigDict -import pandas as pd -from typing import List, Optional, TYPE_CHECKING -if TYPE_CHECKING: - from policyengine_us import Simulation - -class USModelOutput(SimulationDataModel): - """US-specific model output that extends SimulationDataModel.""" - # US has these specific entities - marital_unit: Optional[pd.DataFrame] = None - family: Optional[pd.DataFrame] = None - tax_unit: Optional[pd.DataFrame] = None - spm_unit: Optional[pd.DataFrame] = None - - # US doesn't have benefit_unit - benefit_unit: None = None - - @property - def table_names(self) -> List[str]: - """Get US-specific table names.""" - return ["person", "marital_unit", "family", "tax_unit", "spm_unit", "household"] - - model_config = ConfigDict(arbitrary_types_allowed=True) - -US_VARIABLE_WHITELIST = [ - # ID columns for linking entities - "person_id", - "person_household_id", - "person_tax_unit_id", - "person_spm_unit_id", - "person_family_id", - "person_marital_unit_id", - "tax_unit_id", - "spm_unit_id", - "family_id", - "marital_unit_id", - "household_id", - - # Income - "household_net_income", - "household_net_income_including_health_benefits", - "equiv_household_net_income", - "household_market_income", - "household_income_decile", - "employment_income", - "self_employment_income", - - # Weights - "household_weight", - "person_weight", - "tax_unit_weight", - "spm_unit_weight", - "family_weight", - "household_count_people", - - # Demographics - "age", - "is_male", - - # Poverty (SPM-based) - "in_poverty", - "in_deep_poverty", - "poverty_gap", - "deep_poverty_gap", - - # Federal taxes and benefits - "household_tax", - "household_benefits", - "household_state_tax_before_refundable_credits", - "household_state_benefits", - "household_refundable_tax_credits", - "household_refundable_state_tax_credits", - - # Specific federal programs - "snap", - "tanf", - "ssi", - "social_security", - "eitc", - "ctc", - "wic", - "unemployment_compensation", - "medicaid", - - # State programs (if available) - "state_eitc", - "state_ctc", -] - -def process_us_simulation(simulation: "Simulation", year: int) -> USModelOutput: - entity_tables = process_simulation(simulation, year, variable_whitelist=US_VARIABLE_WHITELIST) - - return USModelOutput( - person=entity_tables.get("person"), - marital_unit=entity_tables.get("marital_unit"), - family=entity_tables.get("family"), - tax_unit=entity_tables.get("tax_unit"), - spm_unit=entity_tables.get("spm_unit"), - household=entity_tables.get("household"), - ) \ No newline at end of file diff --git a/src/policyengine/countries/us/report.py b/src/policyengine/countries/us/report.py deleted file mode 100644 index 2ca23407..00000000 --- a/src/policyengine/countries/us/report.py +++ /dev/null @@ -1,582 +0,0 @@ -"""US-specific economic impact report.""" - -from typing import TYPE_CHECKING -import pandas as pd -import numpy as np -from sqlalchemy.orm import Session - -if TYPE_CHECKING: - from .model_output import USModelOutput - from ...database.models import ReportMetadata - -from ...database.models import ( - USGovernmentBudget, - USHouseholdIncome, - USDecileImpact, - USPovertyImpact, - USInequalityImpact, - USWinnersLosers, - USProgramImpact, -) - - -class USEconomicImpactReport: - """US-specific economic impact report.""" - - def __init__(self, session: Session, report_metadata: "ReportMetadata"): - """Initialise US economic impact report. - - Args: - session: Database session - report_metadata: Report metadata from database - """ - self.session = session - self.report = report_metadata - - def calculate_all_impacts(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: - """Calculate all US economic impacts and populate database tables. - - Args: - baseline: Baseline simulation output - comparison: Comparison/reform simulation output - """ - # Calculate and store all impacts - self.calculate_government_budget(baseline, comparison) - self.calculate_household_income(baseline, comparison) - self.calculate_decile_impacts(baseline, comparison) - self.calculate_poverty_impacts(baseline, comparison) - self.calculate_inequality_impacts(baseline, comparison) - self.calculate_winners_losers(baseline, comparison) - self.calculate_program_impacts(baseline, comparison) - - # Commit all changes to the database - self.session.commit() - - def calculate_government_budget(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: - """Calculate government budget impacts.""" - budget = USGovernmentBudget(report_id=self.report.id) - - baseline_hh = baseline.household - comparison_hh = comparison.household - weights = baseline_hh["household_weight"] - - # Total tax revenues (federal + state) - if "household_tax" in baseline_hh.columns: - budget.total_tax_baseline = float((baseline_hh["household_tax"] * weights).sum()) - budget.total_tax_reform = float((comparison_hh["household_tax"] * weights).sum()) - budget.total_tax_change = budget.total_tax_reform - budget.total_tax_baseline - - # State tax (before refundable credits + refundable credits) - if "household_state_tax_before_refundable_credits" in baseline_hh.columns and "household_refundable_state_tax_credits" in baseline_hh.columns: - state_tax_baseline = baseline_hh["household_state_tax_before_refundable_credits"] - baseline_hh["household_refundable_state_tax_credits"] - state_tax_reform = comparison_hh["household_state_tax_before_refundable_credits"] - comparison_hh["household_refundable_state_tax_credits"] - budget.state_tax_baseline = float((state_tax_baseline * weights).sum()) - budget.state_tax_reform = float((state_tax_reform * weights).sum()) - budget.state_tax_change = budget.state_tax_reform - budget.state_tax_baseline - - # Federal tax (total - state) - if "household_tax" in baseline_hh.columns: - federal_tax_baseline = baseline_hh["household_tax"] - state_tax_baseline - federal_tax_reform = comparison_hh["household_tax"] - state_tax_reform - budget.federal_tax_baseline = float((federal_tax_baseline * weights).sum()) - budget.federal_tax_reform = float((federal_tax_reform * weights).sum()) - budget.federal_tax_change = budget.federal_tax_reform - budget.federal_tax_baseline - - # Total benefits - if "household_benefits" in baseline_hh.columns: - budget.total_benefits_baseline = float((baseline_hh["household_benefits"] * weights).sum()) - budget.total_benefits_reform = float((comparison_hh["household_benefits"] * weights).sum()) - budget.total_benefits_change = budget.total_benefits_reform - budget.total_benefits_baseline - - # Federal benefits (total - state) - if "household_benefits" in baseline_hh.columns and "household_state_benefits" in baseline_hh.columns: - federal_benefits_baseline = baseline_hh["household_benefits"] - baseline_hh["household_state_benefits"] - federal_benefits_reform = comparison_hh["household_benefits"] - comparison_hh["household_state_benefits"] - budget.federal_benefits_baseline = float((federal_benefits_baseline * weights).sum()) - budget.federal_benefits_reform = float((federal_benefits_reform * weights).sum()) - budget.federal_benefits_change = budget.federal_benefits_reform - budget.federal_benefits_baseline - - # State benefits - if "household_state_benefits" in baseline_hh.columns: - budget.state_benefits_baseline = float((baseline_hh["household_state_benefits"] * weights).sum()) - budget.state_benefits_reform = float((comparison_hh["household_state_benefits"] * weights).sum()) - budget.state_benefits_change = budget.state_benefits_reform - budget.state_benefits_baseline - - # Net impact (revenue increase - spending increase) - if budget.total_tax_change is not None and budget.total_benefits_change is not None: - budget.net_impact = budget.total_tax_change - budget.total_benefits_change - - self.session.add(budget) - - def calculate_household_income(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: - """Calculate household income impacts.""" - income = USHouseholdIncome(report_id=self.report.id) - - baseline_hh = baseline.household - comparison_hh = comparison.household - weights = baseline_hh["household_weight"] - - # Market income - if "household_market_income" in baseline_hh.columns: - income.household_market_income_baseline = float((baseline_hh["household_market_income"] * weights).sum()) - income.household_market_income_reform = float((comparison_hh["household_market_income"] * weights).sum()) - income.household_market_income_change = income.household_market_income_reform - income.household_market_income_baseline - - # Net income - if "household_net_income" in baseline_hh.columns: - income.household_net_income_baseline = float((baseline_hh["household_net_income"] * weights).sum()) - income.household_net_income_reform = float((comparison_hh["household_net_income"] * weights).sum()) - income.household_net_income_change = income.household_net_income_reform - income.household_net_income_baseline - - # Net income including health benefits - if "household_net_income_including_health_benefits" in baseline_hh.columns: - income.household_net_income_with_health_baseline = float((baseline_hh["household_net_income_including_health_benefits"] * weights).sum()) - income.household_net_income_with_health_reform = float((comparison_hh["household_net_income_including_health_benefits"] * weights).sum()) - income.household_net_income_with_health_change = income.household_net_income_with_health_reform - income.household_net_income_with_health_baseline - - self.session.add(income) - - def calculate_decile_impacts(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: - """Calculate impacts by income decile.""" - baseline_hh = baseline.household.copy() - comparison_hh = comparison.household.copy() - weights = baseline_hh["household_weight"] - - # Use equivalized household net income for decile creation - income_var = "equiv_household_net_income" if "equiv_household_net_income" in baseline_hh.columns else "household_net_income" - - if income_var not in baseline_hh.columns: - return - - # Create weighted deciles - baseline_hh["decile"] = self._get_weighted_deciles(baseline_hh[income_var], weights) - comparison_hh["decile"] = baseline_hh["decile"] - - # Calculate income changes - baseline_hh["income_change"] = comparison_hh[income_var] - baseline_hh[income_var] - total_benefit = (baseline_hh["income_change"] * weights).sum() - - # Overall (decile = 0) - overall_impact = USDecileImpact( - report_id=self.report.id, - decile=0, - relative_change=float(((comparison_hh[income_var] * weights).sum() / (baseline_hh[income_var] * weights).sum() - 1) * 100) if (baseline_hh[income_var] * weights).sum() != 0 else 0, - average_change=float((baseline_hh["income_change"] * weights).sum() / weights.sum()), - share_of_benefit=100.0 - ) - self.session.add(overall_impact) - - # By decile - for decile in range(1, 11): - decile_mask = baseline_hh["decile"] == decile - decile_weights = weights[decile_mask] - - if decile_weights.sum() > 0: - baseline_income = (baseline_hh.loc[decile_mask, income_var] * decile_weights).sum() - reform_income = (comparison_hh.loc[decile_mask, income_var] * decile_weights).sum() - income_change = (baseline_hh.loc[decile_mask, "income_change"] * decile_weights).sum() - - decile_impact = USDecileImpact( - report_id=self.report.id, - decile=decile, - relative_change=float((reform_income / baseline_income - 1) * 100) if baseline_income != 0 else 0, - average_change=float(income_change / decile_weights.sum()), - share_of_benefit=float(income_change / total_benefit * 100) if total_benefit != 0 else 0 - ) - self.session.add(decile_impact) - - def calculate_poverty_impacts(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: - """Calculate poverty impacts using SPM definitions.""" - # Check if poverty variables exist - baseline_hh = baseline.household - comparison_hh = comparison.household - - poverty_variables = [ - ("in_poverty", "spm"), - ("in_deep_poverty", "deep"), - ] - - # Check if any poverty variables exist - poverty_vars_exist = any(pv[0] in baseline_hh.columns for pv in poverty_variables) - - if not poverty_vars_exist: - # Try SPM unit level poverty - if hasattr(baseline, 'spm_unit') and baseline.spm_unit is not None: - self._calculate_spm_unit_poverty(baseline, comparison) - return - - # Get person-level data - baseline_person = baseline.person - comparison_person = comparison.person - person_weights = baseline_person["person_weight"] - - # Demographic groups - demographic_groups = ["all", "child", "adult", "senior"] - - for poverty_var, poverty_type in poverty_variables: - if poverty_var not in baseline_hh.columns: - continue - - # Map household poverty to person level - baseline_person["in_poverty"] = baseline_person["person_household_id"].map( - baseline_hh.set_index("household_id")[poverty_var] - ) - comparison_person["in_poverty"] = comparison_person["person_household_id"].map( - comparison_hh.set_index("household_id")[poverty_var] - ) - - # Also get poverty gap if available - gap_var = poverty_var.replace("in_", "") + "_gap" - has_gap = gap_var in baseline_hh.columns - - if has_gap: - baseline_person["poverty_gap"] = baseline_person["person_household_id"].map( - baseline_hh.set_index("household_id")[gap_var] - ) - comparison_person["poverty_gap"] = comparison_person["person_household_id"].map( - comparison_hh.set_index("household_id")[gap_var] - ) - - for group in demographic_groups: - if group == "all": - mask = pd.Series([True] * len(baseline_person)) - elif group == "child" and "age" in baseline_person.columns: - mask = baseline_person["age"] < 18 - elif group == "adult" and "age" in baseline_person.columns: - mask = (baseline_person["age"] >= 18) & (baseline_person["age"] < 65) - elif group == "senior" and "age" in baseline_person.columns: - mask = baseline_person["age"] >= 65 - else: - continue - - group_weights = person_weights[mask] - if group_weights.sum() > 0: - poverty_impact = USPovertyImpact( - report_id=self.report.id, - poverty_type=poverty_type, - demographic_group=group, - headcount_baseline=float((baseline_person.loc[mask, "in_poverty"] * group_weights).sum()), - headcount_reform=float((comparison_person.loc[mask, "in_poverty"] * group_weights).sum()), - rate_baseline=float((baseline_person.loc[mask, "in_poverty"] * group_weights).sum() / group_weights.sum()), - rate_reform=float((comparison_person.loc[mask, "in_poverty"] * group_weights).sum() / group_weights.sum()) - ) - poverty_impact.headcount_change = poverty_impact.headcount_reform - poverty_impact.headcount_baseline - poverty_impact.rate_change = poverty_impact.rate_reform - poverty_impact.rate_baseline - - # Add poverty gap if available - if has_gap: - poverty_impact.gap_baseline = float((baseline_person.loc[mask, "poverty_gap"] * group_weights).sum()) - poverty_impact.gap_reform = float((comparison_person.loc[mask, "poverty_gap"] * group_weights).sum()) - poverty_impact.gap_change = poverty_impact.gap_reform - poverty_impact.gap_baseline - - self.session.add(poverty_impact) - - def _calculate_spm_unit_poverty(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: - """Calculate poverty using SPM unit level data.""" - baseline_spm = baseline.spm_unit - comparison_spm = comparison.spm_unit - - if baseline_spm is None or "in_poverty" not in baseline_spm.columns: - return - - # Get person data for demographics - baseline_person = baseline.person - comparison_person = comparison.person - - # Map SPM poverty to person level - baseline_person["in_poverty"] = baseline_person["person_spm_unit_id"].map( - baseline_spm.set_index("spm_unit_id")["in_poverty"] - ) - comparison_person["in_poverty"] = comparison_person["person_spm_unit_id"].map( - comparison_spm.set_index("spm_unit_id")["in_poverty"] - ) - - person_weights = baseline_person["person_weight"] - - # Calculate for all - poverty_impact = USPovertyImpact( - report_id=self.report.id, - poverty_type="spm", - demographic_group="all", - headcount_baseline=float((baseline_person["in_poverty"] * person_weights).sum()), - headcount_reform=float((comparison_person["in_poverty"] * person_weights).sum()), - rate_baseline=float((baseline_person["in_poverty"] * person_weights).sum() / person_weights.sum()), - rate_reform=float((comparison_person["in_poverty"] * person_weights).sum() / person_weights.sum()) - ) - poverty_impact.headcount_change = poverty_impact.headcount_reform - poverty_impact.headcount_baseline - poverty_impact.rate_change = poverty_impact.rate_reform - poverty_impact.rate_baseline - self.session.add(poverty_impact) - - def calculate_inequality_impacts(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: - """Calculate inequality metrics.""" - inequality = USInequalityImpact(report_id=self.report.id) - - baseline_hh = baseline.household - comparison_hh = comparison.household - weights = baseline_hh["household_weight"] - - income_var = "equiv_household_net_income" if "equiv_household_net_income" in baseline_hh.columns else "household_net_income" - - if income_var in baseline_hh.columns: - # Calculate Gini coefficient - inequality.gini_baseline = self._calculate_gini(baseline_hh[income_var], weights) - inequality.gini_reform = self._calculate_gini(comparison_hh[income_var], weights) - inequality.gini_change = inequality.gini_reform - inequality.gini_baseline - - # Calculate top income shares - baseline_sorted = baseline_hh.sort_values(income_var, ascending=False) - comparison_sorted = comparison_hh.sort_values(income_var, ascending=False) - - # Top 10% - cumulative_weight = baseline_sorted["household_weight"].cumsum() - total_weight = weights.sum() - top_10_mask = cumulative_weight <= (total_weight * 0.1) - - baseline_total = (baseline_hh[income_var] * weights).sum() - comparison_total = (comparison_hh[income_var] * weights).sum() - - inequality.top_10_percent_share_baseline = float( - (baseline_sorted.loc[top_10_mask, income_var] * baseline_sorted.loc[top_10_mask, "household_weight"]).sum() / baseline_total - ) if baseline_total != 0 else 0 - inequality.top_10_percent_share_reform = float( - (comparison_sorted.loc[top_10_mask, income_var] * comparison_sorted.loc[top_10_mask, "household_weight"]).sum() / comparison_total - ) if comparison_total != 0 else 0 - inequality.top_10_percent_share_change = inequality.top_10_percent_share_reform - inequality.top_10_percent_share_baseline - - # Top 1% - top_1_mask = cumulative_weight <= (total_weight * 0.01) - inequality.top_1_percent_share_baseline = float( - (baseline_sorted.loc[top_1_mask, income_var] * baseline_sorted.loc[top_1_mask, "household_weight"]).sum() / baseline_total - ) if baseline_total != 0 else 0 - inequality.top_1_percent_share_reform = float( - (comparison_sorted.loc[top_1_mask, income_var] * comparison_sorted.loc[top_1_mask, "household_weight"]).sum() / comparison_total - ) if comparison_total != 0 else 0 - inequality.top_1_percent_share_change = inequality.top_1_percent_share_reform - inequality.top_1_percent_share_baseline - - # Bottom 50% - bottom_50_mask = cumulative_weight >= (total_weight * 0.5) - baseline_sorted_asc = baseline_hh.sort_values(income_var, ascending=True) - comparison_sorted_asc = comparison_hh.sort_values(income_var, ascending=True) - cumulative_weight_asc = baseline_sorted_asc["household_weight"].cumsum() - bottom_50_mask = cumulative_weight_asc <= (total_weight * 0.5) - - inequality.bottom_50_percent_share_baseline = float( - (baseline_sorted_asc.loc[bottom_50_mask, income_var] * baseline_sorted_asc.loc[bottom_50_mask, "household_weight"]).sum() / baseline_total - ) if baseline_total != 0 else 0 - inequality.bottom_50_percent_share_reform = float( - (comparison_sorted_asc.loc[bottom_50_mask, income_var] * comparison_sorted_asc.loc[bottom_50_mask, "household_weight"]).sum() / comparison_total - ) if comparison_total != 0 else 0 - inequality.bottom_50_percent_share_change = inequality.bottom_50_percent_share_reform - inequality.bottom_50_percent_share_baseline - - self.session.add(inequality) - - def calculate_winners_losers(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: - """Calculate winners and losers breakdown.""" - baseline_hh = baseline.household.copy() - comparison_hh = comparison.household.copy() - weights = baseline_hh["household_weight"] - - # Calculate income change - if "household_net_income" in baseline_hh.columns: - baseline_hh["pct_change"] = ( - (comparison_hh["household_net_income"] - baseline_hh["household_net_income"]) / - baseline_hh["household_net_income"].clip(lower=1) - ) * 100 - - # Create deciles based on baseline income - income_var = "equiv_household_net_income" if "equiv_household_net_income" in baseline_hh.columns else "household_net_income" - baseline_hh["decile"] = self._get_weighted_deciles(baseline_hh[income_var], weights) - - # Overall (decile = 0) - overall_wl = USWinnersLosers( - report_id=self.report.id, - decile=0, - gain_more_than_5_percent=float(((baseline_hh["pct_change"] >= 5) * weights).sum() / weights.sum()), - gain_more_than_1_percent=float(((baseline_hh["pct_change"] >= 1) * weights).sum() / weights.sum()), - no_change=float(((baseline_hh["pct_change"].abs() < 0.01) * weights).sum() / weights.sum()), - lose_less_than_1_percent=float((((baseline_hh["pct_change"] < 0) & (baseline_hh["pct_change"] >= -1)) * weights).sum() / weights.sum()), - lose_less_than_5_percent=float((((baseline_hh["pct_change"] < -1) & (baseline_hh["pct_change"] >= -5)) * weights).sum() / weights.sum()), - lose_more_than_5_percent=float(((baseline_hh["pct_change"] < -5) * weights).sum() / weights.sum()) - ) - self.session.add(overall_wl) - - # By decile - for decile in range(1, 11): - decile_mask = baseline_hh["decile"] == decile - decile_weights = weights[decile_mask] - - if decile_weights.sum() > 0: - decile_wl = USWinnersLosers( - report_id=self.report.id, - decile=decile, - gain_more_than_5_percent=float(((baseline_hh.loc[decile_mask, "pct_change"] >= 5) * decile_weights).sum() / decile_weights.sum()), - gain_more_than_1_percent=float(((baseline_hh.loc[decile_mask, "pct_change"] >= 1) * decile_weights).sum() / decile_weights.sum()), - no_change=float(((baseline_hh.loc[decile_mask, "pct_change"].abs() < 0.01) * decile_weights).sum() / decile_weights.sum()), - lose_less_than_1_percent=float((((baseline_hh.loc[decile_mask, "pct_change"] < 0) & (baseline_hh.loc[decile_mask, "pct_change"] >= -1)) * decile_weights).sum() / decile_weights.sum()), - lose_less_than_5_percent=float((((baseline_hh.loc[decile_mask, "pct_change"] < -1) & (baseline_hh.loc[decile_mask, "pct_change"] >= -5)) * decile_weights).sum() / decile_weights.sum()), - lose_more_than_5_percent=float(((baseline_hh.loc[decile_mask, "pct_change"] < -5) * decile_weights).sum() / decile_weights.sum()) - ) - self.session.add(decile_wl) - - def calculate_program_impacts(self, baseline: "USModelOutput", comparison: "USModelOutput") -> None: - """Calculate program-specific impacts.""" - # Programs can be at different entity levels - tax_unit_programs = [ - ("eitc", "EITC"), - ("ctc", "Child Tax Credit"), - ] - - spm_unit_programs = [ - ("tanf", "TANF"), - ] - - household_programs = [ - ("snap", "SNAP"), - ("ssi", "SSI"), - ("social_security", "Social Security"), - ("wic", "WIC"), - ("medicaid", "Medicaid"), - ("unemployment_compensation", "Unemployment"), - ] - - # Process tax unit programs - if hasattr(baseline, 'tax_unit'): - baseline_tu = baseline.tax_unit - comparison_tu = comparison.tax_unit - tu_weights = baseline_tu["tax_unit_weight"] if "tax_unit_weight" in baseline_tu.columns else None - - for var_name, program_label in tax_unit_programs: - if var_name not in baseline_tu.columns: - continue - - self._create_program_impact( - var_name, program_label, - baseline_tu, comparison_tu, tu_weights - ) - - # Process SPM unit programs - if hasattr(baseline, 'spm_unit'): - baseline_spm = baseline.spm_unit - comparison_spm = comparison.spm_unit - spm_weights = baseline_spm["spm_unit_weight"] if "spm_unit_weight" in baseline_spm.columns else None - - for var_name, program_label in spm_unit_programs: - if var_name not in baseline_spm.columns: - continue - - self._create_program_impact( - var_name, program_label, - baseline_spm, comparison_spm, spm_weights - ) - - # Process household programs - baseline_hh = baseline.household - comparison_hh = comparison.household - weights = baseline_hh["household_weight"] - - for var_name, program_label in household_programs: - if var_name not in baseline_hh.columns: - continue - - self._create_program_impact( - var_name, program_label, - baseline_hh, comparison_hh, weights - ) - - def _create_program_impact(self, var_name, program_label, baseline_df, comparison_df, weights): - """Create impact for a single program.""" - if weights is None: - return # Skip if no weights available - - program_impact = USProgramImpact( - report_id=self.report.id, - program_name=program_label - ) - - # Calculate total cost - program_impact.baseline_cost = float((baseline_df[var_name] * weights).sum()) - program_impact.reform_cost = float((comparison_df[var_name] * weights).sum()) - program_impact.cost_change = program_impact.reform_cost - program_impact.baseline_cost - - # Calculate number of recipients (entities with positive benefits) - baseline_recipients = (baseline_df[var_name] > 0) * weights - comparison_recipients = (comparison_df[var_name] > 0) * weights - - program_impact.baseline_recipients = float(baseline_recipients.sum()) - program_impact.reform_recipients = float(comparison_recipients.sum()) - program_impact.recipients_change = program_impact.reform_recipients - program_impact.baseline_recipients - - # Calculate average benefit per recipient - if program_impact.baseline_recipients > 0: - baseline_recipient_mask = baseline_df[var_name] > 0 - baseline_recipient_weights = weights[baseline_recipient_mask] - program_impact.baseline_average_benefit = float( - (baseline_df.loc[baseline_recipient_mask, var_name] * baseline_recipient_weights).sum() / baseline_recipient_weights.sum() - ) - else: - program_impact.baseline_average_benefit = 0 - - if program_impact.reform_recipients > 0: - reform_recipient_mask = comparison_df[var_name] > 0 - reform_recipient_weights = weights[reform_recipient_mask] - program_impact.reform_average_benefit = float( - (comparison_df.loc[reform_recipient_mask, var_name] * reform_recipient_weights).sum() / reform_recipient_weights.sum() - ) - else: - program_impact.reform_average_benefit = 0 - - program_impact.average_benefit_change = program_impact.reform_average_benefit - program_impact.baseline_average_benefit - - self.session.add(program_impact) - - def _get_weighted_deciles(self, values: pd.Series, weights: pd.Series) -> pd.Series: - """Create weighted deciles for a series of values.""" - # Sort by values - sorted_indices = values.argsort() - sorted_weights = weights.iloc[sorted_indices] - - # Calculate cumulative weights - cumsum_weights = sorted_weights.cumsum() - total_weight = sorted_weights.sum() - - # Create decile boundaries - decile_thresholds = [total_weight * i / 10 for i in range(1, 10)] - - # Assign deciles - deciles = pd.Series(index=values.index, dtype=int) - for i, idx in enumerate(sorted_indices): - cum_weight = cumsum_weights.iloc[i] - decile = 1 - for threshold in decile_thresholds: - if cum_weight > threshold: - decile += 1 - else: - break - deciles.loc[idx] = decile - - return deciles - - def _calculate_gini(self, values: pd.Series, weights: pd.Series) -> float: - """Calculate Gini coefficient for weighted data.""" - # Sort by values - sorted_indices = values.argsort() - sorted_values = values.iloc[sorted_indices] - sorted_weights = weights.iloc[sorted_indices] - - # Calculate cumulative weighted values - cumsum_weighted_values = (sorted_values * sorted_weights).cumsum() - - # Calculate Gini - total_weight = sorted_weights.sum() - total_weighted_value = cumsum_weighted_values.iloc[-1] - - if total_weighted_value == 0: - return 0.0 - - # Area under Lorenz curve - width = sorted_weights / total_weight - area = ((cumsum_weighted_values / total_weighted_value) * width).sum() - - # Gini = 1 - 2 * area_under_lorenz_curve - gini = 1 - 2 * area - return float(np.clip(gini, 0, 1)) \ No newline at end of file diff --git a/src/policyengine/data_models.py b/src/policyengine/data_models.py deleted file mode 100644 index 85cec931..00000000 --- a/src/policyengine/data_models.py +++ /dev/null @@ -1,233 +0,0 @@ -"""Pure Pydantic data models for PolicyEngine calculations. - -These models are independent of database concerns and can be used -for calculations without any database dependencies. -""" - -from pydantic import BaseModel, ConfigDict, Field -from typing import Dict, List, Optional, Any -from datetime import datetime -import pandas as pd - - -class SimulationDataModel(BaseModel): - """Pure data model for simulation data.""" - model_config = ConfigDict(arbitrary_types_allowed=True) - - # DataFrames for each entity - person: pd.DataFrame - household: pd.DataFrame - - # Optional DataFrames for different countries - marital_unit: Optional[pd.DataFrame] = None - family: Optional[pd.DataFrame] = None - tax_unit: Optional[pd.DataFrame] = None - spm_unit: Optional[pd.DataFrame] = None - benefit_unit: Optional[pd.DataFrame] = None - - @property - def table_names(self) -> List[str]: - """Get list of available table names.""" - names = [] - for name in ["person", "household", "marital_unit", "family", "tax_unit", "spm_unit", "benefit_unit"]: - if hasattr(self, name) and getattr(self, name) is not None: - names.append(name) - return names - - def get_tables(self) -> Dict[str, pd.DataFrame]: - """Get all available tables as a dictionary.""" - return { - name: getattr(self, name) - for name in self.table_names - if getattr(self, name) is not None - } - - def to_dict(self) -> Dict[str, Dict[str, Any]]: - """Convert to dictionary format for serialization.""" - tables = self.get_tables() - return { - name: { - col: df[col].values.tolist() - for col in df.columns - } - for name, df in tables.items() - } - - @classmethod - def from_dict(cls, data: Dict[str, Any]) -> "SimulationDataModel": - """Create from dictionary representation.""" - tables = {} - for name, table_data in data.items(): - if isinstance(table_data, pd.DataFrame): - tables[name] = table_data - elif isinstance(table_data, dict): - tables[name] = pd.DataFrame(table_data) - else: - tables[name] = table_data - - # Ensure required fields exist - if "person" not in tables: - tables["person"] = pd.DataFrame() - if "household" not in tables: - tables["household"] = pd.DataFrame() - - return cls(**tables) - - -class ParameterChangeModel(BaseModel): - """Pure data model for parameter changes.""" - parameter_name: str - start_date: datetime - end_date: Optional[datetime] = None - value: Any - description: Optional[str] = None - order_index: int = 0 - - -class ScenarioModel(BaseModel): - """Pure data model for scenarios.""" - name: str - country: str - description: Optional[str] = None - parameter_changes: List[ParameterChangeModel] = Field(default_factory=list) - parent_scenario_name: Optional[str] = None - model_version: Optional[str] = None - - -class DatasetModel(BaseModel): - """Pure data model for datasets.""" - name: str - country: str - year: Optional[int] = None - source: Optional[str] = None - version: Optional[str] = None - description: Optional[str] = None - model_version: Optional[str] = None - - -class SimulationMetadataModel(BaseModel): - """Pure data model for simulation metadata.""" - id: Optional[str] = None - country: str - year: Optional[int] = None - dataset: DatasetModel - scenario: ScenarioModel - model_version: Optional[str] = None - status: str = "pending" - description: Optional[str] = None - tags: List[str] = Field(default_factory=list) - - -class ReportMetadataModel(BaseModel): - """Pure data model for report metadata.""" - id: Optional[str] = None - name: str - country: str - year: Optional[int] = None - baseline_simulation_id: str - comparison_simulation_id: str - status: str = "pending" - description: Optional[str] = None - tags: List[str] = Field(default_factory=list) - - -# Impact result models - -class BudgetImpactModel(BaseModel): - """Pure data model for budget impacts.""" - # Overall budget - gov_balance_baseline: Optional[float] = None - gov_balance_reform: Optional[float] = None - gov_balance_change: Optional[float] = None - - # Tax revenues - gov_tax_baseline: Optional[float] = None - gov_tax_reform: Optional[float] = None - gov_tax_change: Optional[float] = None - - # Government spending - gov_spending_baseline: Optional[float] = None - gov_spending_reform: Optional[float] = None - gov_spending_change: Optional[float] = None - - # Additional fields can be added dynamically - additional_metrics: Dict[str, Dict[str, float]] = Field(default_factory=dict) - - -class HouseholdIncomeImpactModel(BaseModel): - """Pure data model for household income impacts.""" - household_market_income_baseline: Optional[float] = None - household_market_income_reform: Optional[float] = None - household_market_income_change: Optional[float] = None - - household_net_income_baseline: Optional[float] = None - household_net_income_reform: Optional[float] = None - household_net_income_change: Optional[float] = None - - # Additional income metrics - additional_metrics: Dict[str, Dict[str, float]] = Field(default_factory=dict) - - -class DecileImpactModel(BaseModel): - """Pure data model for decile impacts.""" - decile: int - decile_type: str # 'income', 'wealth', 'consumption' - - relative_change: float - average_change: float - share_of_benefit: Optional[float] = None - - # Winners and losers breakdown - gain_more_than_5_percent: Optional[float] = None - gain_more_than_1_percent: Optional[float] = None - no_change: Optional[float] = None - lose_less_than_1_percent: Optional[float] = None - lose_less_than_5_percent: Optional[float] = None - lose_more_than_5_percent: Optional[float] = None - - -class PovertyImpactModel(BaseModel): - """Pure data model for poverty impacts.""" - poverty_type: str # 'absolute', 'relative', 'spm', 'deep' - demographic_group: str # 'all', 'child', 'adult', 'senior' - - headcount_baseline: Optional[float] = None - headcount_reform: Optional[float] = None - headcount_change: Optional[float] = None - - rate_baseline: Optional[float] = None - rate_reform: Optional[float] = None - rate_change: Optional[float] = None - - gap_baseline: Optional[float] = None - gap_reform: Optional[float] = None - gap_change: Optional[float] = None - - -class InequalityImpactModel(BaseModel): - """Pure data model for inequality impacts.""" - gini_baseline: Optional[float] = None - gini_reform: Optional[float] = None - gini_change: Optional[float] = None - - top_10_percent_share_baseline: Optional[float] = None - top_10_percent_share_reform: Optional[float] = None - top_10_percent_share_change: Optional[float] = None - - top_1_percent_share_baseline: Optional[float] = None - top_1_percent_share_reform: Optional[float] = None - top_1_percent_share_change: Optional[float] = None - - bottom_50_percent_share_baseline: Optional[float] = None - bottom_50_percent_share_reform: Optional[float] = None - bottom_50_percent_share_change: Optional[float] = None - - -class EconomicImpactModel(BaseModel): - """Complete economic impact results.""" - report_metadata: ReportMetadataModel - budget_impact: Optional[BudgetImpactModel] = None - household_income: Optional[HouseholdIncomeImpactModel] = None - decile_impacts: List[DecileImpactModel] = Field(default_factory=list) - poverty_impacts: List[PovertyImpactModel] = Field(default_factory=list) - inequality_impact: Optional[InequalityImpactModel] = None \ No newline at end of file diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py deleted file mode 100644 index 0da38524..00000000 --- a/src/policyengine/database/__init__.py +++ /dev/null @@ -1,86 +0,0 @@ -"""Database abstraction for PolicyEngine with hybrid storage.""" - -from .database import Database -from .models import ( - SimulationMetadata, - DatasetMetadata, - ScenarioMetadata, - ParameterMetadata, - ParameterChangeMetadata, - SimulationStatus, - VariableMetadata, - User, - ReportMetadata, - UKGovernmentBudget, - UKHouseholdIncome, - UKDecileImpact, - UKPovertyImpact, - UKInequalityImpact, - UKWinnersLosers, - USGovernmentBudget, - USHouseholdIncome, - USDecileImpact, - USPovertyImpact, - USInequalityImpact, - USWinnersLosers, - USProgramImpact, -) -from ..utils import ( - import_parameters_from_tax_benefit_system, - extract_parameter_metadata, - extract_parameter_changes, - get_parameter_value_at_instant, - apply_parameter_changes_to_simulation, - import_variables_from_tax_benefit_system, - extract_variable_metadata -) -from .storage_backend import StorageBackend -from .scenario_manager import ScenarioManager -from .dataset_manager import DatasetManager -from .simulation_manager import SimulationManager -from .report_manager import ReportManager - -__all__ = [ - # Main classes - "Database", - - # Models - "SimulationMetadata", - "DatasetMetadata", - "ScenarioMetadata", - "ParameterMetadata", - "ParameterChangeMetadata", - "VariableMetadata", - "User", - "SimulationStatus", - "ReportMetadata", - "UKGovernmentBudget", - "UKHouseholdIncome", - "UKDecileImpact", - "UKPovertyImpact", - "UKInequalityImpact", - "UKWinnersLosers", - "USGovernmentBudget", - "USHouseholdIncome", - "USDecileImpact", - "USPovertyImpact", - "USInequalityImpact", - "USWinnersLosers", - "USProgramImpact", - - # Managers (for advanced use) - "StorageBackend", - "ScenarioManager", - "DatasetManager", - "SimulationManager", - "ReportManager", - - # Utilities - "import_parameters_from_tax_benefit_system", - "extract_parameter_metadata", - "extract_parameter_changes", - "get_parameter_value_at_instant", - "apply_parameter_changes_to_simulation", - "import_variables_from_tax_benefit_system", - "extract_variable_metadata", -] \ No newline at end of file diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py deleted file mode 100644 index 3553d26f..00000000 --- a/src/policyengine/database/database.py +++ /dev/null @@ -1,715 +0,0 @@ -"""Database management for PolicyEngine simulations and metadata.""" - -import os -from typing import Optional, Any, List -from contextlib import contextmanager -from datetime import datetime -from pathlib import Path -from sqlalchemy import create_engine, event -from sqlalchemy.orm import sessionmaker, Session -from sqlalchemy.pool import StaticPool -from pydantic import BaseModel, Field - -from .models import Base -from ..utils import import_parameters_from_tax_benefit_system -from .storage_backend import StorageBackend -from .scenario_manager import ScenarioManager -from .dataset_manager import DatasetManager -from .simulation_manager import SimulationManager - - -class DatabaseConfig(BaseModel): - """Configuration for database connection and storage.""" - - # Database configuration - connection_string: Optional[str] = Field( - None, - description="Database connection string (SQLite, PostgreSQL, MySQL, etc. - defaults to local SQLite)" - ) - echo: bool = Field(False, description="Echo SQL statements") - - # Storage configuration for .h5 simulation files - storage_mode: str = Field("local", description="Storage mode for .h5 files: 'local' or 'cloud'") - local_storage_path: str = Field("./simulations", description="Local path for .h5 files") - - # Cloud storage configuration for .h5 files (optional) - gcs_bucket: Optional[str] = Field(None, description="Google Cloud Storage bucket name for .h5 files") - gcs_prefix: Optional[str] = Field("simulations/", description="Prefix for GCS objects") - - -class Database: - """Main database manager for PolicyEngine.""" - - def __init__( - self, - # Database configuration - connection_string: Optional[str] = None, - echo: bool = False, - # Storage configuration - storage_mode: str = "local", - local_storage_path: str = "./simulations", - gcs_bucket: Optional[str] = None, - gcs_prefix: str = "simulations/", - # Other options - countries: Optional[List[str]] = None, - initialize: bool = False, - ): - """Initialize database with configuration. - - Args: - connection_string: Database connection string (SQLite, PostgreSQL, MySQL, etc) - echo: Echo SQL statements - storage_mode: Storage mode for .h5 files ('local' or 'cloud') - local_storage_path: Local path for .h5 files - gcs_bucket: Google Cloud Storage bucket name for .h5 files - gcs_prefix: Prefix for GCS objects - countries: List of supported countries (defaults to ["uk"]) - initialize: Whether to automatically initialize with current law parameters - """ - self.config = DatabaseConfig( - connection_string=connection_string, - echo=echo, - storage_mode=storage_mode, - local_storage_path=local_storage_path, - gcs_bucket=gcs_bucket, - gcs_prefix=gcs_prefix - ) - self.engine = self._create_engine() - self.SessionLocal = sessionmaker(bind=self.engine) - - # Set default countries and default_country - if countries is None: - self.countries = ["uk"] - self.default_country = "uk" - else: - self.countries = countries - # If only one country, use it as default. Otherwise default to UK if in list, else first - if len(countries) == 1: - self.default_country = countries[0] - elif "uk" in countries: - self.default_country = "uk" - else: - self.default_country = countries[0] - - # Initialize managers - self.storage = StorageBackend(self.config) - self.scenarios = ScenarioManager(self.default_country) - self.datasets = DatasetManager(self.default_country) - self.simulations = SimulationManager(self.storage, self.default_country) - - # Create tables if they don't exist - Base.metadata.create_all(bind=self.engine) - - # Ensure storage directories exist - if self.config.storage_mode == "local": - self._setup_local_storage() - - # Automatically initialize with current law parameters if requested - if initialize: - self._auto_initialize() - - def _create_engine(self): - """Create SQLAlchemy engine for metadata storage. - - The database stores metadata only - actual simulation data is in .h5 files. - Supports any SQLAlchemy-compatible database (SQLite, PostgreSQL, MySQL, etc). - """ - if self.config.connection_string: - # Use provided connection string (can be local or cloud database) - # Examples: - # - sqlite:///path/to/db.sqlite - # - postgresql://user:pass@host/dbname - # - mysql+pymysql://user:pass@host/dbname - return create_engine( - self.config.connection_string, - echo=self.config.echo - ) - else: - # Default to local SQLite in the storage path - db_path = os.path.join(self.config.local_storage_path, "metadata.db") - os.makedirs(os.path.dirname(db_path), exist_ok=True) - - return create_engine( - f"sqlite:///{db_path}", - echo=self.config.echo - ) - - def _setup_local_storage(self): - """Ensure local storage directories exist.""" - storage_path = Path(self.config.local_storage_path) - storage_path.mkdir(parents=True, exist_ok=True) - - def _auto_initialize(self): - """Automatically initialize database with current law parameters for each country.""" - from .models import ScenarioMetadata - - for country in self.countries: - # Check if current_law scenario already exists - with self.session() as session: - existing = session.query(ScenarioMetadata).filter_by( - name="current_law", - country=country.lower() - ).first() - - if not existing: - try: - print(f"Initializing {country.upper()} current law parameters and variables...") - self.initialize_with_current_law(country) - except ImportError: - print(f"Note: policyengine-{country} not installed, skipping initialization") - except Exception as e: - print(f"Warning: Could not initialize {country} parameters: {e}") - - # Initialize default datasets - self._initialize_default_datasets(country) - - def _initialize_default_datasets(self, country: str): - """Initialize default datasets for a country with DataFile references. - - Args: - country: Country code ('uk' or 'us') - """ - from .models import DatasetMetadata - - # Define default datasets for each country - default_datasets = { - "uk": [ - { - "name": "frs_2023_24", - "year": 2023, - "source": "FRS", - "description": "Family Resources Survey 2023-24", - "filename": "frs_2023_24.h5", - "gcs_bucket": "policyengine-uk-data-private", - "gcs_path": "frs_2023_24.h5" - }, - { - "name": "enhanced_frs_2023_24", - "year": 2023, - "source": "FRS", - "description": "Enhanced Family Resources Survey 2023-24", - "filename": "enhanced_frs_2023_24.h5", - "gcs_bucket": "policyengine-uk-data-private", - "gcs_path": "enhanced_frs_2023_24.h5" - } - ], - "us": [ - { - "name": "cps_2023", - "year": 2023, - "source": "CPS", - "description": "Current Population Survey 2023", - "filename": "cps_2023.h5", - "gcs_bucket": "policyengine-us-data", - "gcs_path": "cps_2023.h5" - }, - { - "name": "enhanced_cps_2024", - "year": 2024, - "source": "CPS", - "description": "Enhanced Current Population Survey 2024", - "filename": "enhanced_cps_2024.h5", - "gcs_bucket": "policyengine-us-data", - "gcs_path": "enhanced_cps_2024.h5" - } - ] - } - - datasets = default_datasets.get(country.lower(), []) - - if not datasets: - return - - with self.session() as session: - for dataset_info in datasets: - # Check if dataset already exists - existing = session.query(DatasetMetadata).filter_by( - name=dataset_info["name"], - country=country.lower() - ).first() - - if not existing: - # Create dataset with file information - self.datasets.add_dataset( - session=session, - name=dataset_info["name"], - country=country, - year=dataset_info["year"], - source=dataset_info["source"], - description=dataset_info["description"], - filename=dataset_info["filename"], - gcs_bucket=dataset_info["gcs_bucket"], - gcs_path=dataset_info["gcs_path"] - ) - - @contextmanager - def session(self) -> Session: - """Get a database session context manager. - - Yields: - Database session - """ - session = self.SessionLocal() - try: - yield session - session.commit() - except Exception: - session.rollback() - raise - finally: - session.close() - - def get_session(self) -> Session: - """Get a new database session. - - Returns: - SQLAlchemy session - """ - return self.SessionLocal() - - def init_db(self) -> None: - """Initialize database schema.""" - Base.metadata.create_all(bind=self.engine) - - def drop_all(self) -> None: - """Drop all tables (use with caution).""" - Base.metadata.drop_all(bind=self.engine) - - # Parameter initialization - def initialize_with_current_law( - self, - country: str = None - ) -> None: - """Initialize database with current law parameters. - - Args: - country: Country code (uses default if not specified) - """ - country = country or self.default_country - if not country: - raise ValueError("Country must be specified or set as default") - - # Import the appropriate country system - if country.lower() == "uk": - from policyengine_uk import CountryTaxBenefitSystem - system = CountryTaxBenefitSystem() - elif country.lower() == "us": - from policyengine_us import CountryTaxBenefitSystem - system = CountryTaxBenefitSystem() - else: - raise ValueError(f"Unsupported country: {country}") - - # Import parameters and variables into database - with self.session() as session: - from ..utils.variables import import_variables_from_tax_benefit_system - - # Import parameters - import_parameters_from_tax_benefit_system( - session=session, - tax_benefit_system=system, - country=country.lower(), - scenario_name="current_law", - scenario_description="Current model baseline" - ) - - # Import variables - variable_count = import_variables_from_tax_benefit_system( - session=session, - tax_benefit_system=system, - country=country.lower() - ) - - if variable_count > 0: - print(f"Imported {variable_count} new variables for {country.upper()}") - - def get_current_law_scenario( - self, - country: str = None - ): - """Get the current law scenario for a country. - - Args: - country: Country code (uses default if not specified) - - Returns: - ScenarioMetadata object or None if not found - """ - from .models import ScenarioMetadata - country = country or self.default_country - - with self.session() as session: - from sqlalchemy.orm import joinedload - scenario = session.query(ScenarioMetadata).options( - joinedload(ScenarioMetadata.parameter_changes) - ).filter_by( - name="current_law", - country=country.lower() - ).first() - - if scenario: - session.expunge_all() - - return scenario - - # Scenario management (delegated to ScenarioManager) - def add_scenario( - self, - name: str, - parameter_changes: dict = None, - country: str = None, - description: str = None, - ): - """Add a parametric scenario with parameter changes. - - See ScenarioManager for documentation on parameter change formats. - Returns ScenarioMetadata object. - """ - with self.session() as session: - return self.scenarios.add_scenario( - session, name, parameter_changes, country, description - ) - - def get_scenario( - self, - name: str, - country: str = None - ): - """Get a scenario by name and country. - - Returns: - ScenarioMetadata object or None if not found - """ - with self.session() as session: - return self.scenarios.get_scenario( - session, name, country - ) - - # Dataset management (delegated to DatasetManager) - def add_dataset( - self, - name: str, - country: str = None, - year: int = None, - source: str = None, - version: str = None, - description: str = None, - ): - """Register a dataset in the database. Returns DatasetMetadata object.""" - with self.session() as session: - return self.datasets.add_dataset( - session, name, country, year, source, version, description - ) - - def get_dataset( - self, - name: str, - country: str = None - ): - """Get a dataset by name and country. Returns DatasetMetadata object or None.""" - with self.session() as session: - return self.datasets.get_dataset(session, name, country) - - def list_datasets( - self, - country: str = None, - year: int = None, - source: str = None - ): - """List datasets matching criteria. Returns list of DatasetMetadata objects.""" - with self.session() as session: - return self.datasets.list_datasets(session, country, year, source) - - # Simulation management (delegated to SimulationManager) - def add_simulation( - self, - scenario: Any, # Can be ScenarioMetadata object or string - simulation: Any, - dataset: Any = None, # Can be DatasetMetadata object or string - country: str = None, - year: int = None, - years: List[int] = None, - tags: List[str] = None, - calculate_default_variables: bool = True, - save_all_variables: bool = False, - ): - """Store simulation results from a policyengine_core Simulation object. - - Args: - scenario: ScenarioMetadata object or scenario name string - simulation: Simulation object from policyengine_core - dataset: DatasetMetadata object or dataset name string (optional) - country: Country code (optional, extracted from scenario/dataset if objects provided) - year: Single year to save (if specified, only saves this year) - years: Multiple years to save (if specified, saves all these years) - tags: Optional tags for filtering - calculate_default_variables: If True, calculates household net income etc. - save_all_variables: If True, saves all calculated variables for all periods - - Returns: - SimulationMetadata object with get_data() method - """ - # Extract names and country from objects if provided - if hasattr(scenario, 'name'): - # It's a ScenarioMetadata object - scenario_name = scenario.name - country = country or scenario.country - else: - # It's a string - scenario_name = scenario - - if dataset and hasattr(dataset, 'name'): - # It's a DatasetMetadata object - dataset_name = dataset.name - country = country or dataset.country - else: - # It's a string or None - dataset_name = dataset - - with self.session() as session: - return self.simulations.add_simulation( - session, scenario_name, simulation, dataset_name, - country, year, years, tags, - calculate_default_variables, save_all_variables - ) - - def get_simulation( - self, - scenario: str, - dataset: str, - country: str = None, - year: int = None, - ): - """Retrieve simulation metadata. - - Returns: - SimulationMetadata object with get_data() method, or None if not found - """ - with self.session() as session: - return self.simulations.get_simulation_metadata( - session, scenario, dataset, country, year - ) - - def list_simulations( - self, - country: str = None, - scenario: str = None, - dataset: str = None, - year: int = None, - tags: List[str] = None - ): - """List simulations matching criteria. Returns list of SimulationMetadata objects.""" - with self.session() as session: - return self.simulations.list_simulations( - session, country, scenario, dataset, year, tags - ) - - # Report management - def create_report( - self, - baseline_simulation: Any, - reform_simulation: Any, - year: Optional[int] = None, - name: Optional[str] = None, - description: Optional[str] = None, - run_immediately: bool = True - ): - """Create and optionally run an economic impact report. - - Args: - baseline_simulation: Either a SimulationMetadata object or simulation ID string - reform_simulation: Either a SimulationMetadata object or simulation ID string - year: Optional year to analyze (for multi-year simulations) - name: Report name (defaults to auto-generated) - description: Report description - run_immediately: Whether to run the analysis immediately (default True) - - Returns: - ReportMetadata object or report results dict (if run_immediately) - """ - from .models import SimulationMetadata - from .report_manager import ReportManager - - with self.session() as session: - # Get simulation IDs - if isinstance(baseline_simulation, str): - baseline_id = baseline_simulation - baseline_sim = session.query(SimulationMetadata).filter_by(id=baseline_id).first() - if not baseline_sim: - raise ValueError(f"Baseline simulation {baseline_id} not found") - else: - baseline_id = baseline_simulation.id - baseline_sim = baseline_simulation - - if isinstance(reform_simulation, str): - reform_id = reform_simulation - reform_sim = session.query(SimulationMetadata).filter_by(id=reform_id).first() - if not reform_sim: - raise ValueError(f"Reform simulation {reform_id} not found") - else: - reform_id = reform_simulation.id - reform_sim = reform_simulation - - # Validate simulations are from same country - if baseline_sim.country != reform_sim.country: - raise ValueError(f"Simulations must be from same country: {baseline_sim.country} != {reform_sim.country}") - - # Auto-generate name if not provided - if not name: - from datetime import datetime - name = f"{baseline_sim.country.upper()} Report {datetime.now().strftime('%Y-%m-%d %H:%M')}" - - # Create report manager - report_manager = ReportManager(session) - - # Create report metadata - report = report_manager.create_report( - name=name, - baseline_simulation_id=baseline_id, - comparison_simulation_id=reform_id, - country=baseline_sim.country, - year=year or baseline_sim.year, - description=description, - ) - - if run_immediately: - # Need to re-fetch simulations in this session context - baseline_sim = session.query(SimulationMetadata).filter_by(id=baseline_id).first() - reform_sim = session.query(SimulationMetadata).filter_by(id=reform_id).first() - - # Load simulation data - baseline_sim._storage = self.storage - reform_sim._storage = self.storage - - baseline_data = baseline_sim.get_data(year) - reform_data = reform_sim.get_data(year) - - if baseline_data is None: - raise ValueError(f"No data found for baseline simulation {baseline_id}") - if reform_data is None: - raise ValueError(f"No data found for reform simulation {reform_id}") - - # Run the report - report_manager.run_report(report.id, baseline_data, reform_data) - - # Return results - return report_manager.get_report_results(report.id) - else: - # Just return the report metadata - return report - - def get_report(self, report_id: str): - """Get a report and its results by ID. - - Args: - report_id: Report ID - - Returns: - Dictionary containing report metadata and results - """ - from .report_manager import ReportManager - - with self.session() as session: - report_manager = ReportManager(session) - return report_manager.get_report_results(report_id) - - def list_reports( - self, - country: Optional[str] = None, - year: Optional[int] = None, - status: Optional[str] = None - ): - """List reports matching criteria. - - Args: - country: Filter by country - year: Filter by year - status: Filter by status ('pending', 'running', 'completed', 'failed') - - Returns: - List of ReportMetadata objects - """ - from .report_manager import ReportManager - from .models import SimulationStatus - - with self.session() as session: - report_manager = ReportManager(session) - - # Convert status string to enum if provided - status_enum = None - if status: - status_enum = SimulationStatus(status) - - reports = report_manager.list_reports( - country=country, - year=year, - status=status_enum - ) - - # Expunge from session to use outside - for report in reports: - session.expunge(report) - - return reports - - # Variable management - def get_variable( - self, - name: str, - country: str = None - ): - """Get a variable by name and country. - - Returns: - VariableMetadata object or None if not found - """ - from .models import VariableMetadata - country = country or self.default_country - - with self.session() as session: - variable = session.query(VariableMetadata).filter_by( - name=name, - country=country.lower() - ).first() - - if variable: - session.expunge(variable) - - return variable - - def list_variables( - self, - country: str = None, - entity: str = None, - value_type: str = None - ): - """List variables matching criteria. - - Args: - country: Filter by country - entity: Filter by entity (e.g., 'person', 'household') - value_type: Filter by value type (e.g., 'float', 'bool') - - Returns: - List of VariableMetadata objects - """ - from .models import VariableMetadata - country = country or self.default_country - - with self.session() as session: - query = session.query(VariableMetadata) - - if country: - query = query.filter_by(country=country.lower()) - - if entity: - query = query.filter_by(entity=entity) - - if value_type: - query = query.filter_by(value_type=value_type) - - variables = query.order_by(VariableMetadata.name).all() - - for var in variables: - session.expunge(var) - - return variables \ No newline at end of file diff --git a/src/policyengine/database/dataset_manager.py b/src/policyengine/database/dataset_manager.py deleted file mode 100644 index 9919548f..00000000 --- a/src/policyengine/database/dataset_manager.py +++ /dev/null @@ -1,246 +0,0 @@ -"""Dataset management functions.""" - -import uuid -from datetime import datetime -from typing import Dict, Any, Optional, List -from sqlalchemy.orm import Session -from .models import DatasetMetadata, get_model_version - - -class DatasetManager: - """Manages dataset registration and metadata.""" - - def __init__(self, default_country: Optional[str] = None): - """Initialize dataset manager. - - Args: - default_country: Default country to use when not specified - """ - self.default_country = default_country - - def create_dataset_with_file( - self, - session: Session, - name: str, - country: str = None, - filename: str = None, - local_path: str = None, - gcs_bucket: str = None, - gcs_path: str = None, - huggingface_repo: str = None, - huggingface_path: str = None, - file_size_mb: float = None, - checksum: str = None, - ) -> DatasetMetadata: - """Create a Dataset entry with file information. - - Args: - session: Database session - name: Name of the dataset - country: Country code - filename: Name of the file - local_path: Local file path - gcs_bucket: Google Cloud Storage bucket name - gcs_path: Path within GCS bucket - huggingface_repo: HuggingFace repository - huggingface_path: Path within HuggingFace repo - file_size_mb: File size in MB - checksum: File checksum for integrity - - Returns: - Created DatasetMetadata object - """ - country = country or self.default_country - if not country: - raise ValueError("Country must be specified or set as default") - - dataset = DatasetMetadata( - id=str(uuid.uuid4()), - name=name, - country=country.lower(), - filename=filename, - local_path=local_path, - gcs_bucket=gcs_bucket, - gcs_path=gcs_path, - huggingface_repo=huggingface_repo, - huggingface_path=huggingface_path, - file_size_mb=file_size_mb, - checksum=checksum, - model_version=get_model_version(country) - ) - session.add(dataset) - session.flush() - return dataset - - def add_dataset( - self, - session: Session, - name: str, - country: str = None, - year: int = None, - source: str = None, - version: str = None, - description: str = None, - filename: str = None, - local_path: str = None, - gcs_bucket: str = None, - gcs_path: str = None, - huggingface_repo: str = None, - huggingface_path: str = None, - file_size_mb: float = None, - checksum: str = None, - ) -> DatasetMetadata: - """Register a dataset in the database. - - Args: - session: Database session - name: Name of the dataset (e.g., "frs_2023_24") - country: Country code (uses default if not specified) - year: Year of the dataset - source: Source of the dataset (e.g., "FRS", "CPS") - version: Version of the dataset - description: Optional description - filename: Optional filename - local_path: Optional local file path - gcs_bucket: Optional GCS bucket - gcs_path: Optional GCS path - huggingface_repo: Optional HuggingFace repo - huggingface_path: Optional HuggingFace path - file_size_mb: Optional file size in MB - checksum: Optional file checksum - - Returns: - Created DatasetMetadata object - """ - country = country or self.default_country - if not country: - raise ValueError("Country must be specified or set as default") - - if year is None: - year = datetime.now().year - - # Check if dataset already exists - existing = session.query(DatasetMetadata).filter_by( - name=name, - country=country.lower() - ).first() - - if existing: - # Update existing dataset - print(f"Warning: Dataset '{name}' for country '{country}' already exists. Overwriting...") - existing.year = year - existing.source = source or existing.source - existing.version = version or existing.version - existing.model_version = get_model_version(country) - existing.description = description or existing.description - # Update file information if provided - if filename: - existing.filename = filename - if local_path: - existing.local_path = local_path - if gcs_bucket: - existing.gcs_bucket = gcs_bucket - if gcs_path: - existing.gcs_path = gcs_path - if huggingface_repo: - existing.huggingface_repo = huggingface_repo - if huggingface_path: - existing.huggingface_path = huggingface_path - if file_size_mb: - existing.file_size_mb = file_size_mb - if checksum: - existing.checksum = checksum - existing.updated_at = datetime.now() - dataset = existing - else: - # Create new dataset - dataset = DatasetMetadata( - id=str(uuid.uuid4()), - name=name, - country=country.lower(), - year=year, - source=source, - version=version, - model_version=get_model_version(country), - description=description, - filename=filename, - local_path=local_path, - gcs_bucket=gcs_bucket, - gcs_path=gcs_path, - huggingface_repo=huggingface_repo, - huggingface_path=huggingface_path, - file_size_mb=file_size_mb, - checksum=checksum - ) - session.add(dataset) - - session.commit() - session.refresh(dataset) - session.expunge(dataset) - return dataset - - def get_dataset( - self, - session: Session, - name: str, - country: str = None - ) -> Optional[DatasetMetadata]: - """Get a dataset by name and country. - - Args: - session: Database session - name: Name of the dataset - country: Country code (uses default if not specified) - - Returns: - DatasetMetadata object or None if not found - """ - country = country or self.default_country - if not country: - raise ValueError("Country must be specified or set as default") - - dataset = session.query(DatasetMetadata).filter_by( - name=name, - country=country.lower() - ).first() - - if dataset: - session.expunge(dataset) - - return dataset - - def list_datasets( - self, - session: Session, - country: str = None, - year: int = None, - source: str = None - ) -> List[DatasetMetadata]: - """List datasets matching criteria. - - Args: - session: Database session - country: Filter by country - year: Filter by year - source: Filter by source - - Returns: - List of DatasetMetadata objects - """ - query = session.query(DatasetMetadata) - - if country: - query = query.filter_by(country=country.lower()) - elif self.default_country: - query = query.filter_by(country=self.default_country.lower()) - - if year: - query = query.filter_by(year=year) - - if source: - query = query.filter_by(source=source) - - datasets = query.order_by(DatasetMetadata.year.desc(), DatasetMetadata.name).all() - for ds in datasets: - session.expunge(ds) - return datasets \ No newline at end of file diff --git a/src/policyengine/database/models.py b/src/policyengine/database/models.py deleted file mode 100644 index ac0032cf..00000000 --- a/src/policyengine/database/models.py +++ /dev/null @@ -1,794 +0,0 @@ -"""SQLAlchemy models for PolicyEngine database.""" - -from sqlalchemy import ( - Column, String, Integer, Float, Boolean, Text, - DateTime, JSON, ForeignKey, Enum, UniqueConstraint -) -from sqlalchemy.ext.declarative import declarative_base -from sqlalchemy.orm import relationship -from datetime import datetime -import uuid -import enum -import importlib.metadata - -Base = declarative_base() - -def generate_uuid(): - return str(uuid.uuid4()) - -def get_model_version(country: str) -> str: - """Get the installed version of policyengine for a given country. - - Args: - country: Country code (e.g., 'uk', 'us') - - Returns: - Version string or None if package not found - """ - try: - package_name = f"policyengine-{country.lower()}" - return importlib.metadata.version(package_name) - except importlib.metadata.PackageNotFoundError: - return None - -class SimulationStatus(enum.Enum): - """Status of simulation processing.""" - PENDING = "pending" - RUNNING = "running" - COMPLETED = "completed" - FAILED = "failed" - - -class User(Base): - """User accounts for tracking who creates and modifies data.""" - __tablename__ = "users" - - id = Column(String, primary_key=True, default=generate_uuid) - email = Column(String, nullable=False, unique=True, index=True) - name = Column(String, nullable=True) - - # Authentication (optional - can integrate with external auth) - is_active = Column(Boolean, default=True, nullable=False) - is_admin = Column(Boolean, default=False, nullable=False) - - # Metadata - created_at = Column(DateTime, default=datetime.now) - updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) - last_login = Column(DateTime, nullable=True) - - # API access (optional) - api_key = Column(String, nullable=True, unique=True, index=True) - api_key_created_at = Column(DateTime, nullable=True) - - # Additional metadata - metadata_json = Column(JSON, nullable=True) # For storing additional user data - - -# Metadata models only - actual data stored in .h5 files - -class SimulationMetadata(Base): - """Metadata for simulation stored in .h5 file. Can contain data for multiple years.""" - __tablename__ = "simulations" - - id = Column(String, primary_key=True, default=generate_uuid) - country = Column(String, nullable=False, index=True) - year = Column(Integer, nullable=True, index=True) # Null for multi-year simulations - - # Storage information - file_size_mb = Column(Float, nullable=True) - - # Foreign key references - dataset_id = Column(String, ForeignKey("datasets.id"), nullable=False) - scenario_id = Column(String, ForeignKey("scenarios.id"), nullable=False) - model_version = Column(String, nullable=True) # e.g., "0.5.2" - - # Processing metadata - status = Column(Enum(SimulationStatus), default=SimulationStatus.PENDING, nullable=False) - created_at = Column(DateTime, default=datetime.now) - updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) - completed_at = Column(DateTime, nullable=True) - - # Optional metadata - description = Column(Text, nullable=True) - tags = Column(JSON, nullable=True) # List of tags for filtering - created_by = Column(String, ForeignKey("users.id"), nullable=True) # User/system that created it - - # Relationships - dataset = relationship("DatasetMetadata", backref="simulations") - scenario = relationship("ScenarioMetadata", backref="simulations") - - def get_data(self, year: int = None): - """Load the simulation data and return a ModelOutput object. - - Args: - year: Optional year to retrieve. If None and only one year exists, returns that. - If None and multiple years exist, returns all years as dict. - - Returns: - UKModelOutput/USModelOutput object for single year, or dict of {year: ModelOutput} for multiple years - """ - if not hasattr(self, '_storage'): - raise RuntimeError("SimulationMetadata was not loaded through Database.get_simulation()") - - # Import here to avoid circular imports - from ..countries.uk import UKModelOutput - from ..countries.us import USModelOutput - - # Load simulation data using storage backend - data = self._storage.load_simulation( - sim_id=self.id, - country=self.country, - scenario=self.scenario.name if self.scenario else None, - dataset=self.dataset.name if self.dataset else None, - year=None # Year no longer relevant for file naming - ) - - if data is None: - return None - - # Check if data has year structure - if isinstance(data, dict) and all(isinstance(k, (int, str)) and str(k).isdigit() for k in data.keys()): - # Data is organized by year - years_available = list(data.keys()) - - if year is not None: - # Return specific year - year_data = data.get(year) or data.get(str(year)) - if year_data is None: - raise ValueError(f"Year {year} not found in simulation data. Available years: {years_available}") - - # Convert to ModelOutput - if self.country.lower() == 'uk': - return UKModelOutput.from_tables(year_data) - elif self.country.lower() == 'us': - return USModelOutput.from_tables(year_data) - else: - raise ValueError(f"Unsupported country: {self.country}") - - elif len(years_available) == 1: - # Only one year available, return it - year_data = data[years_available[0]] - if self.country.lower() == 'uk': - return UKModelOutput.from_tables(year_data) - elif self.country.lower() == 'us': - return USModelOutput.from_tables(year_data) - else: - raise ValueError(f"Unsupported country: {self.country}") - - else: - # Multiple years, return all as dict - result = {} - for yr, yr_data in data.items(): - if self.country.lower() == 'uk': - result[yr] = UKModelOutput.from_tables(yr_data) - elif self.country.lower() == 'us': - result[yr] = USModelOutput.from_tables(yr_data) - else: - raise ValueError(f"Unsupported country: {self.country}") - return result - - else: - # Legacy format - single year data without year key - if self.country.lower() == 'uk': - return UKModelOutput.from_tables(data) - elif self.country.lower() == 'us': - return USModelOutput.from_tables(data) - else: - raise ValueError(f"Unsupported country: {self.country}") - - -class DatasetMetadata(Base): - """Metadata for source datasets. e.g. 'EFRS 2023/24'""" - __tablename__ = "datasets" - - id = Column(String, primary_key=True, default=generate_uuid) - name = Column(String, nullable=False, unique=True, index=True) - country = Column(String, nullable=False, index=True) - year = Column(Integer, nullable=True, index=True) # Nullable for multi-year datasets - - # Dataset characteristics - source = Column(String, nullable=True) # "FRS", "CPS", etc. - version = Column(String, nullable=True) - model_version = Column(String, nullable=True) # e.g., "0.5.2" - - # File storage information (merged from DataFile) - filename = Column(String, nullable=True) # e.g., "cps_2023.h5" - - # Local storage - local_path = Column(String, nullable=True) # e.g., "./simulations/cps_2023.h5" - - # Google Cloud Storage - gcs_bucket = Column(String, nullable=True) # e.g., "policyengine-us-data" - gcs_path = Column(String, nullable=True) # e.g., "cps_2023.h5" - - # HuggingFace - huggingface_repo = Column(String, nullable=True) # e.g., "PolicyEngine/us-data" - huggingface_path = Column(String, nullable=True) # e.g., "cps_2023.h5" - - # File metadata - file_size_mb = Column(Float, nullable=True) - checksum = Column(String, nullable=True) # For integrity checks - - # Metadata - description = Column(Text, nullable=True) - created_at = Column(DateTime, default=datetime.now) - updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) - created_by = Column(String, ForeignKey("users.id"), nullable=True) - - -class ScenarioMetadata(Base): - """Modifications made to baseline simulation behaviour.""" - __tablename__ = "scenarios" - - id = Column(String, primary_key=True, default=generate_uuid) - name = Column(String, nullable=False, index=True) - country = Column(String, nullable=False, index=True) - model_version = Column(String, nullable=True) # e.g., "0.5.2" - - # Parent scenario reference (usually current_law) - parent_scenario_id = Column(String, ForeignKey("scenarios.id"), nullable=True) - - # Metadata - description = Column(Text, nullable=True) - - created_at = Column(DateTime, default=datetime.now) - updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) - created_by = Column(String, ForeignKey("users.id"), nullable=True) - - # Relationships - parameter_changes = relationship("ParameterChangeMetadata", back_populates="scenario", cascade="all, delete-orphan") - parent_scenario = relationship("ScenarioMetadata", remote_side=[id], backref="child_scenarios") - - # Unique constraint on (name, country) - same name allowed across countries - __table_args__ = ( - UniqueConstraint('name', 'country', name='_scenario_name_country_uc'), - ) - - -class VariableMetadata(Base): - """Registry of all variables that can be calculated.""" - __tablename__ = "variables" - - id = Column(String, primary_key=True, default=generate_uuid) - name = Column(String, nullable=False, index=True) # e.g., "household_net_income" - country = Column(String, nullable=False, index=True) - - # Variable metadata - label = Column(String, nullable=True) # Human-readable name - description = Column(Text, nullable=True) - unit = Column(String, nullable=True) # e.g., "GBP", "USD", "person", "boolean" - value_type = Column(String, nullable=False) # "float", "int", "bool", "string", "enum" - entity = Column(String, nullable=False) # "person", "household", "tax_unit", etc. - definition_period = Column(String, nullable=True) # "year", "month", "eternity" - - # Model version tracking - model_version = Column(String, nullable=True) # Version when this variable was added/updated - - # Metadata - created_at = Column(DateTime, default=datetime.now) - updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) - created_by = Column(String, ForeignKey("users.id"), nullable=True) - - # Unique constraint on (name, country) - __table_args__ = ( - UniqueConstraint('name', 'country', name='_variable_name_country_uc'), - ) - - -class ParameterMetadata(Base): - """Registry of all parameters that can be modified.""" - __tablename__ = "parameters" - - id = Column(String, primary_key=True, default=generate_uuid) - name = Column(String, nullable=False, index=True) # e.g., "gov.basic_rate" - country = Column(String, nullable=False, index=True) - parent_id = Column(String, ForeignKey("parameters.id"), nullable=True) - - # Parameter metadata - label = Column(String, nullable=True) # Human-readable name - description = Column(Text, nullable=True) - unit = Column(String, nullable=True) # e.g., "GBP", "percent", "boolean" - data_type = Column(String, nullable=False) # "float", "int", "bool", "string" - - # Metadata - created_at = Column(DateTime, default=datetime.now) - updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) - created_by = Column(String, ForeignKey("users.id"), nullable=True) - - # Relationships - changes = relationship("ParameterChangeMetadata", back_populates="parameter", cascade="all, delete-orphan") - - -class ParameterChangeMetadata(Base): - """Individual parameter change within a scenario.""" - __tablename__ = "parameter_changes" - - id = Column(String, primary_key=True, default=generate_uuid) - - # Foreign keys - scenario_id = Column(String, ForeignKey("scenarios.id"), nullable=False, index=True) - parameter_id = Column(String, ForeignKey("parameters.id"), nullable=False, index=True) - - # Time period for this change - start_date = Column(DateTime, nullable=False, index=True) # When this change takes effect - end_date = Column(DateTime, nullable=True, index=True) # When this change expires (null = indefinite) - - # The actual change - value = Column(JSON, nullable=False) # JSON to handle different data types - - # Ordering within scenario (for applying changes in sequence) - order_index = Column(Integer, nullable=False, default=0) - - # Metadata - model_version = Column(String, nullable=True) # e.g., "0.5.2" - description = Column(Text, nullable=True) # Optional description of this specific change - created_at = Column(DateTime, default=datetime.now) - updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) - created_by = Column(String, ForeignKey("users.id"), nullable=True) - - # Relationships - scenario = relationship("ScenarioMetadata", back_populates="parameter_changes") - parameter = relationship("ParameterMetadata", back_populates="changes") - - -# Report tables for storing economic impact results - -class ReportMetadata(Base): - """Metadata for economic impact report results.""" - __tablename__ = "reports" - - id = Column(String, primary_key=True, default=generate_uuid) - name = Column(String, nullable=False, index=True) - country = Column(String, nullable=False, index=True) - year = Column(Integer, nullable=True, index=True) - - # References to simulations being compared - baseline_simulation_id = Column(String, ForeignKey("simulations.id"), nullable=False) - comparison_simulation_id = Column(String, ForeignKey("simulations.id"), nullable=False) - - # Processing metadata - status = Column(Enum(SimulationStatus), default=SimulationStatus.PENDING, nullable=False) - created_at = Column(DateTime, default=datetime.now) - updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now) - completed_at = Column(DateTime, nullable=True) - - # Optional metadata - description = Column(Text, nullable=True) - tags = Column(JSON, nullable=True) - created_by = Column(String, ForeignKey("users.id"), nullable=True) - - # Relationships - baseline_simulation = relationship("SimulationMetadata", foreign_keys=[baseline_simulation_id]) - comparison_simulation = relationship("SimulationMetadata", foreign_keys=[comparison_simulation_id]) - - -# UK-specific report tables - -class UKGovernmentBudget(Base): - """UK government budget metrics.""" - __tablename__ = "report_uk_government_budget" - - id = Column(String, primary_key=True, default=generate_uuid) - report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - - # Overall budget - gov_balance_baseline = Column(Float, nullable=True) - gov_balance_reform = Column(Float, nullable=True) - gov_balance_change = Column(Float, nullable=True) - - # Tax revenues - gov_tax_baseline = Column(Float, nullable=True) - gov_tax_reform = Column(Float, nullable=True) - gov_tax_change = Column(Float, nullable=True) - - # Specific taxes - income_tax_baseline = Column(Float, nullable=True) - income_tax_reform = Column(Float, nullable=True) - income_tax_change = Column(Float, nullable=True) - - national_insurance_baseline = Column(Float, nullable=True) - national_insurance_reform = Column(Float, nullable=True) - national_insurance_change = Column(Float, nullable=True) - - ni_employer_baseline = Column(Float, nullable=True) - ni_employer_reform = Column(Float, nullable=True) - ni_employer_change = Column(Float, nullable=True) - - vat_baseline = Column(Float, nullable=True) - vat_reform = Column(Float, nullable=True) - vat_change = Column(Float, nullable=True) - - capital_gains_tax_baseline = Column(Float, nullable=True) - capital_gains_tax_reform = Column(Float, nullable=True) - capital_gains_tax_change = Column(Float, nullable=True) - - # Government spending - gov_spending_baseline = Column(Float, nullable=True) - gov_spending_reform = Column(Float, nullable=True) - gov_spending_change = Column(Float, nullable=True) - - # Specific benefits - universal_credit_baseline = Column(Float, nullable=True) - universal_credit_reform = Column(Float, nullable=True) - universal_credit_change = Column(Float, nullable=True) - - state_pension_baseline = Column(Float, nullable=True) - state_pension_reform = Column(Float, nullable=True) - state_pension_change = Column(Float, nullable=True) - - pip_baseline = Column(Float, nullable=True) - pip_reform = Column(Float, nullable=True) - pip_change = Column(Float, nullable=True) - - dla_baseline = Column(Float, nullable=True) - dla_reform = Column(Float, nullable=True) - dla_change = Column(Float, nullable=True) - - housing_benefit_baseline = Column(Float, nullable=True) - housing_benefit_reform = Column(Float, nullable=True) - housing_benefit_change = Column(Float, nullable=True) - - working_tax_credit_baseline = Column(Float, nullable=True) - working_tax_credit_reform = Column(Float, nullable=True) - working_tax_credit_change = Column(Float, nullable=True) - - child_tax_credit_baseline = Column(Float, nullable=True) - child_tax_credit_reform = Column(Float, nullable=True) - child_tax_credit_change = Column(Float, nullable=True) - - created_at = Column(DateTime, default=datetime.now) - - # Relationships - report = relationship("ReportMetadata", backref="uk_government_budget", uselist=False) - - -class UKHouseholdIncome(Base): - """UK household income metrics.""" - __tablename__ = "report_uk_household_income" - - id = Column(String, primary_key=True, default=generate_uuid) - report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - - # Market income - household_market_income_baseline = Column(Float, nullable=True) - household_market_income_reform = Column(Float, nullable=True) - household_market_income_change = Column(Float, nullable=True) - - # HBAI net income (official definition for poverty) - hbai_household_net_income_baseline = Column(Float, nullable=True) - hbai_household_net_income_reform = Column(Float, nullable=True) - hbai_household_net_income_change = Column(Float, nullable=True) - - # Comprehensive net income - household_net_income_baseline = Column(Float, nullable=True) - household_net_income_reform = Column(Float, nullable=True) - household_net_income_change = Column(Float, nullable=True) - - created_at = Column(DateTime, default=datetime.now) - - # Relationships - report = relationship("ReportMetadata", backref="uk_household_income", uselist=False) - - -class UKDecileImpact(Base): - """UK income/wealth/consumption decile impacts.""" - __tablename__ = "report_uk_decile_impacts" - - id = Column(String, primary_key=True, default=generate_uuid) - report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - - # Decile grouping type - decile_type = Column(String, nullable=False) # 'equiv_hbai_household_net_income', 'consumption', 'total_wealth' - decile = Column(Integer, nullable=False) # 1-10, or 0 for all - - # Sum and mean metrics for each variable - variable_name = Column(String, nullable=False) # Name of variable being aggregated - sum_baseline = Column(Float, nullable=True) - sum_reform = Column(Float, nullable=True) - sum_change = Column(Float, nullable=True) - mean_baseline = Column(Float, nullable=True) - mean_reform = Column(Float, nullable=True) - mean_change = Column(Float, nullable=True) - - created_at = Column(DateTime, default=datetime.now) - - # Relationships - report = relationship("ReportMetadata", backref="uk_decile_impacts") - - -class UKPovertyImpact(Base): - """UK poverty rates (HBAI definitions).""" - __tablename__ = "report_uk_poverty_impacts" - - id = Column(String, primary_key=True, default=generate_uuid) - report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - - # Poverty type and demographic group - poverty_type = Column(String, nullable=False) # 'absolute_bhc', 'relative_bhc', 'absolute_ahc', 'relative_ahc' - demographic_group = Column(String, nullable=False) # 'all', 'child', 'working_age', 'pensioner' - - # Headcount and rate - headcount_baseline = Column(Float, nullable=True) - headcount_reform = Column(Float, nullable=True) - headcount_change = Column(Float, nullable=True) - - rate_baseline = Column(Float, nullable=True) - rate_reform = Column(Float, nullable=True) - rate_change = Column(Float, nullable=True) - - created_at = Column(DateTime, default=datetime.now) - - # Relationships - report = relationship("ReportMetadata", backref="uk_poverty_impacts") - - -class UKInequalityImpact(Base): - """UK inequality metrics.""" - __tablename__ = "report_uk_inequality_impacts" - - id = Column(String, primary_key=True, default=generate_uuid) - report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - - # Gini coefficient - gini_baseline = Column(Float, nullable=True) - gini_reform = Column(Float, nullable=True) - gini_change = Column(Float, nullable=True) - - # Top income shares - top_10_percent_share_baseline = Column(Float, nullable=True) - top_10_percent_share_reform = Column(Float, nullable=True) - top_10_percent_share_change = Column(Float, nullable=True) - - top_1_percent_share_baseline = Column(Float, nullable=True) - top_1_percent_share_reform = Column(Float, nullable=True) - top_1_percent_share_change = Column(Float, nullable=True) - - created_at = Column(DateTime, default=datetime.now) - - # Relationships - report = relationship("ReportMetadata", backref="uk_inequality_impacts", uselist=False) - - -class UKWinnersLosers(Base): - """UK winners and losers breakdown.""" - __tablename__ = "report_uk_winners_losers" - - id = Column(String, primary_key=True, default=generate_uuid) - report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - - # Decile (1-10) or 0 for all - decile = Column(Integer, nullable=False) - - # Share in each category - gain_more_than_5_percent = Column(Float, nullable=True) - gain_more_than_1_percent = Column(Float, nullable=True) - no_change = Column(Float, nullable=True) - lose_less_than_1_percent = Column(Float, nullable=True) - lose_less_than_5_percent = Column(Float, nullable=True) - lose_more_than_5_percent = Column(Float, nullable=True) - - created_at = Column(DateTime, default=datetime.now) - - # Relationships - report = relationship("ReportMetadata", backref="uk_winners_losers") - - -# US-specific report tables - -class USGovernmentBudget(Base): - """US government budget metrics.""" - __tablename__ = "report_us_government_budget" - - id = Column(String, primary_key=True, default=generate_uuid) - report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - - # Federal tax revenues - federal_tax_baseline = Column(Float, nullable=True) - federal_tax_reform = Column(Float, nullable=True) - federal_tax_change = Column(Float, nullable=True) - - # State tax revenues - state_tax_baseline = Column(Float, nullable=True) - state_tax_reform = Column(Float, nullable=True) - state_tax_change = Column(Float, nullable=True) - - # Total tax revenues - total_tax_baseline = Column(Float, nullable=True) - total_tax_reform = Column(Float, nullable=True) - total_tax_change = Column(Float, nullable=True) - - # Federal benefits - federal_benefits_baseline = Column(Float, nullable=True) - federal_benefits_reform = Column(Float, nullable=True) - federal_benefits_change = Column(Float, nullable=True) - - # State benefits - state_benefits_baseline = Column(Float, nullable=True) - state_benefits_reform = Column(Float, nullable=True) - state_benefits_change = Column(Float, nullable=True) - - # Total benefits - total_benefits_baseline = Column(Float, nullable=True) - total_benefits_reform = Column(Float, nullable=True) - total_benefits_change = Column(Float, nullable=True) - - # Net budget impact - net_impact = Column(Float, nullable=True) - - created_at = Column(DateTime, default=datetime.now) - - # Relationships - report = relationship("ReportMetadata", backref="us_government_budget", uselist=False) - - -class USHouseholdIncome(Base): - """US household income metrics.""" - __tablename__ = "report_us_household_income" - - id = Column(String, primary_key=True, default=generate_uuid) - report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - - # Market income - household_market_income_baseline = Column(Float, nullable=True) - household_market_income_reform = Column(Float, nullable=True) - household_market_income_change = Column(Float, nullable=True) - - # Net income (after taxes and transfers) - household_net_income_baseline = Column(Float, nullable=True) - household_net_income_reform = Column(Float, nullable=True) - household_net_income_change = Column(Float, nullable=True) - - # Net income including health benefits - household_net_income_with_health_baseline = Column(Float, nullable=True) - household_net_income_with_health_reform = Column(Float, nullable=True) - household_net_income_with_health_change = Column(Float, nullable=True) - - created_at = Column(DateTime, default=datetime.now) - - # Relationships - report = relationship("ReportMetadata", backref="us_household_income", uselist=False) - - -class USDecileImpact(Base): - """US income decile impacts.""" - __tablename__ = "report_us_decile_impacts" - - id = Column(String, primary_key=True, default=generate_uuid) - report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - - # Decile (1-10, or 0 for all) - decile = Column(Integer, nullable=False) - - # Relative change in income - relative_change = Column(Float, nullable=True) - - # Average dollar change - average_change = Column(Float, nullable=True) - - # Share of total benefit - share_of_benefit = Column(Float, nullable=True) - - created_at = Column(DateTime, default=datetime.now) - - # Relationships - report = relationship("ReportMetadata", backref="us_decile_impacts") - - -class USPovertyImpact(Base): - """US poverty impacts.""" - __tablename__ = "report_us_poverty_impacts" - - id = Column(String, primary_key=True, default=generate_uuid) - report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - - # Poverty type (SPM, deep) - poverty_type = Column(String, nullable=False) # 'spm', 'deep' - - # Demographic group - demographic_group = Column(String, nullable=False) # 'all', 'child', 'adult', 'senior' - - # Headcount and rate - headcount_baseline = Column(Float, nullable=True) - headcount_reform = Column(Float, nullable=True) - headcount_change = Column(Float, nullable=True) - - rate_baseline = Column(Float, nullable=True) - rate_reform = Column(Float, nullable=True) - rate_change = Column(Float, nullable=True) - - # Poverty gap (total dollars needed to lift out of poverty) - gap_baseline = Column(Float, nullable=True) - gap_reform = Column(Float, nullable=True) - gap_change = Column(Float, nullable=True) - - created_at = Column(DateTime, default=datetime.now) - - # Relationships - report = relationship("ReportMetadata", backref="us_poverty_impacts") - - -class USInequalityImpact(Base): - """US inequality metrics.""" - __tablename__ = "report_us_inequality_impacts" - - id = Column(String, primary_key=True, default=generate_uuid) - report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - - # Gini coefficient - gini_baseline = Column(Float, nullable=True) - gini_reform = Column(Float, nullable=True) - gini_change = Column(Float, nullable=True) - - # Top income shares - top_10_percent_share_baseline = Column(Float, nullable=True) - top_10_percent_share_reform = Column(Float, nullable=True) - top_10_percent_share_change = Column(Float, nullable=True) - - top_1_percent_share_baseline = Column(Float, nullable=True) - top_1_percent_share_reform = Column(Float, nullable=True) - top_1_percent_share_change = Column(Float, nullable=True) - - # Bottom 50% share - bottom_50_percent_share_baseline = Column(Float, nullable=True) - bottom_50_percent_share_reform = Column(Float, nullable=True) - bottom_50_percent_share_change = Column(Float, nullable=True) - - created_at = Column(DateTime, default=datetime.now) - - # Relationships - report = relationship("ReportMetadata", backref="us_inequality_impacts", uselist=False) - - -class USWinnersLosers(Base): - """US winners and losers breakdown.""" - __tablename__ = "report_us_winners_losers" - - id = Column(String, primary_key=True, default=generate_uuid) - report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - - # Decile (1-10) or 0 for all - decile = Column(Integer, nullable=False) - - # Share in each category - gain_more_than_5_percent = Column(Float, nullable=True) - gain_more_than_1_percent = Column(Float, nullable=True) - no_change = Column(Float, nullable=True) - lose_less_than_1_percent = Column(Float, nullable=True) - lose_less_than_5_percent = Column(Float, nullable=True) - lose_more_than_5_percent = Column(Float, nullable=True) - - created_at = Column(DateTime, default=datetime.now) - - # Relationships - report = relationship("ReportMetadata", backref="us_winners_losers") - - -class USProgramImpact(Base): - """US program-specific impacts.""" - __tablename__ = "report_us_program_impacts" - - id = Column(String, primary_key=True, default=generate_uuid) - report_id = Column(String, ForeignKey("reports.id"), nullable=False, index=True) - - # Program name - program_name = Column(String, nullable=False) # 'snap', 'tanf', 'eitc', 'ctc', 'social_security', etc. - - # Spending/cost - baseline_cost = Column(Float, nullable=True) - reform_cost = Column(Float, nullable=True) - cost_change = Column(Float, nullable=True) - - # Recipients - baseline_recipients = Column(Float, nullable=True) - reform_recipients = Column(Float, nullable=True) - recipients_change = Column(Float, nullable=True) - - # Average benefit per recipient - baseline_average_benefit = Column(Float, nullable=True) - reform_average_benefit = Column(Float, nullable=True) - average_benefit_change = Column(Float, nullable=True) - - created_at = Column(DateTime, default=datetime.now) - - # Relationships - report = relationship("ReportMetadata", backref="us_program_impacts") diff --git a/src/policyengine/database/report_manager.py b/src/policyengine/database/report_manager.py deleted file mode 100644 index 0b5e89bd..00000000 --- a/src/policyengine/database/report_manager.py +++ /dev/null @@ -1,460 +0,0 @@ -"""Report manager for economic impact analysis.""" - -from typing import Optional, List, TYPE_CHECKING -from datetime import datetime -from sqlalchemy.orm import Session - -if TYPE_CHECKING: - from ..countries.general import ModelOutput - from ..countries.uk import UKModelOutput - from ..countries.us import USModelOutput - -from .models import ( - ReportMetadata, - SimulationMetadata, - SimulationStatus, - UKGovernmentBudget, - UKHouseholdIncome, - UKDecileImpact, - UKPovertyImpact, - UKInequalityImpact, - UKWinnersLosers, -) - - -class ReportManager: - """Manages economic impact reports in the database.""" - - def __init__(self, session: Session): - """Initialise the report manager. - - Args: - session: Database session - """ - self.session = session - - def create_report( - self, - name: str, - baseline_simulation_id: str, - comparison_simulation_id: str, - country: str, - year: Optional[int] = None, - description: Optional[str] = None, - tags: Optional[List[str]] = None, - created_by: Optional[str] = None, - ) -> ReportMetadata: - """Create a new report metadata entry. - - Args: - name: Name of the report - baseline_simulation_id: ID of baseline simulation - comparison_simulation_id: ID of comparison/reform simulation - country: Country code - year: Year of analysis (optional for multi-year) - description: Report description - tags: List of tags for filtering - created_by: User ID who created the report - - Returns: - Created or updated report metadata - """ - # Check if report already exists with same name and country - existing = self.session.query(ReportMetadata).filter_by( - name=name, - country=country - ).first() - - if existing: - # Delete old report impact data first - print(f"Warning: Report '{name}' for country '{country}' already exists. Overwriting...") - - # Delete country-specific impact tables - if country.lower() == "uk": - self.session.query(UKGovernmentBudget).filter_by(report_id=existing.id).delete() - self.session.query(UKHouseholdIncome).filter_by(report_id=existing.id).delete() - self.session.query(UKDecileImpact).filter_by(report_id=existing.id).delete() - self.session.query(UKPovertyImpact).filter_by(report_id=existing.id).delete() - self.session.query(UKInequalityImpact).filter_by(report_id=existing.id).delete() - self.session.query(UKWinnersLosers).filter_by(report_id=existing.id).delete() - elif country.lower() == "us": - # Import US tables - from ..database.models import ( - USGovernmentBudget, - USHouseholdIncome, - USDecileImpact, - USPovertyImpact, - USInequalityImpact, - USWinnersLosers, - USProgramImpact, - ) - self.session.query(USGovernmentBudget).filter_by(report_id=existing.id).delete() - self.session.query(USHouseholdIncome).filter_by(report_id=existing.id).delete() - self.session.query(USDecileImpact).filter_by(report_id=existing.id).delete() - self.session.query(USPovertyImpact).filter_by(report_id=existing.id).delete() - self.session.query(USInequalityImpact).filter_by(report_id=existing.id).delete() - self.session.query(USWinnersLosers).filter_by(report_id=existing.id).delete() - self.session.query(USProgramImpact).filter_by(report_id=existing.id).delete() - - # Update existing report metadata - existing.baseline_simulation_id = baseline_simulation_id - existing.comparison_simulation_id = comparison_simulation_id - existing.year = year - existing.description = description or existing.description - existing.tags = tags or existing.tags - existing.updated_at = datetime.now() - existing.status = SimulationStatus.PENDING - report = existing - else: - # Create new report - report = ReportMetadata( - name=name, - baseline_simulation_id=baseline_simulation_id, - comparison_simulation_id=comparison_simulation_id, - country=country, - year=year, - description=description, - tags=tags, - created_by=created_by, - ) - self.session.add(report) - - self.session.commit() - self.session.refresh(report) - self.session.expunge(report) - return report - - def run_report( - self, - report_id: str, - baseline_output: "ModelOutput", - comparison_output: "ModelOutput", - ) -> None: - """Run economic impact analysis and populate report tables. - - Args: - report_id: ID of the report to run - baseline_output: Baseline simulation output - comparison_output: Comparison/reform simulation output - """ - # Get report metadata - report = self.session.query(ReportMetadata).filter_by(id=report_id).first() - if not report: - raise ValueError(f"Report {report_id} not found") - - # Import report classes directly from country modules - from ..countries.uk.report import UKEconomicImpactReport - from ..countries.us.report import USEconomicImpactReport - - # Create appropriate report instance - if report.country.lower() == "uk": - reporter = UKEconomicImpactReport(self.session, report) - elif report.country.lower() == "us": - reporter = USEconomicImpactReport(self.session, report) - else: - raise ValueError(f"Unsupported country: {report.country}") - - # Run the analysis - reporter.calculate_all_impacts(baseline_output, comparison_output) - - def get_report(self, report_id: str) -> Optional[ReportMetadata]: - """Get a report by ID. - - Args: - report_id: Report ID - - Returns: - Report metadata or None - """ - return self.session.query(ReportMetadata).filter_by(id=report_id).first() - - def list_reports( - self, - country: Optional[str] = None, - year: Optional[int] = None, - status: Optional[SimulationStatus] = None, - ) -> List[ReportMetadata]: - """List reports with optional filters. - - Args: - country: Filter by country - year: Filter by year - status: Filter by status - - Returns: - List of report metadata - """ - query = self.session.query(ReportMetadata) - - if country: - query = query.filter_by(country=country) - if year: - query = query.filter_by(year=year) - if status: - query = query.filter_by(status=status) - - return query.all() - - def get_report_results(self, report_id: str) -> dict: - """Get report results including all impact data. - - Args: - report_id: Report ID - - Returns: - Dictionary containing report metadata and all impact results - """ - # Get report metadata - report = self.session.query(ReportMetadata).filter_by(id=report_id).first() - if not report: - raise ValueError(f"Report {report_id} not found") - - # Build base results - results = { - "report": { - "id": report.id, - "name": report.name, - "country": report.country, - "year": report.year, - "baseline_simulation_id": report.baseline_simulation_id, - "comparison_simulation_id": report.comparison_simulation_id, - "description": report.description, - "created_at": report.created_at.isoformat() if report.created_at else None, - } - } - - # Get country-specific impact results - if report.country.lower() == "uk": - # UK-specific tables - government_budget = self.session.query(UKGovernmentBudget).filter_by(report_id=report_id).first() - household_income = self.session.query(UKHouseholdIncome).filter_by(report_id=report_id).first() - decile_impacts = self.session.query(UKDecileImpact).filter_by(report_id=report_id).all() - poverty_impacts = self.session.query(UKPovertyImpact).filter_by(report_id=report_id).all() - inequality_impact = self.session.query(UKInequalityImpact).filter_by(report_id=report_id).first() - winners_losers = self.session.query(UKWinnersLosers).filter_by(report_id=report_id).all() - - results.update({ - "government_budget": { - "gov_balance": { - "baseline": government_budget.gov_balance_baseline if government_budget else None, - "reform": government_budget.gov_balance_reform if government_budget else None, - "change": government_budget.gov_balance_change if government_budget else None, - }, - "gov_tax": { - "baseline": government_budget.gov_tax_baseline if government_budget else None, - "reform": government_budget.gov_tax_reform if government_budget else None, - "change": government_budget.gov_tax_change if government_budget else None, - }, - "gov_spending": { - "baseline": government_budget.gov_spending_baseline if government_budget else None, - "reform": government_budget.gov_spending_reform if government_budget else None, - "change": government_budget.gov_spending_change if government_budget else None, - }, - } if government_budget else {}, - "household_income": { - "household_market_income": { - "baseline": household_income.household_market_income_baseline if household_income else None, - "reform": household_income.household_market_income_reform if household_income else None, - "change": household_income.household_market_income_change if household_income else None, - }, - "hbai_household_net_income": { - "baseline": household_income.hbai_household_net_income_baseline if household_income else None, - "reform": household_income.hbai_household_net_income_reform if household_income else None, - "change": household_income.hbai_household_net_income_change if household_income else None, - }, - "household_net_income": { - "baseline": household_income.household_net_income_baseline if household_income else None, - "reform": household_income.household_net_income_reform if household_income else None, - "change": household_income.household_net_income_change if household_income else None, - }, - } if household_income else {}, - "decile_impacts": [ - { - "decile_type": impact.decile_type, - "decile": impact.decile, - "variable_name": impact.variable_name, - "sum_baseline": impact.sum_baseline, - "sum_reform": impact.sum_reform, - "sum_change": impact.sum_change, - "mean_baseline": impact.mean_baseline, - "mean_reform": impact.mean_reform, - "mean_change": impact.mean_change, - } - for impact in decile_impacts - ], - "poverty_impacts": [ - { - "poverty_type": impact.poverty_type, - "demographic_group": impact.demographic_group, - "headcount_baseline": impact.headcount_baseline, - "headcount_reform": impact.headcount_reform, - "headcount_change": impact.headcount_change, - "rate_baseline": impact.rate_baseline, - "rate_reform": impact.rate_reform, - "rate_change": impact.rate_change, - } - for impact in poverty_impacts - ], - "inequality_impacts": { - "gini_baseline": inequality_impact.gini_baseline if inequality_impact else None, - "gini_reform": inequality_impact.gini_reform if inequality_impact else None, - "gini_change": inequality_impact.gini_change if inequality_impact else None, - "top_10_percent_share_baseline": inequality_impact.top_10_percent_share_baseline if inequality_impact else None, - "top_10_percent_share_reform": inequality_impact.top_10_percent_share_reform if inequality_impact else None, - "top_10_percent_share_change": inequality_impact.top_10_percent_share_change if inequality_impact else None, - "top_1_percent_share_baseline": inequality_impact.top_1_percent_share_baseline if inequality_impact else None, - "top_1_percent_share_reform": inequality_impact.top_1_percent_share_reform if inequality_impact else None, - "top_1_percent_share_change": inequality_impact.top_1_percent_share_change if inequality_impact else None, - } if inequality_impact else {}, - "winners_losers": [ - { - "decile": impact.decile, - "gain_more_than_5_percent": impact.gain_more_than_5_percent, - "gain_more_than_1_percent": impact.gain_more_than_1_percent, - "no_change": impact.no_change, - "lose_less_than_1_percent": impact.lose_less_than_1_percent, - "lose_less_than_5_percent": impact.lose_less_than_5_percent, - "lose_more_than_5_percent": impact.lose_more_than_5_percent, - } - for impact in winners_losers - ], - }) - elif report.country.lower() == "us": - # US-specific tables - # Import US tables - from ..database.models import ( - USGovernmentBudget, - USHouseholdIncome, - USDecileImpact, - USPovertyImpact, - USInequalityImpact, - USWinnersLosers, - USProgramImpact, - ) - - government_budget = self.session.query(USGovernmentBudget).filter_by(report_id=report_id).first() - household_income = self.session.query(USHouseholdIncome).filter_by(report_id=report_id).first() - decile_impacts = self.session.query(USDecileImpact).filter_by(report_id=report_id).all() - poverty_impacts = self.session.query(USPovertyImpact).filter_by(report_id=report_id).all() - inequality_impact = self.session.query(USInequalityImpact).filter_by(report_id=report_id).first() - winners_losers = self.session.query(USWinnersLosers).filter_by(report_id=report_id).all() - program_impacts = self.session.query(USProgramImpact).filter_by(report_id=report_id).all() - - results.update({ - "government_budget": { - "federal_tax": { - "baseline": government_budget.federal_tax_baseline if government_budget else None, - "reform": government_budget.federal_tax_reform if government_budget else None, - "change": government_budget.federal_tax_change if government_budget else None, - }, - "state_tax": { - "baseline": government_budget.state_tax_baseline if government_budget else None, - "reform": government_budget.state_tax_reform if government_budget else None, - "change": government_budget.state_tax_change if government_budget else None, - }, - "total_tax": { - "baseline": government_budget.total_tax_baseline if government_budget else None, - "reform": government_budget.total_tax_reform if government_budget else None, - "change": government_budget.total_tax_change if government_budget else None, - }, - "federal_benefits": { - "baseline": government_budget.federal_benefits_baseline if government_budget else None, - "reform": government_budget.federal_benefits_reform if government_budget else None, - "change": government_budget.federal_benefits_change if government_budget else None, - }, - "state_benefits": { - "baseline": government_budget.state_benefits_baseline if government_budget else None, - "reform": government_budget.state_benefits_reform if government_budget else None, - "change": government_budget.state_benefits_change if government_budget else None, - }, - "net_impact": government_budget.net_impact if government_budget else None, - } if government_budget else {}, - "household_income": { - "household_market_income": { - "baseline": household_income.household_market_income_baseline if household_income else None, - "reform": household_income.household_market_income_reform if household_income else None, - "change": household_income.household_market_income_change if household_income else None, - }, - "household_net_income": { - "baseline": household_income.household_net_income_baseline if household_income else None, - "reform": household_income.household_net_income_reform if household_income else None, - "change": household_income.household_net_income_change if household_income else None, - }, - "household_net_income_with_health": { - "baseline": household_income.household_net_income_with_health_baseline if household_income else None, - "reform": household_income.household_net_income_with_health_reform if household_income else None, - "change": household_income.household_net_income_with_health_change if household_income else None, - }, - } if household_income else {}, - "decile_impacts": [ - { - "decile": impact.decile, - "relative_change": impact.relative_change, - "average_change": impact.average_change, - "share_of_benefit": impact.share_of_benefit, - } - for impact in decile_impacts - ], - "poverty_impacts": [ - { - "poverty_type": impact.poverty_type, - "demographic_group": impact.demographic_group, - "headcount_baseline": impact.headcount_baseline, - "headcount_reform": impact.headcount_reform, - "headcount_change": impact.headcount_change, - "rate_baseline": impact.rate_baseline, - "rate_reform": impact.rate_reform, - "rate_change": impact.rate_change, - "gap_baseline": impact.gap_baseline, - "gap_reform": impact.gap_reform, - "gap_change": impact.gap_change, - } - for impact in poverty_impacts - ], - "inequality_impacts": { - "gini_baseline": inequality_impact.gini_baseline if inequality_impact else None, - "gini_reform": inequality_impact.gini_reform if inequality_impact else None, - "gini_change": inequality_impact.gini_change if inequality_impact else None, - "top_10_percent_share_baseline": inequality_impact.top_10_percent_share_baseline if inequality_impact else None, - "top_10_percent_share_reform": inequality_impact.top_10_percent_share_reform if inequality_impact else None, - "top_10_percent_share_change": inequality_impact.top_10_percent_share_change if inequality_impact else None, - "top_1_percent_share_baseline": inequality_impact.top_1_percent_share_baseline if inequality_impact else None, - "top_1_percent_share_reform": inequality_impact.top_1_percent_share_reform if inequality_impact else None, - "top_1_percent_share_change": inequality_impact.top_1_percent_share_change if inequality_impact else None, - "bottom_50_percent_share_baseline": inequality_impact.bottom_50_percent_share_baseline if inequality_impact else None, - "bottom_50_percent_share_reform": inequality_impact.bottom_50_percent_share_reform if inequality_impact else None, - "bottom_50_percent_share_change": inequality_impact.bottom_50_percent_share_change if inequality_impact else None, - } if inequality_impact else {}, - "winners_losers": [ - { - "decile": impact.decile, - "gain_more_than_5_percent": impact.gain_more_than_5_percent, - "gain_more_than_1_percent": impact.gain_more_than_1_percent, - "no_change": impact.no_change, - "lose_less_than_1_percent": impact.lose_less_than_1_percent, - "lose_less_than_5_percent": impact.lose_less_than_5_percent, - "lose_more_than_5_percent": impact.lose_more_than_5_percent, - } - for impact in winners_losers - ], - "program_impacts": [ - { - "program_name": impact.program_name, - "baseline_cost": impact.baseline_cost, - "reform_cost": impact.reform_cost, - "cost_change": impact.cost_change, - "baseline_recipients": impact.baseline_recipients, - "reform_recipients": impact.reform_recipients, - "recipients_change": impact.recipients_change, - "baseline_average_benefit": impact.baseline_average_benefit, - "reform_average_benefit": impact.reform_average_benefit, - "average_benefit_change": impact.average_benefit_change, - } - for impact in program_impacts - ], - }) - else: - # Other countries not yet implemented - results["error"] = f"Reports not yet implemented for country: {report.country}" - - return results \ No newline at end of file diff --git a/src/policyengine/database/scenario_manager.py b/src/policyengine/database/scenario_manager.py deleted file mode 100644 index 24d5d08f..00000000 --- a/src/policyengine/database/scenario_manager.py +++ /dev/null @@ -1,231 +0,0 @@ -"""Scenario management functions.""" - -import uuid -import json -from datetime import datetime -from typing import Dict, Any, Optional -from sqlalchemy.orm import Session, joinedload -from policyengine_core.periods import period as parse_period -from .models import ScenarioMetadata, ParameterMetadata, ParameterChangeMetadata, get_model_version - - -class ScenarioManager: - """Manages scenarios and parameter changes.""" - - def __init__(self, default_country: Optional[str] = None): - """Initialize scenario manager. - - Args: - default_country: Default country to use when not specified - """ - self.default_country = default_country - - def add_scenario( - self, - session: Session, - name: str, - parameter_changes: dict = None, - country: str = None, - description: str = None, - ) -> ScenarioMetadata: - """Add a parametric scenario with parameter changes. - - Args: - session: Database session - name: Name of the scenario - parameter_changes: Dictionary of parameter changes in various formats - country: Country code (uses default if not specified) - description: Optional description of the scenario - - Returns: - Created ScenarioMetadata object - """ - country = country or self.default_country - if not country: - raise ValueError("Country must be specified or set as default") - - parameter_changes = parameter_changes or {} - - # Check if scenario already exists - existing = session.query(ScenarioMetadata).filter_by( - name=name, - country=country.lower() - ).first() - - if existing: - # Update existing scenario - clear old parameter changes - print(f"Warning: Scenario '{name}' for country '{country}' already exists. Overwriting...") - existing.model_version = get_model_version(country) - existing.description = description or existing.description - existing.updated_at = datetime.now() - session.query(ParameterChangeMetadata).filter_by( - scenario_id=existing.id - ).delete() - scenario = existing - else: - # Get current_law scenario as parent - parent_scenario = session.query(ScenarioMetadata).filter_by( - name="current_law", - country=country.lower() - ).first() - - # Create new scenario - scenario = ScenarioMetadata( - id=str(uuid.uuid4()), - name=name, - country=country.lower(), - model_version=get_model_version(country), - description=description or f"Parametric reform scenario: {name}", - parent_scenario_id=parent_scenario.id if parent_scenario else None - ) - session.add(scenario) - session.flush() - - # Process parameter changes - for param_name, value_spec in parameter_changes.items(): - # Get or create parameter metadata - param = session.query(ParameterMetadata).filter_by( - name=param_name, - country=country.lower() - ).first() - - if not param: - # Create parameter if it doesn't exist - param = ParameterMetadata( - id=str(uuid.uuid4()), - name=param_name, - country=country.lower(), - data_type=self._infer_data_type(value_spec) - ) - session.add(param) - session.flush() - - # Parse value specification - if isinstance(value_spec, dict): - # Multiple time periods specified - for period_str, value in value_spec.items(): - start_date, end_date = self._parse_period_string(period_str) - - # Handle special float values - if isinstance(value, float): - import math - if math.isinf(value): - value = str(value) - elif math.isnan(value): - value = "NaN" - - change = ParameterChangeMetadata( - id=str(uuid.uuid4()), - scenario_id=scenario.id, - parameter_id=param.id, - start_date=start_date, - end_date=end_date, - value=value if isinstance(value, (bool, int, float, str)) else json.dumps(value), - model_version=get_model_version(country) - ) - session.add(change) - else: - # Single value for default period (2000-2100) - # Handle special float values - value = value_spec - if isinstance(value, float): - import math - if math.isinf(value): - value = str(value) - elif math.isnan(value): - value = "NaN" - - change = ParameterChangeMetadata( - id=str(uuid.uuid4()), - scenario_id=scenario.id, - parameter_id=param.id, - start_date=datetime(2000, 1, 1), - end_date=datetime(2100, 1, 1), - value=value if isinstance(value, (bool, int, float, str)) else json.dumps(value), - model_version=get_model_version(country) - ) - session.add(change) - - session.commit() - session.refresh(scenario) - # Eagerly load parameter_changes before expunging - scenario = session.query(ScenarioMetadata).options( - joinedload(ScenarioMetadata.parameter_changes) - ).filter_by(id=scenario.id).first() - # Make the object independent of the session - session.expunge_all() - return scenario - - def get_scenario( - self, - session: Session, - name: str, - country: str = None - ) -> Optional[ScenarioMetadata]: - """Get a scenario by name and country. - - Args: - session: Database session - name: Name of the scenario - country: Country code (uses default if not specified) - - Returns: - ScenarioMetadata object or None if not found - """ - country = country or self.default_country - if not country: - raise ValueError("Country must be specified or set as default") - - scenario = session.query(ScenarioMetadata).options( - joinedload(ScenarioMetadata.parameter_changes) - ).filter_by( - name=name, - country=country.lower() - ).first() - - if scenario: - session.expunge_all() - - return scenario - - def _infer_data_type(self, value) -> str: - """Infer the data type from a value.""" - if isinstance(value, dict): - # Get first value from dict - first_val = next(iter(value.values())) if value else None - if first_val is not None: - return self._infer_data_type(first_val) - if isinstance(value, bool): - return "bool" - elif isinstance(value, int): - return "int" - elif isinstance(value, float): - return "float" - elif isinstance(value, str): - return "string" - return "json" - - def _parse_period_string(self, period_str: str) -> tuple[datetime, datetime]: - """Parse a period string into start and end dates. - - Formats: - - "2000-01-01.2023-01-01" -> explicit date range - - "year:2026:1" -> uses policyengine_core.periods - - "2025-01-01" -> single date (end is None) - """ - if "." in period_str: - # Date range format - start_str, end_str = period_str.split(".") - start_date = datetime.fromisoformat(start_str) - end_date = datetime.fromisoformat(end_str) - return start_date, end_date - elif ":" in period_str: - # Period notation - p = parse_period(period_str) - start_date = datetime.fromisoformat(str(p.start)) - end_date = datetime.fromisoformat(str(p.stop)) - return start_date, end_date - else: - # Single date - start_date = datetime.fromisoformat(period_str) - return start_date, None \ No newline at end of file diff --git a/src/policyengine/database/simulation_manager.py b/src/policyengine/database/simulation_manager.py deleted file mode 100644 index d2a34cc1..00000000 --- a/src/policyengine/database/simulation_manager.py +++ /dev/null @@ -1,435 +0,0 @@ -"""Simulation management functions.""" - -import uuid -from datetime import datetime -from typing import Any, Optional, List, Union, Dict -from sqlalchemy.orm import Session -from .models import SimulationMetadata, SimulationStatus, ScenarioMetadata, DatasetMetadata, get_model_version -from .storage_backend import StorageBackend -from ..countries.uk import UKModelOutput -from ..countries.us import USModelOutput - - -class SimulationManager: - """Manages simulation storage and retrieval.""" - - def __init__(self, storage_backend: StorageBackend, default_country: Optional[str] = None): - """Initialize simulation manager. - - Args: - storage_backend: Storage backend for file operations - default_country: Default country to use when not specified - """ - self.storage = storage_backend - self.default_country = default_country - - def add_simulation( - self, - session: Session, - scenario: str, - simulation: Any, # Simulation from policyengine_core - dataset: str = None, - country: str = None, - year: int = None, - years: List[int] = None, - tags: List[str] = None, - calculate_default_variables: bool = True, - save_all_variables: bool = False, - ) -> SimulationMetadata: - """Store simulation results. - - Args: - session: Database session - scenario: Name of the scenario used - simulation: Simulation object from policyengine_core - dataset: Name of the dataset used (optional, extracted from simulation if not provided) - country: Country code (uses default if not specified) - year: Single year to save (if specified, only saves this year) - years: Multiple years to save (if specified, saves all these years) - tags: Optional tags for filtering - calculate_default_variables: If True, calculates household net income etc. - save_all_variables: If True, saves all calculated variables for all periods - - Returns: - Created or updated SimulationMetadata object - """ - country = country or self.default_country - if not country: - raise ValueError("Country must be specified or set as default") - - # Determine which years to process - if year is not None: - years_to_process = [year] - elif years is not None: - years_to_process = years - else: - # Default to current year - years_to_process = [datetime.now().year] - - # Collect data for all years - all_data = {} - - if calculate_default_variables: - # Import the correct country-specific process_simulation - if country == 'us': - from ..countries.us import process_us_simulation as process_simulation - else: - from ..countries.uk import process_uk_simulation as process_simulation - - # Process for each year - for process_year in years_to_process: - model_output = process_simulation(simulation, process_year).get_tables() - all_data[process_year] = model_output - elif save_all_variables: - # Save all calculated variables organized by year and entity - all_data = self._extract_all_variables(simulation, years_to_process) - else: - # Save specific variables for the requested years - for process_year in years_to_process: - all_data[process_year] = self._extract_year_data(simulation, process_year) - - # Verify scenario exists - scenario_obj = session.query(ScenarioMetadata).filter_by( - name=scenario, - country=country.lower() - ).first() - - if not scenario_obj: - raise ValueError(f"Scenario '{scenario}' not found for country '{country}'") - - # Verify dataset if specified - dataset_obj = None - if dataset: - dataset_obj = session.query(DatasetMetadata).filter_by( - name=dataset, - country=country.lower() - ).first() - - if not dataset_obj: - # Create dataset entry if it doesn't exist - dataset_obj = DatasetMetadata( - id=str(uuid.uuid4()), - name=dataset, - country=country.lower(), - year=years_to_process[0] if len(years_to_process) == 1 else None, # None for multi-year - model_version=get_model_version(country) - ) - session.add(dataset_obj) - session.flush() - - # Check if simulation already exists for this scenario/dataset/year combination - existing_simulation = session.query(SimulationMetadata).filter_by( - scenario_id=scenario_obj.id, - dataset_id=dataset_obj.id if dataset_obj else None, - country=country.lower(), - year=years_to_process[0] if len(years_to_process) == 1 else None, - status=SimulationStatus.COMPLETED - ).first() - - if existing_simulation: - # Update existing simulation - print(f"Warning: Simulation for scenario '{scenario}', dataset '{dataset}', country '{country}' already exists. Overwriting...") - sim_id = existing_simulation.id - else: - # Generate new ID for simulation - sim_id = str(uuid.uuid4()) - - # Save simulation data (now with multi-year structure) - filepath, file_size_mb = self.storage.save_simulation( - sim_id=sim_id, - country=country, - scenario=scenario, - dataset=dataset, - year=years_to_process[0] if len(years_to_process) == 1 else None, # For backward compat - data=all_data # Now contains {year: data} structure - ) - - # Update dataset with file information if it was created - if dataset_obj and filepath: - # Update dataset with storage information - dataset_obj.filename = f"{sim_id}.h5" - dataset_obj.file_size_mb = file_size_mb - if self.storage.config.storage_mode == "local": - dataset_obj.local_path = filepath - elif self.storage.config.storage_mode == "cloud": - dataset_obj.gcs_bucket = self.storage.config.gcs_bucket - dataset_obj.gcs_path = filepath - session.flush() - - if existing_simulation: - # Update existing simulation metadata - existing_simulation.file_size_mb = file_size_mb - existing_simulation.model_version = get_model_version(country) - existing_simulation.completed_at = datetime.now() - existing_simulation.tags = tags - session.commit() - session.refresh(existing_simulation) - # Attach storage backend for get_data() method - existing_simulation._storage = self.storage - session.expunge(existing_simulation) - return existing_simulation - else: - # Create new simulation metadata - simulation = SimulationMetadata( - id=sim_id, - country=country.lower(), - year=years_to_process[0] if len(years_to_process) == 1 else None, # Null for multi-year - file_size_mb=file_size_mb, - dataset_id=dataset_obj.id if dataset_obj else None, - scenario_id=scenario_obj.id, - model_version=get_model_version(country), - status=SimulationStatus.COMPLETED, - completed_at=datetime.now(), - tags=tags - ) - session.add(simulation) - session.commit() - session.refresh(simulation) - # Attach storage backend for get_data() method - simulation._storage = self.storage - session.expunge(simulation) - return simulation - - def get_simulation_metadata( - self, - session: Session, - scenario: str, - dataset: str, - country: str = None, - year: int = None, - ) -> Optional[SimulationMetadata]: - """Retrieve simulation metadata. - - Args: - session: Database session - scenario: Name of the scenario - dataset: Name of the dataset - country: Country code (uses default if not specified) - year: Year filter - returns simulations containing this year (optional) - - Returns: - SimulationMetadata object with get_data() method, or None if not found - """ - country = country or self.default_country - if not country: - raise ValueError("Country must be specified or set as default") - - # First get the scenario and dataset objects - scenario_obj = session.query(ScenarioMetadata).filter_by( - name=scenario, - country=country.lower() - ).first() - - dataset_obj = session.query(DatasetMetadata).filter_by( - name=dataset, - country=country.lower() - ).first() - - if not scenario_obj or not dataset_obj: - return None - - query = session.query(SimulationMetadata).filter_by( - scenario_id=scenario_obj.id, - dataset_id=dataset_obj.id, - country=country.lower(), - status=SimulationStatus.COMPLETED - ) - - if year: - # Filter for simulations with this specific year or multi-year (null) - from sqlalchemy import or_ - query = query.filter( - or_( - SimulationMetadata.year == year, - SimulationMetadata.year.is_(None) # Multi-year simulations - ) - ) - - # Get most recent simulation matching criteria - simulation = query.order_by(SimulationMetadata.created_at.desc()).first() - - if simulation: - # Store storage backend reference for get_data() method - simulation._storage = self.storage - session.expunge(simulation) - - return simulation - - def get_simulation( - self, - session: Session, - scenario: str, - dataset: str, - country: str = None, - year: int = None, - ) -> Optional[Union[UKModelOutput, USModelOutput]]: - """Retrieve simulation results (legacy method, returns model output directly). - - Args: - session: Database session - scenario: Name of the scenario - dataset: Name of the dataset - country: Country code (uses default if not specified) - year: Year of simulation (optional filter) - - Returns: - UKModelOutput or USModelOutput object, or None if not found - """ - simulation = self.get_simulation_metadata(session, scenario, dataset, country, year) - - if not simulation: - return None - - # Load and return the data directly - data = self.storage.load_simulation( - sim_id=simulation.id, - country=simulation.country, - scenario=scenario, # Using the name passed in, not from simulation object - dataset=dataset, # Using the name passed in, not from simulation object - year=None # Year no longer relevant for file naming - ) - - if data is None: - return None - - # Return the appropriate model output type - if simulation.country.lower() == 'uk': - return UKModelOutput.from_tables(data) - elif simulation.country.lower() == 'us': - return USModelOutput.from_tables(data) - else: - raise ValueError(f"Unsupported country: {simulation.country}") - - def _extract_all_variables(self, simulation: Any, years: List[int]) -> Dict[int, Dict[str, Dict[str, Any]]]: - """Extract all calculated variables from simulation, organized by year and entity. - - Returns: - Dictionary with structure: {year: {entity: {variable: values}}} - """ - result = {} - - # Get all entities in the simulation - entities = simulation.tax_benefit_system.entities - - for year in years: - year_data = {} - - for entity_key, entity in entities.items(): - entity_data = {} - - # Get all variables for this entity - for variable_name, variable in simulation.tax_benefit_system.variables.items(): - if variable.entity.key == entity_key: - try: - # Try to calculate the variable for this year - values = simulation.calculate(variable_name, year) - entity_data[variable_name] = values - except: - # Variable not calculable for this year/scenario - pass - - if entity_data: - year_data[entity_key] = entity_data - - result[year] = year_data - - return result - - def _extract_year_data(self, simulation: Any, year: int) -> Dict[str, Any]: - """Extract basic data for a specific year from simulation. - - Returns: - Dictionary with entity-level data for the year - """ - result = {} - - # Get key variables for each entity - entities = simulation.tax_benefit_system.entities - - for entity_key, entity in entities.items(): - entity_data = {} - - # Define key variables to extract per entity type - if entity_key == 'household': - key_vars = ['household_net_income', 'household_benefits', 'household_tax'] - elif entity_key == 'person': - key_vars = ['employment_income', 'total_income', 'age'] - else: - key_vars = [] - - for var_name in key_vars: - try: - values = simulation.calculate(var_name, year) - entity_data[var_name] = values - except: - pass - - if entity_data: - result[entity_key] = entity_data - - return result - - def list_simulations( - self, - session: Session, - country: str = None, - scenario: str = None, - dataset: str = None, - year: int = None, - tags: List[str] = None - ) -> List[SimulationMetadata]: - """List simulations matching criteria. - - Args: - session: Database session - country: Filter by country - scenario: Filter by scenario - dataset: Filter by dataset - year: Filter by year (returns simulations containing this year) - tags: Filter by tags - - Returns: - List of SimulationMetadata objects - """ - query = session.query(SimulationMetadata) - - if country: - query = query.filter_by(country=country.lower()) - elif self.default_country: - query = query.filter_by(country=self.default_country.lower()) - - if scenario: - scenario_obj = session.query(ScenarioMetadata).filter_by( - name=scenario, - country=country.lower() if country else self.default_country.lower() - ).first() - if scenario_obj: - query = query.filter_by(scenario_id=scenario_obj.id) - - if dataset: - dataset_obj = session.query(DatasetMetadata).filter_by( - name=dataset, - country=country.lower() if country else self.default_country.lower() - ).first() - if dataset_obj: - query = query.filter_by(dataset_id=dataset_obj.id) - - if year: - # Filter for simulations with this specific year or multi-year (null) - from sqlalchemy import or_ - query = query.filter( - or_( - SimulationMetadata.year == year, - SimulationMetadata.year.is_(None) # Multi-year simulations - ) - ) - - if tags: - # Filter by tags (assuming tags are stored as JSON array) - for tag in tags: - query = query.filter(SimulationMetadata.tags.contains(tag)) - - simulations = query.order_by(SimulationMetadata.created_at.desc()).all() - for sim in simulations: - session.expunge(sim) - return simulations \ No newline at end of file diff --git a/src/policyengine/database/storage_backend.py b/src/policyengine/database/storage_backend.py deleted file mode 100644 index 09f89fe5..00000000 --- a/src/policyengine/database/storage_backend.py +++ /dev/null @@ -1,341 +0,0 @@ -"""Storage backend for HDF5 and cloud storage operations.""" - -import os -import json -import h5py -import numpy as np -from typing import Dict, Any, Optional -import pandas as pd - - -class StorageBackend: - """Handles file storage operations for simulations.""" - - def __init__(self, config): - """Initialize storage backend. - - Args: - config: DatabaseConfig with storage settings - """ - self.config = config - - def save_simulation( - self, - sim_id: str, - country: str, - scenario: str, - dataset: str, - year: int, - data: Dict[str, Any] - ) -> tuple[str, float]: - """Save simulation data to storage. - - All simulations stored with {uuid}.h5 pattern in single folder. - - Returns: - Tuple of (filepath/url, file_size_mb) - """ - filename = f"{sim_id}.h5" - - if self.config.storage_mode == "local": - filepath = os.path.join( - self.config.local_storage_path, - filename - ) - os.makedirs(os.path.dirname(filepath), exist_ok=True) - file_size_mb = self._save_to_h5(filepath, data) - return filepath, file_size_mb - - elif self.config.storage_mode == "cloud": - if not self.config.gcs_bucket: - raise ValueError("GCS bucket not configured for cloud storage") - - # Save to temporary file first - temp_path = os.path.join(self.config.local_storage_path, "temp", filename) - os.makedirs(os.path.dirname(temp_path), exist_ok=True) - file_size_mb = self._save_to_h5(temp_path, data) - - # Upload to GCS - gcs_path = f"simulations/{filename}" - self._upload_to_gcs(temp_path, self.config.gcs_bucket, gcs_path) - - # Clean up temp file - os.remove(temp_path) - return f"gs://{self.config.gcs_bucket}/{gcs_path}", file_size_mb - else: - raise ValueError(f"Unknown storage mode: {self.config.storage_mode}") - - def load_simulation( - self, - sim_id: str, - country: str, - scenario: str, - dataset: str, - year: int - ) -> Optional[Dict[str, Any]]: - """Load simulation data from storage. - - All simulations stored with {uuid}.h5 pattern in single folder. - - Returns: - Dictionary with simulation data or None if not found - """ - filename = f"{sim_id}.h5" - - if self.config.storage_mode == "local": - filepath = os.path.join( - self.config.local_storage_path, - filename - ) - - if not os.path.exists(filepath): - return None - - return self._load_from_h5(filepath) - - elif self.config.storage_mode == "cloud": - gcs_path = f"simulations/{filename}" - - # Download to temp file - temp_path = os.path.join(self.config.local_storage_path, "temp", filename) - os.makedirs(os.path.dirname(temp_path), exist_ok=True) - - try: - self._download_from_gcs(self.config.gcs_bucket, gcs_path, temp_path) - data = self._load_from_h5(temp_path) - os.remove(temp_path) - return data - except Exception: - return None - else: - raise ValueError(f"Unknown storage mode: {self.config.storage_mode}") - - def _save_to_h5(self, filepath: str, data: Dict[str, Any]) -> float: - """Save data to HDF5 file. - - Returns: - File size in MB - """ - with h5py.File(filepath, 'w') as f: - for key, value in data.items(): - # Check if this is a year key with nested data - if isinstance(key, (int, str)) and str(key).isdigit() and isinstance(value, dict): - # This is year-structured data - year_group = f.create_group(str(key)) - self._save_year_data(year_group, value) - elif isinstance(value, pd.DataFrame): - # Save DataFrame as a dictionary of columns - group = f.create_group(key) - - # Store each column as a dataset - for col in value.columns: - col_str = str(col) # Ensure column name is a string - group.create_dataset(f"col_{col_str}", data=value[col].values) - - # Store column names and index as datasets (not attributes) to avoid size limits - columns_data = np.array([str(c) for c in value.columns], dtype='S') - group.create_dataset('_columns', data=columns_data) - - # Store index as dataset - group.create_dataset('_index', data=value.index.values) - - # Store metadata about the DataFrame - group.attrs['is_dataframe'] = True - group.attrs['shape'] = value.shape - - elif isinstance(value, (np.ndarray, list)): - # Save array - f.create_dataset(key, data=np.array(value)) - elif isinstance(value, dict): - # For small dicts, save as JSON in attributes - # For large dicts, save as a group - json_str = json.dumps(value) - if len(json_str) < 64000: # HDF5 attribute size limit is ~64KB - f.attrs[key] = json_str - else: - # Save large dict as a dataset - f.create_dataset(key, data=np.array(json_str, dtype='S')) - else: - # Save scalar - f.attrs[key] = value - - # Return file size in MB - return os.path.getsize(filepath) / (1024 * 1024) - - def _save_year_data(self, group: h5py.Group, data: Dict[str, Any]): - """Save year-level data to HDF5 group.""" - for key, value in data.items(): - if isinstance(value, pd.DataFrame): - # Save DataFrame - df_group = group.create_group(key) - - # Store each column as a dataset - for col in value.columns: - col_str = str(col) - df_group.create_dataset(f"col_{col_str}", data=value[col].values) - - # Store column names and index as datasets - columns_data = np.array([str(c) for c in value.columns], dtype='S') - df_group.create_dataset('_columns', data=columns_data) - df_group.create_dataset('_index', data=value.index.values) - - # Store metadata - df_group.attrs['is_dataframe'] = True - df_group.attrs['shape'] = value.shape - - elif isinstance(value, dict): - # Nested dict - create subgroup - subgroup = group.create_group(key) - self._save_year_data(subgroup, value) - - elif isinstance(value, (np.ndarray, list)): - # Save array - group.create_dataset(key, data=np.array(value)) - - else: - # Save scalar as attribute - group.attrs[key] = value - - def _load_from_h5(self, filepath: str) -> Dict[str, Any]: - """Load data from HDF5 file.""" - data = {} - with h5py.File(filepath, 'r') as f: - # Load attributes (scalars and small JSON) - for key, value in f.attrs.items(): - if isinstance(value, str) and value.startswith('{'): - # Try to parse as JSON - try: - data[key] = json.loads(value) - except: - data[key] = value - else: - data[key] = value - - # Load groups and datasets - for key in f.keys(): - item = f[key] - if isinstance(item, h5py.Group): - # Check if this is a year group (numeric key) - if key.isdigit(): - # Load year data - data[int(key)] = self._load_year_data(item) - # Check if it's a DataFrame - elif item.attrs.get('is_dataframe', False): - # Reconstruct DataFrame - # Load column names - if '_columns' in item: - columns = [col.decode('utf-8') if isinstance(col, bytes) else col - for col in item['_columns'][:]] - else: - columns = [] - - # Load data for each column - df_data = {} - for col in columns: - col_key = f"col_{col}" - if col_key in item: - df_data[col] = item[col_key][:] - - # Create DataFrame - if df_data: - df = pd.DataFrame(df_data) - - # Restore index if available - if '_index' in item: - df.index = item['_index'][:] - - data[key] = df - else: - # Handle other group types (shouldn't happen with current save logic) - group_data = {} - for subkey in item.keys(): - if not subkey.startswith('_'): - group_data[subkey] = np.array(item[subkey]) - data[key] = group_data - else: - # Load dataset - arr = np.array(item) - # Check if it's a JSON string stored as dataset (for large dicts) - if arr.dtype.kind in ['S', 'U'] and len(arr.shape) == 0: - # It's a scalar string, might be JSON - try: - str_val = arr.item() - if isinstance(str_val, bytes): - str_val = str_val.decode('utf-8') - if str_val.startswith('{') or str_val.startswith('['): - data[key] = json.loads(str_val) - else: - data[key] = str_val - except: - data[key] = arr - else: - data[key] = arr - - return data - - def _load_year_data(self, group: h5py.Group) -> Dict[str, Any]: - """Load year-level data from HDF5 group.""" - data = {} - - # Load attributes - for key, value in group.attrs.items(): - data[key] = value - - # Load subgroups and datasets - for key in group.keys(): - item = group[key] - if isinstance(item, h5py.Group): - if item.attrs.get('is_dataframe', False): - # Reconstruct DataFrame - if '_columns' in item: - columns = [col.decode('utf-8') if isinstance(col, bytes) else col - for col in item['_columns'][:]] - else: - columns = [] - - # Load data for each column - df_data = {} - for col in columns: - col_key = f"col_{col}" - if col_key in item: - df_data[col] = item[col_key][:] - - # Create DataFrame - if df_data: - df = pd.DataFrame(df_data) - - # Restore index if available - if '_index' in item: - df.index = item['_index'][:] - - data[key] = df - else: - # Recursively load nested group - data[key] = self._load_year_data(item) - else: - # Load dataset - data[key] = np.array(item) - - return data - - def _upload_to_gcs(self, local_path: str, bucket_name: str, gcs_path: str): - """Upload file to Google Cloud Storage.""" - try: - from google.cloud import storage - client = storage.Client() - bucket = client.bucket(bucket_name) - blob = bucket.blob(gcs_path) - blob.upload_from_filename(local_path) - except ImportError: - raise ImportError("google-cloud-storage required for cloud storage mode") - - def _download_from_gcs(self, bucket_name: str, gcs_path: str, local_path: str): - """Download file from Google Cloud Storage.""" - try: - from google.cloud import storage - client = storage.Client() - bucket = client.bucket(bucket_name) - blob = bucket.blob(gcs_path) - blob.download_to_filename(local_path) - except ImportError: - raise ImportError("google-cloud-storage required for cloud storage mode") \ No newline at end of file diff --git a/src/policyengine/models.py b/src/policyengine/models.py new file mode 100644 index 00000000..3aa128b1 --- /dev/null +++ b/src/policyengine/models.py @@ -0,0 +1,121 @@ +"""Pydantic models for PolicyEngine.""" + +from pydantic import BaseModel +from datetime import datetime +from typing import Optional, List, Dict, Any +from enum import Enum + + +class SimulationStatus(str, Enum): + """Status of simulation processing.""" + PENDING = "pending" + RUNNING = "running" + COMPLETED = "completed" + FAILED = "failed" + + +class Dataset(BaseModel): + """Metadata for data files. Overridden by country versions.""" + name: str + + # Dataset characteristics + source_dataset: Optional["Dataset"] = None + version: Optional[str] = None + + # Local storage + local_path: Optional[str] = None + + # Google Cloud Storage + gcs_bucket: Optional[str] = None + gcs_path: Optional[str] = None + + # HuggingFace + huggingface_repo: Optional[str] = None + huggingface_path: Optional[str] = None + + # File metadata + file_size_mb: Optional[float] = None + + def load_from_local_path(self): + """Load dataset from local path.""" + raise NotImplementedError("Dataset load method must be implemented in country-specific subclass.") + + def save(self, path: str) -> None: + """Save dataset to local path.""" + raise NotImplementedError("Dataset save method must be implemented in country-specific subclass.") + + +class Scenario(BaseModel): + """Modifications made to baseline simulation behaviour.""" + name: str + + # Parent scenario reference + parent_scenario: Optional["Scenario"] = None + + # Metadata + description: Optional[str] = None + created_at: Optional[datetime] = None + updated_at: Optional[datetime] = None # Should automatically be current datetime + + _parameter_changes: Optional[dict] = None + _simulation_modifier: Optional[Any] = None + + +class Simulation(BaseModel): + """Metadata for simulation, stored in .h5 file. Overridden by country versions.""" + # Foreign key references + output_dataset: Optional[Dataset] = None + model_version: Optional[str] = None + + # Processing metadata + status: SimulationStatus = SimulationStatus.PENDING + created_at: Optional[datetime] = None + updated_at: Optional[datetime] = None + completed_at: Optional[datetime] = None + + def run(self) -> Dataset: + """Run the simulation.""" + raise NotImplementedError("Simulation run method must be implemented in country-specific subclass.") + + +class Variable(BaseModel): + """PolicyEngine variable concept- an attribute of an entity.""" + name: str + + # Variable metadata + label: Optional[str] = None + description: Optional[str] = None + unit: Optional[str] = None + value_type: str # "float", "int", "bool", "string", "enum" + entity: str # "person", "household", "tax_unit", etc. + definition_period: Optional[str] = None # "year", "month", "eternity" + + # Model version tracking + model_version: Optional[str] = None + + +class Parameter(BaseModel): + """Policy parameter of the country package model.""" + name: str + country: str + parent: Optional["Parameter"] = None # For hierarchical parameters + + # Parameter metadata + label: Optional[str] = None + description: Optional[str] = None + unit: Optional[str] = None + data_type: str # "float", "int", "bool", "string" + + +class ParameterValue(BaseModel): + """Individual parameter value for some point in time.""" + # Foreign keys + scenario: "Scenario" + parameter: "Parameter" + + # Time period for this change + start_date: datetime + end_date: Optional[datetime] = None + + # The actual change + value: Any # JSON-serializable value diff --git a/src/policyengine/report/__init__.py b/src/policyengine/report/__init__.py deleted file mode 100644 index 381c3d3c..00000000 --- a/src/policyengine/report/__init__.py +++ /dev/null @@ -1,7 +0,0 @@ -"""Economic impact report module.""" - -from .base import EconomicImpactReportBase - -__all__ = [ - "EconomicImpactReportBase", -] \ No newline at end of file diff --git a/src/policyengine/report/base.py b/src/policyengine/report/base.py deleted file mode 100644 index 8da7d94f..00000000 --- a/src/policyengine/report/base.py +++ /dev/null @@ -1,153 +0,0 @@ -"""Base class for economic impact report using proper calculations.""" - -from abc import ABC, abstractmethod -from typing import TYPE_CHECKING -from datetime import datetime - -if TYPE_CHECKING: - from ..countries.general import ModelOutput - from ..database.models import ReportMetadata - from sqlalchemy.orm import Session - -from .calculations import ( - calculate_decile_impacts, - calculate_poverty_impacts, - calculate_inequality_impacts, - calculate_budgetary_impacts, -) - - -class EconomicImpactReportBase(ABC): - """Base class for country-specific economic impact report.""" - - def __init__(self, session: "Session", report_metadata: "ReportMetadata"): - """Initialise the report. - - Args: - session: Database session for writing results - report_metadata: Metadata for this report run - """ - self.session = session - self.report = report_metadata - self.country = report_metadata.country.lower() - - @abstractmethod - def calculate_all_impacts(self, baseline: "ModelOutput", comparison: "ModelOutput") -> None: - """Calculate all economic impacts and populate database tables. - - Args: - baseline: Baseline simulation output - comparison: Comparison/reform simulation output - """ - pass - - def calculate_and_store_decile_impacts(self, baseline: "ModelOutput", comparison: "ModelOutput", by_wealth: bool = False) -> None: - """Calculate and store decile impacts using microdf. - - Args: - baseline: Baseline simulation output - comparison: Comparison simulation output - by_wealth: Whether to calculate by wealth decile (UK only) - """ - from ..database.models import DecileImpact - - # Calculate impacts using the new function - impacts = calculate_decile_impacts(baseline, comparison, by_wealth) - - decile_type = "wealth" if by_wealth else "income" - - # Store in database - for decile, data in impacts.items(): - impact = DecileImpact( - report_id=self.report.id, - decile_type=decile_type, - decile=int(decile), - relative_change=data['relative_change'], - average_change=data['average_change'], - lose_more_than_5_percent=data['winners_losers']['lose_more_than_5_percent'], - lose_less_than_5_percent=data['winners_losers']['lose_less_than_5_percent'], - no_change=data['winners_losers']['no_change'], - gain_less_than_5_percent=data['winners_losers']['gain_less_than_5_percent'], - gain_more_than_5_percent=data['winners_losers']['gain_more_than_5_percent'], - ) - self.session.add(impact) - - def calculate_and_store_poverty_impacts(self, baseline: "ModelOutput", comparison: "ModelOutput") -> None: - """Calculate and store poverty impacts. - - Args: - baseline: Baseline simulation output - comparison: Comparison simulation output - """ - from ..database.models import PovertyImpact - - # Calculate impacts using the new function - impacts = calculate_poverty_impacts(baseline, comparison) - - # Store in database - for key, data in impacts.items(): - group_type, group_value = key.split('_', 1) - - impact = PovertyImpact( - report_id=self.report.id, - group_type=group_type, - group_value=group_value, - poverty_rate_baseline=data['poverty']['baseline'], - poverty_rate_reform=data['poverty']['reform'], - poverty_rate_change=data['poverty']['change'], - deep_poverty_rate_baseline=data['deep_poverty']['baseline'], - deep_poverty_rate_reform=data['deep_poverty']['reform'], - deep_poverty_rate_change=data['deep_poverty']['change'], - ) - self.session.add(impact) - - def calculate_and_store_inequality_impacts(self, baseline: "ModelOutput", comparison: "ModelOutput") -> None: - """Calculate and store inequality impacts. - - Args: - baseline: Baseline simulation output - comparison: Comparison simulation output - """ - from ..database.models import InequalityImpact - - # Calculate impacts using the new function - impacts = calculate_inequality_impacts(baseline, comparison) - - # Store in database - impact = InequalityImpact( - report_id=self.report.id, - gini_baseline=impacts['gini']['baseline'], - gini_reform=impacts['gini']['reform'], - gini_change=impacts['gini']['change'], - top_10_percent_share_baseline=impacts['top_10_percent_share']['baseline'], - top_10_percent_share_reform=impacts['top_10_percent_share']['reform'], - top_10_percent_share_change=impacts['top_10_percent_share']['change'], - top_1_percent_share_baseline=impacts['top_1_percent_share']['baseline'], - top_1_percent_share_reform=impacts['top_1_percent_share']['reform'], - top_1_percent_share_change=impacts['top_1_percent_share']['change'], - ) - self.session.add(impact) - - def calculate_and_store_budgetary_impacts(self, baseline: "ModelOutput", comparison: "ModelOutput") -> None: - """Calculate and store budgetary impacts. - - Args: - baseline: Baseline simulation output - comparison: Comparison simulation output - """ - from ..database.models import BudgetaryImpact - - # Calculate impacts using the new function - impacts = calculate_budgetary_impacts(baseline, comparison) - - # Store in database - impact = BudgetaryImpact( - report_id=self.report.id, - budgetary_impact=impacts['budgetary_impact'], - tax_revenue_impact=impacts['tax_revenue_impact'], - state_tax_revenue_impact=impacts['state_tax_revenue_impact'], - benefit_spending_impact=impacts['benefit_spending_impact'], - households_affected=impacts['households_affected'], - baseline_net_income=impacts['baseline_net_income'], - ) - self.session.add(impact) \ No newline at end of file diff --git a/src/policyengine/report/calculations.py b/src/policyengine/report/calculations.py deleted file mode 100644 index 8892628e..00000000 --- a/src/policyengine/report/calculations.py +++ /dev/null @@ -1,381 +0,0 @@ -"""Economic impact calculations using microdf for proper weighting.""" - -from typing import Dict, Tuple, Optional, TYPE_CHECKING -import numpy as np -import pandas as pd -from microdf import MicroSeries - -if TYPE_CHECKING: - from ..countries.general import ModelOutput - - -def calculate_decile_impacts( - baseline: "ModelOutput", - comparison: "ModelOutput", - by_wealth: bool = False -) -> Dict: - """Calculate decile impacts with proper weighting. - - Returns dict with structure for each decile: - { - 'relative_change': float, - 'average_change': float, - 'winners_losers': { - 'lose_more_than_5_percent': float, - 'lose_less_than_5_percent': float, - 'no_change': float, - 'gain_less_than_5_percent': float, - 'gain_more_than_5_percent': float, - } - } - """ - # Get household data - baseline_hh = baseline.household - comparison_hh = comparison.household - - # Get incomes and weights - baseline_income = MicroSeries( - baseline_hh["household_net_income"].values, - weights=baseline_hh.get("household_weight", pd.Series(np.ones(len(baseline_hh)))).values - ) - comparison_income = MicroSeries( - comparison_hh["household_net_income"].values, - weights=baseline_income.weights - ) - - # Get people per household for winner/loser calculations - people_per_hh = baseline_hh.get("household_count_people", pd.Series(np.ones(len(baseline_hh)))).values - - # Determine deciles - if by_wealth and "total_wealth" in baseline_hh.columns: - wealth = MicroSeries( - baseline_hh["total_wealth"].values, - weights=baseline_income.weights * people_per_hh - ) - decile = wealth.decile_rank().clip(1, 10).astype(int) - elif "household_income_decile" in baseline_hh.columns: - decile = baseline_hh["household_income_decile"].values.astype(int) - else: - # Calculate deciles from income - decile = baseline_income.decile_rank().clip(1, 10).astype(int) - - # Calculate income changes - absolute_change = (comparison_income - baseline_income).values - capped_baseline = np.maximum(baseline_income.values, 1) - capped_comparison = np.maximum(comparison_income.values, 1) - relative_change = (capped_comparison - capped_baseline) / capped_baseline - - results = {} - - for d in range(1, 11): - mask = decile == d - if not np.any(mask): - continue - - # Calculate average and relative changes - decile_baseline = baseline_income[mask] - decile_comparison = comparison_income[mask] - - total_baseline = decile_baseline.sum() - total_comparison = decile_comparison.sum() - - if total_baseline != 0: - rel_change = (total_comparison - total_baseline) / total_baseline - else: - rel_change = 0 - - avg_change = (total_comparison - total_baseline) / decile_baseline.count() - - # Calculate winners and losers - decile_relative_change = relative_change[mask] - decile_people = people_per_hh[mask] - total_people = np.sum(decile_people * baseline_income.weights[mask]) - - if total_people > 0: - lose_more_5 = np.sum( - decile_people[decile_relative_change < -0.05] * - baseline_income.weights[mask][decile_relative_change < -0.05] - ) / total_people - - lose_less_5 = np.sum( - decile_people[(decile_relative_change >= -0.05) & (decile_relative_change < -0.001)] * - baseline_income.weights[mask][(decile_relative_change >= -0.05) & (decile_relative_change < -0.001)] - ) / total_people - - no_change = np.sum( - decile_people[(decile_relative_change >= -0.001) & (decile_relative_change <= 0.001)] * - baseline_income.weights[mask][(decile_relative_change >= -0.001) & (decile_relative_change <= 0.001)] - ) / total_people - - gain_less_5 = np.sum( - decile_people[(decile_relative_change > 0.001) & (decile_relative_change <= 0.05)] * - baseline_income.weights[mask][(decile_relative_change > 0.001) & (decile_relative_change <= 0.05)] - ) / total_people - - gain_more_5 = np.sum( - decile_people[decile_relative_change > 0.05] * - baseline_income.weights[mask][decile_relative_change > 0.05] - ) / total_people - else: - lose_more_5 = lose_less_5 = no_change = gain_less_5 = gain_more_5 = 0 - - results[d] = { - 'relative_change': float(rel_change), - 'average_change': float(avg_change), - 'winners_losers': { - 'lose_more_than_5_percent': float(lose_more_5), - 'lose_less_than_5_percent': float(lose_less_5), - 'no_change': float(no_change), - 'gain_less_than_5_percent': float(gain_less_5), - 'gain_more_than_5_percent': float(gain_more_5), - } - } - - return results - - -def calculate_poverty_impacts( - baseline: "ModelOutput", - comparison: "ModelOutput" -) -> Dict: - """Calculate poverty impacts by demographic groups. - - Since poverty variables aren't always in the data, we calculate them - based on poverty thresholds when needed. - """ - baseline_person = baseline.person - comparison_person = comparison.person - - # Get weights - person_weights = MicroSeries( - np.ones(len(baseline_person)), - weights=baseline_person.get("person_weight", pd.Series(np.ones(len(baseline_person)))).values - ) - - # Get poverty status - check if it exists first - if "person_in_poverty" in baseline_person.columns: - baseline_poverty = baseline_person["person_in_poverty"].values - comparison_poverty = comparison_person["person_in_poverty"].values - elif "in_poverty" in baseline_person.columns: - baseline_poverty = baseline_person["in_poverty"].values - comparison_poverty = comparison_person["in_poverty"].values - else: - # Calculate poverty based on income and thresholds - # This is a simplified calculation - real implementation would use proper thresholds - baseline_poverty = np.zeros(len(baseline_person), dtype=bool) - comparison_poverty = np.zeros(len(comparison_person), dtype=bool) - - # Deep poverty - if "person_in_deep_poverty" in baseline_person.columns: - baseline_deep = baseline_person["person_in_deep_poverty"].values - comparison_deep = comparison_person["person_in_deep_poverty"].values - elif "in_deep_poverty" in baseline_person.columns: - baseline_deep = baseline_person["in_deep_poverty"].values - comparison_deep = comparison_person["in_deep_poverty"].values - else: - baseline_deep = None - comparison_deep = None - - results = {} - - # Age groups - if "age" in baseline_person.columns: - ages = baseline_person["age"].values - - age_groups = [ - ("age", "child", ages < 18), - ("age", "adult", (ages >= 18) & (ages < 65)), - ("age", "senior", ages >= 65), - ("age", "all", np.ones(len(ages), dtype=bool)), - ] - - for group_type, group_value, mask in age_groups: - group_weights = person_weights.weights[mask] - total_weight = np.sum(group_weights) - - if total_weight > 0: - poverty_baseline = np.sum(baseline_poverty[mask] * group_weights) / total_weight - poverty_reform = np.sum(comparison_poverty[mask] * group_weights) / total_weight - - if baseline_deep is not None: - deep_baseline = np.sum(baseline_deep[mask] * group_weights) / total_weight - deep_reform = np.sum(comparison_deep[mask] * group_weights) / total_weight - else: - deep_baseline = deep_reform = None - else: - poverty_baseline = poverty_reform = 0 - deep_baseline = deep_reform = None - - key = f"{group_type}_{group_value}" - results[key] = { - 'poverty': { - 'baseline': float(poverty_baseline), - 'reform': float(poverty_reform), - 'change': float(poverty_reform - poverty_baseline), - }, - 'deep_poverty': { - 'baseline': float(deep_baseline) if deep_baseline is not None else None, - 'reform': float(deep_reform) if deep_reform is not None else None, - 'change': float(deep_reform - deep_baseline) if deep_baseline is not None else None, - } - } - - # Gender breakdown - if "is_male" in baseline_person.columns: - is_male = baseline_person["is_male"].values - - gender_groups = [ - ("gender", "male", is_male), - ("gender", "female", ~is_male), - ] - - for group_type, group_value, mask in gender_groups: - group_weights = person_weights.weights[mask] - total_weight = np.sum(group_weights) - - if total_weight > 0: - poverty_baseline = np.sum(baseline_poverty[mask] * group_weights) / total_weight - poverty_reform = np.sum(comparison_poverty[mask] * group_weights) / total_weight - - if baseline_deep is not None: - deep_baseline = np.sum(baseline_deep[mask] * group_weights) / total_weight - deep_reform = np.sum(comparison_deep[mask] * group_weights) / total_weight - else: - deep_baseline = deep_reform = None - else: - poverty_baseline = poverty_reform = 0 - deep_baseline = deep_reform = None - - key = f"{group_type}_{group_value}" - results[key] = { - 'poverty': { - 'baseline': float(poverty_baseline), - 'reform': float(poverty_reform), - 'change': float(poverty_reform - poverty_baseline), - }, - 'deep_poverty': { - 'baseline': float(deep_baseline) if deep_baseline is not None else None, - 'reform': float(deep_reform) if deep_reform is not None else None, - 'change': float(deep_reform - deep_baseline) if deep_baseline is not None else None, - } - } - - return results - - -def calculate_inequality_impacts( - baseline: "ModelOutput", - comparison: "ModelOutput" -) -> Dict: - """Calculate inequality metrics using microdf.""" - baseline_hh = baseline.household - comparison_hh = comparison.household - - # Get incomes with proper weighting - baseline_income = MicroSeries( - baseline_hh["household_net_income"].values, - weights=baseline_hh.get("household_weight", pd.Series(np.ones(len(baseline_hh)))).values - ) - comparison_income = MicroSeries( - comparison_hh["household_net_income"].values, - weights=baseline_income.weights - ) - - # Weight by household members for person-level metrics - if "household_count_people" in baseline_hh.columns: - people_per_hh = baseline_hh["household_count_people"].values - baseline_income.weights *= people_per_hh - comparison_income.weights *= people_per_hh - - # Calculate Gini coefficients - try: - gini_baseline = baseline_income.gini() - gini_reform = comparison_income.gini() - except: - gini_baseline = gini_reform = 0 - - # Calculate top income shares - in_top_10 = baseline_income.percentile_rank() > 90 - in_top_1 = baseline_income.percentile_rank() > 99 - - top_10_baseline = baseline_income[in_top_10].sum() / baseline_income.sum() - top_10_reform = comparison_income[in_top_10].sum() / comparison_income.sum() - - top_1_baseline = baseline_income[in_top_1].sum() / baseline_income.sum() - top_1_reform = comparison_income[in_top_1].sum() / comparison_income.sum() - - return { - 'gini': { - 'baseline': float(gini_baseline), - 'reform': float(gini_reform), - 'change': float(gini_reform - gini_baseline), - }, - 'top_10_percent_share': { - 'baseline': float(top_10_baseline), - 'reform': float(top_10_reform), - 'change': float(top_10_reform - top_10_baseline), - }, - 'top_1_percent_share': { - 'baseline': float(top_1_baseline), - 'reform': float(top_1_reform), - 'change': float(top_1_reform - top_1_baseline), - } - } - - -def calculate_budgetary_impacts( - baseline: "ModelOutput", - comparison: "ModelOutput" -) -> Dict: - """Calculate budgetary impacts from tax and benefit changes.""" - baseline_hh = baseline.household - comparison_hh = comparison.household - - weights = baseline_hh.get("household_weight", pd.Series(np.ones(len(baseline_hh)))).values - - # Calculate tax revenue impact - tax_revenue_impact = 0 - if "household_tax" in baseline_hh.columns: - baseline_tax = (baseline_hh["household_tax"].values * weights).sum() - comparison_tax = (comparison_hh["household_tax"].values * weights).sum() - tax_revenue_impact = comparison_tax - baseline_tax - elif "gov_tax" in baseline_hh.columns: - baseline_tax = (baseline_hh["gov_tax"].values * weights).sum() - comparison_tax = (comparison_hh["gov_tax"].values * weights).sum() - tax_revenue_impact = comparison_tax - baseline_tax - - # Calculate benefit spending impact - benefit_spending_impact = 0 - if "household_benefits" in baseline_hh.columns: - baseline_benefits = (baseline_hh["household_benefits"].values * weights).sum() - comparison_benefits = (comparison_hh["household_benefits"].values * weights).sum() - benefit_spending_impact = comparison_benefits - baseline_benefits - elif "gov_spending" in baseline_hh.columns: - baseline_benefits = (baseline_hh["gov_spending"].values * weights).sum() - comparison_benefits = (comparison_hh["gov_spending"].values * weights).sum() - benefit_spending_impact = comparison_benefits - baseline_benefits - - # State tax (US) - state_tax_revenue_impact = 0 - if "household_state_tax" in baseline_hh.columns: - baseline_state_tax = (baseline_hh["household_state_tax"].values * weights).sum() - comparison_state_tax = (comparison_hh["household_state_tax"].values * weights).sum() - state_tax_revenue_impact = comparison_state_tax - baseline_state_tax - - # Overall budgetary impact - budgetary_impact = tax_revenue_impact - benefit_spending_impact - - # Baseline net income - baseline_net_income = (baseline_hh["household_net_income"].values * weights).sum() - - # Number of households - households_affected = np.sum(weights) - - return { - 'budgetary_impact': float(budgetary_impact), - 'tax_revenue_impact': float(tax_revenue_impact), - 'state_tax_revenue_impact': float(state_tax_revenue_impact), - 'benefit_spending_impact': float(benefit_spending_impact), - 'households_affected': float(households_affected), - 'baseline_net_income': float(baseline_net_income), - } \ No newline at end of file diff --git a/src/policyengine/users/uk/__init__.py b/src/policyengine/users/uk/__init__.py new file mode 100644 index 00000000..aed4fa32 --- /dev/null +++ b/src/policyengine/users/uk/__init__.py @@ -0,0 +1 @@ +from .models import * diff --git a/src/policyengine/users/uk/models.py b/src/policyengine/users/uk/models.py new file mode 100644 index 00000000..998a9ae0 --- /dev/null +++ b/src/policyengine/users/uk/models.py @@ -0,0 +1,84 @@ +from policyengine.models import * +from policyengine_uk import Simulation as PolicyEngineUKSimulation +from policyengine_uk.model_api import Scenario as PolicyEngineUKScenario +from policyengine_uk.data.dataset_schema import UKSingleYearDataset as PolicyEngineUKSingleYearDataset +import h5py +import pandas as pd + +class UKSingleYearDataset(Dataset): + person_df: Optional[Any] = None + benunit_df: Optional[Any] = None + household_df: Optional[Any] = None + + def load_from_local_path(self): # can put helpers in the main bit to avoid this + path = self.local_path + + # read tables from h5 + with pd.HDFStore(path, "r") as store: + self.person_df = store["person"] + self.benunit_df = store["benunit"] + self.household_df = store["household"] + + def save(self): + path = self.local_path + + # write tables to h5 using pandas + with pd.HDFStore(path, "w") as store: + store["person"] = self.person_df + store["benunit"] = self.benunit_df + store["household"] = self.household_df + +class UKSingleYearSimulation(Simulation): + year: int + input_dataset: UKSingleYearDataset + scenario: Scenario + + def run(self) -> UKSingleYearDataset: + self.input_dataset.load_from_local_path() + sim = PolicyEngineUKSimulation( + dataset=PolicyEngineUKSingleYearDataset( + person=self.input_dataset.person_df, + benunit=self.input_dataset.benunit_df, + household=self.input_dataset.household_df, + fiscal_year=self.year + ), + scenario=PolicyEngineUKScenario( + parameter_changes=self.scenario._parameter_changes, + simulation_modifier=self.scenario._simulation_modifier, + ) + ) + + output_dataset = self.input_dataset.model_copy() + output_dataset.local_path = f"{self.input_dataset.name}_output_{self.year}_{self.scenario.name}.h5" + output_dataset.household_df["hbai_household_net_income"] = sim.calculate("hbai_household_net_income", self.year) + + return output_dataset + +class UKNationalEconomicComparisonOutput(BaseModel): + baseline_household_net_income: float + reform_household_net_income: float + difference: float + +class UKNationalEconomicComparison(Simulation): + baseline: UKSingleYearDataset + counterfactual: UKSingleYearDataset + + def run(self) -> UKNationalEconomicComparisonOutput: + total_baseline = self.baseline.household_df["hbai_household_net_income"].sum() + total_counterfactual = self.counterfactual.household_df["hbai_household_net_income"].sum() + + return UKNationalEconomicComparisonOutput( + baseline_household_net_income=total_baseline, + reform_household_net_income=total_counterfactual, + difference=total_counterfactual - total_baseline + ) + +efrs_2023_24 = UKSingleYearDataset( + name="enhanced_frs_2023_24", + local_path="/Users/nikhilwoodruff/policyengine/policyengine-uk-data/policyengine_uk_data/storage/enhanced_frs_2023_24.h5", +) + +current_law = Scenario( + name="current law", + description="Current tax and benefit system in the UK.", +) \ No newline at end of file diff --git a/src/policyengine/utils/__init__.py b/src/policyengine/utils/__init__.py index 12ce0891..e69de29b 100644 --- a/src/policyengine/utils/__init__.py +++ b/src/policyengine/utils/__init__.py @@ -1,27 +0,0 @@ -"""Utility functions for PolicyEngine.""" - -from .parameters import ( - import_parameters_from_tax_benefit_system, - extract_parameter_metadata, - extract_parameter_changes, - get_parameter_value_at_instant, - apply_parameter_changes_to_simulation -) - -from .variables import ( - import_variables_from_tax_benefit_system, - extract_variable_metadata -) - -__all__ = [ - # Parameter utilities - "import_parameters_from_tax_benefit_system", - "extract_parameter_metadata", - "extract_parameter_changes", - "get_parameter_value_at_instant", - "apply_parameter_changes_to_simulation", - - # Variable utilities - "import_variables_from_tax_benefit_system", - "extract_variable_metadata", -] \ No newline at end of file diff --git a/src/policyengine/utils/parameters.py b/src/policyengine/utils/parameters.py deleted file mode 100644 index 2c775437..00000000 --- a/src/policyengine/utils/parameters.py +++ /dev/null @@ -1,354 +0,0 @@ -"""Utilities for extracting and managing parameters from policyengine-core.""" - -from typing import List, Dict, Any, Optional, Union -from datetime import datetime -from sqlalchemy.orm import Session -from policyengine_core.parameters import Parameter, ParameterNode -from policyengine_core.simulations import Simulation -from ..database.models import ( - ParameterMetadata, - ParameterChangeMetadata, - ScenarioMetadata, - Base, - get_model_version -) -import json -import uuid - - -def extract_parameter_metadata( - param: Union[Parameter, ParameterNode], - country: str, - parent_id: Optional[str] = None -) -> ParameterMetadata: - """Extract metadata from a policyengine-core parameter. - - Args: - param: Parameter or ParameterNode from policyengine-core - country: Country code (e.g., 'uk', 'us') - parent_id: ID of parent parameter if this is a child - - Returns: - ParameterMetadata model instance - """ - # Determine data type - if isinstance(param, ParameterNode): - data_type = "node" - elif hasattr(param, 'values_list') and param.values_list: - # Infer type from first value - first_value = param.values_list[0].value - if isinstance(first_value, bool): - data_type = "bool" - elif isinstance(first_value, int) and not isinstance(first_value, bool): - data_type = "int" - elif isinstance(first_value, float): - data_type = "float" - elif isinstance(first_value, str): - data_type = "string" - else: - data_type = "json" - else: - data_type = "unknown" - - # Extract metadata - metadata = ParameterMetadata( - id=str(uuid.uuid4()), - name=param.name, - country=country, - parent_id=parent_id, - label=getattr(param, 'description', None), - description=getattr(param, 'documentation', None), - unit=getattr(param.metadata, 'unit', None) if hasattr(param, 'metadata') else None, - data_type=data_type - ) - - return metadata - - -def extract_parameter_changes( - param: Parameter, - parameter_id: str, - scenario_id: str, - country: str = None -) -> List[ParameterChangeMetadata]: - """Extract parameter changes from a policyengine-core parameter. - - Args: - param: Parameter from policyengine-core - parameter_id: ID of the parameter in database - scenario_id: ID of the scenario these changes belong to - country: Country code for getting model version - - Returns: - List of ParameterChangeMetadata instances - """ - changes = [] - - if not hasattr(param, 'values_list'): - return changes - - for idx, value_at_instant in enumerate(param.values_list): - # Parse the instant string to get date - instant_str = value_at_instant.instant_str - if instant_str: - try: - # Parse date string (format: 'YYYY-MM-DD') - start_date = datetime.strptime(instant_str, '%Y-%m-%d') - except ValueError: - # Try alternative formats - try: - start_date = datetime.fromisoformat(instant_str) - except: - continue - else: - continue - - # Determine end date (next value's start date or None) - end_date = None - if idx > 0: # Not the most recent value - prev_instant_str = param.values_list[idx - 1].instant_str - if prev_instant_str: - try: - end_date = datetime.strptime(prev_instant_str, '%Y-%m-%d') - except: - pass - - # Handle special float values that PostgreSQL JSON doesn't support - value = value_at_instant.value - if isinstance(value, float): - import math - if math.isinf(value): - value = str(value) # Store as string "Infinity" or "-Infinity" - elif math.isnan(value): - value = "NaN" # Store as string "NaN" - - # Create change record - change = ParameterChangeMetadata( - id=str(uuid.uuid4()), - scenario_id=scenario_id, - parameter_id=parameter_id, - start_date=start_date, - end_date=end_date, - value=json.dumps(value) if not isinstance(value, (bool, int, float, str)) else value, - order_index=len(param.values_list) - idx - 1, # Most recent first - model_version=get_model_version(country) if country else None - ) - changes.append(change) - - return changes - - -def import_parameters_from_tax_benefit_system( - session: Session, - tax_benefit_system, - country: str, - scenario_name: str = "current_law", - scenario_description: str = "Current law parameters" -) -> ScenarioMetadata: - """Import all parameters from a tax benefit system into the database. - - Args: - session: Database session - tax_benefit_system: PolicyEngine tax benefit system - country: Country code - scenario_name: Name for the scenario - scenario_description: Description for the scenario - - Returns: - Created scenario with parameters - """ - # Create or get scenario - scenario = session.query(ScenarioMetadata).filter_by( - name=scenario_name, - country=country - ).first() - - if not scenario: - scenario = ScenarioMetadata( - id=str(uuid.uuid4()), - name=scenario_name, - country=country, - model_version=get_model_version(country), - description=scenario_description - ) - session.add(scenario) - session.flush() - else: - # Update existing scenario's model version - scenario.model_version = get_model_version(country) - scenario.updated_at = datetime.now() - session.flush() - - # Track parameters by name to avoid duplicates - param_map = {} - - # Process parameter tree recursively - def process_parameter_tree(node, parent_id=None): - """Recursively process parameter tree.""" - - if isinstance(node, ParameterNode): - # Create parameter for node - param_meta = extract_parameter_metadata(node, country, parent_id) - - # Check if parameter already exists - existing = session.query(ParameterMetadata).filter_by( - name=param_meta.name, - country=country - ).first() - - if not existing: - session.add(param_meta) - session.flush() - param_id = param_meta.id - else: - param_id = existing.id - - param_map[node.name] = param_id - - # Process children - for _, child in node.children.items(): - process_parameter_tree(child, param_id) - - elif isinstance(node, Parameter): - # Create parameter metadata - param_meta = extract_parameter_metadata(node, country, parent_id) - - # Check if parameter already exists - existing = session.query(ParameterMetadata).filter_by( - name=param_meta.name, - country=country - ).first() - - if not existing: - session.add(param_meta) - session.flush() - param_id = param_meta.id - else: - param_id = existing.id - - param_map[node.name] = param_id - - # Extract and add parameter changes - changes = extract_parameter_changes(node, param_id, scenario.id, country) - for change in changes: - # Check if change already exists - existing_change = session.query(ParameterChangeMetadata).filter_by( - scenario_id=scenario.id, - parameter_id=param_id, - start_date=change.start_date - ).first() - - if not existing_change: - # Add new parameter change - session.add(change) - else: - # Update model version for existing change, preserve value - existing_change.model_version = get_model_version(country) - existing_change.updated_at = datetime.now() - - # Start processing from root - params = tax_benefit_system.parameters - process_parameter_tree(params) - - session.commit() - return scenario - - -def get_parameter_value_at_instant( - session: Session, - parameter_name: str, - scenario_id: str, - instant: datetime -) -> Any: - """Get the value of a parameter at a specific instant. - - Args: - session: Database session - parameter_name: Name of the parameter - scenario_id: ID of the scenario - instant: Date to get value for - - Returns: - Parameter value at the instant, or None if not found - """ - # Get parameter - param = session.query(ParameterMetadata).filter_by(name=parameter_name).first() - if not param: - return None - - # Find applicable change - change = session.query(ParameterChangeMetadata).filter( - ParameterChangeMetadata.scenario_id == scenario_id, - ParameterChangeMetadata.parameter_id == param.id, - ParameterChangeMetadata.start_date <= instant - ).filter( - (ParameterChangeMetadata.end_date.is_(None)) | - (ParameterChangeMetadata.end_date > instant) - ).order_by( - ParameterChangeMetadata.start_date.desc() - ).first() - - if change: - # Parse JSON value if needed - if isinstance(change.value, str) and change.value.startswith('{'): - return json.loads(change.value) - return change.value - - return None - - -def apply_parameter_changes_to_simulation( - simulation: Simulation, - session: Session, - scenario_id: str, -) -> None: - """Apply parameter changes from a scenario to a simulation. - - Args: - simulation: PolicyEngine simulation to modify - session: Database session - scenario_id: ID of the scenario with changes - year: Year to apply changes for - """ - # Get all parameter changes for the scenario - changes = session.query(ParameterChangeMetadata).filter_by( - scenario_id=scenario_id - ).order_by( - ParameterChangeMetadata.order_index - ).all() - - # Group changes by parameter - changes_by_param = {} - for change in changes: - param = session.query(ParameterMetadata).filter_by(id=change.parameter_id).first() - if param: - if param.name not in changes_by_param: - changes_by_param[param.name] = [] - changes_by_param[param.name].append(change) - - # Apply changes to simulation - params = simulation.tax_benefit_system.parameters - - for param_name, param_changes in changes_by_param.items(): - # Find applicable change for this instant - try: - parameter: Parameter = params.get_child(param_name) - - for param_change in param_changes: - param_change: ParameterChangeMetadata - start_instant = param_change.start_date - end_instant = param_change.end_date - - # Convert datetime to string format that policyengine-core expects - start_str = start_instant.strftime("%Y-%m-%d") if start_instant else None - end_str = end_instant.strftime("%Y-%m-%d") if end_instant else None - - parameter.update( - value=param_change.value, - start=start_str, - stop=end_str - ) - except Exception as e: - # Log warning but don't stop execution - import logging - logging.warning(f"Could not apply parameter change for {param_name}: {e}") diff --git a/src/policyengine/utils/variables.py b/src/policyengine/utils/variables.py deleted file mode 100644 index 8e524e83..00000000 --- a/src/policyengine/utils/variables.py +++ /dev/null @@ -1,101 +0,0 @@ -"""Utilities for extracting and managing variables from policyengine-core.""" - -from typing import Optional -from datetime import datetime -from sqlalchemy.orm import Session -from ..database.models import VariableMetadata, get_model_version -import uuid - - -def extract_variable_metadata( - variable, - country: str -) -> VariableMetadata: - """Extract metadata from a policyengine-core variable. - - Args: - variable: Variable from policyengine-core - country: Country code (e.g., 'uk', 'us') - - Returns: - VariableMetadata model instance - """ - # Determine value type from variable - value_type = getattr(variable, 'value_type', None) - if value_type: - value_type_name = value_type.__name__ if hasattr(value_type, '__name__') else str(value_type) - if 'float' in value_type_name.lower(): - value_type_str = 'float' - elif 'int' in value_type_name.lower(): - value_type_str = 'int' - elif 'bool' in value_type_name.lower(): - value_type_str = 'bool' - elif 'str' in value_type_name.lower(): - value_type_str = 'string' - elif 'enum' in value_type_name.lower(): - value_type_str = 'enum' - else: - value_type_str = 'float' # default - else: - value_type_str = 'float' - - # Extract metadata - metadata = VariableMetadata( - id=str(uuid.uuid4()), - name=variable.name, - country=country.lower(), - label=getattr(variable, 'label', None), - description=getattr(variable, 'documentation', None), - unit=getattr(variable, 'unit', None), - value_type=value_type_str, - entity=variable.entity.key if hasattr(variable, 'entity') else 'unknown', - definition_period=getattr(variable, 'definition_period', None), - model_version=get_model_version(country) - ) - - return metadata - - -def import_variables_from_tax_benefit_system( - session: Session, - tax_benefit_system, - country: str -) -> int: - """Import all variables from a tax benefit system into the database. - - Args: - session: Database session - tax_benefit_system: PolicyEngine tax benefit system - country: Country code - - Returns: - Number of variables imported/updated - """ - count = 0 - current_version = get_model_version(country) - - # Get all variables from the tax benefit system - variables = tax_benefit_system.variables - - for variable_name, variable in variables.items(): - # Check if variable already exists - existing = session.query(VariableMetadata).filter_by( - name=variable_name, - country=country.lower() - ).first() - - if existing: - # Update existing variable's model version and metadata - existing.label = getattr(variable, 'label', existing.label) - existing.description = getattr(variable, 'documentation', existing.description) - existing.unit = getattr(variable, 'unit', existing.unit) - existing.model_version = current_version - existing.updated_at = datetime.now() - else: - # Create new variable entry - variable_meta = extract_variable_metadata(variable, country) - session.add(variable_meta) - count += 1 - - session.commit() - return count \ No newline at end of file diff --git a/supabase/.branches/_current_branch b/supabase/.branches/_current_branch deleted file mode 100644 index 88d050b1..00000000 --- a/supabase/.branches/_current_branch +++ /dev/null @@ -1 +0,0 @@ -main \ No newline at end of file diff --git a/supabase/.temp/cli-latest b/supabase/.temp/cli-latest deleted file mode 100644 index 80a44124..00000000 --- a/supabase/.temp/cli-latest +++ /dev/null @@ -1 +0,0 @@ -v2.39.2 \ No newline at end of file diff --git a/usage_example_refactored.py b/usage_example_refactored.py deleted file mode 100644 index 72b3df35..00000000 --- a/usage_example_refactored.py +++ /dev/null @@ -1,262 +0,0 @@ -"""Example showing how to use the refactored PolicyEngine architecture. - -This demonstrates the separation between: -1. Pure data models (Pydantic) -2. Calculation functions that work with pure models -3. Database models (SQLAlchemy) -4. Adapter layer for conversion -""" - -import pandas as pd -from src.policyengine.data_models import ( - SimulationDataModel, - ReportMetadataModel, -) -from src.policyengine.calculations import ( - calculate_economic_impacts, - calculate_decile_impacts, - calculate_inequality_impacts, -) -from src.policyengine.countries.uk.model_output import UKModelOutput -from src.policyengine.countries.us.model_output import USModelOutput - - -def example_pure_calculations_uk(): - """Example of UK calculations without any database dependency.""" - print("=" * 60) - print("UK EXAMPLE - Pure Calculations (No Database)") - print("=" * 60) - - # Create sample UK household data - uk_household = pd.DataFrame({ - "household_net_income": [25000, 35000, 45000, 55000, 75000, 95000], - "household_weight": [1000, 1200, 1100, 900, 800, 600], - "household_count_people": [2, 3, 2, 4, 3, 2], - "household_tax": [3000, 5000, 8000, 11000, 16000, 22000], - "household_benefits": [3000, 2000, 1000, 500, 200, 100], - "gov_balance": [0, 2000, 7000, 10500, 15800, 21900], - }) - - uk_person = pd.DataFrame({ - "person_weight": [1000] * 6 + [1200] * 9 + [1100] * 6 + [900] * 12 + [800] * 9 + [600] * 6, - "age": list(range(48)), # Various ages - "is_male": [i % 2 for i in range(48)], # Alternating gender - "in_poverty": [1] * 6 + [1] * 3 + [0] * 39, # Some in poverty - }) - - # Create baseline - baseline = UKModelOutput( - person=uk_person, - household=uk_household, - benefit_unit=pd.DataFrame(), - ) - - # Create reform scenario with tax reduction - reform_household = uk_household.copy() - reform_household["household_tax"] *= 0.9 # 10% tax reduction - reform_household["household_net_income"] = ( - reform_household["household_net_income"] + - (uk_household["household_tax"] - reform_household["household_tax"]) - ) - reform_household["gov_balance"] = ( - reform_household["household_tax"] - reform_household["household_benefits"] - ) - - reform_person = uk_person.copy() - reform_person["in_poverty"][:9] = 0 # Some lifted out of poverty - - reform = UKModelOutput( - person=reform_person, - household=reform_household, - benefit_unit=pd.DataFrame(), - ) - - # Calculate impacts using pure functions - print("\n1. Calculating decile impacts...") - decile_impacts = calculate_decile_impacts(baseline, reform) - for impact in decile_impacts[:3]: # Show first 3 deciles - print(f" Decile {impact.decile}: {impact.relative_change:.2%} change, " - f"£{impact.average_change:,.0f} average") - - print("\n2. Calculating inequality impacts...") - inequality = calculate_inequality_impacts(baseline, reform) - print(f" Gini coefficient: {inequality.gini_baseline:.3f} → {inequality.gini_reform:.3f}") - print(f" Top 10% share: {inequality.top_10_percent_share_baseline:.1%} → " - f"{inequality.top_10_percent_share_reform:.1%}") - - print("\n3. Calculating complete economic impact...") - report_metadata = ReportMetadataModel( - name="UK Tax Reform Analysis", - country="uk", - baseline_simulation_id="baseline_sim", - comparison_simulation_id="reform_sim", - ) - - full_impact = calculate_economic_impacts(baseline, reform, report_metadata) - - print(f"\n Budget impact: £{full_impact.budget_impact.gov_balance_change:,.0f}") - print(f" Households better off: " - f"{sum(1 for d in full_impact.decile_impacts if d.relative_change > 0)}/10 deciles") - - return full_impact - - -def example_pure_calculations_us(): - """Example of US calculations without any database dependency.""" - print("\n" + "=" * 60) - print("US EXAMPLE - Pure Calculations (No Database)") - print("=" * 60) - - # Create sample US household data - us_household = pd.DataFrame({ - "household_net_income": [30000, 45000, 60000, 80000, 120000, 200000], - "household_weight": [1500, 1300, 1200, 1000, 700, 400], - "household_count_people": [2, 3, 3, 4, 3, 2], - "household_tax": [3500, 6000, 10000, 16000, 28000, 55000], - "household_benefits": [4000, 2500, 1500, 800, 300, 100], - "household_state_tax": [800, 1200, 1800, 2500, 4000, 7000], - }) - - us_person = pd.DataFrame({ - "person_weight": [1500] * 6 + [1300] * 9 + [1200] * 9 + [1000] * 12 + [700] * 9 + [400] * 6, - "age": list(range(51)), # Various ages - "is_male": [i % 2 for i in range(51)], # Alternating gender - "in_poverty": [1] * 6 + [1] * 4 + [0] * 41, # Some in poverty - }) - - # Create baseline - baseline = USModelOutput( - person=us_person, - household=us_household, - # US-specific entities - tax_unit=pd.DataFrame(), - spm_unit=pd.DataFrame(), - family=pd.DataFrame(), - marital_unit=pd.DataFrame(), - ) - - # Create reform scenario with benefit increase - reform_household = us_household.copy() - reform_household["household_benefits"] *= 1.2 # 20% benefit increase - reform_household["household_net_income"] = ( - reform_household["household_net_income"] + - (reform_household["household_benefits"] - us_household["household_benefits"]) - ) - - reform_person = us_person.copy() - reform_person["in_poverty"][:10] = 0 # All lifted out of poverty - - reform = USModelOutput( - person=reform_person, - household=reform_household, - tax_unit=pd.DataFrame(), - spm_unit=pd.DataFrame(), - family=pd.DataFrame(), - marital_unit=pd.DataFrame(), - ) - - # Calculate impacts - print("\n1. Calculating impacts...") - report_metadata = ReportMetadataModel( - name="US Benefit Expansion Analysis", - country="us", - baseline_simulation_id="baseline_sim", - comparison_simulation_id="reform_sim", - ) - - impact = calculate_economic_impacts(baseline, reform, report_metadata) - - print(f"\n Benefit spending change: ${impact.budget_impact.gov_spending_change:,.0f}") - print(f" Average income change: " - f"${impact.household_income.household_net_income_change / len(us_household):,.0f}") - - # Show poverty reduction - poverty_impacts = impact.poverty_impacts - for p in poverty_impacts: - if p.demographic_group == "all": - print(f" Poverty rate: {p.rate_baseline:.1%} → {p.rate_reform:.1%} " - f"({p.rate_change:+.1%})") - - return impact - - -def example_with_adapters(): - """Example showing how to use adapters for database integration.""" - print("\n" + "=" * 60) - print("ADAPTER EXAMPLE - Converting Between Models") - print("=" * 60) - - from src.policyengine.adapters import ( - modeloutput_to_simulation_data, - dataset_orm_to_pydantic, - scenario_orm_to_pydantic, - ) - - # Create a UK model output - uk_output = UKModelOutput( - person=pd.DataFrame({"age": [25, 30, 35]}), - household=pd.DataFrame({"household_net_income": [30000, 40000, 50000]}), - benefit_unit=pd.DataFrame(), - ) - - # Convert to generic SimulationDataModel - generic_data = modeloutput_to_simulation_data(uk_output) - print(f"\n1. Converted UKModelOutput to SimulationDataModel") - print(f" Available tables: {generic_data.table_names}") - - # The generic model can be used with any calculation function - # This demonstrates the abstraction - calculations don't need to know - # about specific country implementations - - # Create a US model output - us_output = USModelOutput( - person=pd.DataFrame({"age": [28, 33, 38]}), - household=pd.DataFrame({"household_net_income": [35000, 45000, 55000]}), - tax_unit=pd.DataFrame(), - spm_unit=pd.DataFrame(), - family=pd.DataFrame(), - marital_unit=pd.DataFrame(), - ) - - # Convert to generic SimulationDataModel - generic_data_us = modeloutput_to_simulation_data(us_output) - print(f"\n2. Converted USModelOutput to SimulationDataModel") - print(f" Available tables: {generic_data_us.table_names}") - - print("\n3. Both can be used with the same calculation functions!") - print(" This demonstrates the power of the abstraction layer.") - - -def main(): - """Run all examples.""" - print("\n" + "=" * 60) - print("REFACTORED POLICYENGINE ARCHITECTURE EXAMPLES") - print("=" * 60) - print("\nThe new architecture separates:") - print("1. Pure data models (Pydantic) - no database dependencies") - print("2. Calculation functions - work with pure models") - print("3. Database models (SQLAlchemy) - for persistence") - print("4. Adapters - convert between model types") - print("\nThis separation allows:") - print("- Testing calculations without a database") - print("- Using calculations in different contexts") - print("- Swapping storage backends easily") - print("- Better code organization and maintainability") - - # Run examples - uk_impact = example_pure_calculations_uk() - us_impact = example_pure_calculations_us() - example_with_adapters() - - print("\n" + "=" * 60) - print("SUMMARY") - print("=" * 60) - print(f"\n✓ UK calculations completed: {len(uk_impact.decile_impacts)} deciles analyzed") - print(f"✓ US calculations completed: {len(us_impact.poverty_impacts)} poverty groups analyzed") - print(f"✓ Adapter conversions demonstrated") - print("\nThe refactored architecture successfully separates concerns!") - print("Calculations can now be used independently of database implementation.") - - -if __name__ == "__main__": - main() \ No newline at end of file diff --git a/usage_example_uk.py b/usage_example_uk.py deleted file mode 100644 index 486c6261..00000000 --- a/usage_example_uk.py +++ /dev/null @@ -1,52 +0,0 @@ -from policyengine import Database -from policyengine_uk import Microsimulation, Simulation, Scenario - -# Use pe country models as normal - -baseline = Microsimulation() -reformed = Microsimulation(scenario=Scenario(parameter_changes={ - "gov.hmrc.income_tax.allowances.personal_allowance.amount": 0, -})) - -# Save it into the database - -db = Database(connection_string="postgresql://postgres:postgres@127.0.0.1:54322/postgres") -db._auto_initialize() - -reform = db.add_scenario( - name="remove the personal allowance", - parameter_changes={ - "gov.hmrc.income_tax.allowances.personal_allowance.amount": 0, - }, - country="uk", - description="Set the Personal Allowance to zero." -) - -current_law = db.get_current_law_scenario(country="uk") -dataset = db.get_dataset(name="enhanced_frs_2023_24", country="uk") - -baseline_simulation = db.add_simulation( - scenario=current_law, - simulation=baseline, - dataset=dataset, - country="uk", - year=2025, -) - -reformed_simulation = db.add_simulation( - scenario=reform, - simulation=reformed, - dataset=dataset, - country="uk", - year=2025, -) - -report = db.create_report( - baseline_simulation=baseline_simulation, - reform_simulation=reformed_simulation, - year=2025, - name="remove_personal_allowance_report", - run_immediately=True -) - -baseline_simulation.get_data().person.employment_income \ No newline at end of file diff --git a/usage_example_us.py b/usage_example_us.py deleted file mode 100644 index b2656a54..00000000 --- a/usage_example_us.py +++ /dev/null @@ -1,118 +0,0 @@ -"""US example: Double the federal EITC.""" - -from policyengine import Database -from policyengine_us import Microsimulation -from policyengine_core.reforms import Reform - -# Initialize database -db = Database(connection_string="postgresql://postgres:postgres@127.0.0.1:54322/postgres") -db._auto_initialize() - -# Create scenarios -# First ensure current law exists -db.add_scenario( - name="current_law", - parameter_changes={}, - country="us", - description="Current US tax and benefit system" -) -current_law = db.get_current_law_scenario(country="us") -reformed = db.add_scenario( - name="double_federal_eitc", - parameter_changes={ - "gov.irs.credits.eitc.amount.max[0].amount": {"2025-01-01": 1264}, # Double from $632 - "gov.irs.credits.eitc.amount.max[1].amount": {"2025-01-01": 7656}, # Double from $3828 - "gov.irs.credits.eitc.amount.max[2].amount": {"2025-01-01": 8602}, # Double from $4301 - "gov.irs.credits.eitc.amount.max[3].amount": {"2025-01-01": 9680}, # Double from $4840 - }, - country="us", - description="Double the federal EITC maximum amounts", -) - -# Create baseline and reformed simulations -baseline_simulation = db.add_simulation( - scenario=current_law, - simulation=Microsimulation(), - dataset="enhanced_cps_2024", - country="us", - year=2025, -) - -# Create reform -def double_eitc(parameters): - parameters.gov.irs.credits.eitc.amount.max[0].amount.update(start="2025-01-01", value=1264) - parameters.gov.irs.credits.eitc.amount.max[1].amount.update(start="2025-01-01", value=7656) - parameters.gov.irs.credits.eitc.amount.max[2].amount.update(start="2025-01-01", value=8602) - parameters.gov.irs.credits.eitc.amount.max[3].amount.update(start="2025-01-01", value=9680) - return parameters - -reform = Reform.from_dict({ - "gov.irs.credits.eitc.amount.max[0].amount": {"2025-01-01": 1264}, - "gov.irs.credits.eitc.amount.max[1].amount": {"2025-01-01": 7656}, - "gov.irs.credits.eitc.amount.max[2].amount": {"2025-01-01": 8602}, - "gov.irs.credits.eitc.amount.max[3].amount": {"2025-01-01": 9680}, -}, country_id="us") - -reform_simulation = db.add_simulation( - scenario=reformed, - simulation=Microsimulation(reform=reform), - dataset="enhanced_cps_2024", - country="us", - year=2025, -) - -# Create economic impact report -report = db.create_report( - baseline_simulation=baseline_simulation, - reform_simulation=reform_simulation, - year=2025, - name="double_eitc_report", - run_immediately=True -) - -print(f"Report '{report.name}' created successfully!") - -# Get report results -results = db.get_report_results(report.id) - -# Display results -print("\n=== US Economic Impact Report: Double Federal EITC ===") -print(f"\nReport ID: {report.id}") - -if "government_budget" in results: - print("\n1. Government Budget Impact:") - budget = results["government_budget"] - if "federal_benefits" in budget: - print(f" Federal benefits change: ${budget['federal_benefits']['change']/1e9:.2f}B") - if "net_impact" in budget: - print(f" Net budget impact: ${budget['net_impact']/1e9:.2f}B") - -if "household_income" in results: - print("\n2. Household Income Impact:") - income = results["household_income"] - if "household_net_income" in income: - print(f" Net income change: ${income['household_net_income']['change']/1e9:.2f}B") - -if "poverty_impacts" in results and len(results["poverty_impacts"]) > 0: - print("\n3. Poverty Impact:") - for impact in results["poverty_impacts"]: - if impact["demographic_group"] == "all" and impact["poverty_type"] == "spm": - print(f" SPM poverty rate: {impact['rate_baseline']:.1%} → {impact['rate_reform']:.1%} ({impact['rate_change']:.2%} change)") - break - -if "inequality_impacts" in results: - print("\n4. Inequality Impact:") - ineq = results["inequality_impacts"] - if ineq.get("gini_baseline"): - print(f" Gini coefficient: {ineq['gini_baseline']:.4f} → {ineq['gini_reform']:.4f} ({ineq['gini_change']:.4f} change)") - -if "program_impacts" in results and len(results["program_impacts"]) > 0: - print("\n5. Program Impacts:") - for impact in results["program_impacts"]: - if impact["program_name"] == "EITC": - print(f" EITC cost: ${impact['baseline_cost']/1e9:.2f}B → ${impact['reform_cost']/1e9:.2f}B (+${impact['cost_change']/1e9:.2f}B)") - print(f" EITC recipients: {impact['baseline_recipients']/1e6:.1f}M → {impact['reform_recipients']/1e6:.1f}M") - print(f" Average benefit: ${impact['baseline_average_benefit']:.0f} → ${impact['reform_average_benefit']:.0f}") - break - -print("\n=== End of Report ===") \ No newline at end of file diff --git a/usage_example_us_simple.py b/usage_example_us_simple.py deleted file mode 100644 index 87bc9e30..00000000 --- a/usage_example_us_simple.py +++ /dev/null @@ -1,85 +0,0 @@ -"""Simple US example demonstrating report functionality.""" - -from policyengine import Database -from policyengine_us import Microsimulation - -# Initialize database -db = Database(connection_string="postgresql://postgres:postgres@127.0.0.1:54322/postgres") -db._auto_initialize() - -print("Setting up US scenarios...") - -# Ensure current law scenario exists -db.add_scenario( - name="us_current_law", - parameter_changes={}, - country="us", - description="Current US tax and benefit system" -) - -# Create a test scenario (identical to current law for testing) -db.add_scenario( - name="us_test_reform", - parameter_changes={}, - country="us", - description="Test reform for US report functionality" -) - -print("Creating simulations...") - -# Create baseline simulation -baseline_sim = db.add_simulation( - scenario="us_current_law", - simulation=Microsimulation(), - dataset="enhanced_cps_2024", - country="us", - year=2025, -) - -# Create reform simulation (identical for testing) -reform_sim = db.add_simulation( - scenario="us_test_reform", - simulation=Microsimulation(), - dataset="enhanced_cps_2024", - country="us", - year=2025, -) - -print("Creating economic impact report...") - -# Create report -report = db.create_report( - baseline_simulation=baseline_sim, - reform_simulation=reform_sim, - year=2025, - name="us_test_report", - run_immediately=True -) - -print(f"\n=== US Economic Impact Report ===") -print(f"Report ID: {report.id}") -print(f"Status: {report.status}") - -# Get report results -results = db.get_report_results(report.id) - -if "government_budget" in results: - print("\n1. Government Budget:") - budget = results["government_budget"] - print(f" Federal tax revenue: ${budget['federal_tax']['baseline']/1e9:.1f}B") - print(f" Federal benefits: ${budget['federal_benefits']['baseline']/1e9:.1f}B") - -if "poverty_impacts" in results and len(results["poverty_impacts"]) > 0: - print("\n2. Poverty Impact:") - for impact in results["poverty_impacts"]: - if impact["demographic_group"] == "all": - print(f" Poverty rate: {impact['rate_baseline']:.1%}") - print(f" People in poverty: {impact['headcount_baseline']/1e6:.1f}M") - break - -if "program_impacts" in results and len(results["program_impacts"]) > 0: - print("\n3. Major Program Costs:") - for impact in sorted(results["program_impacts"], key=lambda x: x["baseline_cost"], reverse=True)[:3]: - print(f" {impact['program_name']}: ${impact['baseline_cost']/1e9:.1f}B ({impact['baseline_recipients']/1e6:.1f}M recipients)") - -print("\n=== Report Complete ===") \ No newline at end of file From ee2458bd589952077f82bd366eb232830efbe9e5 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Thu, 28 Aug 2025 16:08:30 +0100 Subject: [PATCH 26/97] Update code --- src/policyengine/models.py | 3 --- src/policyengine/users/uk/models.py | 3 ++- 2 files changed, 2 insertions(+), 4 deletions(-) diff --git a/src/policyengine/models.py b/src/policyengine/models.py index 3aa128b1..9ebd4506 100644 --- a/src/policyengine/models.py +++ b/src/policyengine/models.py @@ -89,9 +89,6 @@ class Variable(BaseModel): value_type: str # "float", "int", "bool", "string", "enum" entity: str # "person", "household", "tax_unit", etc. definition_period: Optional[str] = None # "year", "month", "eternity" - - # Model version tracking - model_version: Optional[str] = None class Parameter(BaseModel): diff --git a/src/policyengine/users/uk/models.py b/src/policyengine/users/uk/models.py index 998a9ae0..3bf9ff5b 100644 --- a/src/policyengine/users/uk/models.py +++ b/src/policyengine/users/uk/models.py @@ -54,7 +54,7 @@ def run(self) -> UKSingleYearDataset: return output_dataset -class UKNationalEconomicComparisonOutput(BaseModel): +class UKNationalEconomicComparisonOutput(Dataset): baseline_household_net_income: float reform_household_net_income: float difference: float @@ -68,6 +68,7 @@ def run(self) -> UKNationalEconomicComparisonOutput: total_counterfactual = self.counterfactual.household_df["hbai_household_net_income"].sum() return UKNationalEconomicComparisonOutput( + name=f"comparison_{self.baseline.name}_vs_{self.counterfactual.name}", baseline_household_net_income=total_baseline, reform_household_net_income=total_counterfactual, difference=total_counterfactual - total_baseline From 9bedffdaff5d18f1edfe52e080eae1dd5186f558 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Thu, 28 Aug 2025 23:14:32 +0100 Subject: [PATCH 27/97] Split up classes from feedback --- src/policyengine/models.py | 59 ++++++++++++++++++++++--- src/policyengine/users/uk/models.py | 67 +++++++++++++---------------- 2 files changed, 82 insertions(+), 44 deletions(-) diff --git a/src/policyengine/models.py b/src/policyengine/models.py index 9ebd4506..620a0a55 100644 --- a/src/policyengine/models.py +++ b/src/policyengine/models.py @@ -4,6 +4,7 @@ from datetime import datetime from typing import Optional, List, Dict, Any from enum import Enum +import pandas as pd class SimulationStatus(str, Enum): @@ -36,7 +37,10 @@ class Dataset(BaseModel): # File metadata file_size_mb: Optional[float] = None - def load_from_local_path(self): + def __init__(self): + self.load() + + def load(self): """Load dataset from local path.""" raise NotImplementedError("Dataset load method must be implemented in country-specific subclass.") @@ -45,12 +49,27 @@ def save(self, path: str) -> None: raise NotImplementedError("Dataset save method must be implemented in country-specific subclass.") -class Scenario(BaseModel): - """Modifications made to baseline simulation behaviour.""" +class Rules(BaseModel): + """Modifications made to baseline tax-benefit rules.""" name: str + + # Parent rules reference + parent_rules: Optional["Rules"] = None - # Parent scenario reference - parent_scenario: Optional["Scenario"] = None + # Metadata + description: Optional[str] = None + created_at: Optional[datetime] = None + updated_at: Optional[datetime] = None # Should automatically be current datetime + + _parameter_changes: Optional[dict] = None + _simulation_modifier: Optional[Any] = None + +class Dynamics(BaseModel): + """Modifications made to baseline tax-benefit dynamics.""" + name: str + + # Parent dynamics reference + parent_dynamics: Optional["Dynamics"] = None # Metadata description: Optional[str] = None @@ -64,6 +83,9 @@ class Scenario(BaseModel): class Simulation(BaseModel): """Metadata for simulation, stored in .h5 file. Overridden by country versions.""" # Foreign key references + data: Dataset + rules: Rules + dynamics: Dynamics output_dataset: Optional[Dataset] = None model_version: Optional[str] = None @@ -77,6 +99,30 @@ def run(self) -> Dataset: """Run the simulation.""" raise NotImplementedError("Simulation run method must be implemented in country-specific subclass.") +class ReportElementDataItem(BaseModel): + report_element: "ReportElement" + +class ReportElement(BaseModel): + """An element of a report, which may include tables, charts, and other visualizations.""" + name: str + description: Optional[str] = None + data_items: List[ReportElementDataItem] = [] + report: "Report" + + @property + def data(self) -> pd.DataFrame: + # Get pydantic fields from reportelementdataitem-inheriting classes + data = [] + for item in self.data_items: + data.append(item.model_dump()) + return pd.DataFrame(data) + +class Report(BaseModel): + """A report generated from a simulation.""" + name: str + description: Optional[str] = None + elements: List[ReportElement] = [] + class Variable(BaseModel): """PolicyEngine variable concept- an attribute of an entity.""" @@ -107,7 +153,8 @@ class Parameter(BaseModel): class ParameterValue(BaseModel): """Individual parameter value for some point in time.""" # Foreign keys - scenario: "Scenario" + rules: "Rules" + dynamics: "Dynamics" parameter: "Parameter" # Time period for this change diff --git a/src/policyengine/users/uk/models.py b/src/policyengine/users/uk/models.py index 3bf9ff5b..f910b938 100644 --- a/src/policyengine/users/uk/models.py +++ b/src/policyengine/users/uk/models.py @@ -6,80 +6,71 @@ import pandas as pd class UKSingleYearDataset(Dataset): - person_df: Optional[Any] = None - benunit_df: Optional[Any] = None - household_df: Optional[Any] = None + person: Optional[Any] = None + benunit: Optional[Any] = None + household: Optional[Any] = None - def load_from_local_path(self): # can put helpers in the main bit to avoid this + def load(self): # can put helpers in the main bit to avoid this path = self.local_path # read tables from h5 with pd.HDFStore(path, "r") as store: - self.person_df = store["person"] - self.benunit_df = store["benunit"] - self.household_df = store["household"] + self.person = store["person"] + self.benunit = store["benunit"] + self.household = store["household"] def save(self): path = self.local_path # write tables to h5 using pandas with pd.HDFStore(path, "w") as store: - store["person"] = self.person_df - store["benunit"] = self.benunit_df - store["household"] = self.household_df + store["person"] = self.person + store["benunit"] = self.benunit + store["household"] = self.household class UKSingleYearSimulation(Simulation): year: int - input_dataset: UKSingleYearDataset - scenario: Scenario + data: UKSingleYearDataset def run(self) -> UKSingleYearDataset: - self.input_dataset.load_from_local_path() sim = PolicyEngineUKSimulation( dataset=PolicyEngineUKSingleYearDataset( - person=self.input_dataset.person_df, - benunit=self.input_dataset.benunit_df, - household=self.input_dataset.household_df, + person=self.data.person, + benunit=self.data.benunit, + household=self.data.household, fiscal_year=self.year ), scenario=PolicyEngineUKScenario( - parameter_changes=self.scenario._parameter_changes, - simulation_modifier=self.scenario._simulation_modifier, + parameter_changes=self.rules._parameter_changes, + simulation_modifier=self.rules._simulation_modifier, + ) + PolicyEngineUKScenario( + parameter_changes=self.dynamics._parameter_changes, + simulation_modifier=self.dynamics._simulation_modifier, ) ) - output_dataset = self.input_dataset.model_copy() - output_dataset.local_path = f"{self.input_dataset.name}_output_{self.year}_{self.scenario.name}.h5" - output_dataset.household_df["hbai_household_net_income"] = sim.calculate("hbai_household_net_income", self.year) + output_dataset = self.data.model_copy() + output_dataset.local_path = f"{self.data.name}_output_{self.year}_{self.rules.name}_{self.dynamics.name}.h5" + output_dataset.household["hbai_household_net_income"] = sim.calculate("hbai_household_net_income", self.year) return output_dataset -class UKNationalEconomicComparisonOutput(Dataset): - baseline_household_net_income: float - reform_household_net_income: float +class AggregateChange(ReportElementDataItem): + variable: str + baseline: float + reform: float difference: float - -class UKNationalEconomicComparison(Simulation): - baseline: UKSingleYearDataset - counterfactual: UKSingleYearDataset - def run(self) -> UKNationalEconomicComparisonOutput: - total_baseline = self.baseline.household_df["hbai_household_net_income"].sum() - total_counterfactual = self.counterfactual.household_df["hbai_household_net_income"].sum() +class AggregateChanges(ReportElement): + name = "aggregate changes" - return UKNationalEconomicComparisonOutput( - name=f"comparison_{self.baseline.name}_vs_{self.counterfactual.name}", - baseline_household_net_income=total_baseline, - reform_household_net_income=total_counterfactual, - difference=total_counterfactual - total_baseline - ) efrs_2023_24 = UKSingleYearDataset( name="enhanced_frs_2023_24", local_path="/Users/nikhilwoodruff/policyengine/policyengine-uk-data/policyengine_uk_data/storage/enhanced_frs_2023_24.h5", ) -current_law = Scenario( +current_law = Rules( name="current law", description="Current tax and benefit system in the UK.", ) \ No newline at end of file From 6031351ba3455d59e2087104aa8c82e15db76c25 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Thu, 28 Aug 2025 23:51:08 +0100 Subject: [PATCH 28/97] Update --- src/policyengine/__init__.py | 2 +- src/policyengine/models.py | 71 ++++++++++++++++-------- src/policyengine/users/uk/models.py | 84 ++++++++++++++++++++++++----- 3 files changed, 120 insertions(+), 37 deletions(-) diff --git a/src/policyengine/__init__.py b/src/policyengine/__init__.py index 8ca491a2..62a286b2 100644 --- a/src/policyengine/__init__.py +++ b/src/policyengine/__init__.py @@ -1,2 +1,2 @@ from .models import * -from .users import * \ No newline at end of file +from .users import * diff --git a/src/policyengine/models.py b/src/policyengine/models.py index 620a0a55..a3a1b838 100644 --- a/src/policyengine/models.py +++ b/src/policyengine/models.py @@ -9,6 +9,7 @@ class SimulationStatus(str, Enum): """Status of simulation processing.""" + PENDING = "pending" RUNNING = "running" COMPLETED = "completed" @@ -17,78 +18,88 @@ class SimulationStatus(str, Enum): class Dataset(BaseModel): """Metadata for data files. Overridden by country versions.""" + name: str - + # Dataset characteristics source_dataset: Optional["Dataset"] = None version: Optional[str] = None - + # Local storage local_path: Optional[str] = None - + # Google Cloud Storage gcs_bucket: Optional[str] = None gcs_path: Optional[str] = None - + # HuggingFace huggingface_repo: Optional[str] = None huggingface_path: Optional[str] = None - + # File metadata file_size_mb: Optional[float] = None - def __init__(self): + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) self.load() def load(self): """Load dataset from local path.""" - raise NotImplementedError("Dataset load method must be implemented in country-specific subclass.") + raise NotImplementedError( + "Dataset load method must be implemented in country-specific subclass." + ) def save(self, path: str) -> None: """Save dataset to local path.""" - raise NotImplementedError("Dataset save method must be implemented in country-specific subclass.") + raise NotImplementedError( + "Dataset save method must be implemented in country-specific subclass." + ) class Rules(BaseModel): """Modifications made to baseline tax-benefit rules.""" + name: str # Parent rules reference parent_rules: Optional["Rules"] = None - + # Metadata description: Optional[str] = None created_at: Optional[datetime] = None - updated_at: Optional[datetime] = None # Should automatically be current datetime + updated_at: Optional[datetime] = None # Should automatically be current datetime + + parameter_changes: Optional[dict] = None + simulation_modifier: Optional[Any] = None - _parameter_changes: Optional[dict] = None - _simulation_modifier: Optional[Any] = None class Dynamics(BaseModel): """Modifications made to baseline tax-benefit dynamics.""" + name: str # Parent dynamics reference parent_dynamics: Optional["Dynamics"] = None - + # Metadata description: Optional[str] = None created_at: Optional[datetime] = None - updated_at: Optional[datetime] = None # Should automatically be current datetime + updated_at: Optional[datetime] = None # Should automatically be current datetime - _parameter_changes: Optional[dict] = None - _simulation_modifier: Optional[Any] = None + parameter_changes: Optional[dict] = None + simulation_modifier: Optional[Any] = None class Simulation(BaseModel): """Metadata for simulation, stored in .h5 file. Overridden by country versions.""" + # Foreign key references data: Dataset rules: Rules dynamics: Dynamics output_dataset: Optional[Dataset] = None model_version: Optional[str] = None - + # Processing metadata status: SimulationStatus = SimulationStatus.PENDING created_at: Optional[datetime] = None @@ -97,13 +108,18 @@ class Simulation(BaseModel): def run(self) -> Dataset: """Run the simulation.""" - raise NotImplementedError("Simulation run method must be implemented in country-specific subclass.") + raise NotImplementedError( + "Simulation run method must be implemented in country-specific subclass." + ) + class ReportElementDataItem(BaseModel): report_element: "ReportElement" + class ReportElement(BaseModel): """An element of a report, which may include tables, charts, and other visualizations.""" + name: str description: Optional[str] = None data_items: List[ReportElementDataItem] = [] @@ -114,11 +130,17 @@ def data(self) -> pd.DataFrame: # Get pydantic fields from reportelementdataitem-inheriting classes data = [] for item in self.data_items: - data.append(item.model_dump()) + non_inherited_fields = ( + type(item).model_fields.keys() + - ReportElementDataItem.model_fields.keys() + ) + data.append({key: getattr(item, key) for key in non_inherited_fields}) return pd.DataFrame(data) + class Report(BaseModel): """A report generated from a simulation.""" + name: str description: Optional[str] = None elements: List[ReportElement] = [] @@ -126,8 +148,9 @@ class Report(BaseModel): class Variable(BaseModel): """PolicyEngine variable concept- an attribute of an entity.""" + name: str - + # Variable metadata label: Optional[str] = None description: Optional[str] = None @@ -139,10 +162,11 @@ class Variable(BaseModel): class Parameter(BaseModel): """Policy parameter of the country package model.""" + name: str country: str parent: Optional["Parameter"] = None # For hierarchical parameters - + # Parameter metadata label: Optional[str] = None description: Optional[str] = None @@ -152,14 +176,15 @@ class Parameter(BaseModel): class ParameterValue(BaseModel): """Individual parameter value for some point in time.""" + # Foreign keys rules: "Rules" dynamics: "Dynamics" parameter: "Parameter" - + # Time period for this change start_date: datetime end_date: Optional[datetime] = None - + # The actual change value: Any # JSON-serializable value diff --git a/src/policyengine/users/uk/models.py b/src/policyengine/users/uk/models.py index f910b938..5125d118 100644 --- a/src/policyengine/users/uk/models.py +++ b/src/policyengine/users/uk/models.py @@ -1,16 +1,19 @@ from policyengine.models import * from policyengine_uk import Simulation as PolicyEngineUKSimulation from policyengine_uk.model_api import Scenario as PolicyEngineUKScenario -from policyengine_uk.data.dataset_schema import UKSingleYearDataset as PolicyEngineUKSingleYearDataset +from policyengine_uk.data.dataset_schema import ( + UKSingleYearDataset as PolicyEngineUKSingleYearDataset, +) import h5py import pandas as pd + class UKSingleYearDataset(Dataset): person: Optional[Any] = None benunit: Optional[Any] = None household: Optional[Any] = None - def load(self): # can put helpers in the main bit to avoid this + def load(self): # can put helpers in the main bit to avoid this path = self.local_path # read tables from h5 @@ -28,9 +31,20 @@ def save(self): store["benunit"] = self.benunit store["household"] = self.household + def copy(self): + return UKSingleYearDataset( + name=self.name, + local_path=self.local_path, + person=self.person.copy(), + benunit=self.benunit.copy(), + household=self.household.copy(), + ) + + class UKSingleYearSimulation(Simulation): year: int data: UKSingleYearDataset + _simulation: Optional[PolicyEngineUKSimulation] = None def run(self) -> UKSingleYearDataset: sim = PolicyEngineUKSimulation( @@ -38,31 +52,70 @@ def run(self) -> UKSingleYearDataset: person=self.data.person, benunit=self.data.benunit, household=self.data.household, - fiscal_year=self.year + fiscal_year=self.year, ), scenario=PolicyEngineUKScenario( - parameter_changes=self.rules._parameter_changes, - simulation_modifier=self.rules._simulation_modifier, - ) + PolicyEngineUKScenario( - parameter_changes=self.dynamics._parameter_changes, - simulation_modifier=self.dynamics._simulation_modifier, + parameter_changes=self.rules.parameter_changes, + simulation_modifier=self.rules.simulation_modifier, ) + + PolicyEngineUKScenario( + parameter_changes=self.dynamics.parameter_changes, + simulation_modifier=self.dynamics.simulation_modifier, + ), ) + self._simulation = sim - output_dataset = self.data.model_copy() + output_dataset = self.data.copy() output_dataset.local_path = f"{self.data.name}_output_{self.year}_{self.rules.name}_{self.dynamics.name}.h5" - output_dataset.household["hbai_household_net_income"] = sim.calculate("hbai_household_net_income", self.year) + output_dataset.household["gov_tax"] = sim.calculate("gov_tax", self.year) + output_dataset.household["gov_spending"] = sim.calculate( + "gov_spending", self.year + ) + output_dataset.household["gov_balance"] = sim.calculate( + "gov_balance", self.year + ) + + self.output_dataset = output_dataset return output_dataset - + + class AggregateChange(ReportElementDataItem): variable: str baseline: float reform: float difference: float + report_element: ReportElement + class AggregateChanges(ReportElement): - name = "aggregate changes" + name: str = "aggregate changes" + baseline_dataset: UKSingleYearDataset + reform_dataset: UKSingleYearDataset + + def run(self): + # Calculate aggregate changes between baseline and reform datasets + baseline_data = self.baseline_dataset + reform_data = self.reform_dataset + + changes = [] + for variable in ["gov_tax", "gov_spending", "gov_balance"]: + weights = baseline_data.household["household_weight"] + baseline_value = (weights * baseline_data.household[variable]).sum() + reform_value = (weights * reform_data.household[variable]).sum() + changes.append( + AggregateChange( + variable=variable, + baseline=baseline_value, + reform=reform_value, + difference=reform_value - baseline_value, + report_element=self, + ) + ) + + self.data_items = changes + + return changes efrs_2023_24 = UKSingleYearDataset( @@ -73,4 +126,9 @@ class AggregateChanges(ReportElement): current_law = Rules( name="current law", description="Current tax and benefit system in the UK.", -) \ No newline at end of file +) + +default_dynamics = Dynamics( + name="default dynamics", + description="Default dynamics for the UK tax and benefit system.", +) From 0a03afccbcfce7ce14568e8d16ddc42f79cd9f55 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Fri, 29 Aug 2025 00:00:31 +0100 Subject: [PATCH 29/97] Remove import --- src/policyengine/users/uk/models.py | 1 - 1 file changed, 1 deletion(-) diff --git a/src/policyengine/users/uk/models.py b/src/policyengine/users/uk/models.py index 5125d118..96a3964a 100644 --- a/src/policyengine/users/uk/models.py +++ b/src/policyengine/users/uk/models.py @@ -4,7 +4,6 @@ from policyengine_uk.data.dataset_schema import ( UKSingleYearDataset as PolicyEngineUKSingleYearDataset, ) -import h5py import pandas as pd From 7f8722abd764f938cdafce2a091875179ad84790 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Fri, 29 Aug 2025 12:13:01 +0100 Subject: [PATCH 30/97] Update models --- src/policyengine/models.py | 5 +++-- src/policyengine/users/uk/models.py | 3 ++- 2 files changed, 5 insertions(+), 3 deletions(-) diff --git a/src/policyengine/models.py b/src/policyengine/models.py index a3a1b838..bf547bcf 100644 --- a/src/policyengine/models.py +++ b/src/policyengine/models.py @@ -7,7 +7,7 @@ import pandas as pd -class SimulationStatus(str, Enum): +class OperationStatus(str, Enum): """Status of simulation processing.""" PENDING = "pending" @@ -101,7 +101,7 @@ class Simulation(BaseModel): model_version: Optional[str] = None # Processing metadata - status: SimulationStatus = SimulationStatus.PENDING + status: OperationStatus = OperationStatus.PENDING created_at: Optional[datetime] = None updated_at: Optional[datetime] = None completed_at: Optional[datetime] = None @@ -124,6 +124,7 @@ class ReportElement(BaseModel): description: Optional[str] = None data_items: List[ReportElementDataItem] = [] report: "Report" + status: OperationStatus = OperationStatus.PENDING @property def data(self) -> pd.DataFrame: diff --git a/src/policyengine/users/uk/models.py b/src/policyengine/users/uk/models.py index 96a3964a..24d4a483 100644 --- a/src/policyengine/users/uk/models.py +++ b/src/policyengine/users/uk/models.py @@ -91,6 +91,7 @@ class AggregateChanges(ReportElement): name: str = "aggregate changes" baseline_dataset: UKSingleYearDataset reform_dataset: UKSingleYearDataset + variables: List[str] = ["gov_tax", "gov_spending", "gov_balance"] def run(self): # Calculate aggregate changes between baseline and reform datasets @@ -98,7 +99,7 @@ def run(self): reform_data = self.reform_dataset changes = [] - for variable in ["gov_tax", "gov_spending", "gov_balance"]: + for variable in self.variables: weights = baseline_data.household["household_weight"] baseline_value = (weights * baseline_data.household[variable]).sum() reform_value = (weights * reform_data.household[variable]).sum() From 08e8df2b66476a7299c35ecb78fcd9dca1a15edc Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 30 Aug 2025 14:33:49 +0100 Subject: [PATCH 31/97] Back to formalised and finished schemas, todo: add database class again --- src/policyengine/models.py | 65 ++++++------------------ src/policyengine/users/uk/models.py | 79 +++++++++++++++-------------- 2 files changed, 58 insertions(+), 86 deletions(-) diff --git a/src/policyengine/models.py b/src/policyengine/models.py index bf547bcf..97d9860b 100644 --- a/src/policyengine/models.py +++ b/src/policyengine/models.py @@ -17,66 +17,33 @@ class OperationStatus(str, Enum): class Dataset(BaseModel): - """Metadata for data files. Overridden by country versions.""" - - name: str + """A dataset used or created by a simulation.""" + name: Optional[str] = None # Dataset characteristics source_dataset: Optional["Dataset"] = None version: Optional[str] = None - # Local storage - local_path: Optional[str] = None - - # Google Cloud Storage - gcs_bucket: Optional[str] = None - gcs_path: Optional[str] = None - - # HuggingFace - huggingface_repo: Optional[str] = None - huggingface_path: Optional[str] = None - - # File metadata - file_size_mb: Optional[float] = None - - def __init__(self, *args, **kwargs): - super().__init__(*args, **kwargs) - self.load() - - def load(self): - """Load dataset from local path.""" - raise NotImplementedError( - "Dataset load method must be implemented in country-specific subclass." - ) - - def save(self, path: str) -> None: - """Save dataset to local path.""" - raise NotImplementedError( - "Dataset save method must be implemented in country-specific subclass." - ) - -class Rules(BaseModel): +class Policy(BaseModel): """Modifications made to baseline tax-benefit rules.""" - name: str + name: Optional[str] = None - # Parent rules reference - parent_rules: Optional["Rules"] = None + # Parent policy reference + parent: Optional["Policy"] = None # Metadata description: Optional[str] = None - created_at: Optional[datetime] = None - updated_at: Optional[datetime] = None # Should automatically be current datetime - parameter_changes: Optional[dict] = None + parameter_values: Optional[List["ParameterValue"]] = None simulation_modifier: Optional[Any] = None class Dynamics(BaseModel): """Modifications made to baseline tax-benefit dynamics.""" - name: str + name: Optional[str] = None # Parent dynamics reference parent_dynamics: Optional["Dynamics"] = None @@ -86,7 +53,7 @@ class Dynamics(BaseModel): created_at: Optional[datetime] = None updated_at: Optional[datetime] = None # Should automatically be current datetime - parameter_changes: Optional[dict] = None + parameter_values: Optional[List["ParameterValue"]] = None simulation_modifier: Optional[Any] = None @@ -95,7 +62,7 @@ class Simulation(BaseModel): # Foreign key references data: Dataset - rules: Rules + policy: Policy dynamics: Dynamics output_dataset: Optional[Dataset] = None model_version: Optional[str] = None @@ -120,10 +87,10 @@ class ReportElementDataItem(BaseModel): class ReportElement(BaseModel): """An element of a report, which may include tables, charts, and other visualizations.""" - name: str + name: Optional[str] = None description: Optional[str] = None data_items: List[ReportElementDataItem] = [] - report: "Report" + report: Optional["Report"] = None status: OperationStatus = OperationStatus.PENDING @property @@ -179,13 +146,13 @@ class ParameterValue(BaseModel): """Individual parameter value for some point in time.""" # Foreign keys - rules: "Rules" - dynamics: "Dynamics" - parameter: "Parameter" + policy: Optional["Policy"] = None + dynamics: Optional["Dynamics"] = None + parameter: Parameter # Time period for this change start_date: datetime end_date: Optional[datetime] = None # The actual change - value: Any # JSON-serializable value + value: Any # JSON-serializable value \ No newline at end of file diff --git a/src/policyengine/users/uk/models.py b/src/policyengine/users/uk/models.py index 24d4a483..9b035b32 100644 --- a/src/policyengine/users/uk/models.py +++ b/src/policyengine/users/uk/models.py @@ -5,35 +5,19 @@ UKSingleYearDataset as PolicyEngineUKSingleYearDataset, ) import pandas as pd +import numpy as np class UKSingleYearDataset(Dataset): + year: int person: Optional[Any] = None benunit: Optional[Any] = None household: Optional[Any] = None - def load(self): # can put helpers in the main bit to avoid this - path = self.local_path - - # read tables from h5 - with pd.HDFStore(path, "r") as store: - self.person = store["person"] - self.benunit = store["benunit"] - self.household = store["household"] - - def save(self): - path = self.local_path - - # write tables to h5 using pandas - with pd.HDFStore(path, "w") as store: - store["person"] = self.person - store["benunit"] = self.benunit - store["household"] = self.household - def copy(self): return UKSingleYearDataset( name=self.name, - local_path=self.local_path, + year=self.year, person=self.person.copy(), benunit=self.benunit.copy(), household=self.household.copy(), @@ -43,10 +27,9 @@ def copy(self): class UKSingleYearSimulation(Simulation): year: int data: UKSingleYearDataset - _simulation: Optional[PolicyEngineUKSimulation] = None - def run(self) -> UKSingleYearDataset: - sim = PolicyEngineUKSimulation( + def _get_simulation(self): + return PolicyEngineUKSimulation( dataset=PolicyEngineUKSingleYearDataset( person=self.data.person, benunit=self.data.benunit, @@ -54,18 +37,19 @@ def run(self) -> UKSingleYearDataset: fiscal_year=self.year, ), scenario=PolicyEngineUKScenario( - parameter_changes=self.rules.parameter_changes, - simulation_modifier=self.rules.simulation_modifier, + parameter_changes=self.policy.parameter_values, + simulation_modifier=self.policy.simulation_modifier, ) + PolicyEngineUKScenario( - parameter_changes=self.dynamics.parameter_changes, + parameter_changes=self.dynamics.parameter_values, simulation_modifier=self.dynamics.simulation_modifier, ), ) - self._simulation = sim + + def run(self) -> UKSingleYearDataset: + sim = self._get_simulation() output_dataset = self.data.copy() - output_dataset.local_path = f"{self.data.name}_output_{self.year}_{self.rules.name}_{self.dynamics.name}.h5" output_dataset.household["gov_tax"] = sim.calculate("gov_tax", self.year) output_dataset.household["gov_spending"] = sim.calculate( "gov_spending", self.year @@ -88,7 +72,6 @@ class AggregateChange(ReportElementDataItem): class AggregateChanges(ReportElement): - name: str = "aggregate changes" baseline_dataset: UKSingleYearDataset reform_dataset: UKSingleYearDataset variables: List[str] = ["gov_tax", "gov_spending", "gov_balance"] @@ -116,19 +99,41 @@ def run(self): self.data_items = changes return changes - - -efrs_2023_24 = UKSingleYearDataset( - name="enhanced_frs_2023_24", - local_path="/Users/nikhilwoodruff/policyengine/policyengine-uk-data/policyengine_uk_data/storage/enhanced_frs_2023_24.h5", -) - -current_law = Rules( + +def create_example_uk_dataset() -> UKSingleYearDataset: + person, benunit, household = pd.DataFrame(), pd.DataFrame(), pd.DataFrame() + + person["person_id"] = np.arange(1, 100) + person["person_benunit_id"] = np.arange(1, 100) + person["person_household_id"] = np.arange(1, 100) + benunit["benunit_id"] = np.arange(1, 100) + household["household_id"] = np.arange(1, 100) + + # Earnings normally distributed around 30k + person["employment_income"] = np.random.normal(30_000, 5_000) + + household["household_weight"] = 66e6 / 100 + household["region"] = "LONDON" + household["council_tax"] = 1_000 + household["tenure_type"] = "OWNED_OUTRIGHT" + household["rent"] = 12_000 + + return UKSingleYearDataset( + name="example UK dataset", + year=2023, + person=person, + benunit=benunit, + household=household, + ) + +example_uk_dataset = create_example_uk_dataset() + +current_law = Policy( name="current law", description="Current tax and benefit system in the UK.", ) -default_dynamics = Dynamics( +no_behavioural_responses = Dynamics( name="default dynamics", description="Default dynamics for the UK tax and benefit system.", ) From ccb566cfe909a36096ddb4fad3e4ec8c6a0831a9 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 30 Aug 2025 15:01:58 +0100 Subject: [PATCH 32/97] First db version --- src/policyengine/database.py | 102 ++++++++++++++++++++++++++ src/policyengine/models.py | 2 +- src/policyengine/users/uk/database.py | 30 ++++++++ 3 files changed, 133 insertions(+), 1 deletion(-) create mode 100644 src/policyengine/database.py create mode 100644 src/policyengine/users/uk/database.py diff --git a/src/policyengine/database.py b/src/policyengine/database.py new file mode 100644 index 00000000..16a30231 --- /dev/null +++ b/src/policyengine/database.py @@ -0,0 +1,102 @@ +from sqlmodel import SQLModel, Field +from datetime import datetime, timezone +import uuid +from typing import Optional + +class Dataset(SQLModel, table=True): + __tablename__ = "datasets" + + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + name: str + source_dataset_id: str = Field(default=None, foreign_key="datasets.id") + version: str + data: Optional[str] = None # Could be a path or JSON blob + +class Policy(SQLModel, table=True): + __tablename__ = "policies" + + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + name: str + parent_id: str = Field(default=None, foreign_key="policies.id") + description: str + simulation_modifier: str + +class Dynamics(SQLModel, table=True): + __tablename__ = "dynamics" + + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + name: str + parent_id: str = Field(default=None, foreign_key="dynamics.id") + description: str + created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) + updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) + +class Simulation(SQLModel, table=True): + __tablename__ = "simulations" + + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + data_id: str = Field(default=None, foreign_key="datasets.id") + policy_id: str = Field(default=None, foreign_key="policies.id") + dynamics_id: str = Field(default=None, foreign_key="dynamics.id") + output_dataset_id: str = Field(default=None, foreign_key="datasets.id") + model_version: str + status: str = Field(default="pending") + created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) + updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) + completed_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) + +class ReportElementDataItem(SQLModel, table=True): + __tablename__ = "report_element_data_items" + + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + report_element_id: str = Field(default=None, foreign_key="report_elements.id") + +class ReportElement(SQLModel, table=True): + __tablename__ = "report_elements" + + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + name: str + description: str + report_id: str = Field(default=None, foreign_key="reports.id") + status: str = Field(default="pending") + +class Report(SQLModel, table=True): + __tablename__ = "reports" + + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + name: str + description: str + +class Variable(SQLModel, table=True): + __tablename__ = "variables" + + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + name: str + label: str + description: str + unit: str + value_type: str + entity: str + definition_period: str + +class Parameter(SQLModel, table=True): + __tablename__ = "parameters" + + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + name: str + parent_id: str = Field(default=None, foreign_key="parameters.id") + label: str + description: str + unit: str + data_type: str + +class ParameterValue(SQLModel, table=True): + __tablename__ = "parameter_values" + + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + parameter_id: str = Field(default=None, foreign_key="parameters.id") + value: str + start_date: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) + end_date: Optional[datetime] = Field(default=None) + policy_id: str = Field(default=None, foreign_key="policies.id") + dynamics_id: str = Field(default=None, foreign_key="dynamics.id") \ No newline at end of file diff --git a/src/policyengine/models.py b/src/policyengine/models.py index 97d9860b..f6ae6c7f 100644 --- a/src/policyengine/models.py +++ b/src/policyengine/models.py @@ -23,6 +23,7 @@ class Dataset(BaseModel): # Dataset characteristics source_dataset: Optional["Dataset"] = None version: Optional[str] = None + data: Optional[str] = None class Policy(BaseModel): @@ -132,7 +133,6 @@ class Parameter(BaseModel): """Policy parameter of the country package model.""" name: str - country: str parent: Optional["Parameter"] = None # For hierarchical parameters # Parameter metadata diff --git a/src/policyengine/users/uk/database.py b/src/policyengine/users/uk/database.py new file mode 100644 index 00000000..223b33cf --- /dev/null +++ b/src/policyengine/users/uk/database.py @@ -0,0 +1,30 @@ +from policyengine.database import ( + Dataset, + Simulation, + Policy, + Dynamics, + Report, + ReportElement, + ReportElementDataItem, + Variable, + Parameter, + ParameterValue +) +from sqlmodel import SQLModel, create_engine + +class Database: + def __init__(self, db_url: str): + self.db_url = db_url + self.engine = create_engine(db_url) + + def create_tables(self): + Dataset.__table__.create(self.engine) + Simulation.__table__.create(self.engine) + Policy.__table__.create(self.engine) + Dynamics.__table__.create(self.engine) + Report.__table__.create(self.engine) + ReportElement.__table__.create(self.engine) + ReportElementDataItem.__table__.create(self.engine) + Variable.__table__.create(self.engine) + Parameter.__table__.create(self.engine) + ParameterValue.__table__.create(self.engine) From 0610d0ccc41774894569ec0409fff552f272965a Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sun, 31 Aug 2025 15:21:12 +0100 Subject: [PATCH 33/97] Finally fix schemas, sqlmodel incapable of inheritance --- src/policyengine/models.py | 6 +- src/policyengine/users/uk/database.py | 63 ++++++---- src/policyengine/users/uk/models.py | 69 +++++++---- .../{database.py => users/uk/tables.py} | 111 ++++++++---------- src/policyengine/utils/dataframe_storage.py | 19 +++ 5 files changed, 160 insertions(+), 108 deletions(-) rename src/policyengine/{database.py => users/uk/tables.py} (54%) create mode 100644 src/policyengine/utils/dataframe_storage.py diff --git a/src/policyengine/models.py b/src/policyengine/models.py index f6ae6c7f..1bbc3fb0 100644 --- a/src/policyengine/models.py +++ b/src/policyengine/models.py @@ -23,7 +23,7 @@ class Dataset(BaseModel): # Dataset characteristics source_dataset: Optional["Dataset"] = None version: Optional[str] = None - data: Optional[str] = None + data: Optional[Any] = None class Policy(BaseModel): @@ -59,10 +59,10 @@ class Dynamics(BaseModel): class Simulation(BaseModel): - """Metadata for simulation, stored in .h5 file. Overridden by country versions.""" + """Metadata for simulation, stored in .h5 file. Re-implemented by country versions.""" # Foreign key references - data: Dataset + dataset: Dataset policy: Policy dynamics: Dynamics output_dataset: Optional[Dataset] = None diff --git a/src/policyengine/users/uk/database.py b/src/policyengine/users/uk/database.py index 223b33cf..fd91676b 100644 --- a/src/policyengine/users/uk/database.py +++ b/src/policyengine/users/uk/database.py @@ -1,30 +1,49 @@ -from policyengine.database import ( - Dataset, - Simulation, - Policy, - Dynamics, - Report, - ReportElement, - ReportElementDataItem, - Variable, - Parameter, - ParameterValue +from policyengine.users.uk.tables import ( + SimulationDB, + DatasetDB, + AggregateChangeDB, + AggregateChangeReportElementDB, + DatasetDB, + PolicyDB, + DynamicsDB, + ReportDB, + VariableDB, + ParameterDB, + ParameterValueDB, ) -from sqlmodel import SQLModel, create_engine +from sqlmodel import SQLModel, create_engine, MetaData, select, delete, Session +from policyengine.utils.dataframe_storage import deserialise_dataframe_dict, serialise_dataframe_dict class Database: + tables = [ + DatasetDB, + SimulationDB, + PolicyDB, + DynamicsDB, + ReportDB, + VariableDB, + ParameterDB, + ParameterValueDB, + AggregateChangeDB, + AggregateChangeReportElementDB, + ] + def __init__(self, db_url: str): self.db_url = db_url self.engine = create_engine(db_url) + def drop_tables(self): + for table in reversed(self.tables): + table.__table__.drop(self.engine, checkfirst=True) + def create_tables(self): - Dataset.__table__.create(self.engine) - Simulation.__table__.create(self.engine) - Policy.__table__.create(self.engine) - Dynamics.__table__.create(self.engine) - Report.__table__.create(self.engine) - ReportElement.__table__.create(self.engine) - ReportElementDataItem.__table__.create(self.engine) - Variable.__table__.create(self.engine) - Parameter.__table__.create(self.engine) - ParameterValue.__table__.create(self.engine) + # Create all tables explicitly using SQLModel metadata + # SQLModel.metadata already has the table definitions from the models + + for table in self.tables: + table.__table__.create(self.engine, checkfirst=True) + + def recreate_tables(self): + # Drop and recreate all tables with current schema + self.drop_tables() + self.create_tables() \ No newline at end of file diff --git a/src/policyengine/users/uk/models.py b/src/policyengine/users/uk/models.py index 9b035b32..9b21e6b0 100644 --- a/src/policyengine/users/uk/models.py +++ b/src/policyengine/users/uk/models.py @@ -1,4 +1,9 @@ -from policyengine.models import * +from policyengine.models import ( + Policy, Dynamics, Simulation as GeneralSimulation, Dataset as GeneralDataset, + ReportElementDataItem, ReportElement, Report +) +from pydantic import BaseModel +from typing import Any, Optional, List from policyengine_uk import Simulation as PolicyEngineUKSimulation from policyengine_uk.model_api import Scenario as PolicyEngineUKScenario from policyengine_uk.data.dataset_schema import ( @@ -6,34 +11,41 @@ ) import pandas as pd import numpy as np +from microdf import MicroDataFrame - -class UKSingleYearDataset(Dataset): - year: int - person: Optional[Any] = None - benunit: Optional[Any] = None - household: Optional[Any] = None +class UKSingleYearDataset(BaseModel): + person: Any # DataFrame + benunit: Any + household: Any def copy(self): return UKSingleYearDataset( - name=self.name, - year=self.year, person=self.person.copy(), benunit=self.benunit.copy(), household=self.household.copy(), ) -class UKSingleYearSimulation(Simulation): +class Dataset(GeneralDataset): year: int + name: Optional[str] = None data: UKSingleYearDataset + version: Optional[str] = None + + +class Simulation(GeneralSimulation): + year: int + dataset: Dataset + policy: Policy + dynamics: Dynamics + version: Optional[str] def _get_simulation(self): return PolicyEngineUKSimulation( dataset=PolicyEngineUKSingleYearDataset( - person=self.data.person, - benunit=self.data.benunit, - household=self.data.household, + person=self.dataset.data.person, + benunit=self.dataset.data.benunit, + household=self.dataset.data.household, fiscal_year=self.year, ), scenario=PolicyEngineUKScenario( @@ -49,12 +61,19 @@ def _get_simulation(self): def run(self) -> UKSingleYearDataset: sim = self._get_simulation() - output_dataset = self.data.copy() - output_dataset.household["gov_tax"] = sim.calculate("gov_tax", self.year) - output_dataset.household["gov_spending"] = sim.calculate( + output_dataset = Dataset( + year=self.year, + data=UKSingleYearDataset( + person=self.dataset.data.person, + benunit=self.dataset.data.benunit, + household=self.dataset.data.household, + ) + ) + output_dataset.data.household["gov_tax"] = sim.calculate("gov_tax", self.year) + output_dataset.data.household["gov_spending"] = sim.calculate( "gov_spending", self.year ) - output_dataset.household["gov_balance"] = sim.calculate( + output_dataset.data.household["gov_balance"] = sim.calculate( "gov_balance", self.year ) @@ -68,13 +87,13 @@ class AggregateChange(ReportElementDataItem): baseline: float reform: float difference: float - report_element: ReportElement + report_element: "AggregateChanges" class AggregateChanges(ReportElement): baseline_dataset: UKSingleYearDataset reform_dataset: UKSingleYearDataset - variables: List[str] = ["gov_tax", "gov_spending", "gov_balance"] + variables: List[str] = ["gov_balance"] def run(self): # Calculate aggregate changes between baseline and reform datasets @@ -118,12 +137,14 @@ def create_example_uk_dataset() -> UKSingleYearDataset: household["tenure_type"] = "OWNED_OUTRIGHT" household["rent"] = 12_000 - return UKSingleYearDataset( - name="example UK dataset", + return Dataset( year=2023, - person=person, - benunit=benunit, - household=household, + name="example_uk_2023", + data=UKSingleYearDataset( + person=person, + benunit=benunit, + household=household, + ), ) example_uk_dataset = create_example_uk_dataset() diff --git a/src/policyengine/database.py b/src/policyengine/users/uk/tables.py similarity index 54% rename from src/policyengine/database.py rename to src/policyengine/users/uk/tables.py index 16a30231..9b92c7d0 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/users/uk/tables.py @@ -1,102 +1,95 @@ -from sqlmodel import SQLModel, Field +from sqlmodel import SQLModel, Field, Relationship from datetime import datetime, timezone import uuid from typing import Optional +from policyengine.models import OperationStatus +from policyengine.utils.dataframe_storage import serialise_dataframe_dict +from sqlmodel import SQLModel, Field +from datetime import datetime, timezone +import uuid +from typing import Optional, List +from policyengine.models import OperationStatus, Dataset, Policy, Dynamics, Simulation +from policyengine.users.uk.models import AggregateChange, AggregateChanges -class Dataset(SQLModel, table=True): - __tablename__ = "datasets" - - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - name: str - source_dataset_id: str = Field(default=None, foreign_key="datasets.id") - version: str - data: Optional[str] = None # Could be a path or JSON blob - -class Policy(SQLModel, table=True): +class PolicyDB(SQLModel, table=True): __tablename__ = "policies" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - name: str - parent_id: str = Field(default=None, foreign_key="policies.id") - description: str - simulation_modifier: str + parent_id: Optional[str] = Field(default=None, foreign_key="policies.id") -class Dynamics(SQLModel, table=True): +class DynamicsDB(SQLModel, table=True): __tablename__ = "dynamics" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - name: str - parent_id: str = Field(default=None, foreign_key="dynamics.id") - description: str + parent_id: Optional[str] = Field(default=None, foreign_key="dynamics.id") created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) -class Simulation(SQLModel, table=True): - __tablename__ = "simulations" - - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - data_id: str = Field(default=None, foreign_key="datasets.id") - policy_id: str = Field(default=None, foreign_key="policies.id") - dynamics_id: str = Field(default=None, foreign_key="dynamics.id") - output_dataset_id: str = Field(default=None, foreign_key="datasets.id") - model_version: str - status: str = Field(default="pending") - created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) - updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) - completed_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) - -class ReportElementDataItem(SQLModel, table=True): +class ReportElementDataItemDB(SQLModel, table=True): __tablename__ = "report_element_data_items" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) report_element_id: str = Field(default=None, foreign_key="report_elements.id") -class ReportElement(SQLModel, table=True): +class ReportElementDB(SQLModel, table=True): __tablename__ = "report_elements" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - name: str - description: str report_id: str = Field(default=None, foreign_key="reports.id") status: str = Field(default="pending") -class Report(SQLModel, table=True): +class ReportDB(SQLModel, table=True): __tablename__ = "reports" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - name: str - description: str -class Variable(SQLModel, table=True): +class VariableDB(SQLModel, table=True): __tablename__ = "variables" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - name: str - label: str - description: str - unit: str - value_type: str - entity: str - definition_period: str - -class Parameter(SQLModel, table=True): + +class ParameterDB(SQLModel, table=True): __tablename__ = "parameters" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - name: str parent_id: str = Field(default=None, foreign_key="parameters.id") - label: str - description: str - unit: str - data_type: str -class ParameterValue(SQLModel, table=True): +class ParameterValueDB(SQLModel, table=True): __tablename__ = "parameter_values" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) parameter_id: str = Field(default=None, foreign_key="parameters.id") - value: str start_date: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) end_date: Optional[datetime] = Field(default=None) - policy_id: str = Field(default=None, foreign_key="policies.id") - dynamics_id: str = Field(default=None, foreign_key="dynamics.id") \ No newline at end of file + policy_id: Optional[str] = Field(default=None, foreign_key="policies.id") + dynamics_id: Optional[str] = Field(default=None, foreign_key="dynamics.id") + +class DatasetDB(SQLModel, table=True, extend_existing=True): + __tablename__ = "datasets" + + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + source_dataset_id: str = Field(default=None, foreign_key="datasets.id") + data: Optional[str] = None # Could be a path or JSON blob + +class SimulationDB(SQLModel, table=True, extend_existing=True): + __tablename__ = "simulations" + + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + data_id: Optional[str] = Field(default=None, foreign_key="datasets.id") + policy_id: Optional[str] = Field(default=None, foreign_key="policies.id") + dynamics_id: Optional[str] = Field(default=None, foreign_key="dynamics.id") + output_dataset_id: Optional[str] = Field(default=None, foreign_key="datasets.id") + created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) + updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) + completed_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) + +class AggregateChangeDB(SQLModel, table=True): + __tablename__ = "aggregate_changes" + + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + report_element_id: str = Field(default=None, foreign_key="aggregate_changes.id") + +class AggregateChangeReportElementDB(SQLModel, table=True): + __tablename__ = "aggregate_change_report_elements" + + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) \ No newline at end of file diff --git a/src/policyengine/utils/dataframe_storage.py b/src/policyengine/utils/dataframe_storage.py new file mode 100644 index 00000000..4953fdd4 --- /dev/null +++ b/src/policyengine/utils/dataframe_storage.py @@ -0,0 +1,19 @@ + +import pyarrow.parquet as pq +import pyarrow as pa +import io +import pandas as pd + +def serialise_dataframe_dict(data: dict[str, pd.DataFrame]) -> bytes: + # compress a dictionary of dataframes + buffers = {} + for key, df in data.items(): + buffer = io.BytesIO() + table = pa.Table.from_pandas(df) + pq.write_table(table, buffer, compression='snappy') + buffers[key] = buffer.getvalue() + return pa.serialize(buffers).to_buffer() + +def deserialise_dataframe_dict(data: bytes) -> dict[str, pd.DataFrame]: + buffers = pa.deserialize(data) + return {key: pd.read_parquet(io.BytesIO(buffer)) for key, buffer in buffers.items()} \ No newline at end of file From de29cf4440d32ba5214059d1313b95c80caa9b3f Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 1 Sep 2025 09:06:21 +0100 Subject: [PATCH 34/97] Add models --- src/policyengine/models.py | 7 +- src/policyengine/users/uk/database.py | 103 +++++++++++++- src/policyengine/users/uk/metadata.py | 138 +++++++++++++++++++ src/policyengine/users/uk/models.py | 71 ++++++---- src/policyengine/users/uk/tables.py | 104 +++++++++++--- src/policyengine/utils/dataframe_storage.py | 47 ++++--- src/policyengine/utils/parametric_reforms.py | 22 +++ 7 files changed, 424 insertions(+), 68 deletions(-) create mode 100644 src/policyengine/users/uk/metadata.py create mode 100644 src/policyengine/utils/parametric_reforms.py diff --git a/src/policyengine/models.py b/src/policyengine/models.py index 1bbc3fb0..0aff0159 100644 --- a/src/policyengine/models.py +++ b/src/policyengine/models.py @@ -31,9 +31,6 @@ class Policy(BaseModel): name: Optional[str] = None - # Parent policy reference - parent: Optional["Policy"] = None - # Metadata description: Optional[str] = None @@ -65,7 +62,7 @@ class Simulation(BaseModel): dataset: Dataset policy: Policy dynamics: Dynamics - output_dataset: Optional[Dataset] = None + output_data: Optional[Any] = None model_version: Optional[str] = None # Processing metadata @@ -155,4 +152,4 @@ class ParameterValue(BaseModel): end_date: Optional[datetime] = None # The actual change - value: Any # JSON-serializable value \ No newline at end of file + value: Any # JSON-serializable value diff --git a/src/policyengine/users/uk/database.py b/src/policyengine/users/uk/database.py index fd91676b..9b536acb 100644 --- a/src/policyengine/users/uk/database.py +++ b/src/policyengine/users/uk/database.py @@ -3,7 +3,6 @@ DatasetDB, AggregateChangeDB, AggregateChangeReportElementDB, - DatasetDB, PolicyDB, DynamicsDB, ReportDB, @@ -11,15 +10,36 @@ ParameterDB, ParameterValueDB, ) +from policyengine.users.uk.models import ( + Simulation, + Dataset, + AggregateChange, + AggregateChangeReportElement, + Policy, + Dynamics, + Report, + Variable, + Parameter, + ParameterValue, + current_law, + UKSingleYearDataset, +) +from pydantic import BaseModel from sqlmodel import SQLModel, create_engine, MetaData, select, delete, Session -from policyengine.utils.dataframe_storage import deserialise_dataframe_dict, serialise_dataframe_dict +from policyengine.utils.dataframe_storage import ( + deserialise_dataframe_dict, + serialise_dataframe_dict, +) +from policyengine.utils.parametric_reforms import apply_parametric_reform +from policyengine_uk.model_api import Scenario + class Database: tables = [ DatasetDB, - SimulationDB, PolicyDB, DynamicsDB, + SimulationDB, ReportDB, VariableDB, ParameterDB, @@ -31,6 +51,7 @@ class Database: def __init__(self, db_url: str): self.db_url = db_url self.engine = create_engine(db_url) + self.session = Session(self.engine) def drop_tables(self): for table in reversed(self.tables): @@ -46,4 +67,78 @@ def create_tables(self): def recreate_tables(self): # Drop and recreate all tables with current schema self.drop_tables() - self.create_tables() \ No newline at end of file + self.create_tables() + + @property + def current_law(self): + return self.get_policy("current law") + + @property + def no_dynamics(self): + return self.get_dynamics("static") + + def get_policy(self, name: str) -> PolicyDB: + return self.session.exec(select(PolicyDB).where(PolicyDB.name == name)).first() + + def get_dynamics(self, name: str) -> DynamicsDB: + return self.session.exec( + select(DynamicsDB).where(DynamicsDB.name == name) + ).first() + + def get_parameter(self, name: str) -> ParameterDB: + return self.session.exec( + select(ParameterDB).where(ParameterDB.name == name) + ).first() + + def seed(self): + from .metadata import ( + add_parameters_to_db, + add_variables_to_db, + add_datasets_to_db, + add_basic_policies_to_db, + ) + + add_basic_policies_to_db(self) + add_parameters_to_db(self) + add_variables_to_db(self) + add_datasets_to_db(self) + + def add_policy(self, policy: Policy | PolicyDB): + if isinstance(policy, PolicyDB): + self.session.add(policy) + self.session.commit() + elif isinstance(policy, Policy): + policy_db = PolicyDB( + name=policy.name, + description=policy.description, + parameter_values=[ + ParameterValueDB( + parameter_id=self.get_parameter(pv.parameter.name).id, + value=pv.value, + start_date=pv.start_date, + end_date=pv.end_date, + ) + for pv in (policy.parameter_values or []) + ], + ) + self.session.add(policy_db) + self.session.commit() + + def list_policies(self): + return self.session.exec(select(PolicyDB)).all() + + def add_simulation(self, simulation: SimulationDB): + self.session.add(simulation) + self.session.commit() + + def get_dataset( + self, + name: str, + ) -> DatasetDB: + return self.session.exec( + select(DatasetDB).where(DatasetDB.name == name) + ).first() + + def add_report(self, report: ReportDB): + self.session.add(report) + self.session.commit() diff --git a/src/policyengine/users/uk/metadata.py b/src/policyengine/users/uk/metadata.py new file mode 100644 index 00000000..2baf6b05 --- /dev/null +++ b/src/policyengine/users/uk/metadata.py @@ -0,0 +1,138 @@ +from policyengine_uk.tax_benefit_system import parameters, variables +from .database import Database +from .tables import ( + ParameterDB, + ParameterValueDB, + VariableDB, + DatasetDB, + PolicyDB, + DynamicsDB, +) +from sqlmodel import Session +from policyengine_core.parameters import Parameter +from policyengine_core.tools.hugging_face import download_huggingface_dataset +from policyengine_uk.data import UKSingleYearDataset +from policyengine.utils.dataframe_storage import ( + deserialise_dataframe_dict, + serialise_dataframe_dict, +) + + +def add_basic_policies_to_db(database: Database): + # Add current law + current_law = PolicyDB(name="current law") + database.session.add(current_law) + database.session.commit() + + # Add no behavioural response + no_behavioural_response = DynamicsDB(name="static") + database.session.add(no_behavioural_response) + database.session.commit() + + +def add_parameters_to_db(database: Database): + # First, parameters + parameter_name_to_db_model = {} + parameter_name_to_param_obj = {} + for parameter in parameters.get_descendants(): + db_parameter = ParameterDB( + name=parameter.name, + description=parameter.description, + data_type=type(parameter.values_list[0].value).__name__ + if isinstance(parameter, Parameter) + else None, + label=parameter.metadata.get("label"), + unit=parameter.metadata.get("unit"), + ) + parameter_name_to_db_model[parameter.name] = db_parameter + parameter_name_to_param_obj[parameter.name] = parameter + + for parameter_name, db_parameter in parameter_name_to_db_model.items(): + database.session.add(db_parameter) + database.session.commit() + + for parameter_name in parameter_name_to_param_obj: + if parameter_name_to_param_obj[parameter_name].parent is not None: + parameter_name_to_db_model[ + parameter_name + ].parent_id = parameter_name_to_db_model[ + parameter_name_to_param_obj[parameter_name].parent.name + ].id + database.session.add(parameter_name_to_db_model[parameter_name]) + database.session.commit() + + current_law = database.current_law + + for parameter_name in parameter_name_to_param_obj: + param = parameter_name_to_param_obj[parameter_name] + if isinstance(param, Parameter): + values = param.values_list[::-1] # chronological order + for i in range(len(values)): + start_date = values[i].instant_str + if i + 1 < len(values): + end_date = values[i + 1].instant_str + else: + end_date = None + + # start date of 0000-01-01 not supported, recast to 2000-01-01 + if start_date < "2000-01-01": + start_date = "2000-01-01" + + db_value = ParameterValueDB( + parameter_id=parameter_name_to_db_model[parameter_name].id, + start_date=start_date, + end_date=end_date, + value=param.values_list[i].value, + policy_id=current_law.id, + ) + database.session.add(db_value) + database.session.commit() + + +def add_variables_to_db(database: Database): + for variable in variables.values(): + db_variable = VariableDB( + name=variable.name, + description=variable.documentation, + value_type=type(variable).__name__, + label=variable.label, + unit=variable.unit, + entity=variable.entity.key, + definition_period=variable.definition_period, + ) + database.session.add(db_variable) + database.session.commit() + + +def get_dataset_encoding( + repo: str, + repo_filename: str, + version: str, +) -> str: + filepath = download_huggingface_dataset( + repo=repo, repo_filename=repo_filename, version=version + ) + uk_dataset = UKSingleYearDataset(file_path=filepath) + data = { + "person": uk_dataset.person, + "benunit": uk_dataset.benunit, + "household": uk_dataset.household, + } + return serialise_dataframe_dict(data) + + +def add_datasets_to_db(database: Database): + frs_2023_24_data = get_dataset_encoding( + repo="policyengine/policyengine-uk-data", + repo_filename="frs_2023_24.h5", + version="1.17.9", + ) + + dataset = DatasetDB( + name="frs_2023_24", + data=frs_2023_24_data, + year=2023, + ) + + database.session.add(dataset) + database.session.commit() diff --git a/src/policyengine/users/uk/models.py b/src/policyengine/users/uk/models.py index 9b21e6b0..d5d4f4e4 100644 --- a/src/policyengine/users/uk/models.py +++ b/src/policyengine/users/uk/models.py @@ -1,6 +1,14 @@ from policyengine.models import ( - Policy, Dynamics, Simulation as GeneralSimulation, Dataset as GeneralDataset, - ReportElementDataItem, ReportElement, Report + Policy, + Dynamics, + Simulation as GeneralSimulation, + Dataset as GeneralDataset, + ReportElementDataItem, + ReportElement, + Report, + Variable, + Parameter, + ParameterValue, ) from pydantic import BaseModel from typing import Any, Optional, List @@ -12,9 +20,11 @@ import pandas as pd import numpy as np from microdf import MicroDataFrame +from policyengine.utils.parametric_reforms import apply_parametric_reform + class UKSingleYearDataset(BaseModel): - person: Any # DataFrame + person: Any # DataFrame benunit: Any household: Any @@ -38,9 +48,25 @@ class Simulation(GeneralSimulation): dataset: Dataset policy: Policy dynamics: Dynamics - version: Optional[str] + version: Optional[str] = None + output_data: Optional[Dataset] = None def _get_simulation(self): + parametric_policy = apply_parametric_reform(self.policy.parameter_values or []) + parametric_dynamics = apply_parametric_reform( + self.dynamics.parameter_values or [] + ) + + def modifier(sim): + parametric_policy.simulation_modifier(sim) + if self.policy.simulation_modifier: + self.policy.simulation_modifier(sim) + + parametric_dynamics.simulation_modifier(sim) + if self.dynamics.simulation_modifier: + self.dynamics.simulation_modifier(sim) + + scenario = PolicyEngineUKScenario(simulation_modifier=modifier) return PolicyEngineUKSimulation( dataset=PolicyEngineUKSingleYearDataset( person=self.dataset.data.person, @@ -48,14 +74,7 @@ def _get_simulation(self): household=self.dataset.data.household, fiscal_year=self.year, ), - scenario=PolicyEngineUKScenario( - parameter_changes=self.policy.parameter_values, - simulation_modifier=self.policy.simulation_modifier, - ) - + PolicyEngineUKScenario( - parameter_changes=self.dynamics.parameter_values, - simulation_modifier=self.dynamics.simulation_modifier, - ), + scenario=scenario, ) def run(self) -> UKSingleYearDataset: @@ -64,10 +83,10 @@ def run(self) -> UKSingleYearDataset: output_dataset = Dataset( year=self.year, data=UKSingleYearDataset( - person=self.dataset.data.person, - benunit=self.dataset.data.benunit, - household=self.dataset.data.household, - ) + person=self.dataset.data.person.copy(), + benunit=self.dataset.data.benunit.copy(), + household=self.dataset.data.household.copy(), + ), ) output_dataset.data.household["gov_tax"] = sim.calculate("gov_tax", self.year) output_dataset.data.household["gov_spending"] = sim.calculate( @@ -77,7 +96,7 @@ def run(self) -> UKSingleYearDataset: "gov_balance", self.year ) - self.output_dataset = output_dataset + self.output_data = output_dataset return output_dataset @@ -87,18 +106,18 @@ class AggregateChange(ReportElementDataItem): baseline: float reform: float difference: float - report_element: "AggregateChanges" + report_element: "AggregateChangeReportElement" -class AggregateChanges(ReportElement): - baseline_dataset: UKSingleYearDataset - reform_dataset: UKSingleYearDataset +class AggregateChangeReportElement(ReportElement): + baseline_simulation: Simulation + reform_simulation: Simulation variables: List[str] = ["gov_balance"] def run(self): - # Calculate aggregate changes between baseline and reform datasets - baseline_data = self.baseline_dataset - reform_data = self.reform_dataset + # Calculate aggregate changes between baseline and reform simulations + baseline_data = self.baseline_simulation.output_data.data + reform_data = self.reform_simulation.output_data.data changes = [] for variable in self.variables: @@ -118,7 +137,8 @@ def run(self): self.data_items = changes return changes - + + def create_example_uk_dataset() -> UKSingleYearDataset: person, benunit, household = pd.DataFrame(), pd.DataFrame(), pd.DataFrame() @@ -147,6 +167,7 @@ def create_example_uk_dataset() -> UKSingleYearDataset: ), ) + example_uk_dataset = create_example_uk_dataset() current_law = Policy( diff --git a/src/policyengine/users/uk/tables.py b/src/policyengine/users/uk/tables.py index 9b92c7d0..8dfec38e 100644 --- a/src/policyengine/users/uk/tables.py +++ b/src/policyengine/users/uk/tables.py @@ -3,27 +3,37 @@ import uuid from typing import Optional from policyengine.models import OperationStatus -from policyengine.utils.dataframe_storage import serialise_dataframe_dict +from policyengine.utils.dataframe_storage import ( + serialise_dataframe_dict, + deserialise_dataframe_dict, +) +from policyengine.users.uk.models import UKSingleYearDataset, Dataset from sqlmodel import SQLModel, Field from datetime import datetime, timezone import uuid from typing import Optional, List -from policyengine.models import OperationStatus, Dataset, Policy, Dynamics, Simulation -from policyengine.users.uk.models import AggregateChange, AggregateChanges +from policyengine.models import OperationStatus, Policy, Dynamics, Simulation +from policyengine.users.uk.models import AggregateChange, AggregateChangeReportElement + class PolicyDB(SQLModel, table=True): __tablename__ = "policies" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - parent_id: Optional[str] = Field(default=None, foreign_key="policies.id") + name: Optional[str] = None + description: Optional[str] = None + + parameter_values: List["ParameterValueDB"] = Relationship(back_populates="policy") + class DynamicsDB(SQLModel, table=True): __tablename__ = "dynamics" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - parent_id: Optional[str] = Field(default=None, foreign_key="dynamics.id") - created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) - updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) + name: Optional[str] = None + + parameter_values: List["ParameterValueDB"] = Relationship(back_populates="dynamics") + class ReportElementDataItemDB(SQLModel, table=True): __tablename__ = "report_element_data_items" @@ -31,6 +41,7 @@ class ReportElementDataItemDB(SQLModel, table=True): id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) report_element_id: str = Field(default=None, foreign_key="report_elements.id") + class ReportElementDB(SQLModel, table=True): __tablename__ = "report_elements" @@ -38,21 +49,39 @@ class ReportElementDB(SQLModel, table=True): report_id: str = Field(default=None, foreign_key="reports.id") status: str = Field(default="pending") + class ReportDB(SQLModel, table=True): __tablename__ = "reports" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + class VariableDB(SQLModel, table=True): __tablename__ = "variables" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) + name: str + + # Variable metadata + label: Optional[str] = None + description: Optional[str] = None + unit: Optional[str] = None + value_type: str # "float", "int", "bool", "string", "enum" + entity: str # "person", "household", "tax_unit", etc. + definition_period: Optional[str] = None # "year", "month", "eternity" + class ParameterDB(SQLModel, table=True): __tablename__ = "parameters" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - parent_id: str = Field(default=None, foreign_key="parameters.id") + name: str + label: Optional[str] = None + description: Optional[str] = None + unit: Optional[str] = None + data_type: Optional[str] = None + parent_id: Optional[str] = Field(default=None, foreign_key="parameters.id") + class ParameterValueDB(SQLModel, table=True): __tablename__ = "parameter_values" @@ -61,27 +90,65 @@ class ParameterValueDB(SQLModel, table=True): parameter_id: str = Field(default=None, foreign_key="parameters.id") start_date: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) end_date: Optional[datetime] = Field(default=None) + value: Optional[str] = Field(default=None) policy_id: Optional[str] = Field(default=None, foreign_key="policies.id") + policy: Optional["PolicyDB"] = Relationship(back_populates="parameter_values") dynamics_id: Optional[str] = Field(default=None, foreign_key="dynamics.id") + dynamics: Optional["DynamicsDB"] = Relationship(back_populates="parameter_values") -class DatasetDB(SQLModel, table=True, extend_existing=True): + +class DatasetDB(SQLModel, table=True): __tablename__ = "datasets" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - source_dataset_id: str = Field(default=None, foreign_key="datasets.id") - data: Optional[str] = None # Could be a path or JSON blob - -class SimulationDB(SQLModel, table=True, extend_existing=True): + source_dataset_id: Optional[str] = Field(default=None, foreign_key="datasets.id") + data: Optional[bytes] = None # Could be a path or JSON blob + name: Optional[str] = None + year: Optional[int] = None + + def to_model(self) -> Dataset: + deserialised_data = deserialise_dataframe_dict(self.data) + single_year_data = UKSingleYearDataset( + person=deserialised_data.get("person"), + benunit=deserialised_data.get("benunit"), + household=deserialised_data.get("household"), + ) + return Dataset( + name=self.name, + data=single_year_data, + year=self.year, + ) + + +class SimulationDB(SQLModel, table=True): __tablename__ = "simulations" id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - data_id: Optional[str] = Field(default=None, foreign_key="datasets.id") - policy_id: Optional[str] = Field(default=None, foreign_key="policies.id") - dynamics_id: Optional[str] = Field(default=None, foreign_key="dynamics.id") - output_dataset_id: Optional[str] = Field(default=None, foreign_key="datasets.id") + dataset_id: str = Field(default=None, foreign_key="datasets.id") + dataset: DatasetDB = Relationship() + policy_id: str = Field(default=None, foreign_key="policies.id") + policy: PolicyDB = Relationship() + dynamics_id: str = Field(default=None, foreign_key="dynamics.id") + dynamics: DynamicsDB = Relationship() + output_data: Optional[bytes] = Field(default=None) created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) completed_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) + year: Optional[int] = None + + def __init__(self, **kwargs): + output_data: Dataset = kwargs.get("output_data") + if output_data is not None and not isinstance(output_data, bytes): + encoded = serialise_dataframe_dict( + { + "person": output_data.data.person, + "benunit": output_data.data.benunit, + "household": output_data.data.household, + } + ) + kwargs["output_data"] = encoded + super().__init__(**kwargs) + class AggregateChangeDB(SQLModel, table=True): __tablename__ = "aggregate_changes" @@ -89,7 +156,8 @@ class AggregateChangeDB(SQLModel, table=True): id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) report_element_id: str = Field(default=None, foreign_key="aggregate_changes.id") + class AggregateChangeReportElementDB(SQLModel, table=True): __tablename__ = "aggregate_change_report_elements" - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) \ No newline at end of file + id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) diff --git a/src/policyengine/utils/dataframe_storage.py b/src/policyengine/utils/dataframe_storage.py index 4953fdd4..3182135d 100644 --- a/src/policyengine/utils/dataframe_storage.py +++ b/src/policyengine/utils/dataframe_storage.py @@ -1,19 +1,34 @@ - -import pyarrow.parquet as pq -import pyarrow as pa import io import pandas as pd +import pickle + + +def serialise_dataframe_dict(data: dict[str, pd.DataFrame]) -> str: + """ + Serialize a dictionary of DataFrames to bytes. + + Args: + data: Dictionary with string keys and DataFrame values + + Returns: + Serialized str-bytes representation + """ + buffer = io.BytesIO() + pickle.dump(data, buffer) + bytes_val = buffer.getvalue() + # encode into sql-safe string + return bytes_val + + +def deserialise_dataframe_dict(data: str) -> dict[str, pd.DataFrame]: + """ + Deserialize str bytes back to a dictionary of DataFrames. + + Args: + data: String representation of the dictionary -def serialise_dataframe_dict(data: dict[str, pd.DataFrame]) -> bytes: - # compress a dictionary of dataframes - buffers = {} - for key, df in data.items(): - buffer = io.BytesIO() - table = pa.Table.from_pandas(df) - pq.write_table(table, buffer, compression='snappy') - buffers[key] = buffer.getvalue() - return pa.serialize(buffers).to_buffer() - -def deserialise_dataframe_dict(data: bytes) -> dict[str, pd.DataFrame]: - buffers = pa.deserialize(data) - return {key: pd.read_parquet(io.BytesIO(buffer)) for key, buffer in buffers.items()} \ No newline at end of file + Returns: + Dictionary with string keys and DataFrame values + """ + buffer = io.BytesIO(data) + return pickle.load(buffer) diff --git a/src/policyengine/utils/parametric_reforms.py b/src/policyengine/utils/parametric_reforms.py new file mode 100644 index 00000000..ce22c7e9 --- /dev/null +++ b/src/policyengine/utils/parametric_reforms.py @@ -0,0 +1,22 @@ +from policyengine_uk import Scenario, Simulation +from policyengine.models import ParameterValue, Parameter +from typing import List +from policyengine_core.periods import instant + + +def apply_parametric_reform(provisions: List[ParameterValue]) -> Scenario: + def modifier(sim: Simulation): + for provision in provisions: + parameter_name = provision.parameter.name + sim.tax_benefit_system.parameters.get_child(parameter_name).update( + start=instant(provision.start_date.strftime("%Y-%m-%d")), + stop=instant(provision.end_date.strftime("%Y-%m-%d")) + if provision.end_date + else None, + value=provision.value, + ) + print( + f"Updated {parameter_name} to {provision.value} from {provision.start_date} to {provision.end_date}" + ) + + return Scenario(simulation_modifier=modifier) From 109ff223fde23652b07851581e82b5697e1205a9 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Tue, 2 Sep 2025 16:40:10 +0100 Subject: [PATCH 35/97] Reset a bit --- src/policyengine/__init__.py | 1 - src/policyengine/countries/uk/simulation.py | 61 ++++++ .../countries/uk/uk_single_year_dataset.py | 41 ++++ src/policyengine/models.py | 36 +++- src/policyengine/users/uk/__init__.py | 1 - src/policyengine/users/uk/database.py | 144 -------------- src/policyengine/users/uk/metadata.py | 138 ------------- src/policyengine/users/uk/models.py | 181 ------------------ src/policyengine/users/uk/tables.py | 163 ---------------- src/policyengine/utils/parametric_reforms.py | 3 - 10 files changed, 133 insertions(+), 636 deletions(-) create mode 100644 src/policyengine/countries/uk/simulation.py create mode 100644 src/policyengine/countries/uk/uk_single_year_dataset.py delete mode 100644 src/policyengine/users/uk/__init__.py delete mode 100644 src/policyengine/users/uk/database.py delete mode 100644 src/policyengine/users/uk/metadata.py delete mode 100644 src/policyengine/users/uk/models.py delete mode 100644 src/policyengine/users/uk/tables.py diff --git a/src/policyengine/__init__.py b/src/policyengine/__init__.py index 62a286b2..aed4fa32 100644 --- a/src/policyengine/__init__.py +++ b/src/policyengine/__init__.py @@ -1,2 +1 @@ from .models import * -from .users import * diff --git a/src/policyengine/countries/uk/simulation.py b/src/policyengine/countries/uk/simulation.py new file mode 100644 index 00000000..a8425bba --- /dev/null +++ b/src/policyengine/countries/uk/simulation.py @@ -0,0 +1,61 @@ +from pydantic import BaseModel +from policyengine.models import Simulation, Dataset +from policyengine.utils.parametric_reforms import apply_parametric_reform +from policyengine_uk import Simulation as PolicyEngineUKSimulation +from policyengine_uk.model_api import Scenario as PolicyEngineUKScenario +from policyengine_uk.data.dataset_schema import ( + UKSingleYearDataset as PolicyEngineUKSingleYearDataset, +) +from .uk_single_year_dataset import UKSingleYearDataset + +def run_uk_simulation(simulation: Simulation) -> Dataset: + """Run the UK-specific simulation.""" + # Implement UK-specific simulation logic here + sim = _get_simulation(simulation) + + output_dataset = Dataset( + data=UKSingleYearDataset( + person=simulation.dataset.data.person.copy(), + benunit=simulation.dataset.data.benunit.copy(), + household=simulation.dataset.data.household.copy(), + year=simulation.dataset.data.year, + ), + dataset_type="uk", + ) + output_dataset.data.household["gov_tax"] = sim.calculate("gov_tax", simulation.dataset.data.year) + output_dataset.data.household["gov_spending"] = sim.calculate( + "gov_spending", simulation.dataset.data.year + ) + output_dataset.data.household["gov_balance"] = sim.calculate( + "gov_balance", simulation.dataset.data.year + ) + + simulation.output_data = output_dataset + + return output_dataset + +def _get_simulation(simulation: Simulation): + parametric_policy = apply_parametric_reform(simulation.policy.parameter_values or []) + parametric_dynamics = apply_parametric_reform( + simulation.dynamics.parameter_values or [] + ) + + def modifier(sim): + parametric_policy.simulation_modifier(sim) + if simulation.policy.simulation_modifier: + simulation.policy.simulation_modifier(sim) + + parametric_dynamics.simulation_modifier(sim) + if simulation.dynamics.simulation_modifier: + simulation.dynamics.simulation_modifier(sim) + + scenario = PolicyEngineUKScenario(simulation_modifier=modifier) + return PolicyEngineUKSimulation( + dataset=PolicyEngineUKSingleYearDataset( + person=simulation.dataset.data.person, + benunit=simulation.dataset.data.benunit, + household=simulation.dataset.data.household, + fiscal_year=simulation.dataset.data.year, + ), + scenario=scenario, + ) \ No newline at end of file diff --git a/src/policyengine/countries/uk/uk_single_year_dataset.py b/src/policyengine/countries/uk/uk_single_year_dataset.py new file mode 100644 index 00000000..db1cd1a6 --- /dev/null +++ b/src/policyengine/countries/uk/uk_single_year_dataset.py @@ -0,0 +1,41 @@ +from pydantic import BaseModel +from typing import Any, Optional +from policyengine.utils.dataframe_storage import deserialise_dataframe_dict, serialise_dataframe_dict + +class UKSingleYearDataset(BaseModel): + person: Any + benunit: Any + household: Any + year: int + + def __init__(self, serialised_bytes: Optional[bytes] = None, **kwargs): + if serialised_bytes is None: + super().__init__(**kwargs) + else: + deserialised_data = deserialise_dataframe_dict(serialised_bytes) + self.person = deserialised_data.get("person") + self.benunit = deserialised_data.get("benunit") + self.household = deserialised_data.get("household") + self.year = deserialised_data.get("year") + + def serialise(self) -> bytes: + return serialise_dataframe_dict({ + "person": self.person, + "benunit": self.benunit, + "household": self.household, + "year": self.year, + }) + + def deserialise(self, serialised_bytes: bytes): + deserialised_data = deserialise_dataframe_dict(serialised_bytes) + self.person = deserialised_data.get("person") + self.benunit = deserialised_data.get("benunit") + self.household = deserialised_data.get("household") + self.year = deserialised_data.get("year") + + def copy(self): + return UKSingleYearDataset( + person=self.person.copy(), + benunit=self.benunit.copy(), + household=self.household.copy(), + ) \ No newline at end of file diff --git a/src/policyengine/models.py b/src/policyengine/models.py index 0aff0159..1310b3be 100644 --- a/src/policyengine/models.py +++ b/src/policyengine/models.py @@ -3,6 +3,12 @@ from pydantic import BaseModel from datetime import datetime from typing import Optional, List, Dict, Any +from pydantic import BaseModel +from datetime import datetime +from typing import Optional, List, Dict, Any +from sqlmodel import SQLModel, Field +import uuid +from policyengine.utils.dataframe_storage import deserialise_dataframe_dict from enum import Enum import pandas as pd @@ -15,6 +21,11 @@ class OperationStatus(str, Enum): COMPLETED = "completed" FAILED = "failed" +class DatasetType(str, Enum): + """Data types for dataset fields.""" + UK = "uk" + US = "us" + class Dataset(BaseModel): """A dataset used or created by a simulation.""" @@ -24,6 +35,7 @@ class Dataset(BaseModel): source_dataset: Optional["Dataset"] = None version: Optional[str] = None data: Optional[Any] = None + dataset_type: DatasetType class Policy(BaseModel): @@ -36,6 +48,7 @@ class Policy(BaseModel): parameter_values: Optional[List["ParameterValue"]] = None simulation_modifier: Optional[Any] = None + country: Optional[str] = None class Dynamics(BaseModel): @@ -53,10 +66,11 @@ class Dynamics(BaseModel): parameter_values: Optional[List["ParameterValue"]] = None simulation_modifier: Optional[Any] = None + country: Optional[str] = None class Simulation(BaseModel): - """Metadata for simulation, stored in .h5 file. Re-implemented by country versions.""" + """Metadata for simulation. Re-implemented by country versions.""" # Foreign key references dataset: Dataset @@ -64,6 +78,7 @@ class Simulation(BaseModel): dynamics: Dynamics output_data: Optional[Any] = None model_version: Optional[str] = None + country: str # Processing metadata status: OperationStatus = OperationStatus.PENDING @@ -73,15 +88,16 @@ class Simulation(BaseModel): def run(self) -> Dataset: """Run the simulation.""" - raise NotImplementedError( - "Simulation run method must be implemented in country-specific subclass." - ) + if self.country == "uk": + from policyengine.countries.uk.simulation import run_uk_simulation + return run_uk_simulation(self) class ReportElementDataItem(BaseModel): report_element: "ReportElement" + class ReportElement(BaseModel): """An element of a report, which may include tables, charts, and other visualizations.""" @@ -90,6 +106,8 @@ class ReportElement(BaseModel): data_items: List[ReportElementDataItem] = [] report: Optional["Report"] = None status: OperationStatus = OperationStatus.PENDING + country: Optional[str] = None + data_item_type: Optional[str] = None @property def data(self) -> pd.DataFrame: @@ -102,6 +120,9 @@ def data(self) -> pd.DataFrame: ) data.append({key: getattr(item, key) for key in non_inherited_fields}) return pd.DataFrame(data) + + def run(self): + raise NotImplementedError("ReportElement run method must be implemented in country-specific subclass.") class Report(BaseModel): @@ -110,6 +131,7 @@ class Report(BaseModel): name: str description: Optional[str] = None elements: List[ReportElement] = [] + country: Optional[str] = None class Variable(BaseModel): @@ -124,6 +146,7 @@ class Variable(BaseModel): value_type: str # "float", "int", "bool", "string", "enum" entity: str # "person", "household", "tax_unit", etc. definition_period: Optional[str] = None # "year", "month", "eternity" + country: Optional[str] = None class Parameter(BaseModel): @@ -136,7 +159,8 @@ class Parameter(BaseModel): label: Optional[str] = None description: Optional[str] = None unit: Optional[str] = None - data_type: str # "float", "int", "bool", "string" + data_type: type # "float", "int", "bool", "string" + country: Optional[str] = None class ParameterValue(BaseModel): @@ -146,6 +170,7 @@ class ParameterValue(BaseModel): policy: Optional["Policy"] = None dynamics: Optional["Dynamics"] = None parameter: Parameter + model_version: str # Time period for this change start_date: datetime @@ -153,3 +178,4 @@ class ParameterValue(BaseModel): # The actual change value: Any # JSON-serializable value + country: Optional[str] = None diff --git a/src/policyengine/users/uk/__init__.py b/src/policyengine/users/uk/__init__.py deleted file mode 100644 index aed4fa32..00000000 --- a/src/policyengine/users/uk/__init__.py +++ /dev/null @@ -1 +0,0 @@ -from .models import * diff --git a/src/policyengine/users/uk/database.py b/src/policyengine/users/uk/database.py deleted file mode 100644 index 9b536acb..00000000 --- a/src/policyengine/users/uk/database.py +++ /dev/null @@ -1,144 +0,0 @@ -from policyengine.users.uk.tables import ( - SimulationDB, - DatasetDB, - AggregateChangeDB, - AggregateChangeReportElementDB, - PolicyDB, - DynamicsDB, - ReportDB, - VariableDB, - ParameterDB, - ParameterValueDB, -) -from policyengine.users.uk.models import ( - Simulation, - Dataset, - AggregateChange, - AggregateChangeReportElement, - Policy, - Dynamics, - Report, - Variable, - Parameter, - ParameterValue, - current_law, - UKSingleYearDataset, -) -from pydantic import BaseModel -from sqlmodel import SQLModel, create_engine, MetaData, select, delete, Session -from policyengine.utils.dataframe_storage import ( - deserialise_dataframe_dict, - serialise_dataframe_dict, -) -from policyengine.utils.parametric_reforms import apply_parametric_reform -from policyengine_uk.model_api import Scenario - - -class Database: - tables = [ - DatasetDB, - PolicyDB, - DynamicsDB, - SimulationDB, - ReportDB, - VariableDB, - ParameterDB, - ParameterValueDB, - AggregateChangeDB, - AggregateChangeReportElementDB, - ] - - def __init__(self, db_url: str): - self.db_url = db_url - self.engine = create_engine(db_url) - self.session = Session(self.engine) - - def drop_tables(self): - for table in reversed(self.tables): - table.__table__.drop(self.engine, checkfirst=True) - - def create_tables(self): - # Create all tables explicitly using SQLModel metadata - # SQLModel.metadata already has the table definitions from the models - - for table in self.tables: - table.__table__.create(self.engine, checkfirst=True) - - def recreate_tables(self): - # Drop and recreate all tables with current schema - self.drop_tables() - self.create_tables() - - @property - def current_law(self): - return self.get_policy("current law") - - @property - def no_dynamics(self): - return self.get_dynamics("static") - - def get_policy(self, name: str) -> PolicyDB: - return self.session.exec(select(PolicyDB).where(PolicyDB.name == name)).first() - - def get_dynamics(self, name: str) -> DynamicsDB: - return self.session.exec( - select(DynamicsDB).where(DynamicsDB.name == name) - ).first() - - def get_parameter(self, name: str) -> ParameterDB: - return self.session.exec( - select(ParameterDB).where(ParameterDB.name == name) - ).first() - - def seed(self): - from .metadata import ( - add_parameters_to_db, - add_variables_to_db, - add_datasets_to_db, - add_basic_policies_to_db, - ) - - add_basic_policies_to_db(self) - add_parameters_to_db(self) - add_variables_to_db(self) - add_datasets_to_db(self) - - def add_policy(self, policy: Policy | PolicyDB): - if isinstance(policy, PolicyDB): - self.session.add(policy) - self.session.commit() - elif isinstance(policy, Policy): - policy_db = PolicyDB( - name=policy.name, - description=policy.description, - parameter_values=[ - ParameterValueDB( - parameter_id=self.get_parameter(pv.parameter.name).id, - value=pv.value, - start_date=pv.start_date, - end_date=pv.end_date, - ) - for pv in (policy.parameter_values or []) - ], - ) - self.session.add(policy_db) - self.session.commit() - - def list_policies(self): - return self.session.exec(select(PolicyDB)).all() - - def add_simulation(self, simulation: SimulationDB): - self.session.add(simulation) - self.session.commit() - - def get_dataset( - self, - name: str, - ) -> DatasetDB: - return self.session.exec( - select(DatasetDB).where(DatasetDB.name == name) - ).first() - - def add_report(self, report: ReportDB): - self.session.add(report) - self.session.commit() diff --git a/src/policyengine/users/uk/metadata.py b/src/policyengine/users/uk/metadata.py deleted file mode 100644 index 2baf6b05..00000000 --- a/src/policyengine/users/uk/metadata.py +++ /dev/null @@ -1,138 +0,0 @@ -from policyengine_uk.tax_benefit_system import parameters, variables -from .database import Database -from .tables import ( - ParameterDB, - ParameterValueDB, - VariableDB, - DatasetDB, - PolicyDB, - DynamicsDB, -) -from sqlmodel import Session -from policyengine_core.parameters import Parameter -from policyengine_core.tools.hugging_face import download_huggingface_dataset -from policyengine_uk.data import UKSingleYearDataset -from policyengine.utils.dataframe_storage import ( - deserialise_dataframe_dict, - serialise_dataframe_dict, -) - - -def add_basic_policies_to_db(database: Database): - # Add current law - current_law = PolicyDB(name="current law") - database.session.add(current_law) - database.session.commit() - - # Add no behavioural response - no_behavioural_response = DynamicsDB(name="static") - database.session.add(no_behavioural_response) - database.session.commit() - - -def add_parameters_to_db(database: Database): - # First, parameters - parameter_name_to_db_model = {} - parameter_name_to_param_obj = {} - for parameter in parameters.get_descendants(): - db_parameter = ParameterDB( - name=parameter.name, - description=parameter.description, - data_type=type(parameter.values_list[0].value).__name__ - if isinstance(parameter, Parameter) - else None, - label=parameter.metadata.get("label"), - unit=parameter.metadata.get("unit"), - ) - parameter_name_to_db_model[parameter.name] = db_parameter - parameter_name_to_param_obj[parameter.name] = parameter - - for parameter_name, db_parameter in parameter_name_to_db_model.items(): - database.session.add(db_parameter) - database.session.commit() - - for parameter_name in parameter_name_to_param_obj: - if parameter_name_to_param_obj[parameter_name].parent is not None: - parameter_name_to_db_model[ - parameter_name - ].parent_id = parameter_name_to_db_model[ - parameter_name_to_param_obj[parameter_name].parent.name - ].id - database.session.add(parameter_name_to_db_model[parameter_name]) - database.session.commit() - - current_law = database.current_law - - for parameter_name in parameter_name_to_param_obj: - param = parameter_name_to_param_obj[parameter_name] - if isinstance(param, Parameter): - values = param.values_list[::-1] # chronological order - for i in range(len(values)): - start_date = values[i].instant_str - if i + 1 < len(values): - end_date = values[i + 1].instant_str - else: - end_date = None - - # start date of 0000-01-01 not supported, recast to 2000-01-01 - if start_date < "2000-01-01": - start_date = "2000-01-01" - - db_value = ParameterValueDB( - parameter_id=parameter_name_to_db_model[parameter_name].id, - start_date=start_date, - end_date=end_date, - value=param.values_list[i].value, - policy_id=current_law.id, - ) - database.session.add(db_value) - database.session.commit() - - -def add_variables_to_db(database: Database): - for variable in variables.values(): - db_variable = VariableDB( - name=variable.name, - description=variable.documentation, - value_type=type(variable).__name__, - label=variable.label, - unit=variable.unit, - entity=variable.entity.key, - definition_period=variable.definition_period, - ) - database.session.add(db_variable) - database.session.commit() - - -def get_dataset_encoding( - repo: str, - repo_filename: str, - version: str, -) -> str: - filepath = download_huggingface_dataset( - repo=repo, repo_filename=repo_filename, version=version - ) - uk_dataset = UKSingleYearDataset(file_path=filepath) - data = { - "person": uk_dataset.person, - "benunit": uk_dataset.benunit, - "household": uk_dataset.household, - } - return serialise_dataframe_dict(data) - - -def add_datasets_to_db(database: Database): - frs_2023_24_data = get_dataset_encoding( - repo="policyengine/policyengine-uk-data", - repo_filename="frs_2023_24.h5", - version="1.17.9", - ) - - dataset = DatasetDB( - name="frs_2023_24", - data=frs_2023_24_data, - year=2023, - ) - - database.session.add(dataset) - database.session.commit() diff --git a/src/policyengine/users/uk/models.py b/src/policyengine/users/uk/models.py deleted file mode 100644 index d5d4f4e4..00000000 --- a/src/policyengine/users/uk/models.py +++ /dev/null @@ -1,181 +0,0 @@ -from policyengine.models import ( - Policy, - Dynamics, - Simulation as GeneralSimulation, - Dataset as GeneralDataset, - ReportElementDataItem, - ReportElement, - Report, - Variable, - Parameter, - ParameterValue, -) -from pydantic import BaseModel -from typing import Any, Optional, List -from policyengine_uk import Simulation as PolicyEngineUKSimulation -from policyengine_uk.model_api import Scenario as PolicyEngineUKScenario -from policyengine_uk.data.dataset_schema import ( - UKSingleYearDataset as PolicyEngineUKSingleYearDataset, -) -import pandas as pd -import numpy as np -from microdf import MicroDataFrame -from policyengine.utils.parametric_reforms import apply_parametric_reform - - -class UKSingleYearDataset(BaseModel): - person: Any # DataFrame - benunit: Any - household: Any - - def copy(self): - return UKSingleYearDataset( - person=self.person.copy(), - benunit=self.benunit.copy(), - household=self.household.copy(), - ) - - -class Dataset(GeneralDataset): - year: int - name: Optional[str] = None - data: UKSingleYearDataset - version: Optional[str] = None - - -class Simulation(GeneralSimulation): - year: int - dataset: Dataset - policy: Policy - dynamics: Dynamics - version: Optional[str] = None - output_data: Optional[Dataset] = None - - def _get_simulation(self): - parametric_policy = apply_parametric_reform(self.policy.parameter_values or []) - parametric_dynamics = apply_parametric_reform( - self.dynamics.parameter_values or [] - ) - - def modifier(sim): - parametric_policy.simulation_modifier(sim) - if self.policy.simulation_modifier: - self.policy.simulation_modifier(sim) - - parametric_dynamics.simulation_modifier(sim) - if self.dynamics.simulation_modifier: - self.dynamics.simulation_modifier(sim) - - scenario = PolicyEngineUKScenario(simulation_modifier=modifier) - return PolicyEngineUKSimulation( - dataset=PolicyEngineUKSingleYearDataset( - person=self.dataset.data.person, - benunit=self.dataset.data.benunit, - household=self.dataset.data.household, - fiscal_year=self.year, - ), - scenario=scenario, - ) - - def run(self) -> UKSingleYearDataset: - sim = self._get_simulation() - - output_dataset = Dataset( - year=self.year, - data=UKSingleYearDataset( - person=self.dataset.data.person.copy(), - benunit=self.dataset.data.benunit.copy(), - household=self.dataset.data.household.copy(), - ), - ) - output_dataset.data.household["gov_tax"] = sim.calculate("gov_tax", self.year) - output_dataset.data.household["gov_spending"] = sim.calculate( - "gov_spending", self.year - ) - output_dataset.data.household["gov_balance"] = sim.calculate( - "gov_balance", self.year - ) - - self.output_data = output_dataset - - return output_dataset - - -class AggregateChange(ReportElementDataItem): - variable: str - baseline: float - reform: float - difference: float - report_element: "AggregateChangeReportElement" - - -class AggregateChangeReportElement(ReportElement): - baseline_simulation: Simulation - reform_simulation: Simulation - variables: List[str] = ["gov_balance"] - - def run(self): - # Calculate aggregate changes between baseline and reform simulations - baseline_data = self.baseline_simulation.output_data.data - reform_data = self.reform_simulation.output_data.data - - changes = [] - for variable in self.variables: - weights = baseline_data.household["household_weight"] - baseline_value = (weights * baseline_data.household[variable]).sum() - reform_value = (weights * reform_data.household[variable]).sum() - changes.append( - AggregateChange( - variable=variable, - baseline=baseline_value, - reform=reform_value, - difference=reform_value - baseline_value, - report_element=self, - ) - ) - - self.data_items = changes - - return changes - - -def create_example_uk_dataset() -> UKSingleYearDataset: - person, benunit, household = pd.DataFrame(), pd.DataFrame(), pd.DataFrame() - - person["person_id"] = np.arange(1, 100) - person["person_benunit_id"] = np.arange(1, 100) - person["person_household_id"] = np.arange(1, 100) - benunit["benunit_id"] = np.arange(1, 100) - household["household_id"] = np.arange(1, 100) - - # Earnings normally distributed around 30k - person["employment_income"] = np.random.normal(30_000, 5_000) - - household["household_weight"] = 66e6 / 100 - household["region"] = "LONDON" - household["council_tax"] = 1_000 - household["tenure_type"] = "OWNED_OUTRIGHT" - household["rent"] = 12_000 - - return Dataset( - year=2023, - name="example_uk_2023", - data=UKSingleYearDataset( - person=person, - benunit=benunit, - household=household, - ), - ) - - -example_uk_dataset = create_example_uk_dataset() - -current_law = Policy( - name="current law", - description="Current tax and benefit system in the UK.", -) - -no_behavioural_responses = Dynamics( - name="default dynamics", - description="Default dynamics for the UK tax and benefit system.", -) diff --git a/src/policyengine/users/uk/tables.py b/src/policyengine/users/uk/tables.py deleted file mode 100644 index 8dfec38e..00000000 --- a/src/policyengine/users/uk/tables.py +++ /dev/null @@ -1,163 +0,0 @@ -from sqlmodel import SQLModel, Field, Relationship -from datetime import datetime, timezone -import uuid -from typing import Optional -from policyengine.models import OperationStatus -from policyengine.utils.dataframe_storage import ( - serialise_dataframe_dict, - deserialise_dataframe_dict, -) -from policyengine.users.uk.models import UKSingleYearDataset, Dataset -from sqlmodel import SQLModel, Field -from datetime import datetime, timezone -import uuid -from typing import Optional, List -from policyengine.models import OperationStatus, Policy, Dynamics, Simulation -from policyengine.users.uk.models import AggregateChange, AggregateChangeReportElement - - -class PolicyDB(SQLModel, table=True): - __tablename__ = "policies" - - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - name: Optional[str] = None - description: Optional[str] = None - - parameter_values: List["ParameterValueDB"] = Relationship(back_populates="policy") - - -class DynamicsDB(SQLModel, table=True): - __tablename__ = "dynamics" - - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - name: Optional[str] = None - - parameter_values: List["ParameterValueDB"] = Relationship(back_populates="dynamics") - - -class ReportElementDataItemDB(SQLModel, table=True): - __tablename__ = "report_element_data_items" - - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - report_element_id: str = Field(default=None, foreign_key="report_elements.id") - - -class ReportElementDB(SQLModel, table=True): - __tablename__ = "report_elements" - - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - report_id: str = Field(default=None, foreign_key="reports.id") - status: str = Field(default="pending") - - -class ReportDB(SQLModel, table=True): - __tablename__ = "reports" - - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - - -class VariableDB(SQLModel, table=True): - __tablename__ = "variables" - - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - name: str - - # Variable metadata - label: Optional[str] = None - description: Optional[str] = None - unit: Optional[str] = None - value_type: str # "float", "int", "bool", "string", "enum" - entity: str # "person", "household", "tax_unit", etc. - definition_period: Optional[str] = None # "year", "month", "eternity" - - -class ParameterDB(SQLModel, table=True): - __tablename__ = "parameters" - - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - name: str - label: Optional[str] = None - description: Optional[str] = None - unit: Optional[str] = None - data_type: Optional[str] = None - parent_id: Optional[str] = Field(default=None, foreign_key="parameters.id") - - -class ParameterValueDB(SQLModel, table=True): - __tablename__ = "parameter_values" - - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - parameter_id: str = Field(default=None, foreign_key="parameters.id") - start_date: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) - end_date: Optional[datetime] = Field(default=None) - value: Optional[str] = Field(default=None) - policy_id: Optional[str] = Field(default=None, foreign_key="policies.id") - policy: Optional["PolicyDB"] = Relationship(back_populates="parameter_values") - dynamics_id: Optional[str] = Field(default=None, foreign_key="dynamics.id") - dynamics: Optional["DynamicsDB"] = Relationship(back_populates="parameter_values") - - -class DatasetDB(SQLModel, table=True): - __tablename__ = "datasets" - - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - source_dataset_id: Optional[str] = Field(default=None, foreign_key="datasets.id") - data: Optional[bytes] = None # Could be a path or JSON blob - name: Optional[str] = None - year: Optional[int] = None - - def to_model(self) -> Dataset: - deserialised_data = deserialise_dataframe_dict(self.data) - single_year_data = UKSingleYearDataset( - person=deserialised_data.get("person"), - benunit=deserialised_data.get("benunit"), - household=deserialised_data.get("household"), - ) - return Dataset( - name=self.name, - data=single_year_data, - year=self.year, - ) - - -class SimulationDB(SQLModel, table=True): - __tablename__ = "simulations" - - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - dataset_id: str = Field(default=None, foreign_key="datasets.id") - dataset: DatasetDB = Relationship() - policy_id: str = Field(default=None, foreign_key="policies.id") - policy: PolicyDB = Relationship() - dynamics_id: str = Field(default=None, foreign_key="dynamics.id") - dynamics: DynamicsDB = Relationship() - output_data: Optional[bytes] = Field(default=None) - created_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) - updated_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) - completed_at: datetime = Field(default_factory=lambda: datetime.now(timezone.utc)) - year: Optional[int] = None - - def __init__(self, **kwargs): - output_data: Dataset = kwargs.get("output_data") - if output_data is not None and not isinstance(output_data, bytes): - encoded = serialise_dataframe_dict( - { - "person": output_data.data.person, - "benunit": output_data.data.benunit, - "household": output_data.data.household, - } - ) - kwargs["output_data"] = encoded - super().__init__(**kwargs) - - -class AggregateChangeDB(SQLModel, table=True): - __tablename__ = "aggregate_changes" - - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) - report_element_id: str = Field(default=None, foreign_key="aggregate_changes.id") - - -class AggregateChangeReportElementDB(SQLModel, table=True): - __tablename__ = "aggregate_change_report_elements" - - id: str = Field(default_factory=lambda: str(uuid.uuid4()), primary_key=True) diff --git a/src/policyengine/utils/parametric_reforms.py b/src/policyengine/utils/parametric_reforms.py index ce22c7e9..ed42f162 100644 --- a/src/policyengine/utils/parametric_reforms.py +++ b/src/policyengine/utils/parametric_reforms.py @@ -15,8 +15,5 @@ def modifier(sim: Simulation): else None, value=provision.value, ) - print( - f"Updated {parameter_name} to {provision.value} from {provision.start_date} to {provision.end_date}" - ) return Scenario(simulation_modifier=modifier) From e97c4fb69c81c5b94e74a6da6325ec00fc92de7b Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Tue, 2 Sep 2025 16:47:17 +0100 Subject: [PATCH 36/97] Cleanup --- pyproject.toml | 21 ++ src/policyengine/__init__.py | 30 ++- src/policyengine/countries/uk/simulation.py | 22 ++- .../countries/uk/uk_single_year_dataset.py | 28 ++- src/policyengine/models.py | 181 ------------------ src/policyengine/models/__init__.py | 32 ++++ src/policyengine/models/dataset.py | 21 ++ src/policyengine/models/dynamics.py | 33 ++++ src/policyengine/models/enums.py | 19 ++ src/policyengine/models/parameter.py | 47 +++++ src/policyengine/models/policy.py | 26 +++ src/policyengine/models/reports.py | 59 ++++++ src/policyengine/models/simulation.py | 40 ++++ src/policyengine/models/variable.py | 21 ++ src/policyengine/utils/dataframe_storage.py | 3 +- src/policyengine/utils/parametric_reforms.py | 8 +- 16 files changed, 387 insertions(+), 204 deletions(-) delete mode 100644 src/policyengine/models.py create mode 100644 src/policyengine/models/__init__.py create mode 100644 src/policyengine/models/dataset.py create mode 100644 src/policyengine/models/dynamics.py create mode 100644 src/policyengine/models/enums.py create mode 100644 src/policyengine/models/parameter.py create mode 100644 src/policyengine/models/policy.py create mode 100644 src/policyengine/models/reports.py create mode 100644 src/policyengine/models/simulation.py create mode 100644 src/policyengine/models/variable.py diff --git a/pyproject.toml b/pyproject.toml index c513d472..7b37dc61 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -38,6 +38,7 @@ dev = [ "itables", "build", "pytest-asyncio>=0.26.0", + "ruff>=0.5.0", ] [tool.setuptools] @@ -73,3 +74,23 @@ extend-exclude = ''' | dist )/ ''' + +[tool.ruff] +line-length = 79 +target-version = "py311" + +[tool.ruff.lint] +select = [ + "E", # pycodestyle errors + "F", # pyflakes + "I", # import sorting + "W", # pycodestyle warnings + "UP", # pyupgrade +] +ignore = [] + +[tool.ruff.format] +quote-style = "double" +indent-style = "space" +skip-magic-trailing-comma = false +line-ending = "auto" diff --git a/src/policyengine/__init__.py b/src/policyengine/__init__.py index aed4fa32..fda6e460 100644 --- a/src/policyengine/__init__.py +++ b/src/policyengine/__init__.py @@ -1 +1,29 @@ -from .models import * +from .models import ( + Dataset, + DatasetType, + Dynamics, + OperationStatus, + Parameter, + ParameterValue, + Policy, + Report, + ReportElement, + ReportElementDataItem, + Simulation, + Variable, +) + +__all__ = [ + "OperationStatus", + "DatasetType", + "Dataset", + "Policy", + "Dynamics", + "Simulation", + "ReportElementDataItem", + "ReportElement", + "Report", + "Variable", + "Parameter", + "ParameterValue", +] diff --git a/src/policyengine/countries/uk/simulation.py b/src/policyengine/countries/uk/simulation.py index a8425bba..3f9b0367 100644 --- a/src/policyengine/countries/uk/simulation.py +++ b/src/policyengine/countries/uk/simulation.py @@ -1,13 +1,15 @@ -from pydantic import BaseModel -from policyengine.models import Simulation, Dataset -from policyengine.utils.parametric_reforms import apply_parametric_reform from policyengine_uk import Simulation as PolicyEngineUKSimulation -from policyengine_uk.model_api import Scenario as PolicyEngineUKScenario from policyengine_uk.data.dataset_schema import ( UKSingleYearDataset as PolicyEngineUKSingleYearDataset, ) +from policyengine_uk.model_api import Scenario as PolicyEngineUKScenario + +from policyengine.models import Dataset, Simulation +from policyengine.utils.parametric_reforms import apply_parametric_reform + from .uk_single_year_dataset import UKSingleYearDataset + def run_uk_simulation(simulation: Simulation) -> Dataset: """Run the UK-specific simulation.""" # Implement UK-specific simulation logic here @@ -22,7 +24,10 @@ def run_uk_simulation(simulation: Simulation) -> Dataset: ), dataset_type="uk", ) - output_dataset.data.household["gov_tax"] = sim.calculate("gov_tax", simulation.dataset.data.year) + output_dataset.data.household["gov_tax"] = sim.calculate( + "gov_tax", + simulation.dataset.data.year, + ) output_dataset.data.household["gov_spending"] = sim.calculate( "gov_spending", simulation.dataset.data.year ) @@ -34,8 +39,11 @@ def run_uk_simulation(simulation: Simulation) -> Dataset: return output_dataset + def _get_simulation(simulation: Simulation): - parametric_policy = apply_parametric_reform(simulation.policy.parameter_values or []) + parametric_policy = apply_parametric_reform( + simulation.policy.parameter_values or [] + ) parametric_dynamics = apply_parametric_reform( simulation.dynamics.parameter_values or [] ) @@ -58,4 +66,4 @@ def modifier(sim): fiscal_year=simulation.dataset.data.year, ), scenario=scenario, - ) \ No newline at end of file + ) diff --git a/src/policyengine/countries/uk/uk_single_year_dataset.py b/src/policyengine/countries/uk/uk_single_year_dataset.py index db1cd1a6..aff37f84 100644 --- a/src/policyengine/countries/uk/uk_single_year_dataset.py +++ b/src/policyengine/countries/uk/uk_single_year_dataset.py @@ -1,6 +1,12 @@ +from typing import Any + from pydantic import BaseModel -from typing import Any, Optional -from policyengine.utils.dataframe_storage import deserialise_dataframe_dict, serialise_dataframe_dict + +from policyengine.utils.dataframe_storage import ( + deserialise_dataframe_dict, + serialise_dataframe_dict, +) + class UKSingleYearDataset(BaseModel): person: Any @@ -8,7 +14,7 @@ class UKSingleYearDataset(BaseModel): household: Any year: int - def __init__(self, serialised_bytes: Optional[bytes] = None, **kwargs): + def __init__(self, serialised_bytes: bytes | None = None, **kwargs): if serialised_bytes is None: super().__init__(**kwargs) else: @@ -19,12 +25,14 @@ def __init__(self, serialised_bytes: Optional[bytes] = None, **kwargs): self.year = deserialised_data.get("year") def serialise(self) -> bytes: - return serialise_dataframe_dict({ - "person": self.person, - "benunit": self.benunit, - "household": self.household, - "year": self.year, - }) + return serialise_dataframe_dict( + { + "person": self.person, + "benunit": self.benunit, + "household": self.household, + "year": self.year, + } + ) def deserialise(self, serialised_bytes: bytes): deserialised_data = deserialise_dataframe_dict(serialised_bytes) @@ -38,4 +46,4 @@ def copy(self): person=self.person.copy(), benunit=self.benunit.copy(), household=self.household.copy(), - ) \ No newline at end of file + ) diff --git a/src/policyengine/models.py b/src/policyengine/models.py deleted file mode 100644 index 1310b3be..00000000 --- a/src/policyengine/models.py +++ /dev/null @@ -1,181 +0,0 @@ -"""Pydantic models for PolicyEngine.""" - -from pydantic import BaseModel -from datetime import datetime -from typing import Optional, List, Dict, Any -from pydantic import BaseModel -from datetime import datetime -from typing import Optional, List, Dict, Any -from sqlmodel import SQLModel, Field -import uuid -from policyengine.utils.dataframe_storage import deserialise_dataframe_dict -from enum import Enum -import pandas as pd - - -class OperationStatus(str, Enum): - """Status of simulation processing.""" - - PENDING = "pending" - RUNNING = "running" - COMPLETED = "completed" - FAILED = "failed" - -class DatasetType(str, Enum): - """Data types for dataset fields.""" - UK = "uk" - US = "us" - - -class Dataset(BaseModel): - """A dataset used or created by a simulation.""" - - name: Optional[str] = None - # Dataset characteristics - source_dataset: Optional["Dataset"] = None - version: Optional[str] = None - data: Optional[Any] = None - dataset_type: DatasetType - - -class Policy(BaseModel): - """Modifications made to baseline tax-benefit rules.""" - - name: Optional[str] = None - - # Metadata - description: Optional[str] = None - - parameter_values: Optional[List["ParameterValue"]] = None - simulation_modifier: Optional[Any] = None - country: Optional[str] = None - - -class Dynamics(BaseModel): - """Modifications made to baseline tax-benefit dynamics.""" - - name: Optional[str] = None - - # Parent dynamics reference - parent_dynamics: Optional["Dynamics"] = None - - # Metadata - description: Optional[str] = None - created_at: Optional[datetime] = None - updated_at: Optional[datetime] = None # Should automatically be current datetime - - parameter_values: Optional[List["ParameterValue"]] = None - simulation_modifier: Optional[Any] = None - country: Optional[str] = None - - -class Simulation(BaseModel): - """Metadata for simulation. Re-implemented by country versions.""" - - # Foreign key references - dataset: Dataset - policy: Policy - dynamics: Dynamics - output_data: Optional[Any] = None - model_version: Optional[str] = None - country: str - - # Processing metadata - status: OperationStatus = OperationStatus.PENDING - created_at: Optional[datetime] = None - updated_at: Optional[datetime] = None - completed_at: Optional[datetime] = None - - def run(self) -> Dataset: - """Run the simulation.""" - if self.country == "uk": - from policyengine.countries.uk.simulation import run_uk_simulation - return run_uk_simulation(self) - - -class ReportElementDataItem(BaseModel): - report_element: "ReportElement" - - - -class ReportElement(BaseModel): - """An element of a report, which may include tables, charts, and other visualizations.""" - - name: Optional[str] = None - description: Optional[str] = None - data_items: List[ReportElementDataItem] = [] - report: Optional["Report"] = None - status: OperationStatus = OperationStatus.PENDING - country: Optional[str] = None - data_item_type: Optional[str] = None - - @property - def data(self) -> pd.DataFrame: - # Get pydantic fields from reportelementdataitem-inheriting classes - data = [] - for item in self.data_items: - non_inherited_fields = ( - type(item).model_fields.keys() - - ReportElementDataItem.model_fields.keys() - ) - data.append({key: getattr(item, key) for key in non_inherited_fields}) - return pd.DataFrame(data) - - def run(self): - raise NotImplementedError("ReportElement run method must be implemented in country-specific subclass.") - - -class Report(BaseModel): - """A report generated from a simulation.""" - - name: str - description: Optional[str] = None - elements: List[ReportElement] = [] - country: Optional[str] = None - - -class Variable(BaseModel): - """PolicyEngine variable concept- an attribute of an entity.""" - - name: str - - # Variable metadata - label: Optional[str] = None - description: Optional[str] = None - unit: Optional[str] = None - value_type: str # "float", "int", "bool", "string", "enum" - entity: str # "person", "household", "tax_unit", etc. - definition_period: Optional[str] = None # "year", "month", "eternity" - country: Optional[str] = None - - -class Parameter(BaseModel): - """Policy parameter of the country package model.""" - - name: str - parent: Optional["Parameter"] = None # For hierarchical parameters - - # Parameter metadata - label: Optional[str] = None - description: Optional[str] = None - unit: Optional[str] = None - data_type: type # "float", "int", "bool", "string" - country: Optional[str] = None - - -class ParameterValue(BaseModel): - """Individual parameter value for some point in time.""" - - # Foreign keys - policy: Optional["Policy"] = None - dynamics: Optional["Dynamics"] = None - parameter: Parameter - model_version: str - - # Time period for this change - start_date: datetime - end_date: Optional[datetime] = None - - # The actual change - value: Any # JSON-serializable value - country: Optional[str] = None diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py new file mode 100644 index 00000000..6a28caa1 --- /dev/null +++ b/src/policyengine/models/__init__.py @@ -0,0 +1,32 @@ +"""PolicyEngine models package. + +This package splits the previous single-module models into submodules while +preserving the original import surface. You can continue using: + + from policyengine.models import Simulation, Dataset, ... + +""" + +from .dataset import Dataset +from .dynamics import Dynamics +from .enums import DatasetType, OperationStatus +from .parameter import Parameter, ParameterValue +from .policy import Policy +from .reports import Report, ReportElement, ReportElementDataItem +from .simulation import Simulation +from .variable import Variable + +__all__ = [ + "OperationStatus", + "DatasetType", + "Dataset", + "Policy", + "Dynamics", + "Simulation", + "ReportElementDataItem", + "ReportElement", + "Report", + "Variable", + "Parameter", + "ParameterValue", +] diff --git a/src/policyengine/models/dataset.py b/src/policyengine/models/dataset.py new file mode 100644 index 00000000..7a4c628c --- /dev/null +++ b/src/policyengine/models/dataset.py @@ -0,0 +1,21 @@ +"""Dataset model for PolicyEngine. + +Defines the `Dataset` pydantic model and its basic fields. +""" + +from typing import Any, Optional + +from pydantic import BaseModel + +from .enums import DatasetType + + +class Dataset(BaseModel): + """A dataset used or created by a simulation.""" + + name: str | None = None + # Dataset characteristics + source_dataset: Optional["Dataset"] = None + version: str | None = None + data: Any | None = None + dataset_type: DatasetType diff --git a/src/policyengine/models/dynamics.py b/src/policyengine/models/dynamics.py new file mode 100644 index 00000000..b674a91a --- /dev/null +++ b/src/policyengine/models/dynamics.py @@ -0,0 +1,33 @@ +"""Dynamics model for PolicyEngine. + +Encapsulates modifications to baseline tax-benefit dynamics. +""" + +from __future__ import annotations + +from datetime import datetime +from typing import TYPE_CHECKING, Any + +from pydantic import BaseModel + +if TYPE_CHECKING: # For type checking only + from .parameter import ParameterValue + + +class Dynamics(BaseModel): + """Modifications made to baseline tax-benefit dynamics.""" + + name: str | None = None + + # Parent dynamics reference + parent_dynamics: Dynamics | None = None + + # Metadata + description: str | None = None + created_at: datetime | None = None + # Should automatically be current datetime + updated_at: datetime | None = None + + parameter_values: list[ParameterValue] | None = None + simulation_modifier: Any | None = None + country: str | None = None diff --git a/src/policyengine/models/enums.py b/src/policyengine/models/enums.py new file mode 100644 index 00000000..31756228 --- /dev/null +++ b/src/policyengine/models/enums.py @@ -0,0 +1,19 @@ +"""Enum types for PolicyEngine models.""" + +from enum import Enum + + +class OperationStatus(str, Enum): + """Status of simulation processing.""" + + PENDING = "pending" + RUNNING = "running" + COMPLETED = "completed" + FAILED = "failed" + + +class DatasetType(str, Enum): + """Data types for dataset fields.""" + + UK = "uk" + US = "us" diff --git a/src/policyengine/models/parameter.py b/src/policyengine/models/parameter.py new file mode 100644 index 00000000..6388e73a --- /dev/null +++ b/src/policyengine/models/parameter.py @@ -0,0 +1,47 @@ +"""Parameter models for PolicyEngine. + +Defines `Parameter` and `ParameterValue` pydantic models. +""" + +from __future__ import annotations + +from datetime import datetime +from typing import TYPE_CHECKING, Any + +from pydantic import BaseModel + +if TYPE_CHECKING: # Import to satisfy type checkers without runtime cycles + from .dynamics import Dynamics + from .policy import Policy + + +class Parameter(BaseModel): + """Policy parameter of the country package model.""" + + name: str + parent: Parameter | None = None # For hierarchical parameters + + # Parameter metadata + label: str | None = None + description: str | None = None + unit: str | None = None + data_type: type # "float", "int", "bool", "string" + country: str | None = None + + +class ParameterValue(BaseModel): + """Individual parameter value for some point in time.""" + + # Foreign keys + policy: Policy | None = None + dynamics: Dynamics | None = None + parameter: Parameter + model_version: str + + # Time period for this change + start_date: datetime + end_date: datetime | None = None + + # The actual change + value: Any # JSON-serializable value + country: str | None = None diff --git a/src/policyengine/models/policy.py b/src/policyengine/models/policy.py new file mode 100644 index 00000000..ac486ccd --- /dev/null +++ b/src/policyengine/models/policy.py @@ -0,0 +1,26 @@ +"""Policy model for PolicyEngine. + +Contains the `Policy` pydantic model representing policy changes. +""" + +from __future__ import annotations + +from typing import TYPE_CHECKING, Any + +from pydantic import BaseModel + +if TYPE_CHECKING: # Avoid runtime imports/cycles + from .parameter import ParameterValue + + +class Policy(BaseModel): + """Modifications made to baseline tax-benefit rules.""" + + name: str | None = None + + # Metadata + description: str | None = None + + parameter_values: list[ParameterValue] | None = None + simulation_modifier: Any | None = None + country: str | None = None diff --git a/src/policyengine/models/reports.py b/src/policyengine/models/reports.py new file mode 100644 index 00000000..f26c27c3 --- /dev/null +++ b/src/policyengine/models/reports.py @@ -0,0 +1,59 @@ +"""Report models for PolicyEngine. + +Includes `ReportElementDataItem`, `ReportElement`, and `Report` models. +""" + +from typing import Optional + +import pandas as pd +from pydantic import BaseModel + +from .enums import OperationStatus + + +class ReportElementDataItem(BaseModel): + report_element: "ReportElement" + + +class ReportElement(BaseModel): + """An element of a report. + + May include tables, charts, and other visualizations. + """ + + name: str | None = None + description: str | None = None + data_items: list[ReportElementDataItem] = [] + report: Optional["Report"] = None + status: OperationStatus = OperationStatus.PENDING + country: str | None = None + data_item_type: str | None = None + + @property + def data(self) -> pd.DataFrame: + # Get pydantic fields from reportelementdataitem-inheriting classes + data: list[dict[str, object]] = [] + for item in self.data_items: + non_inherited_fields = ( + type(item).model_fields.keys() + - ReportElementDataItem.model_fields.keys() + ) + data.append( + {key: getattr(item, key) for key in non_inherited_fields} + ) + return pd.DataFrame(data) + + def run(self): + raise NotImplementedError( + "ReportElement run method must be implemented in " + "country-specific subclass." + ) + + +class Report(BaseModel): + """A report generated from a simulation.""" + + name: str + description: str | None = None + elements: list[ReportElement] = [] + country: str | None = None diff --git a/src/policyengine/models/simulation.py b/src/policyengine/models/simulation.py new file mode 100644 index 00000000..71c220a9 --- /dev/null +++ b/src/policyengine/models/simulation.py @@ -0,0 +1,40 @@ +"""Simulation model for PolicyEngine. + +Defines the `Simulation` pydantic model and its `run` entrypoint wrapper +for country-specific implementations. +""" + +from datetime import datetime +from typing import Any + +from pydantic import BaseModel + +from .dataset import Dataset +from .dynamics import Dynamics +from .enums import OperationStatus +from .policy import Policy + + +class Simulation(BaseModel): + """Metadata for simulation. Re-implemented by country versions.""" + + # Foreign key references + dataset: Dataset + policy: Policy + dynamics: Dynamics + output_data: Any | None = None + model_version: str | None = None + country: str + + # Processing metadata + status: OperationStatus = OperationStatus.PENDING + created_at: datetime | None = None + updated_at: datetime | None = None + completed_at: datetime | None = None + + def run(self) -> Dataset: + """Run the simulation.""" + if self.country == "uk": + from policyengine.countries.uk.simulation import run_uk_simulation + + return run_uk_simulation(self) diff --git a/src/policyengine/models/variable.py b/src/policyengine/models/variable.py new file mode 100644 index 00000000..b0fe71d2 --- /dev/null +++ b/src/policyengine/models/variable.py @@ -0,0 +1,21 @@ +"""Variable model for PolicyEngine. + +Represents a model variable and associated metadata. +""" + +from pydantic import BaseModel + + +class Variable(BaseModel): + """PolicyEngine variable concept- an attribute of an entity.""" + + name: str + + # Variable metadata + label: str | None = None + description: str | None = None + unit: str | None = None + value_type: str # "float", "int", "bool", "string", "enum" + entity: str # "person", "household", "tax_unit", etc. + definition_period: str | None = None # "year", "month", "eternity" + country: str | None = None diff --git a/src/policyengine/utils/dataframe_storage.py b/src/policyengine/utils/dataframe_storage.py index 3182135d..80210eb0 100644 --- a/src/policyengine/utils/dataframe_storage.py +++ b/src/policyengine/utils/dataframe_storage.py @@ -1,7 +1,8 @@ import io -import pandas as pd import pickle +import pandas as pd + def serialise_dataframe_dict(data: dict[str, pd.DataFrame]) -> str: """ diff --git a/src/policyengine/utils/parametric_reforms.py b/src/policyengine/utils/parametric_reforms.py index ed42f162..4e8f1b78 100644 --- a/src/policyengine/utils/parametric_reforms.py +++ b/src/policyengine/utils/parametric_reforms.py @@ -1,10 +1,10 @@ -from policyengine_uk import Scenario, Simulation -from policyengine.models import ParameterValue, Parameter -from typing import List from policyengine_core.periods import instant +from policyengine_uk import Scenario, Simulation + +from policyengine.models import ParameterValue -def apply_parametric_reform(provisions: List[ParameterValue]) -> Scenario: +def apply_parametric_reform(provisions: list[ParameterValue]) -> Scenario: def modifier(sim: Simulation): for provision in provisions: parameter_name = provision.parameter.name From 2b4af90ecd7220c0b183d128bcb36c16e123b034 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 3 Sep 2025 12:10:29 +0100 Subject: [PATCH 37/97] Get basic functionality working for each country --- src/policyengine/__init__.py | 17 +--- .../countries/uk/create_uk_datasets.py | 18 ++++ src/policyengine/countries/uk/simulation.py | 49 ++++++----- .../countries/us/create_us_datasets.py | 26 ++++++ src/policyengine/countries/us/simulation.py | 84 +++++++++++++++++++ src/policyengine/models/__init__.py | 18 +--- src/policyengine/models/reports.py | 67 ++++++++++----- src/policyengine/models/simulation.py | 15 +++- .../single_year_dataset.py} | 29 +++---- src/policyengine/models/user.py | 36 ++++++++ 10 files changed, 259 insertions(+), 100 deletions(-) create mode 100644 src/policyengine/countries/uk/create_uk_datasets.py create mode 100644 src/policyengine/countries/us/create_us_datasets.py create mode 100644 src/policyengine/countries/us/simulation.py rename src/policyengine/{countries/uk/uk_single_year_dataset.py => models/single_year_dataset.py} (55%) create mode 100644 src/policyengine/models/user.py diff --git a/src/policyengine/__init__.py b/src/policyengine/__init__.py index fda6e460..a30e9ee6 100644 --- a/src/policyengine/__init__.py +++ b/src/policyengine/__init__.py @@ -8,22 +8,7 @@ Policy, Report, ReportElement, - ReportElementDataItem, + AggregateChangeReportElement, Simulation, Variable, ) - -__all__ = [ - "OperationStatus", - "DatasetType", - "Dataset", - "Policy", - "Dynamics", - "Simulation", - "ReportElementDataItem", - "ReportElement", - "Report", - "Variable", - "Parameter", - "ParameterValue", -] diff --git a/src/policyengine/countries/uk/create_uk_datasets.py b/src/policyengine/countries/uk/create_uk_datasets.py new file mode 100644 index 00000000..6d372df6 --- /dev/null +++ b/src/policyengine/countries/uk/create_uk_datasets.py @@ -0,0 +1,18 @@ +from policyengine_uk import Microsimulation +from policyengine.models.single_year_dataset import SingleYearDataset +from policyengine.models.dataset import Dataset + +sim = Microsimulation() + +efrs_2029 = Dataset( + name="EFRS 2029", + data=SingleYearDataset( + tables=dict( + person=sim.dataset[2029].person, + benunit=sim.dataset[2029].benunit, + household=sim.dataset[2029].household, + ), + year=2029, + ), + dataset_type="uk", +) diff --git a/src/policyengine/countries/uk/simulation.py b/src/policyengine/countries/uk/simulation.py index 3f9b0367..78380cea 100644 --- a/src/policyengine/countries/uk/simulation.py +++ b/src/policyengine/countries/uk/simulation.py @@ -7,7 +7,9 @@ from policyengine.models import Dataset, Simulation from policyengine.utils.parametric_reforms import apply_parametric_reform -from .uk_single_year_dataset import UKSingleYearDataset +from policyengine.models.single_year_dataset import SingleYearDataset + +from microdf import MicroDataFrame def run_uk_simulation(simulation: Simulation) -> Dataset: @@ -15,29 +17,28 @@ def run_uk_simulation(simulation: Simulation) -> Dataset: # Implement UK-specific simulation logic here sim = _get_simulation(simulation) - output_dataset = Dataset( - data=UKSingleYearDataset( - person=simulation.dataset.data.person.copy(), - benunit=simulation.dataset.data.benunit.copy(), - household=simulation.dataset.data.household.copy(), - year=simulation.dataset.data.year, - ), - dataset_type="uk", - ) - output_dataset.data.household["gov_tax"] = sim.calculate( + output = simulation.dataset.data.copy() + output.tables["household"]["gov_tax"] = sim.calculate( "gov_tax", - simulation.dataset.data.year, ) - output_dataset.data.household["gov_spending"] = sim.calculate( - "gov_spending", simulation.dataset.data.year + output.tables["household"]["gov_spending"] = sim.calculate("gov_spending") + output.tables["household"]["gov_balance"] = sim.calculate("gov_balance") + + # Cast to microdf + output.tables["person"]["weight_value"] = sim.calculate( + "household_weight", map_to="person" ) - output_dataset.data.household["gov_balance"] = sim.calculate( - "gov_balance", simulation.dataset.data.year + output.tables["benunit"]["weight_value"] = sim.calculate( + "household_weight", map_to="benunit" + ) + output.tables["household"]["weight_value"] = sim.calculate( + "household_weight", map_to="household" ) - simulation.output_data = output_dataset - - return output_dataset + simulation.result = Dataset( + dataset_type="uk", + data=output, + ) def _get_simulation(simulation: Simulation): @@ -58,12 +59,14 @@ def modifier(sim): simulation.dynamics.simulation_modifier(sim) scenario = PolicyEngineUKScenario(simulation_modifier=modifier) - return PolicyEngineUKSimulation( + sim = PolicyEngineUKSimulation( dataset=PolicyEngineUKSingleYearDataset( - person=simulation.dataset.data.person, - benunit=simulation.dataset.data.benunit, - household=simulation.dataset.data.household, + person=simulation.dataset.data.tables["person"], + benunit=simulation.dataset.data.tables["benunit"], + household=simulation.dataset.data.tables["household"], fiscal_year=simulation.dataset.data.year, ), scenario=scenario, ) + sim.default_calculation_period = simulation.dataset.data.year + return sim diff --git a/src/policyengine/countries/us/create_us_datasets.py b/src/policyengine/countries/us/create_us_datasets.py new file mode 100644 index 00000000..f17b993f --- /dev/null +++ b/src/policyengine/countries/us/create_us_datasets.py @@ -0,0 +1,26 @@ +from policyengine_us import Microsimulation +from policyengine.models.single_year_dataset import SingleYearDataset +from policyengine.models.dataset import Dataset +import pandas as pd + +sim = Microsimulation() + +tables = {} + +for entity in sim.tax_benefit_system.entities_by_singular().keys(): + for variable in sim.tax_benefit_system.variables: + if sim.tax_benefit_system.variables[variable].entity.key != entity: + continue + known_periods = map(str, sim.get_known_periods(variable)) + if "2024" in known_periods: + tables[entity] = tables.get(entity, pd.DataFrame()) + tables[entity][variable] = sim.get_holder(variable).get_array(2024) + +ecps_2024 = Dataset( + name="ECPS 2024", + data=SingleYearDataset( + tables=tables, + year=2024, + ), + dataset_type="us", +) diff --git a/src/policyengine/countries/us/simulation.py b/src/policyengine/countries/us/simulation.py new file mode 100644 index 00000000..c07600c0 --- /dev/null +++ b/src/policyengine/countries/us/simulation.py @@ -0,0 +1,84 @@ +from policyengine_us import Simulation as PolicyEngineUSSimulation +from policyengine_core.data import Dataset + +from policyengine.models import Dataset, Simulation +from policyengine.utils.parametric_reforms import apply_parametric_reform + +from policyengine.models.single_year_dataset import SingleYearDataset + +from microdf import MicroDataFrame +import pandas as pd + + +def run_us_simulation(simulation: Simulation) -> Dataset: + """Run the UK-specific simulation.""" + # Implement UK-specific simulation logic here + sim = _get_simulation(simulation) + + output = simulation.dataset.data.copy() + output.tables["tax_unit"]["income_tax"] = sim.calculate( + "income_tax", + ) + + for entity in [ + "person", + "family", + "tax_unit", + "marital_unit", + "spm_unit", + "household", + ]: + output.tables[entity]["weight_value"] = sim.calculate( + "household_weight", map_to=entity + ) + + simulation.result = Dataset( + dataset_type="uk", + data=output, + ) + + +def _get_simulation(simulation: Simulation): + parametric_policy = apply_parametric_reform( + simulation.policy.parameter_values or [] + ) + parametric_dynamics = apply_parametric_reform( + simulation.dynamics.parameter_values or [] + ) + + def modifier(sim): + parametric_policy.simulation_modifier(sim) + if simulation.policy.simulation_modifier: + simulation.policy.simulation_modifier(sim) + + parametric_dynamics.simulation_modifier(sim) + if simulation.dynamics.simulation_modifier: + simulation.dynamics.simulation_modifier(sim) + + sim = PolicyEngineUSSimulation( + dataset=convert_entity_tables_to_us_dataset(simulation.dataset.data), + ) + modifier(sim) + sim.default_calculation_period = simulation.dataset.data.year + return sim + + +def convert_entity_tables_to_us_dataset( + dataset: SingleYearDataset, +) -> pd.DataFrame: + person_df = pd.DataFrame() + + for table_name, table in dataset.tables.items(): + if table_name == "person": + for col in table.columns: + person_df[f"{col}__{dataset.year}"] = table[col].values + else: + foreign_key = dataset.tables["person"][f"person_{table_name}_id"] + primary_key = dataset.tables[table_name][f"{table_name}_id"] + + projected = table.set_index(primary_key).loc[foreign_key] + + for col in projected.columns: + person_df[f"{col}__{dataset.year}"] = projected[col].values + + return person_df diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py index 6a28caa1..aeed9065 100644 --- a/src/policyengine/models/__init__.py +++ b/src/policyengine/models/__init__.py @@ -12,21 +12,7 @@ from .enums import DatasetType, OperationStatus from .parameter import Parameter, ParameterValue from .policy import Policy -from .reports import Report, ReportElement, ReportElementDataItem +from .reports import Report, ReportElement, AggregateChangeReportElement from .simulation import Simulation from .variable import Variable - -__all__ = [ - "OperationStatus", - "DatasetType", - "Dataset", - "Policy", - "Dynamics", - "Simulation", - "ReportElementDataItem", - "ReportElement", - "Report", - "Variable", - "Parameter", - "ParameterValue", -] +from .single_year_dataset import SingleYearDataset diff --git a/src/policyengine/models/reports.py b/src/policyengine/models/reports.py index f26c27c3..904b0777 100644 --- a/src/policyengine/models/reports.py +++ b/src/policyengine/models/reports.py @@ -3,16 +3,14 @@ Includes `ReportElementDataItem`, `ReportElement`, and `Report` models. """ -from typing import Optional +from typing import Optional, List import pandas as pd from pydantic import BaseModel from .enums import OperationStatus - - -class ReportElementDataItem(BaseModel): - report_element: "ReportElement" +from microdf import MicroDataFrame +from enum import Enum class ReportElement(BaseModel): @@ -23,27 +21,11 @@ class ReportElement(BaseModel): name: str | None = None description: str | None = None - data_items: list[ReportElementDataItem] = [] report: Optional["Report"] = None status: OperationStatus = OperationStatus.PENDING country: str | None = None - data_item_type: str | None = None - - @property - def data(self) -> pd.DataFrame: - # Get pydantic fields from reportelementdataitem-inheriting classes - data: list[dict[str, object]] = [] - for item in self.data_items: - non_inherited_fields = ( - type(item).model_fields.keys() - - ReportElementDataItem.model_fields.keys() - ) - data.append( - {key: getattr(item, key) for key in non_inherited_fields} - ) - return pd.DataFrame(data) - - def run(self): + + def run(self) -> pd.DataFrame: raise NotImplementedError( "ReportElement run method must be implemented in " "country-specific subclass." @@ -57,3 +39,42 @@ class Report(BaseModel): description: str | None = None elements: list[ReportElement] = [] country: str | None = None + + +class AggregateType(str, Enum): + MEAN = "mean" + MEDIAN = "median" + SUM = "sum" + + +class Aggregate(BaseModel): + simulation: "Simulation" + type: AggregateType + variable: str + value: str + + +class AggregateChangeReportElement(ReportElement): + simulations: List["Simulation"] = [] + variables: List[str] = ["gov_balance"] + aggregate_type: AggregateType = AggregateType.MEAN + + def run(self) -> pd.DataFrame: + results = [] + for sim in self.simulations: + for variable in self.variables: + for table in sim.result.data.tables.values(): + table = MicroDataFrame(table, weights="weight_value") + if variable in table.columns: + results.append( + dict( + simulation=sim, + variable=variable, + value={ + "mean": table[variable].mean(), + "median": table[variable].median(), + "sum": table[variable].sum(), + }[self.aggregate_type], + ) + ) + return pd.DataFrame(results) diff --git a/src/policyengine/models/simulation.py b/src/policyengine/models/simulation.py index 71c220a9..2e4003f0 100644 --- a/src/policyengine/models/simulation.py +++ b/src/policyengine/models/simulation.py @@ -22,14 +22,13 @@ class Simulation(BaseModel): dataset: Dataset policy: Policy dynamics: Dynamics - output_data: Any | None = None + result: Any | None = None model_version: str | None = None country: str # Processing metadata status: OperationStatus = OperationStatus.PENDING - created_at: datetime | None = None - updated_at: datetime | None = None + created_at: datetime = datetime.now() completed_at: datetime | None = None def run(self) -> Dataset: @@ -37,4 +36,12 @@ def run(self) -> Dataset: if self.country == "uk": from policyengine.countries.uk.simulation import run_uk_simulation - return run_uk_simulation(self) + run_uk_simulation(self) + elif self.country == "us": + from policyengine.countries.us.simulation import run_us_simulation + + run_us_simulation(self) + + self.status = OperationStatus.COMPLETED + self.completed_at = datetime.now() + return self.dataset diff --git a/src/policyengine/countries/uk/uk_single_year_dataset.py b/src/policyengine/models/single_year_dataset.py similarity index 55% rename from src/policyengine/countries/uk/uk_single_year_dataset.py rename to src/policyengine/models/single_year_dataset.py index aff37f84..475713b0 100644 --- a/src/policyengine/countries/uk/uk_single_year_dataset.py +++ b/src/policyengine/models/single_year_dataset.py @@ -8,28 +8,22 @@ ) -class UKSingleYearDataset(BaseModel): - person: Any - benunit: Any - household: Any +class SingleYearDataset(BaseModel): + tables: dict[str, Any] year: int def __init__(self, serialised_bytes: bytes | None = None, **kwargs): - if serialised_bytes is None: - super().__init__(**kwargs) - else: + if serialised_bytes is not None: deserialised_data = deserialise_dataframe_dict(serialised_bytes) - self.person = deserialised_data.get("person") - self.benunit = deserialised_data.get("benunit") - self.household = deserialised_data.get("household") - self.year = deserialised_data.get("year") + for key, table in deserialised_data.items(): + kwargs[key] = table + + super().__init__(**kwargs) def serialise(self) -> bytes: return serialise_dataframe_dict( { - "person": self.person, - "benunit": self.benunit, - "household": self.household, + "tables": self.tables, "year": self.year, } ) @@ -42,8 +36,7 @@ def deserialise(self, serialised_bytes: bytes): self.year = deserialised_data.get("year") def copy(self): - return UKSingleYearDataset( - person=self.person.copy(), - benunit=self.benunit.copy(), - household=self.household.copy(), + return SingleYearDataset( + tables={key: table.copy() for key, table in self.tables.items()}, + year=self.year, ) diff --git a/src/policyengine/models/user.py b/src/policyengine/models/user.py new file mode 100644 index 00000000..bf439ec9 --- /dev/null +++ b/src/policyengine/models/user.py @@ -0,0 +1,36 @@ +from pydantic import BaseModel +from typing import Optional + + +class User(BaseModel): + id: int + name: str + email: str + + +class UserPolicy(BaseModel): + user: User + policy: "Policy" + label: Optional[str] = None + description: Optional[str] = None + + +class UserSimulation(BaseModel): + user: User + simulation: "Simulation" + label: Optional[str] = None + description: Optional[str] = None + + +class UserReport(BaseModel): + user: User + report: "Report" + label: Optional[str] = None + description: Optional[str] = None + + +class UserReportElement(BaseModel): + user: User + report_element: "ReportElement" + label: Optional[str] = None + description: Optional[str] = None From 666575d75f89038a8fba9772b5286d9c3524f8ff Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 3 Sep 2025 12:47:59 +0100 Subject: [PATCH 38/97] Add docs and synthetic test data --- .gitignore | 1 - docs/.gitignore | 2 + docs/00-datasets.ipynb | 102 ++++++ docs/01-quickstart-uk.ipynb | 197 +++++++++++ docs/02-quickstart-us.ipynb | 162 +++++++++ docs/03-extending.ipynb | 321 ++++++++++++++++++ docs/index.ipynb | 35 ++ docs/myst.yml | 15 + example_uk.ipynb | 72 ++++ example_us.ipynb | 85 +++++ .../countries/uk/create_uk_datasets.py | 18 - src/policyengine/countries/uk/datasets.py | 58 ++++ .../countries/us/create_us_datasets.py | 26 -- src/policyengine/countries/us/datasets.py | 71 ++++ src/policyengine/countries/us/simulation.py | 4 +- 15 files changed, 1122 insertions(+), 47 deletions(-) create mode 100644 docs/.gitignore create mode 100644 docs/00-datasets.ipynb create mode 100644 docs/01-quickstart-uk.ipynb create mode 100644 docs/02-quickstart-us.ipynb create mode 100644 docs/03-extending.ipynb create mode 100644 docs/index.ipynb create mode 100644 docs/myst.yml create mode 100644 example_uk.ipynb create mode 100644 example_us.ipynb delete mode 100644 src/policyengine/countries/uk/create_uk_datasets.py create mode 100644 src/policyengine/countries/uk/datasets.py delete mode 100644 src/policyengine/countries/us/create_us_datasets.py create mode 100644 src/policyengine/countries/us/datasets.py diff --git a/.gitignore b/.gitignore index 31695992..d824a7c4 100644 --- a/.gitignore +++ b/.gitignore @@ -1,7 +1,6 @@ **/*.db **/__pycache__ **/*.egg-info -*.ipynb _build/ simulations/ test_* diff --git a/docs/.gitignore b/docs/.gitignore new file mode 100644 index 00000000..eac09687 --- /dev/null +++ b/docs/.gitignore @@ -0,0 +1,2 @@ +# MyST build outputs +_build diff --git a/docs/00-datasets.ipynb b/docs/00-datasets.ipynb new file mode 100644 index 00000000..17f88d4f --- /dev/null +++ b/docs/00-datasets.ipynb @@ -0,0 +1,102 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Datasets\n", + "\n", + "Use built-in dataset creators for national datasets or small, synthetic tables with the correct structure. Synthetic datasets run offline and are ideal for tests and examples." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## UK datasets\n", + "\n", + "- National: `create_efrss(year=2029)`\n", + "- Synthetic: `create_uk_synthetic(year=2029)`\n", + "\n", + "The synthetic dataset includes tables `person`, `benunit`, and `household` with required ID columns." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['benunit', 'household', 'person']" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from policyengine.countries.uk.datasets import create_uk_synthetic\n", + "uk = create_uk_synthetic()\n", + "sorted(list(uk.data.tables.keys()))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## US datasets\n", + "\n", + "- National: `create_ecps()`\n", + "- Synthetic: `create_us_synthetic(year=2024)`\n", + "\n", + "The synthetic dataset includes tables `person`, `marital_unit`, `tax_unit`, `family`, `spm_unit`, and `household` with required ID columns." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['family', 'household', 'marital_unit', 'person', 'spm_unit', 'tax_unit']" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from policyengine.countries.us.datasets import create_us_synthetic\n", + "us = create_us_synthetic()\n", + "sorted(list(us.data.tables.keys()))\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "policyengine", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/01-quickstart-uk.ipynb b/docs/01-quickstart-uk.ipynb new file mode 100644 index 00000000..29fe4fbe --- /dev/null +++ b/docs/01-quickstart-uk.ipynb @@ -0,0 +1,197 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a87ca58a", + "metadata": {}, + "source": [ + "# UK quickstart\n", + "\n", + "Run a UK-style simulation with a tiny, offline dataset. We create a dataset, define a parameter change, and compute simple fiscal outputs as a placeholder for an engine run." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "3bab0f62", + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime\n", + "import pandas as pd\n", + "from policyengine.models import Simulation, Dataset, Policy, Dynamics, Parameter, ParameterValue\n", + "from policyengine.models.single_year_dataset import SingleYearDataset\n" + ] + }, + { + "cell_type": "markdown", + "id": "89b6dede", + "metadata": {}, + "source": [ + "## Build a small dataset for one year" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a3b00c17", + "metadata": {}, + "outputs": [], + "source": [ + "# Minimal entity tables\n", + "person = pd.DataFrame({\n", + " 'person_id':[1,2,3,4,5],\n", + " 'person_benunit_id':[10,10,20,20,30],\n", + " 'person_household_id':[100,100,200,200,300],\n", + "})\n", + "benunit = pd.DataFrame({'benunit_id':[10,20,30]})\n", + "household = pd.DataFrame({\n", + " 'household_id':[100,200,300],\n", + " 'market_income':[40_000, 60_000, 20_000],\n", + " 'household_weight':[1.0, 0.8, 1.2],\n", + "})\n", + "year = 2029\n", + "dataset = Dataset(\n", + " name='toy-uk',\n", + " data=SingleYearDataset(tables={'person':person,'benunit':benunit,'household':household}, year=year),\n", + " dataset_type='uk',\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "id": "399d381c", + "metadata": {}, + "source": [ + "## Define a simple reform" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "2724c271", + "metadata": {}, + "outputs": [], + "source": [ + "pa_param = Parameter(name='gov.hmrc.income_tax.allowances.personal_allowance.amount', data_type=float)\n", + "repeal_pa = ParameterValue(parameter=pa_param, model_version='1.0.0', start_date=datetime(2026,1,1), value=0.0)\n", + "policy = Policy(name='repeal personal allowance', parameter_values=[repeal_pa])\n", + "dynamics = Dynamics(name='static')\n" + ] + }, + { + "cell_type": "markdown", + "id": "3e291f7f", + "metadata": {}, + "source": [ + "## Emulate a run and preview results\n", + "\n", + "We set fiscal outputs directly to keep this offline. In a full run, these would come from the country engine." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "015bd468", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " income_tax weight_value\n", + "0 5000.0 1.2\n", + "1 7500.0 0.9\n", + "2 3000.0 1.0\n", + "3 12000.0 0.7\n", + "4 1500.0 1.5" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "policy = Policy(name='current law')\n", + "dynamics = Dynamics(name='static')\n", + "sim = Simulation(dataset=dataset, policy=policy, dynamics=dynamics, country='us')\n", + "out = sim.dataset.data.copy()\n", + "out.tables['tax_unit']['income_tax'] = out.tables['tax_unit']['market_income'] * 0.1\n", + "out.tables['tax_unit']['weight_value'] = out.tables['tax_unit']['household_weight']\n", + "sim.result = Dataset(dataset_type='us', data=out)\n", + "sim.result.data.tables['tax_unit'][['income_tax','weight_value']].head()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "policyengine", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/03-extending.ipynb b/docs/03-extending.ipynb new file mode 100644 index 00000000..3550d5c5 --- /dev/null +++ b/docs/03-extending.ipynb @@ -0,0 +1,321 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Extending: policies, dynamics, and reports\n", + "\n", + "This page shows how the base models fit together and how to add custom report elements that return tables." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Base models in practice\n", + "\n", + "- `Dataset` wraps a `SingleYearDataset` of entity tables (e.g., person, household) for one year.\n", + "- `Policy` and `Dynamics` hold parameter changes (`ParameterValue`) and optional `simulation_modifier` callables.\n", + "- `Simulation` ties them together and runs country-specific logic to populate `simulation.result`.\n", + "- `ReportElement` subclasses compute analyses and return a pandas DataFrame.\n", + "\n", + "You can create a policy change by declaring a `Parameter` and a `ParameterValue`, then passing it to `Policy(parameter_values=[...])`. Dynamics work the same way." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime\n", + "from policyengine.models import Policy, Dynamics, Parameter, ParameterValue\n", + "param = Parameter(name=\"demo.parameter\", data_type=float)\n", + "pv = ParameterValue(parameter=param, model_version=\"1.0.0\", start_date=datetime(2025,1,1), value=1.23)\n", + "policy = Policy(name=\"demo policy\", parameter_values=[pv])\n", + "dynamics = Dynamics(name=\"static\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Custom report elements\n", + "\n", + "Subclass `ReportElement` and implement `run()` to return a table. Keep analyses table-first so results are easy to store and compare later.\n", + "\n", + "Below, we build a tiny toy dataset with a household table containing `gov_balance` and `weight_value`. We then define a report element that computes weighted means by decile." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " decile mean_gov_balance\n", + "0 1 -2000.0\n", + "1 2 -500.0\n", + "2 3 0.0\n", + "3 4 250.0\n", + "4 5 500.0\n", + "5 6 750.0\n", + "6 7 1000.0\n", + "7 8 2000.0\n", + "8 9 4000.0\n", + "9 10 8000.0" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "class BalanceByDecile(ReportElement):\n", + " sim: Simulation\n", + "\n", + " def run(self) -> pd.DataFrame:\n", + " df = self.sim.result.data.tables['household'][['gov_balance','weight_value']].copy()\n", + " # Compute deciles on gov_balance\n", + " df['decile'] = pd.qcut(df['gov_balance'], 10, labels=range(1,11), duplicates='drop')\n", + " # Weighted mean by decile\n", + " out = (\n", + " df.groupby('decile').apply(\n", + " lambda g: (g['gov_balance'] * g['weight_value']).sum() / g['weight_value'].sum()\n", + " ).reset_index(name='mean_gov_balance')\n", + " )\n", + " return out\n", + "\n", + "BalanceByDecile(name=\"balance by decile\", sim=sim).run()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Notes\n", + "\n", + "- Keep report elements pure and table-focused; return a DataFrame you can store.\n", + "- You can combine multiple custom elements in a `Report` for batch runs.\n", + "- For built-in examples, see `AggregateChangeReportElement` which compares aggregates across simulations." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "policyengine", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/index.ipynb b/docs/index.ipynb new file mode 100644 index 00000000..d3cf1030 --- /dev/null +++ b/docs/index.ipynb @@ -0,0 +1,35 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# PolicyEngine.py overview\n", + "\n", + "- [Datasets](00-datasets)\n", + "Build and run policy simulations, then produce table-first analyses you can store easily.\n", + "\n", + "This book focuses on real examples: start with quickstarts for the UK and US, then learn how the base models relate and how to extend policies, dynamics, and report elements.\n", + "\n", + "- [UK quickstart](01-quickstart-uk)\n", + "- [US quickstart](02-quickstart-us)\n", + "- [Extending: policies, dynamics, and reports](03-extending)\n", + "\n", + "All pages are notebooks and execute without errors.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "name": "python", + "pygments_lexer": "ipython3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file diff --git a/docs/myst.yml b/docs/myst.yml new file mode 100644 index 00000000..cbb46e6d --- /dev/null +++ b/docs/myst.yml @@ -0,0 +1,15 @@ +# See docs at: https://mystmd.org/guide/frontmatter +version: 1 +project: + id: d32e015e-a8cb-49e2-814a-dd8ccfd2f8d7 + # title: + # description: + # keywords: [] + # authors: [] + github: https://github.com/PolicyEngine/policyengine.py + # To autogenerate a Table of Contents, run "jupyter book init --write-toc" +site: + template: book-theme + # options: + # favicon: favicon.ico + # logo: site_logo.png diff --git a/example_uk.ipynb b/example_uk.ipynb new file mode 100644 index 00000000..3b94058f --- /dev/null +++ b/example_uk.ipynb @@ -0,0 +1,72 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example: UK simulation with synthetic data\n\n", + "This example uses the built-in synthetic UK dataset and a simple, offline calculation to illustrate the workflow." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime\n", + "from policyengine.models import Simulation, Dataset, Policy, Dynamics, Parameter, ParameterValue\n", + "from policyengine.countries.uk.datasets import create_uk_synthetic\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset = create_uk_synthetic(year=2029)\n", + "policy = Policy(name='repeal personal allowance')\n", + "dynamics = Dynamics(name='static')\n", + "sim = Simulation(dataset=dataset, policy=policy, dynamics=dynamics, country='uk')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Emulate a run by computing simple placeholders for fiscal outputs using the synthetic data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "out = sim.dataset.data.copy()\n", + "hh = out.tables['household']\n", + "hh['gov_tax'] = hh['market_income'] * 0.2\n", + "hh['gov_spending'] = 1000.0\n", + "hh['gov_balance'] = hh['gov_tax'] - hh['gov_spending']\n", + "hh['weight_value'] = hh['household_weight']\n", + "sim.result = Dataset(dataset_type='uk', data=out)\n", + "sim.result.data.tables['household'].head()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "name": "python", + "pygments_lexer": "ipython3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} + diff --git a/example_us.ipynb b/example_us.ipynb new file mode 100644 index 00000000..8f59f86b --- /dev/null +++ b/example_us.ipynb @@ -0,0 +1,85 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Example: US simulation with synthetic data\n\n", + "This example uses the built-in synthetic US dataset and a simple, offline calculation to illustrate the workflow." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from policyengine.models import Simulation, Dataset, Policy, Dynamics\n", + "from policyengine.countries.us.datasets import create_us_synthetic\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from policyengine.models import ParameterValue\n", + "from policyengine.models import Policy as _PolicyModel\n", + "_PolicyModel.model_rebuild()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dataset = create_us_synthetic(year=2024)\n", + "policy = Policy(name='current law')\n", + "dynamics = Dynamics(name='static')\n", + "sim = Simulation(dataset=dataset, policy=policy, dynamics=dynamics, country='us')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Emulate a run by computing a simple income tax and carrying weights for the synthetic data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "out = sim.dataset.data.copy()\n", + "tu = out.tables['tax_unit']\n", + "# Add minimal columns if missing for illustration\n", + "if 'market_income' not in tu.columns:\n", + " tu['market_income'] = pd.Series([50000, 75000, 30000, 120000, 15000])[:len(tu)]\n", + "if 'household_weight' not in tu.columns:\n", + " tu['household_weight'] = 1.0\n", + "tu['income_tax'] = tu['market_income'] * 0.1\n", + "tu['weight_value'] = tu['household_weight']\n", + "sim.result = Dataset(dataset_type='us', data=out)\n", + "sim.result.data.tables['tax_unit'].head()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "name": "python", + "pygments_lexer": "ipython3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file diff --git a/src/policyengine/countries/uk/create_uk_datasets.py b/src/policyengine/countries/uk/create_uk_datasets.py deleted file mode 100644 index 6d372df6..00000000 --- a/src/policyengine/countries/uk/create_uk_datasets.py +++ /dev/null @@ -1,18 +0,0 @@ -from policyengine_uk import Microsimulation -from policyengine.models.single_year_dataset import SingleYearDataset -from policyengine.models.dataset import Dataset - -sim = Microsimulation() - -efrs_2029 = Dataset( - name="EFRS 2029", - data=SingleYearDataset( - tables=dict( - person=sim.dataset[2029].person, - benunit=sim.dataset[2029].benunit, - household=sim.dataset[2029].household, - ), - year=2029, - ), - dataset_type="uk", -) diff --git a/src/policyengine/countries/uk/datasets.py b/src/policyengine/countries/uk/datasets.py new file mode 100644 index 00000000..ba4d0e84 --- /dev/null +++ b/src/policyengine/countries/uk/datasets.py @@ -0,0 +1,58 @@ +from __future__ import annotations + +from typing import Dict + +import pandas as pd + +from policyengine.models.dataset import Dataset +from policyengine.models.single_year_dataset import SingleYearDataset + + +def create_efrs(year: int = 2029) -> Dataset: + """Create the UK EFRS dataset for a given year (default 2029). + + Uses the policyengine_uk Microsimulation’s bundled dataset tables. + """ + from policyengine_uk import Microsimulation + + sim = Microsimulation() + data = SingleYearDataset( + tables=dict( + person=sim.dataset[year].person, + benunit=sim.dataset[year].benunit, + household=sim.dataset[year].household, + ), + year=year, + ) + return Dataset(name="efrs", data=data, dataset_type="uk") + + +def create_uk_synthetic(year: int = 2029) -> Dataset: + """Create a small synthetic UK dataset with minimal structure. + + Tables: person, benunit, household; includes required ID columns. + """ + # IDs + person = pd.DataFrame( + { + "person_id": [1, 2, 3, 4, 5], + "person_benunit_id": [10, 10, 20, 20, 30], + "person_household_id": [100, 100, 200, 200, 300], + } + ) + benunit = pd.DataFrame({"benunit_id": [10, 20, 30]}) + household = pd.DataFrame( + { + "household_id": [100, 200, 300], + # Simple weight or income columns for examples + "household_weight": [1.0, 0.8, 1.2], + "market_income": [40_000, 60_000, 20_000], + } + ) + + data = SingleYearDataset( + tables={"person": person, "benunit": benunit, "household": household}, + year=year, + ) + return Dataset(name="uk-synthetic", data=data, dataset_type="uk") + diff --git a/src/policyengine/countries/us/create_us_datasets.py b/src/policyengine/countries/us/create_us_datasets.py deleted file mode 100644 index f17b993f..00000000 --- a/src/policyengine/countries/us/create_us_datasets.py +++ /dev/null @@ -1,26 +0,0 @@ -from policyengine_us import Microsimulation -from policyengine.models.single_year_dataset import SingleYearDataset -from policyengine.models.dataset import Dataset -import pandas as pd - -sim = Microsimulation() - -tables = {} - -for entity in sim.tax_benefit_system.entities_by_singular().keys(): - for variable in sim.tax_benefit_system.variables: - if sim.tax_benefit_system.variables[variable].entity.key != entity: - continue - known_periods = map(str, sim.get_known_periods(variable)) - if "2024" in known_periods: - tables[entity] = tables.get(entity, pd.DataFrame()) - tables[entity][variable] = sim.get_holder(variable).get_array(2024) - -ecps_2024 = Dataset( - name="ECPS 2024", - data=SingleYearDataset( - tables=tables, - year=2024, - ), - dataset_type="us", -) diff --git a/src/policyengine/countries/us/datasets.py b/src/policyengine/countries/us/datasets.py new file mode 100644 index 00000000..bfc49c7a --- /dev/null +++ b/src/policyengine/countries/us/datasets.py @@ -0,0 +1,71 @@ +from __future__ import annotations + +from typing import Dict + +import pandas as pd + +from policyengine.models.dataset import Dataset +from policyengine.models.single_year_dataset import SingleYearDataset + + +def create_ecps(year=2024) -> Dataset: + """Create the ECPS 2024 dataset using the US microsimulation variables. + + Builds per-entity tables from policyengine_us for the 2024 period. + """ + from policyengine_us import Microsimulation + + sim = Microsimulation() + tables: Dict[str, pd.DataFrame] = {} + + for entity in sim.tax_benefit_system.entities_by_singular().keys(): + for variable in sim.tax_benefit_system.variables: + if sim.tax_benefit_system.variables[variable].entity.key != entity: + continue + known_periods = map(str, sim.get_known_periods(variable)) + if "2024" in known_periods: # Data loaded in 2024 + tables[entity] = tables.get(entity, pd.DataFrame()) + tables[entity][variable] = sim.calculate(variable, period=year) + + data = SingleYearDataset(tables=tables, year=year) + return Dataset(name="ECPS 2024", data=data, dataset_type="us") + + +def create_us_synthetic(year: int = 2024) -> Dataset: + """Create a small synthetic US dataset with required structure. + + Tables: person, marital_unit, tax_unit, family, spm_unit, household. + Includes required ID columns with consistent foreign keys. + """ + # Core entity IDs + household = pd.DataFrame({"household_id": [100, 200, 300]}) + family = pd.DataFrame({"family_id": [1001, 2001, 3001]}) + marital_unit = pd.DataFrame({"marital_unit_id": [1101, 2201, 3301]}) + tax_unit = pd.DataFrame({"tax_unit_id": [1201, 2202, 3303]}) + spm_unit = pd.DataFrame({"spm_unit_id": [1301, 2302, 3304]}) + + # Person links to each entity via person_{entity}_id + person = pd.DataFrame( + { + "person_id": [1, 2, 3, 4, 5], + "person_household_id": [100, 100, 200, 200, 300], + "person_family_id": [1001, 1001, 2001, 2001, 3001], + "person_marital_unit_id": [1101, 1101, 2201, 2201, 3301], + "person_tax_unit_id": [1201, 1201, 2202, 2202, 3303], + "person_spm_unit_id": [1301, 1301, 2302, 2302, 3304], + } + ) + + data = SingleYearDataset( + tables={ + "person": person, + "marital_unit": marital_unit, + "tax_unit": tax_unit, + "family": family, + "spm_unit": spm_unit, + "household": household, + }, + year=year, + ) + return Dataset(name="us-synthetic", data=data, dataset_type="us") + diff --git a/src/policyengine/countries/us/simulation.py b/src/policyengine/countries/us/simulation.py index c07600c0..d14efc12 100644 --- a/src/policyengine/countries/us/simulation.py +++ b/src/policyengine/countries/us/simulation.py @@ -11,7 +11,7 @@ def run_us_simulation(simulation: Simulation) -> Dataset: - """Run the UK-specific simulation.""" + """Run the US-specific simulation.""" # Implement UK-specific simulation logic here sim = _get_simulation(simulation) @@ -33,7 +33,7 @@ def run_us_simulation(simulation: Simulation) -> Dataset: ) simulation.result = Dataset( - dataset_type="uk", + dataset_type="us", data=output, ) From 1213d03b577f341fe186d35423df1aac60354792 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 3 Sep 2025 12:48:16 +0100 Subject: [PATCH 39/97] Remove repo test nbs --- example_uk.ipynb | 72 ---------------------------------------- example_us.ipynb | 85 ------------------------------------------------ 2 files changed, 157 deletions(-) delete mode 100644 example_uk.ipynb delete mode 100644 example_us.ipynb diff --git a/example_uk.ipynb b/example_uk.ipynb deleted file mode 100644 index 3b94058f..00000000 --- a/example_uk.ipynb +++ /dev/null @@ -1,72 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Example: UK simulation with synthetic data\n\n", - "This example uses the built-in synthetic UK dataset and a simple, offline calculation to illustrate the workflow." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from datetime import datetime\n", - "from policyengine.models import Simulation, Dataset, Policy, Dynamics, Parameter, ParameterValue\n", - "from policyengine.countries.uk.datasets import create_uk_synthetic\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "dataset = create_uk_synthetic(year=2029)\n", - "policy = Policy(name='repeal personal allowance')\n", - "dynamics = Dynamics(name='static')\n", - "sim = Simulation(dataset=dataset, policy=policy, dynamics=dynamics, country='uk')\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Emulate a run by computing simple placeholders for fiscal outputs using the synthetic data." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "out = sim.dataset.data.copy()\n", - "hh = out.tables['household']\n", - "hh['gov_tax'] = hh['market_income'] * 0.2\n", - "hh['gov_spending'] = 1000.0\n", - "hh['gov_balance'] = hh['gov_tax'] - hh['gov_spending']\n", - "hh['weight_value'] = hh['household_weight']\n", - "sim.result = Dataset(dataset_type='uk', data=out)\n", - "sim.result.data.tables['household'].head()\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "name": "python", - "pygments_lexer": "ipython3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} - diff --git a/example_us.ipynb b/example_us.ipynb deleted file mode 100644 index 8f59f86b..00000000 --- a/example_us.ipynb +++ /dev/null @@ -1,85 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Example: US simulation with synthetic data\n\n", - "This example uses the built-in synthetic US dataset and a simple, offline calculation to illustrate the workflow." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from policyengine.models import Simulation, Dataset, Policy, Dynamics\n", - "from policyengine.countries.us.datasets import create_us_synthetic\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "from policyengine.models import ParameterValue\n", - "from policyengine.models import Policy as _PolicyModel\n", - "_PolicyModel.model_rebuild()\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "dataset = create_us_synthetic(year=2024)\n", - "policy = Policy(name='current law')\n", - "dynamics = Dynamics(name='static')\n", - "sim = Simulation(dataset=dataset, policy=policy, dynamics=dynamics, country='us')\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Emulate a run by computing a simple income tax and carrying weights for the synthetic data." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "out = sim.dataset.data.copy()\n", - "tu = out.tables['tax_unit']\n", - "# Add minimal columns if missing for illustration\n", - "if 'market_income' not in tu.columns:\n", - " tu['market_income'] = pd.Series([50000, 75000, 30000, 120000, 15000])[:len(tu)]\n", - "if 'household_weight' not in tu.columns:\n", - " tu['household_weight'] = 1.0\n", - "tu['income_tax'] = tu['market_income'] * 0.1\n", - "tu['weight_value'] = tu['household_weight']\n", - "sim.result = Dataset(dataset_type='us', data=out)\n", - "sim.result.data.tables['tax_unit'].head()\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "name": "python", - "pygments_lexer": "ipython3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} \ No newline at end of file From 3232a1167506a752cbb41681e9b40371d4dbe4a6 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 3 Sep 2025 13:22:44 +0100 Subject: [PATCH 40/97] Add docs and synthetic data --- docs/01-quickstart-uk.ipynb | 197 ------------ docs/02-quickstart-us.ipynb | 162 ---------- docs/03-extending.ipynb | 8 +- docs/04-architecture.ipynb | 349 ++++++++++++++++++++++ docs/index.ipynb | 35 --- src/policyengine/countries/uk/datasets.py | 140 ++++++++- src/policyengine/countries/us/datasets.py | 183 ++++++++++-- 7 files changed, 643 insertions(+), 431 deletions(-) delete mode 100644 docs/01-quickstart-uk.ipynb delete mode 100644 docs/02-quickstart-us.ipynb create mode 100644 docs/04-architecture.ipynb delete mode 100644 docs/index.ipynb diff --git a/docs/01-quickstart-uk.ipynb b/docs/01-quickstart-uk.ipynb deleted file mode 100644 index 29fe4fbe..00000000 --- a/docs/01-quickstart-uk.ipynb +++ /dev/null @@ -1,197 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "a87ca58a", - "metadata": {}, - "source": [ - "# UK quickstart\n", - "\n", - "Run a UK-style simulation with a tiny, offline dataset. We create a dataset, define a parameter change, and compute simple fiscal outputs as a placeholder for an engine run." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "3bab0f62", - "metadata": {}, - "outputs": [], - "source": [ - "from datetime import datetime\n", - "import pandas as pd\n", - "from policyengine.models import Simulation, Dataset, Policy, Dynamics, Parameter, ParameterValue\n", - "from policyengine.models.single_year_dataset import SingleYearDataset\n" - ] - }, - { - "cell_type": "markdown", - "id": "89b6dede", - "metadata": {}, - "source": [ - "## Build a small dataset for one year" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "a3b00c17", - "metadata": {}, - "outputs": [], - "source": [ - "# Minimal entity tables\n", - "person = pd.DataFrame({\n", - " 'person_id':[1,2,3,4,5],\n", - " 'person_benunit_id':[10,10,20,20,30],\n", - " 'person_household_id':[100,100,200,200,300],\n", - "})\n", - "benunit = pd.DataFrame({'benunit_id':[10,20,30]})\n", - "household = pd.DataFrame({\n", - " 'household_id':[100,200,300],\n", - " 'market_income':[40_000, 60_000, 20_000],\n", - " 'household_weight':[1.0, 0.8, 1.2],\n", - "})\n", - "year = 2029\n", - "dataset = Dataset(\n", - " name='toy-uk',\n", - " data=SingleYearDataset(tables={'person':person,'benunit':benunit,'household':household}, year=year),\n", - " dataset_type='uk',\n", - ")\n" - ] - }, - { - "cell_type": "markdown", - "id": "399d381c", - "metadata": {}, - "source": [ - "## Define a simple reform" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "2724c271", - "metadata": {}, - "outputs": [], - "source": [ - "pa_param = Parameter(name='gov.hmrc.income_tax.allowances.personal_allowance.amount', data_type=float)\n", - "repeal_pa = ParameterValue(parameter=pa_param, model_version='1.0.0', start_date=datetime(2026,1,1), value=0.0)\n", - "policy = Policy(name='repeal personal allowance', parameter_values=[repeal_pa])\n", - "dynamics = Dynamics(name='static')\n" - ] - }, - { - "cell_type": "markdown", - "id": "3e291f7f", - "metadata": {}, - "source": [ - "## Emulate a run and preview results\n", - "\n", - "We set fiscal outputs directly to keep this offline. In a full run, these would come from the country engine." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "015bd468", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + "/var/folders/4b/b61z5j8n4x34kmv3zmtbqcgm0000gn/T/ipykernel_16239/3757811630.py:10: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", " df.groupby('decile').apply(\n", - "/var/folders/4b/b61z5j8n4x34kmv3zmtbqcgm0000gn/T/ipykernel_80269/3757811630.py:10: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", + "/var/folders/4b/b61z5j8n4x34kmv3zmtbqcgm0000gn/T/ipykernel_16239/3757811630.py:10: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", " df.groupby('decile').apply(\n" ] }, @@ -261,7 +261,7 @@ "9 10 8000.0" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } diff --git a/docs/04-architecture.ipynb b/docs/04-architecture.ipynb new file mode 100644 index 00000000..9ef350f5 --- /dev/null +++ b/docs/04-architecture.ipynb @@ -0,0 +1,349 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Architecture overview\n", + "\n", + "PolicyEngine.py provides a unified interface for running tax-benefit policy simulations across countries. The architecture centres on five core models that work together to define, run, and analyse policy scenarios." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Core model relationships\n", + "\n", + "The system follows this flow:\n", + "\n", + "1. **Dataset** wraps entity tables (people, households, etc.) for one year\n", + "2. **Policy** and **Dynamics** define parameter changes and modifications\n", + "3. **Simulation** combines these and runs country-specific calculations\n", + "4. **ReportElement** subclasses analyse results and return structured tables\n", + "5. **Report** collections group multiple analyses together\n", + "\n", + "Each model uses Pydantic for validation and type safety." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Core models imported successfully\n" + ] + } + ], + "source": [ + "# Import the models to show their structure\n", + "from policyengine.models import (\n", + " Dataset, Policy, Dynamics, Simulation, \n", + " Parameter, ParameterValue, ReportElement, Report\n", + ")\n", + "from policyengine.models.enums import DatasetType, OperationStatus\n", + "from datetime import datetime\n", + "\n", + "print(\"Core models imported successfully\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dataset model\n", + "\n", + "The `Dataset` model wraps a `SingleYearDataset` containing entity tables for one fiscal year. Each table represents different units of analysis (persons, households, benefit units, tax units, etc.) with proper foreign key relationships." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dataset fields:\n", + " name: str | None\n", + " source_dataset: typing.Optional[policyengine.models.dataset.Dataset]\n", + " version: str | None\n", + " data: typing.Any | None\n", + " dataset_type: \n" + ] + } + ], + "source": [ + "# Show Dataset structure\n", + "print(\"Dataset fields:\")\n", + "for field_name, field_info in Dataset.model_fields.items():\n", + " print(f\" {field_name}: {field_info.annotation}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Datasets come in two main types:\n", + "\n", + "- **National datasets**: Full population microdata (EFRS for UK, ECPS for US)\n", + "- **Synthetic datasets**: Small, representative samples for testing and examples\n", + "\n", + "The `SingleYearDataset` handles serialisation for efficient storage and provides table-level operations like copying." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Policy and parameter system\n", + "\n", + "Policy changes work through a two-level system:\n", + "\n", + "1. **Parameter** defines a specific policy lever (e.g., personal allowance rate)\n", + "2. **ParameterValue** sets that parameter's value for a time period\n", + "3. **Policy** collects parameter values and optional simulation modifiers\n", + "\n", + "This design supports both simple parameter changes and complex policy reforms." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Created policy: Increase personal allowance\n", + "Parameter values: 1\n" + ] + } + ], + "source": [ + "# Example parameter definition\n", + "pa_param = Parameter(\n", + " name='gov.hmrc.income_tax.allowances.personal_allowance.amount',\n", + " data_type=float,\n", + " label='Personal allowance',\n", + " description='Annual income tax personal allowance',\n", + " unit='GBP',\n", + " country='uk'\n", + ")\n", + "\n", + "# Parameter value for specific time period\n", + "pa_increase = ParameterValue(\n", + " parameter=pa_param,\n", + " model_version='1.0.0',\n", + " start_date=datetime(2025, 4, 6),\n", + " end_date=datetime(2026, 4, 5),\n", + " value=15000.0,\n", + " country='uk'\n", + ")\n", + "\n", + "policy = Policy(\n", + " name='Increase personal allowance',\n", + " description='Increase personal allowance to £15,000',\n", + " parameter_values=[pa_increase],\n", + " country='uk'\n", + ")\n", + "\n", + "print(f\"Created policy: {policy.name}\")\n", + "print(f\"Parameter values: {len(policy.parameter_values)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dynamics and time-varying changes\n", + "\n", + "The `Dynamics` model handles changes that evolve over time - things like benefit uprating, tax threshold adjustments, or economic assumptions. Like policies, dynamics can include both parameter changes and simulation modifiers." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Created dynamics: Static baseline\n" + ] + } + ], + "source": [ + "# Example dynamics setup\n", + "dynamics = Dynamics(\n", + " name='Static baseline',\n", + " description='No benefit uprating or economic growth',\n", + " country='uk'\n", + ")\n", + "\n", + "print(f\"Created dynamics: {dynamics.name}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Simulation execution\n", + "\n", + "The `Simulation` model ties everything together and provides the `run()` method that delegates to country-specific implementations. Each simulation tracks its status and timing." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Simulation fields:\n", + " dataset: \n", + " policy: \n", + " dynamics: \n", + " result: typing.Any | None\n", + " model_version: str | None\n", + " country: \n", + " status: \n", + " created_at: \n", + " completed_at: datetime.datetime | None\n", + "\n", + "Operation status options:\n", + " pending\n", + " running\n", + " completed\n", + " failed\n" + ] + } + ], + "source": [ + "# Show Simulation structure\n", + "print(\"Simulation fields:\")\n", + "for field_name, field_info in Simulation.model_fields.items():\n", + " print(f\" {field_name}: {field_info.annotation}\")\n", + "\n", + "# Show operation status options\n", + "print(\"\\nOperation status options:\")\n", + "for status in OperationStatus:\n", + " print(f\" {status.value}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Country-specific implementation\n", + "\n", + "Each country implements its own simulation runner that:\n", + "\n", + "1. Converts the generic dataset to country-specific format\n", + "2. Applies policy and dynamics parameter changes\n", + "3. Runs calculations using the country's PolicyEngine implementation\n", + "4. Stores results back in the generic format\n", + "\n", + "For the UK, this uses `policyengine_uk` with entity tables (person, benunit, household).\n", + "For the US, this uses `policyengine_us` with different entities (person, family, tax_unit, marital_unit, spm_unit, household)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Report and analysis system\n", + "\n", + "The reporting system provides a structured way to analyse simulation results:\n", + "\n", + "- **ReportElement**: Base class for individual analyses that return DataFrames\n", + "- **Report**: Collections of related report elements\n", + "- **Built-in elements**: Like `AggregateChangeReportElement` for comparing scenarios\n", + "\n", + "All analyses focus on returning structured tables that are easy to store, compare, and visualise." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ReportElement fields:\n", + " name: str | None\n", + " description: str | None\n", + " report: typing.Optional[ForwardRef('Report')]\n", + " status: \n", + " country: str | None\n", + "\n", + "Report fields:\n", + " name: \n", + " description: str | None\n", + " elements: list[policyengine.models.reports.ReportElement]\n", + " country: str | None\n" + ] + } + ], + "source": [ + "# Show ReportElement structure\n", + "print(\"ReportElement fields:\")\n", + "for field_name, field_info in ReportElement.model_fields.items():\n", + " print(f\" {field_name}: {field_info.annotation}\")\n", + "\n", + "print(\"\\nReport fields:\")\n", + "for field_name, field_info in Report.model_fields.items():\n", + " print(f\" {field_name}: {field_info.annotation}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Key design principles\n", + "\n", + "The architecture follows several important principles:\n", + "\n", + "1. **Country agnostic**: Core models work across different tax-benefit systems\n", + "2. **Table-first analysis**: All outputs are structured DataFrames for easy storage\n", + "3. **Composable**: Policies, dynamics, and reports can be mixed and matched\n", + "4. **Type-safe**: Pydantic models provide validation and IDE support\n", + "5. **Extensible**: Custom report elements and simulation modifiers support complex analyses\n", + "\n", + "This design makes it straightforward to run comparable policy analyses across countries while maintaining the flexibility to handle country-specific requirements." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "policyengine", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/index.ipynb b/docs/index.ipynb deleted file mode 100644 index d3cf1030..00000000 --- a/docs/index.ipynb +++ /dev/null @@ -1,35 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# PolicyEngine.py overview\n", - "\n", - "- [Datasets](00-datasets)\n", - "Build and run policy simulations, then produce table-first analyses you can store easily.\n", - "\n", - "This book focuses on real examples: start with quickstarts for the UK and US, then learn how the base models relate and how to extend policies, dynamics, and report elements.\n", - "\n", - "- [UK quickstart](01-quickstart-uk)\n", - "- [US quickstart](02-quickstart-us)\n", - "- [Extending: policies, dynamics, and reports](03-extending)\n", - "\n", - "All pages are notebooks and execute without errors.\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "name": "python", - "pygments_lexer": "ipython3" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} \ No newline at end of file diff --git a/src/policyengine/countries/uk/datasets.py b/src/policyengine/countries/uk/datasets.py index ba4d0e84..d77e3814 100644 --- a/src/policyengine/countries/uk/datasets.py +++ b/src/policyengine/countries/uk/datasets.py @@ -28,25 +28,143 @@ def create_efrs(year: int = 2029) -> Dataset: def create_uk_synthetic(year: int = 2029) -> Dataset: - """Create a small synthetic UK dataset with minimal structure. + """Create a synthetic UK dataset with realistic structure for demonstrations. - Tables: person, benunit, household; includes required ID columns. + Creates households with diverse characteristics to demonstrate policy impacts. """ - # IDs + # Create 10 diverse households with different compositions + household_ids = [100, 101, 102, 103, 104, 105, 106, 107, 108, 109] + benunit_ids = [10, 11, 12, 13, 14, 15, 16, 17, 18, 19] + + # Person data: various ages, employment, and benefit situations person = pd.DataFrame( { - "person_id": [1, 2, 3, 4, 5], - "person_benunit_id": [10, 10, 20, 20, 30], - "person_household_id": [100, 100, 200, 200, 300], + "person_id": list(range(1, 25)), + "person_benunit_id": [ + 10, 10, 10, 10, # Family with 2 children + 11, 11, # Working couple + 12, # Single pensioner + 13, 13, 13, # Single parent with 2 children + 14, 14, # Disabled couple + 15, # High earner + 16, 16, # Low income couple + 17, 17, 17, 17, # Large family + 18, # Young professional + 19, 19, 19, 19, # Middle income family (added 1 more person) + ], + "person_household_id": [ + 100, 100, 100, 100, # Family household + 101, 101, # Working couple household + 102, # Single pensioner + 103, 103, 103, # Single parent household + 104, 104, # Disabled couple + 105, # High earner + 106, 106, # Low income couple + 107, 107, 107, 107, # Large family + 108, # Young professional + 109, 109, 109, 109, # Middle income family (added 1 more person) + ], + "age": [35, 33, 8, 5, 42, 40, 68, 38, 12, 9, 45, 43, 52, 28, 25, + 40, 38, 14, 10, 6, 30, 44, 42, 7], + "employment_income": [ + 25000, 20000, 0, 0, # Parents working, children none + 45000, 38000, # Both working + 0, # Pensioner + 18000, 0, 0, # Single parent working + 0, 0, # Disabled + 120000, # High earner + 12000, 8000, # Low income + 32000, 28000, 0, 0, # Parents working + 35000, # Young professional + 40000, 30000, 0, 0, # Middle income (added child with 0 income) + ], + "pension_income": [ + 0, 0, 0, 0, + 0, 0, + 15000, # Pensioner + 0, 0, 0, + 0, 0, + 0, + 0, 0, + 0, 0, 0, 0, + 0, + 0, 0, 0, 0, # Added one more 0 + ], + "self_employment_income": [ + 0, 5000, 0, 0, # One parent has some self-employment + 0, 0, + 0, + 3000, 0, 0, # Single parent has some self-employment + 0, 0, + 0, + 0, 0, + 8000, 0, 0, 0, # One parent self-employed + 0, + 0, 0, 0, 0, # Added one more 0 + ], + "is_disabled": [ + False, False, False, False, + False, False, + False, + False, False, False, + True, True, # Disabled couple + False, + False, False, + False, False, True, False, # One disabled child + False, + False, False, False, False, # Added one more False + ], + "dla_m_reported": [ # Disability living allowance mobility + 0, 0, 0, 0, + 0, 0, + 0, + 0, 0, 0, + 400, 400, # Disabled couple + 0, + 0, 0, + 0, 0, 300, 0, # Disabled child + 0, + 0, 0, 0, 0, # Added one more 0 + ], + "dla_sc_reported": [ # Disability living allowance self-care + 0, 0, 0, 0, + 0, 0, + 0, + 0, 0, 0, + 600, 600, # Disabled couple + 0, + 0, 0, + 0, 0, 450, 0, # Disabled child + 0, + 0, 0, 0, 0, # Added one more 0 + ], } ) - benunit = pd.DataFrame({"benunit_id": [10, 20, 30]}) + + benunit = pd.DataFrame( + { + "benunit_id": benunit_ids, + "would_claim_uc": [True] * 10, # All would claim if eligible + "would_claim_pc": [False, False, True, True, True, False, True, True, False, False], + "would_claim_child_benefit": [True, False, False, True, False, False, False, True, False, True], + } + ) + household = pd.DataFrame( { - "household_id": [100, 200, 300], - # Simple weight or income columns for examples - "household_weight": [1.0, 0.8, 1.2], - "market_income": [40_000, 60_000, 20_000], + "household_id": household_ids, + "council_tax": [1400, 1600, 1200, 1300, 1400, 2500, 1100, 1500, 1200, 1700], + "rent": [800, 1200, 600, 750, 900, 0, 500, 950, 900, 0], # Some own homes (rent=0) + "household_weight": [1.0] * 10, # Equal weights for simplicity + "region": [ + "LONDON", "SOUTH_EAST", "NORTH_WEST", "SCOTLAND", "WALES", + "LONDON", "NORTH_EAST", "EAST_MIDLANDS", "SOUTH_WEST", "WEST_MIDLANDS" + ], + "tenure_type": [ + "RENT_PRIVATELY", "RENT_PRIVATELY", "RENT_FROM_LA", + "RENT_FROM_HA", "RENT_PRIVATELY", "OWNED_OUTRIGHT", + "RENT_FROM_LA", "RENT_PRIVATELY", "RENT_PRIVATELY", "OWNED_WITH_MORTGAGE" + ], } ) diff --git a/src/policyengine/countries/us/datasets.py b/src/policyengine/countries/us/datasets.py index bfc49c7a..f89f666c 100644 --- a/src/policyengine/countries/us/datasets.py +++ b/src/policyengine/countries/us/datasets.py @@ -32,30 +32,169 @@ def create_ecps(year=2024) -> Dataset: def create_us_synthetic(year: int = 2024) -> Dataset: - """Create a small synthetic US dataset with required structure. + """Create a synthetic US dataset with realistic structure for demonstrations. - Tables: person, marital_unit, tax_unit, family, spm_unit, household. - Includes required ID columns with consistent foreign keys. + Creates diverse households to demonstrate tax and benefit policy impacts. """ - # Core entity IDs - household = pd.DataFrame({"household_id": [100, 200, 300]}) - family = pd.DataFrame({"family_id": [1001, 2001, 3001]}) - marital_unit = pd.DataFrame({"marital_unit_id": [1101, 2201, 3301]}) - tax_unit = pd.DataFrame({"tax_unit_id": [1201, 2202, 3303]}) - spm_unit = pd.DataFrame({"spm_unit_id": [1301, 2302, 3304]}) - - # Person links to each entity via person_{entity}_id - person = pd.DataFrame( - { - "person_id": [1, 2, 3, 4, 5], - "person_household_id": [100, 100, 200, 200, 300], - "person_family_id": [1001, 1001, 2001, 2001, 3001], - "person_marital_unit_id": [1101, 1101, 2201, 2201, 3301], - "person_tax_unit_id": [1201, 1201, 2202, 2202, 3303], - "person_spm_unit_id": [1301, 1301, 2302, 2302, 3304], - } - ) - + # Create diverse household compositions + household = pd.DataFrame({ + "household_id": [100, 101, 102, 103, 104, 105, 106, 107, 108, 109], + "state_fips": [6, 36, 48, 12, 17, 42, 4, 53, 25, 13], # CA, NY, TX, FL, IL, PA, AZ, WA, MA, GA + "household_weight": [1.0] * 10, + "tenure_type": ["OWNER", "RENTER", "OWNER", "RENTER", "OWNER", + "RENTER", "OWNER", "RENTER", "OWNER", "RENTER"], + }) + + # SPM units (supplemental poverty measure units) + spm_unit = pd.DataFrame({ + "spm_unit_id": [1301, 1302, 1303, 1304, 1305, 1306, 1307, 1308, 1309, 1310], + "snap_reported": [0, 0, 400, 600, 800, 0, 300, 0, 0, 200], # SNAP benefits + "housing_assistance": [0, 0, 500, 800, 1000, 0, 400, 0, 0, 300], + "spm_unit_pre_subsidy_childcare_expenses": [0, 8000, 0, 6000, 0, 0, 5000, 10000, 0, 4000], + }) + + # Families + family = pd.DataFrame({ + "family_id": [1001, 1002, 1003, 1004, 1005, 1006, 1007, 1008, 1009, 1010] + }) + + # Tax units (can have multiple per household) + tax_unit = pd.DataFrame({ + "tax_unit_id": list(range(1201, 1213)), # 12 tax units across 10 households + "takes_up_eitc": [True] * 12, + "takes_up_dc_ptc": [True] * 12, + "cdcc_relevant_expenses": [0, 3000, 0, 2500, 0, 0, 4000, 5000, 0, 2000, 0, 0], + }) + + # Marital units + marital_unit = pd.DataFrame({ + "marital_unit_id": list(range(1101, 1118)) # 17 marital units + }) + + # Person data with diverse characteristics + person = pd.DataFrame({ + "person_id": list(range(1, 31)), # 30 people + "person_household_id": [ + 100, 100, 100, 100, # Family with 2 children + 101, 101, # Working couple + 102, # Single elderly + 103, 103, 103, # Single parent with 2 kids + 104, 104, 104, 104, # Low income family + 105, # High earner + 106, 106, # Disabled couple + 107, 107, 107, 107, 107, # Large family + 108, 108, # DINK (dual income no kids) + 109, 109, 109, # Middle income family + 101, 103, 104, # Additional people in some households (3 people to make 30 total) + ], + "person_spm_unit_id": [ + 1301, 1301, 1301, 1301, + 1302, 1302, + 1303, + 1304, 1304, 1304, + 1305, 1305, 1305, 1305, + 1306, + 1307, 1307, + 1308, 1308, 1308, 1308, 1308, + 1309, 1309, + 1310, 1310, 1310, + 1302, 1304, 1305, + ], + "person_family_id": [ + 1001, 1001, 1001, 1001, + 1002, 1002, + 1003, + 1004, 1004, 1004, + 1005, 1005, 1005, 1005, + 1006, + 1007, 1007, + 1008, 1008, 1008, 1008, 1008, + 1009, 1009, + 1010, 1010, 1010, + 1002, 1004, 1005, + ], + "person_tax_unit_id": [ + 1201, 1201, 1201, 1201, + 1202, 1202, + 1203, + 1204, 1204, 1204, + 1205, 1205, 1205, 1205, + 1206, + 1207, 1207, + 1208, 1208, 1209, 1209, 1209, # Large family has 2 tax units + 1210, 1210, + 1211, 1211, 1211, + 1202, 1204, 1205, + ], + "person_marital_unit_id": [ + 1101, 1101, 1102, 1103, + 1104, 1104, + 1105, + 1106, 1107, 1108, + 1109, 1109, 1110, 1111, + 1112, + 1113, 1113, + 1114, 1114, 1115, 1116, 1117, + 1104, 1104, + 1109, 1109, 1110, + 1104, 1106, 1109, + ], + "age": [35, 33, 8, 5, 42, 40, 68, 38, 12, 9, 32, 30, 4, 2, + 55, 45, 43, 41, 39, 14, 10, 7, 35, 34, 44, 42, 6, 16, 10, 1], + "employment_income": [ + 30000, 25000, 0, 0, # Parents working + 55000, 48000, # High earners + 0, # Retired + 22000, 0, 0, # Single parent + 15000, 12000, 0, 0, # Low income + 150000, # Very high earner + 0, 0, # Disabled + 35000, 32000, 0, 0, 0, # Parents in large family + 70000, 65000, # DINK + 45000, 38000, 0, # Middle income + 0, 0, 0, # Additional dependents (3 people) + ], + "social_security": [ + 0, 0, 0, 0, + 0, 0, + 18000, # Elderly SS + 0, 0, 0, + 0, 0, 0, 0, + 0, + 12000, 11000, # Disabled SS + 0, 0, 0, 0, 0, + 0, 0, + 0, 0, 0, + 0, 0, 0, # 3 additional people + ], + "self_employment_income": [ + 0, 8000, 0, 0, # One parent self-employed + 0, 0, + 0, + 5000, 0, 0, # Single parent self-employed + 0, 0, 0, 0, + 0, + 0, 0, + 10000, 0, 0, 0, 0, # One parent self-employed + 0, 0, + 0, 6000, 0, # One parent self-employed + 0, 0, 0, # 3 additional people + ], + "is_disabled": [ + False, False, False, False, + False, False, + False, + False, False, False, + False, False, False, False, + False, + True, True, # Disabled couple + False, False, True, False, False, # One disabled child + False, False, + False, False, False, + False, False, False, # 3 additional people + ], + }) + data = SingleYearDataset( tables={ "person": person, From 075eefc0dcb56e794b5b4198cafde78fc806522b Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 3 Sep 2025 13:42:55 +0100 Subject: [PATCH 41/97] Add database models back! --- pyproject.toml | 1 + src/policyengine/database.py | 564 ++++++++++++++++++++++++++ src/policyengine/models/__init__.py | 16 + src/policyengine/tables/__init__.py | 32 ++ src/policyengine/tables/dataset.py | 20 + src/policyengine/tables/dynamics.py | 20 + src/policyengine/tables/parameter.py | 45 ++ src/policyengine/tables/policy.py | 16 + src/policyengine/tables/reports.py | 31 ++ src/policyengine/tables/simulation.py | 32 ++ src/policyengine/tables/user.py | 63 +++ src/policyengine/tables/variable.py | 22 + 12 files changed, 862 insertions(+) create mode 100644 src/policyengine/database.py create mode 100644 src/policyengine/tables/__init__.py create mode 100644 src/policyengine/tables/dataset.py create mode 100644 src/policyengine/tables/dynamics.py create mode 100644 src/policyengine/tables/parameter.py create mode 100644 src/policyengine/tables/policy.py create mode 100644 src/policyengine/tables/reports.py create mode 100644 src/policyengine/tables/simulation.py create mode 100644 src/policyengine/tables/user.py create mode 100644 src/policyengine/tables/variable.py diff --git a/pyproject.toml b/pyproject.toml index 7b37dc61..4814d0c5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -17,6 +17,7 @@ dependencies = [ "policyengine-uk", "policyengine-us>=1.213.1", "sqlalchemy>=2.0.0", + "sqlmodel>=0.0.21", "alembic>=1.13.0", "psycopg2-binary>=2.9.0", "pymysql>=1.1.0", diff --git a/src/policyengine/database.py b/src/policyengine/database.py new file mode 100644 index 00000000..bd6627ad --- /dev/null +++ b/src/policyengine/database.py @@ -0,0 +1,564 @@ +from __future__ import annotations + +from contextlib import contextmanager +from datetime import datetime +from typing import Any, Dict, Generator, Iterable, Optional, Tuple, Type, TypeVar, Union + +from sqlmodel import SQLModel, Session, create_engine, select + +# Base models +from policyengine.models.user import ( + User, + UserPolicy, + UserSimulation, + UserReport, + UserReportElement, +) +from policyengine.models.policy import Policy +from policyengine.models.dynamics import Dynamics +from policyengine.models.parameter import Parameter, ParameterValue +from policyengine.models.dataset import Dataset +from policyengine.models.single_year_dataset import SingleYearDataset +from policyengine.models.simulation import Simulation +from policyengine.models.reports import Report, ReportElement +from policyengine.models.variable import Variable +from policyengine.models.enums import DatasetType, OperationStatus + +# Table models +from policyengine.tables import ( + UserTable, + UserPolicyTable, + UserSimulationTable, + UserReportTable, + UserReportElementTable, + PolicyTable, + DynamicsTable, + ParameterTable, + ParameterValueTable, + DatasetTable, + SimulationTable, + ReportTable, + ReportElementTable, + VariableTable, +) + + +BM = TypeVar("BM") + + +class Database: + """Lightweight Database layer bridging BaseModels and SQLModel tables. + + - Creates and manages an engine + sessions + - Converts BaseModels to their SQLModel equivalents and persists them + - Rehydrates BaseModels from stored SQLModel rows + + This is intentionally pragmatic and minimal; it favors a simple mapping + over enforcing every possible constraint. Extend as needs grow. + """ + + def __init__(self, url: str = "sqlite:///policyengine.db", echo: bool = False): + self.engine = create_engine(url, echo=echo, future=True) + SQLModel.metadata.create_all(self.engine) + + # Mapping between BaseModel classes and SQLModel table classes + self._bm_to_table: Dict[type, type[SQLModel]] = { + User: UserTable, + UserPolicy: UserPolicyTable, + UserSimulation: UserSimulationTable, + UserReport: UserReportTable, + UserReportElement: UserReportElementTable, + Policy: PolicyTable, + Dynamics: DynamicsTable, + Parameter: ParameterTable, + ParameterValue: ParameterValueTable, + Dataset: DatasetTable, + Simulation: SimulationTable, + Report: ReportTable, + ReportElement: ReportElementTable, + Variable: VariableTable, + } + + self._table_to_bm: Dict[type[SQLModel], type] = { + v: k for k, v in self._bm_to_table.items() + } + + @contextmanager + def session(self) -> Generator[Session, None, None]: + with Session(self.engine) as s: + yield s + + # ------------------- Public API ------------------- + def add(self, obj: Any, *, cascade: bool = True) -> SQLModel: + """Persist a BaseModel by mapping it to its table model. + + Returns the created/updated table instance (with primary key). + """ + table_cls = self._resolve_table_class(obj) + with self.session() as s: + row = self._to_table(obj, s, cascade=cascade) + s.add(row) + s.commit() + s.refresh(row) + return row + + def add_all(self, objs: Iterable[Any], *, cascade: bool = True) -> list[SQLModel]: + results: list[SQLModel] = [] + with self.session() as s: + for obj in objs: + self._resolve_table_class(obj) # validate known type + row = self._to_table(obj, s, cascade=cascade) + s.add(row) + results.append(row) + s.commit() + for row in results: + s.refresh(row) + return results + + def get(self, model_cls: Type[BM], id: int, *, cascade: bool = False) -> BM | None: + """Load a BaseModel instance by primary key of its table.""" + table_cls = self._resolve_table_class(model_cls) + with self.session() as s: + row = s.get(table_cls, id) + if row is None: + return None + return self._to_model(row, s, cascade=cascade) + + def list(self, model_cls: Type[BM], *, limit: int | None = None) -> list[BM]: + """List BaseModel instances for a given class.""" + table_cls = self._resolve_table_class(model_cls) + with self.session() as s: + stmt = select(table_cls) + if limit is not None: + stmt = stmt.limit(limit) + rows = s.exec(stmt).all() + return [self._to_model(r, s, cascade=False) for r in rows] + + # ------------------- Mapping helpers ------------------- + def _resolve_table_class(self, obj_or_cls: Union[Any, type]) -> type[SQLModel]: + if isinstance(obj_or_cls, type): + if obj_or_cls in self._bm_to_table: + return self._bm_to_table[obj_or_cls] + if obj_or_cls in self._table_to_bm: + return obj_or_cls # already a table class + raise ValueError(f"No table mapping for class: {obj_or_cls}") + obj_type = type(obj_or_cls) + if obj_type in self._bm_to_table: + return self._bm_to_table[obj_type] + if obj_type in self._table_to_bm: + return obj_type + raise ValueError(f"No table mapping for instance of: {obj_type}") + + # Specific mappers. These keep relationships simple and optional. + def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: + # Users and links + if isinstance(obj, User): + return UserTable(id=obj.id, name=obj.name, email=obj.email) + + if isinstance(obj, UserPolicy): + # policy is required + policy_row = self._to_table(obj.policy, s, cascade=cascade) + if getattr(policy_row, "id", None) is None: + s.add(policy_row) + s.flush() + return UserPolicyTable( + user_id=obj.user.id, + policy_id=policy_row.id, # type: ignore[arg-type] + label=obj.label, + description=obj.description, + ) + + if isinstance(obj, UserSimulation): + sim_row = self._to_table(obj.simulation, s, cascade=cascade) + if getattr(sim_row, "id", None) is None: + s.add(sim_row) + s.flush() + return UserSimulationTable( + user_id=obj.user.id, + simulation_id=sim_row.id, # type: ignore[arg-type] + label=obj.label, + description=obj.description, + ) + + if isinstance(obj, UserReport): + report_row = self._to_table(obj.report, s, cascade=cascade) + if getattr(report_row, "id", None) is None: + s.add(report_row) + s.flush() + return UserReportTable( + user_id=obj.user.id, + report_id=report_row.id, # type: ignore[arg-type] + label=obj.label, + description=obj.description, + ) + + if isinstance(obj, UserReportElement): + el_row = self._to_table(obj.report_element, s, cascade=cascade) + if getattr(el_row, "id", None) is None: + s.add(el_row) + s.flush() + return UserReportElementTable( + user_id=obj.user.id, + report_element_id=el_row.id, # type: ignore[arg-type] + label=obj.label, + description=obj.description, + ) + + # Policy, Dynamics, Parameters + if isinstance(obj, Policy): + return PolicyTable(name=obj.name, description=obj.description, country=obj.country) + + if isinstance(obj, Dynamics): + parent_id = None + if obj.parent_dynamics is not None and cascade: + parent_row = self._to_table(obj.parent_dynamics, s, cascade=cascade) + s.add(parent_row) + s.flush() + parent_id = parent_row.id + return DynamicsTable( + name=obj.name, + parent_id=parent_id, + description=obj.description, + created_at=obj.created_at, + updated_at=obj.updated_at, + country=obj.country, + ) + + if isinstance(obj, Parameter): + parent_id = None + if obj.parent is not None and cascade: + parent_row = self._to_table(obj.parent, s, cascade=cascade) + s.add(parent_row) + s.flush() + parent_id = parent_row.id + data_type = obj.data_type.__name__ if isinstance(obj.data_type, type) else str(obj.data_type) + return ParameterTable( + name=obj.name, + parent_id=parent_id, + label=obj.label, + description=obj.description, + unit=obj.unit, + data_type=data_type, + country=obj.country, + ) + + if isinstance(obj, ParameterValue): + # Ensure dependent objects exist if cascading + policy_id = None + dynamics_id = None + parameter_id = None + if obj.policy is not None and cascade: + pol_row = self._to_table(obj.policy, s, cascade=cascade) + s.add(pol_row) + s.flush() + policy_id = pol_row.id + if obj.dynamics is not None and cascade: + dyn_row = self._to_table(obj.dynamics, s, cascade=cascade) + s.add(dyn_row) + s.flush() + dynamics_id = dyn_row.id + # parameter is required + par_row = self._to_table(obj.parameter, s, cascade=cascade) + s.add(par_row) + s.flush() + parameter_id = par_row.id + return ParameterValueTable( + policy_id=policy_id, + dynamics_id=dynamics_id, + parameter_id=parameter_id, # type: ignore[arg-type] + model_version=obj.model_version, + start_date=obj.start_date, + end_date=obj.end_date, + value=obj.value, + country=obj.country, + ) + + # Dataset + if isinstance(obj, Dataset): + source_id = None + if obj.source_dataset is not None and cascade: + src_row = self._to_table(obj.source_dataset, s, cascade=cascade) + s.add(src_row) + s.flush() + source_id = src_row.id + data_bytes = None + if isinstance(obj.data, SingleYearDataset): + data_bytes = obj.data.serialise() + elif isinstance(obj.data, (bytes, bytearray)): + data_bytes = bytes(obj.data) + return DatasetTable( + name=obj.name, + source_dataset_id=source_id, + version=obj.version, + data_bytes=data_bytes, + dataset_type=obj.dataset_type, + ) + + # Simulation + if isinstance(obj, Simulation): + dataset_id = policy_id = dynamics_id = result_dataset_id = None + if obj.dataset is not None and cascade: + ds_row = self._to_table(obj.dataset, s, cascade=cascade) + s.add(ds_row) + s.flush() + dataset_id = ds_row.id + if obj.policy is not None and cascade: + po_row = self._to_table(obj.policy, s, cascade=cascade) + s.add(po_row) + s.flush() + policy_id = po_row.id + if obj.dynamics is not None and cascade: + dy_row = self._to_table(obj.dynamics, s, cascade=cascade) + s.add(dy_row) + s.flush() + dynamics_id = dy_row.id + if isinstance(obj.result, Dataset) and cascade: + rs_row = self._to_table(obj.result, s, cascade=cascade) + s.add(rs_row) + s.flush() + result_dataset_id = rs_row.id + return SimulationTable( + dataset_id=dataset_id, + policy_id=policy_id, + dynamics_id=dynamics_id, + result_dataset_id=result_dataset_id, + model_version=obj.model_version, + country=obj.country, + status=obj.status, + created_at=obj.created_at, + completed_at=obj.completed_at, + ) + + # Reports + if isinstance(obj, Report): + return ReportTable(name=obj.name, description=obj.description, country=obj.country) + + if isinstance(obj, ReportElement): + report_id = None + if obj.report is not None and cascade: + rep_row = self._to_table(obj.report, s, cascade=cascade) + s.add(rep_row) + s.flush() + report_id = rep_row.id + return ReportElementTable( + name=obj.name, + description=obj.description, + report_id=report_id, + status=obj.status, + country=obj.country, + ) + + # Variable + if isinstance(obj, Variable): + return VariableTable( + name=obj.name, + label=obj.label, + description=obj.description, + unit=obj.unit, + value_type=obj.value_type, + entity=obj.entity, + definition_period=obj.definition_period, + country=obj.country, + ) + + # Already a table object + if isinstance(obj, SQLModel): + return obj + + raise ValueError(f"Unsupported object type for to_table: {type(obj)}") + + def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: + # Users and links + if isinstance(row, UserTable): + return User(id=row.id or 0, name=row.name, email=row.email) + + if isinstance(row, UserPolicyTable): + user = self._to_model(s.get(UserTable, row.user_id), s, cascade=False) + policy = ( + self._to_model(s.get(PolicyTable, row.policy_id), s, cascade=False) + if row.policy_id is not None + else None + ) + return UserPolicy(user=user, policy=policy, label=row.label, description=row.description) + + if isinstance(row, UserSimulationTable): + user = self._to_model(s.get(UserTable, row.user_id), s, cascade=False) + sim = ( + self._to_model(s.get(SimulationTable, row.simulation_id), s, cascade=False) + if row.simulation_id is not None + else None + ) + return UserSimulation(user=user, simulation=sim, label=row.label, description=row.description) + + if isinstance(row, UserReportTable): + user = self._to_model(s.get(UserTable, row.user_id), s, cascade=False) + report = ( + self._to_model(s.get(ReportTable, row.report_id), s, cascade=False) + if row.report_id is not None + else None + ) + return UserReport(user=user, report=report, label=row.label, description=row.description) + + if isinstance(row, UserReportElementTable): + user = self._to_model(s.get(UserTable, row.user_id), s, cascade=False) + el = ( + self._to_model(s.get(ReportElementTable, row.report_element_id), s, cascade=False) + if row.report_element_id is not None + else None + ) + return UserReportElement(user=user, report_element=el, label=row.label, description=row.description) + + # Policy, Dynamics, Parameters + if isinstance(row, PolicyTable): + return Policy(name=row.name, description=row.description, country=row.country) + + if isinstance(row, DynamicsTable): + parent = ( + self._to_model(s.get(DynamicsTable, row.parent_id), s, cascade=False) + if (cascade and row.parent_id is not None) + else None + ) + return Dynamics( + name=row.name, + parent_dynamics=parent, + description=row.description, + created_at=row.created_at, + updated_at=row.updated_at, + country=row.country, + ) + + if isinstance(row, ParameterTable): + parent = ( + self._to_model(s.get(ParameterTable, row.parent_id), s, cascade=False) + if (cascade and row.parent_id is not None) + else None + ) + data_type_map = {"float": float, "int": int, "bool": bool, "string": str} + data_type = data_type_map.get(row.data_type, str) + return Parameter( + name=row.name, + parent=parent, + label=row.label, + description=row.description, + unit=row.unit, + data_type=data_type, + country=row.country, + ) + + if isinstance(row, ParameterValueTable): + policy = ( + self._to_model(s.get(PolicyTable, row.policy_id), s, cascade=False) + if (cascade and row.policy_id is not None) + else None + ) + dynamics = ( + self._to_model(s.get(DynamicsTable, row.dynamics_id), s, cascade=False) + if (cascade and row.dynamics_id is not None) + else None + ) + parameter = ( + self._to_model(s.get(ParameterTable, row.parameter_id), s, cascade=False) + if row.parameter_id is not None + else None + ) + return ParameterValue( + policy=policy, + dynamics=dynamics, + parameter=parameter, # type: ignore[arg-type] + model_version=row.model_version, + start_date=row.start_date, + end_date=row.end_date, + value=row.value, + country=row.country, + ) + + # Dataset + if isinstance(row, DatasetTable): + source = ( + self._to_model(s.get(DatasetTable, row.source_dataset_id), s, cascade=False) + if (cascade and row.source_dataset_id is not None) + else None + ) + data = ( + SingleYearDataset(serialised_bytes=row.data_bytes) + if row.data_bytes is not None + else None + ) + return Dataset( + name=row.name, + source_dataset=source, + version=row.version, + data=data, + dataset_type=row.dataset_type, + ) + + # Simulation + if isinstance(row, SimulationTable): + dataset = ( + self._to_model(s.get(DatasetTable, row.dataset_id), s, cascade=False) + if row.dataset_id is not None + else None + ) + policy = ( + self._to_model(s.get(PolicyTable, row.policy_id), s, cascade=False) + if row.policy_id is not None + else None + ) + dynamics = ( + self._to_model(s.get(DynamicsTable, row.dynamics_id), s, cascade=False) + if row.dynamics_id is not None + else None + ) + result = ( + self._to_model(s.get(DatasetTable, row.result_dataset_id), s, cascade=False) + if row.result_dataset_id is not None + else None + ) + return Simulation( + dataset=dataset, # type: ignore[arg-type] + policy=policy, # type: ignore[arg-type] + dynamics=dynamics, # type: ignore[arg-type] + result=result, # type: ignore[arg-type] + model_version=row.model_version, + country=row.country, + status=row.status, + created_at=row.created_at, + completed_at=row.completed_at, + ) + + # Reports + if isinstance(row, ReportTable): + # Elements are not auto-hydrated to avoid heavy joins + return Report(name=row.name, description=row.description, elements=[], country=row.country) + + if isinstance(row, ReportElementTable): + report = ( + self._to_model(s.get(ReportTable, row.report_id), s, cascade=False) + if (cascade and row.report_id is not None) + else None + ) + return ReportElement( + name=row.name, + description=row.description, + report=report, # type: ignore[arg-type] + status=row.status, + country=row.country, + ) + + # Variable + if isinstance(row, VariableTable): + return Variable( + name=row.name, + label=row.label, + description=row.description, + unit=row.unit, + value_type=row.value_type, + entity=row.entity, + definition_period=row.definition_period, + country=row.country, + ) + + # If already a BaseModel instance or unknown + if isinstance(row, SQLModel): + raise ValueError(f"No mapper for table row type: {type(row)}") + return row diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py index aeed9065..7ce52374 100644 --- a/src/policyengine/models/__init__.py +++ b/src/policyengine/models/__init__.py @@ -16,3 +16,19 @@ from .simulation import Simulation from .variable import Variable from .single_year_dataset import SingleYearDataset +from .user import User, UserPolicy, UserSimulation, UserReport, UserReportElement + +# Resolve forward references for Pydantic models that reference each other +try: + Policy.model_rebuild() + Dynamics.model_rebuild() + ParameterValue.model_rebuild() + Report.model_rebuild() + ReportElement.model_rebuild() + UserPolicy.model_rebuild() + UserSimulation.model_rebuild() + UserReport.model_rebuild() + UserReportElement.model_rebuild() +except Exception: + # In case of partial imports during docs or static analysis + pass diff --git a/src/policyengine/tables/__init__.py b/src/policyengine/tables/__init__.py new file mode 100644 index 00000000..ba0e0bc2 --- /dev/null +++ b/src/policyengine/tables/__init__.py @@ -0,0 +1,32 @@ +from .user import ( + UserTable, + UserPolicyTable, + UserSimulationTable, + UserReportTable, + UserReportElementTable, +) +from .policy import PolicyTable +from .dynamics import DynamicsTable +from .parameter import ParameterTable, ParameterValueTable +from .dataset import DatasetTable +from .variable import VariableTable +from .reports import ReportTable, ReportElementTable +from .simulation import SimulationTable + +__all__ = [ + "UserTable", + "UserPolicyTable", + "UserSimulationTable", + "UserReportTable", + "UserReportElementTable", + "PolicyTable", + "DynamicsTable", + "ParameterTable", + "ParameterValueTable", + "DatasetTable", + "VariableTable", + "ReportTable", + "ReportElementTable", + "SimulationTable", +] + diff --git a/src/policyengine/tables/dataset.py b/src/policyengine/tables/dataset.py new file mode 100644 index 00000000..dee73a37 --- /dev/null +++ b/src/policyengine/tables/dataset.py @@ -0,0 +1,20 @@ +from __future__ import annotations + +from typing import Optional + +from sqlalchemy import LargeBinary +from sqlmodel import SQLModel, Field + +from policyengine.models.enums import DatasetType + + +class DatasetTable(SQLModel, table=True): + __tablename__ = "datasets" + + id: Optional[int] = Field(default=None, primary_key=True) + name: str | None = None + source_dataset_id: int | None = Field(default=None, foreign_key="datasets.id") + version: str | None = None + # Serialized bytes for SingleYearDataset (or other binary payload) + data_bytes: bytes | None = Field(default=None, sa_type=LargeBinary) + dataset_type: DatasetType diff --git a/src/policyengine/tables/dynamics.py b/src/policyengine/tables/dynamics.py new file mode 100644 index 00000000..365b4bc2 --- /dev/null +++ b/src/policyengine/tables/dynamics.py @@ -0,0 +1,20 @@ +from __future__ import annotations + +from datetime import datetime +from typing import Optional + +from sqlmodel import SQLModel, Field + + +class DynamicsTable(SQLModel, table=True): + __tablename__ = "dynamics" + + id: Optional[int] = Field(default=None, primary_key=True) + name: str | None = None + parent_id: int | None = Field(default=None, foreign_key="dynamics.id") + description: str | None = None + created_at: datetime | None = None + updated_at: datetime | None = None + country: str | None = None + + # No ORM relationship wiring diff --git a/src/policyengine/tables/parameter.py b/src/policyengine/tables/parameter.py new file mode 100644 index 00000000..7c8440d5 --- /dev/null +++ b/src/policyengine/tables/parameter.py @@ -0,0 +1,45 @@ +from __future__ import annotations + +from datetime import datetime +from typing import Optional, Any + +from sqlalchemy import JSON +from sqlmodel import SQLModel, Field + + +class ParameterTable(SQLModel, table=True): + __tablename__ = "parameters" + + id: Optional[int] = Field(default=None, primary_key=True) + name: str + parent_id: int | None = Field(default=None, foreign_key="parameters.id") + label: str | None = None + description: str | None = None + unit: str | None = None + # Store the type name string (e.g. "float", "int") + data_type: str + country: str | None = None + + # No ORM relationship wiring + + +class ParameterValueTable(SQLModel, table=True): + __tablename__ = "parameter_values" + + id: Optional[int] = Field(default=None, primary_key=True) + + # Foreign keys + policy_id: int | None = Field(default=None, foreign_key="policies.id") + dynamics_id: int | None = Field(default=None, foreign_key="dynamics.id") + parameter_id: int = Field(foreign_key="parameters.id") + model_version: str + + # Time period for this change + start_date: datetime + end_date: datetime | None = None + + # The actual change + value: Any = Field(sa_type=JSON) + country: str | None = None + + # No ORM relationship wiring diff --git a/src/policyengine/tables/policy.py b/src/policyengine/tables/policy.py new file mode 100644 index 00000000..a82c2d87 --- /dev/null +++ b/src/policyengine/tables/policy.py @@ -0,0 +1,16 @@ +from __future__ import annotations + +from typing import Optional + +from sqlmodel import SQLModel, Field + + +class PolicyTable(SQLModel, table=True): + __tablename__ = "policies" + + id: Optional[int] = Field(default=None, primary_key=True) + name: str | None = None + description: str | None = None + country: str | None = None + + # No ORM relationships in this minimal layer diff --git a/src/policyengine/tables/reports.py b/src/policyengine/tables/reports.py new file mode 100644 index 00000000..97d1e935 --- /dev/null +++ b/src/policyengine/tables/reports.py @@ -0,0 +1,31 @@ +from __future__ import annotations + +from typing import Optional + +from sqlmodel import SQLModel, Field + +from policyengine.models.enums import OperationStatus + + +class ReportTable(SQLModel, table=True): + __tablename__ = "reports" + + id: Optional[int] = Field(default=None, primary_key=True) + name: str + description: str | None = None + country: str | None = None + + # No ORM relationship wiring + + +class ReportElementTable(SQLModel, table=True): + __tablename__ = "report_elements" + + id: Optional[int] = Field(default=None, primary_key=True) + name: str | None = None + description: str | None = None + report_id: int | None = Field(default=None, foreign_key="reports.id") + status: OperationStatus = OperationStatus.PENDING + country: str | None = None + + # No ORM relationship wiring diff --git a/src/policyengine/tables/simulation.py b/src/policyengine/tables/simulation.py new file mode 100644 index 00000000..70b6dcca --- /dev/null +++ b/src/policyengine/tables/simulation.py @@ -0,0 +1,32 @@ +from __future__ import annotations + +from datetime import datetime +from typing import Optional, Any + +from sqlalchemy import JSON +from sqlmodel import SQLModel, Field, Relationship + +from policyengine.models.enums import OperationStatus + + +class SimulationTable(SQLModel, table=True): + __tablename__ = "simulations" + + id: Optional[int] = Field(default=None, primary_key=True) + + dataset_id: int | None = Field(default=None, foreign_key="datasets.id") + policy_id: int | None = Field(default=None, foreign_key="policies.id") + dynamics_id: int | None = Field(default=None, foreign_key="dynamics.id") + + # Store result dataset as a dataset row to keep consistency + result_dataset_id: int | None = Field( + default=None, foreign_key="datasets.id" + ) + model_version: str | None = None + country: str + + status: OperationStatus = OperationStatus.PENDING + created_at: datetime = datetime.now() + completed_at: datetime | None = None + + # Relationships omitted to avoid ambiguity (two FKs to datasets) diff --git a/src/policyengine/tables/user.py b/src/policyengine/tables/user.py new file mode 100644 index 00000000..35ee1cc5 --- /dev/null +++ b/src/policyengine/tables/user.py @@ -0,0 +1,63 @@ +from __future__ import annotations + +from typing import Optional + +from sqlmodel import SQLModel, Field + + +class UserTable(SQLModel, table=True): + __tablename__ = "users" + + id: Optional[int] = Field(default=None, primary_key=True) + name: str + email: str + + # Relationships omitted for simplicity in this layer + + +class UserPolicyTable(SQLModel, table=True): + __tablename__ = "user_policies" + + id: Optional[int] = Field(default=None, primary_key=True) + user_id: int = Field(foreign_key="users.id") + policy_id: int = Field(foreign_key="policies.id") + label: str | None = None + description: str | None = None + + # No ORM relationship wiring + + +class UserSimulationTable(SQLModel, table=True): + __tablename__ = "user_simulations" + + id: Optional[int] = Field(default=None, primary_key=True) + user_id: int = Field(foreign_key="users.id") + simulation_id: int = Field(foreign_key="simulations.id") + label: str | None = None + description: str | None = None + + # No ORM relationship wiring + + +class UserReportTable(SQLModel, table=True): + __tablename__ = "user_reports" + + id: Optional[int] = Field(default=None, primary_key=True) + user_id: int = Field(foreign_key="users.id") + report_id: int = Field(foreign_key="reports.id") + label: str | None = None + description: str | None = None + + # No ORM relationship wiring + + +class UserReportElementTable(SQLModel, table=True): + __tablename__ = "user_report_elements" + + id: Optional[int] = Field(default=None, primary_key=True) + user_id: int = Field(foreign_key="users.id") + report_element_id: int = Field(foreign_key="report_elements.id") + label: str | None = None + description: str | None = None + + # No ORM relationship wiring diff --git a/src/policyengine/tables/variable.py b/src/policyengine/tables/variable.py new file mode 100644 index 00000000..04a17cc6 --- /dev/null +++ b/src/policyengine/tables/variable.py @@ -0,0 +1,22 @@ +from __future__ import annotations + +from typing import Optional + +from sqlmodel import SQLModel, Field + + +class VariableTable(SQLModel, table=True): + __tablename__ = "variables" + + id: Optional[int] = Field(default=None, primary_key=True) + name: str + + # Variable metadata + label: str | None = None + description: str | None = None + unit: str | None = None + value_type: str + entity: str + definition_period: str | None = None + country: str | None = None + From b92c54463ab0f9b81447d10967b368f91861d3b6 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 3 Sep 2025 14:58:27 +0100 Subject: [PATCH 42/97] Add new tables --- src/policyengine/__init__.py | 7 +- src/policyengine/models/__init__.py | 14 +- src/policyengine/models/aggregate.py | 27 +++ src/policyengine/models/report_item.py | 50 ++++ src/policyengine/models/reports.py | 102 ++++---- src/policyengine/report_elements/__init__.py | 13 + .../report_elements/single_simulation.py | 106 ++++++++ .../two_simulation_comparison.py | 229 ++++++++++++++++++ 8 files changed, 504 insertions(+), 44 deletions(-) create mode 100644 src/policyengine/models/aggregate.py create mode 100644 src/policyengine/models/report_item.py create mode 100644 src/policyengine/report_elements/__init__.py create mode 100644 src/policyengine/report_elements/single_simulation.py create mode 100644 src/policyengine/report_elements/two_simulation_comparison.py diff --git a/src/policyengine/__init__.py b/src/policyengine/__init__.py index a30e9ee6..c7dbc5f7 100644 --- a/src/policyengine/__init__.py +++ b/src/policyengine/__init__.py @@ -8,7 +8,12 @@ Policy, Report, ReportElement, - AggregateChangeReportElement, Simulation, Variable, ) +from .report_elements import ( + AggregateReportElement, + ChangeByBaselineGroupReportElement, + WinnersLosersByQuantileReportElement, + VariableChangeByValueReportElement, +) diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py index 7ce52374..dfd0d3b7 100644 --- a/src/policyengine/models/__init__.py +++ b/src/policyengine/models/__init__.py @@ -12,7 +12,15 @@ from .enums import DatasetType, OperationStatus from .parameter import Parameter, ParameterValue from .policy import Policy -from .reports import Report, ReportElement, AggregateChangeReportElement +from .reports import ( + Report, + ReportElement, + Aggregate, + AggregateMetric, + ChangeByBaselineGroup, + VariableChangeGroupByQuantileGroup, + VariableChangeGroupByVariableValue, +) from .simulation import Simulation from .variable import Variable from .single_year_dataset import SingleYearDataset @@ -25,6 +33,10 @@ ParameterValue.model_rebuild() Report.model_rebuild() ReportElement.model_rebuild() + Aggregate.model_rebuild() + ChangeByBaselineGroup.model_rebuild() + VariableChangeGroupByQuantileGroup.model_rebuild() + VariableChangeGroupByVariableValue.model_rebuild() UserPolicy.model_rebuild() UserSimulation.model_rebuild() UserReport.model_rebuild() diff --git a/src/policyengine/models/aggregate.py b/src/policyengine/models/aggregate.py new file mode 100644 index 00000000..d0aaba2b --- /dev/null +++ b/src/policyengine/models/aggregate.py @@ -0,0 +1,27 @@ +from __future__ import annotations + +from enum import Enum + +from policyengine.models.report_item import ReportElementDataItem + + +class AggregateMetric(str, Enum): + MEAN = "mean" + MEDIAN = "median" + SUM = "sum" + + +class Aggregate(ReportElementDataItem): + """Reusable aggregate record for a simulation and variable.""" + + simulation: "Simulation" + time_period: int | str | None = None + variable: str + entity_level: str = "person" + filter_variable: str | None = None + filter_variable_value: object | None = None + filter_variable_min_value: float | None = None + filter_variable_max_value: float | None = None + metric: AggregateMetric + value: float + diff --git a/src/policyengine/models/report_item.py b/src/policyengine/models/report_item.py new file mode 100644 index 00000000..c359f903 --- /dev/null +++ b/src/policyengine/models/report_item.py @@ -0,0 +1,50 @@ +from __future__ import annotations + +from typing import Any, Iterable, List + +import pandas as pd +from pydantic import BaseModel +from policyengine.models.simulation import Simulation + + +class ReportElementDataItem(BaseModel): + """Base class for report element output records. + + Provides a generic helper to convert lists of records to DataFrames. + """ + + @classmethod + def to_dataframe(cls, records: Iterable["ReportElementDataItem"]) -> pd.DataFrame: + """Convert records to a DataFrame. + + Default rule: if a field is a Simulation, replace it with columns for + policy/dataset/dynamics names. For fields named `baseline_simulation` + or `reform_simulation`, prefix these columns with `baseline_`/`reform_`. + For a field named exactly `simulation`, use unprefixed `policy`, `dataset`, + and `dynamics`. + """ + rows = [] + for r in records: + row: dict[str, object] = {} + # iterate raw field values to preserve object types + for k in getattr(r, "model_fields").keys(): + v = getattr(r, k) + if isinstance(v, Simulation): + if k == "simulation": + prefix = "" + elif k.endswith("_simulation"): + prefix = k[: -len("_simulation")] + "_" + else: + prefix = k + "_" + row[prefix + "policy"] = getattr(getattr(v, "policy", None), "name", None) + row[prefix + "dataset"] = getattr(getattr(v, "dataset", None), "name", None) + row[prefix + "dynamics"] = getattr(getattr(v, "dynamics", None), "name", None) + else: + row[k] = v + rows.append(row) + return pd.DataFrame(rows) + + @property + def dataframe(self) -> pd.DataFrame: + """A single-row DataFrame representation of this record.""" + return pd.DataFrame([self.model_dump()]) diff --git a/src/policyengine/models/reports.py b/src/policyengine/models/reports.py index 904b0777..7abc9622 100644 --- a/src/policyengine/models/reports.py +++ b/src/policyengine/models/reports.py @@ -1,22 +1,27 @@ """Report models for PolicyEngine. -Includes `ReportElementDataItem`, `ReportElement`, and `Report` models. +Defines `ReportElement` base, `Report`, and tabular result models used by report elements. """ -from typing import Optional, List +from __future__ import annotations + +from typing import List, Optional, Any import pandas as pd from pydantic import BaseModel from .enums import OperationStatus -from microdf import MicroDataFrame from enum import Enum +from .report_item import ReportElementDataItem +from .aggregate import Aggregate, AggregateMetric class ReportElement(BaseModel): - """An element of a report. + """An element of a report composed in the web app. - May include tables, charts, and other visualizations. + Subclasses represent concrete charts/tables. They implement `run()` and + return a list of data records (BaseModels). Callers can convert that list + to a DataFrame using the record class' helper. """ name: str | None = None @@ -25,10 +30,9 @@ class ReportElement(BaseModel): status: OperationStatus = OperationStatus.PENDING country: str | None = None - def run(self) -> pd.DataFrame: + def run(self) -> list[BaseModel]: raise NotImplementedError( - "ReportElement run method must be implemented in " - "country-specific subclass." + "ReportElement run method must be implemented by subclasses." ) @@ -41,40 +45,54 @@ class Report(BaseModel): country: str | None = None -class AggregateType(str, Enum): - MEAN = "mean" - MEDIAN = "median" - SUM = "sum" +class ChangeByBaselineGroup(ReportElementDataItem): + """Change in a variable using grouping defined by a baseline simulation. + + Captures total, relative, and per-household change within a specific group + (e.g., baseline income decile). + """ + + baseline_simulation: "Simulation" + reform_simulation: "Simulation" + variable: str + group_variable: str # e.g., household_net_income_decile + group_value: int | str + entity_level: str = "household" + time_period: int | str | None = None + + total_change: float + relative_change: float + average_change_per_entity: float + +class VariableChangeGroupByQuantileGroup(ReportElementDataItem): + """Winners/losers share by quantile grouping based on baseline. + Computes percent and count of entities in a change bucket per quantile group. + """ -class Aggregate(BaseModel): - simulation: "Simulation" - type: AggregateType + baseline_simulation: "Simulation" + reform_simulation: "Simulation" variable: str - value: str - - -class AggregateChangeReportElement(ReportElement): - simulations: List["Simulation"] = [] - variables: List[str] = ["gov_balance"] - aggregate_type: AggregateType = AggregateType.MEAN - - def run(self) -> pd.DataFrame: - results = [] - for sim in self.simulations: - for variable in self.variables: - for table in sim.result.data.tables.values(): - table = MicroDataFrame(table, weights="weight_value") - if variable in table.columns: - results.append( - dict( - simulation=sim, - variable=variable, - value={ - "mean": table[variable].mean(), - "median": table[variable].median(), - "sum": table[variable].sum(), - }[self.aggregate_type], - ) - ) - return pd.DataFrame(results) + group_variable: str + quantile_group: int + quantile_group_count: int = 10 + change_lower_bound: float + change_upper_bound: float + change_bound_is_relative: bool = False + fixed_entity_count_per_quantile_group: str = "household" + percent_of_group_in_change_group: float + entities_in_group_in_change_group: float + +class VariableChangeGroupByVariableValue(ReportElementDataItem): + """Change-group shares by exact group variable value (not quantiles).""" + + baseline_simulation: "Simulation" + reform_simulation: "Simulation" + variable: str + group_variable: str + group_variable_value: Any + fixed_entity_count_per_quantile_group: str = "household" + percent_of_group_in_change_group: float + entities_in_group_in_change_group: float + + pass diff --git a/src/policyengine/report_elements/__init__.py b/src/policyengine/report_elements/__init__.py new file mode 100644 index 00000000..bd424a9b --- /dev/null +++ b/src/policyengine/report_elements/__init__.py @@ -0,0 +1,13 @@ +from .single_simulation import AggregateReportElement +from .two_simulation_comparison import ( + ChangeByBaselineGroupReportElement, + WinnersLosersByQuantileReportElement, + VariableChangeByValueReportElement, +) + +__all__ = [ + "AggregateReportElement", + "ChangeByBaselineGroupReportElement", + "WinnersLosersByQuantileReportElement", + "VariableChangeByValueReportElement", +] diff --git a/src/policyengine/report_elements/single_simulation.py b/src/policyengine/report_elements/single_simulation.py new file mode 100644 index 00000000..274c0e80 --- /dev/null +++ b/src/policyengine/report_elements/single_simulation.py @@ -0,0 +1,106 @@ +from __future__ import annotations + +from typing import Any, Iterable + +import numpy as np +import pandas as pd + +from microdf import MicroDataFrame + +from policyengine.models.aggregate import Aggregate, AggregateMetric +from policyengine.models.reports import ReportElement +from policyengine.models.simulation import Simulation +from policyengine.models.single_year_dataset import SingleYearDataset + + +class AggregateReportElement(ReportElement): + """Compute aggregates for a variable, optionally grouped by a filter variable. + + Returns a list of `Aggregate` records. Call `Aggregate.to_dataframe(records)` to + obtain a DataFrame for charting. + """ + + simulation: Simulation + variable: str + metric: AggregateMetric = AggregateMetric.MEAN + entity_level: str = "person" + filter_variable: str | None = None + + def run(self) -> list[Aggregate]: + sim = self.simulation + if not isinstance(sim.result, (dict, SingleYearDataset)) and ( + getattr(sim, "result", None) is None + ): + return [] + + data: SingleYearDataset | None = None + if isinstance(sim.result, dict): # not expected but defensive + return [] + else: + # Simulation.result is a Dataset with .data being SingleYearDataset + try: + data = sim.result.data # type: ignore[attr-defined] + except Exception: + # If result is None or not shaped as expected + return [] + if not isinstance(data, SingleYearDataset): + return [] + + # Pick target table + table = data.tables.get(self.entity_level) + if table is None: + # fallback: find first table containing variable + for tbl in data.tables.values(): + if self.variable in tbl.columns: + table = tbl + break + if table is None or self.variable not in table.columns: + return [] + + # Use MicroDataFrame for weighted operations + use_weights = "weight_value" in table.columns + + def compute_metric_from_df(df: pd.DataFrame) -> float: + mdf = MicroDataFrame(df, weights="weight_value") if use_weights else MicroDataFrame(df) + s = mdf[self.variable] + if self.metric == AggregateMetric.MEAN: + return float(s.mean()) + if self.metric == AggregateMetric.MEDIAN: + return float(s.median()) + if self.metric == AggregateMetric.SUM: + return float(s.sum()) + return float("nan") + + results: list[Aggregate] = [] + time_period = getattr(sim.dataset.data, "year", None) + if self.filter_variable and self.filter_variable in table.columns: + for val, grp in table.groupby(self.filter_variable): + value = compute_metric_from_df(grp) + results.append( + Aggregate( + simulation=sim, + time_period=time_period, + variable=self.variable, + entity_level=self.entity_level, + filter_variable=self.filter_variable, + filter_variable_value=val, + metric=self.metric, + value=value, + ) + ) + else: + value = compute_metric_from_df(table) + results.append( + Aggregate( + simulation=sim, + time_period=time_period, + variable=self.variable, + entity_level=self.entity_level, + filter_variable=None, + filter_variable_value=None, + metric=self.metric, + value=value, + ) + ) + + return results diff --git a/src/policyengine/report_elements/two_simulation_comparison.py b/src/policyengine/report_elements/two_simulation_comparison.py new file mode 100644 index 00000000..ea4efe03 --- /dev/null +++ b/src/policyengine/report_elements/two_simulation_comparison.py @@ -0,0 +1,229 @@ +from __future__ import annotations + +from typing import Any, List + +import numpy as np +import pandas as pd +from microdf import MicroDataFrame + +from policyengine.models.reports import ( + ChangeByBaselineGroup, + VariableChangeGroupByQuantileGroup, + VariableChangeGroupByVariableValue, + ReportElement, +) +from policyengine.models.simulation import Simulation +from policyengine.models.single_year_dataset import SingleYearDataset + + +def _get_table(sim: Simulation, entity_level: str) -> pd.DataFrame | None: + try: + data = sim.result.data # type: ignore[attr-defined] + except Exception: + return None + if not isinstance(data, SingleYearDataset): + return None + return data.tables.get(entity_level) + + +def _align_baseline_reform( + baseline: pd.DataFrame, + reform: pd.DataFrame, + entity_level: str, +) -> pd.DataFrame: + key = f"{entity_level}_id" + if key not in baseline.columns or key not in reform.columns: + # Fall back to index alignment if no ID column exists + baseline = baseline.copy() + reform = reform.copy() + baseline["__idx"] = range(len(baseline)) + reform["__idx"] = range(len(reform)) + key = "__idx" + merged = baseline.merge( + reform, + on=key, + how="inner", + suffixes=("_base", "_ref"), + copy=False, + ) + return merged + + +class ChangeByBaselineGroupReportElement(ReportElement): + """Compute change in a variable within a group defined on baseline results.""" + + baseline: Simulation + reform: Simulation + variable: str + group_variable: str + group_value: Any + entity_level: str = "household" + + def run(self) -> list[ChangeByBaselineGroup]: + base_tbl = _get_table(self.baseline, self.entity_level) + ref_tbl = _get_table(self.reform, self.entity_level) + if base_tbl is None or ref_tbl is None: + return [] + if ( + self.variable not in base_tbl.columns + or self.variable not in ref_tbl.columns + or self.group_variable not in base_tbl.columns + ): + return [] + + merged = _align_baseline_reform(base_tbl, ref_tbl, self.entity_level) + # weights from baseline + # Build MicroDataFrame with baseline weights if available + weights_col = "weight_value_base" if "weight_value_base" in merged.columns else None + merged["__delta__"] = merged[f"{self.variable}_ref"] - merged[f"{self.variable}_base"] + if self.group_variable in merged.columns: + sub = merged[merged[self.group_variable] == self.group_value] + else: + sub = merged + mdf = MicroDataFrame(sub, weights=weights_col) if weights_col else MicroDataFrame(sub) + total_change = float(mdf["__delta__"].sum()) + denom = float(mdf[f"{self.variable}_base"].sum()) + relative_change = float(total_change / denom) if denom != 0 else float("nan") + # Sum of weights via summing a column of ones + sub = sub.copy() + sub["__ones__"] = 1.0 + mdf2 = MicroDataFrame(sub, weights=weights_col) if weights_col else MicroDataFrame(sub) + weights_sum = float(mdf2["__ones__"].sum()) + avg_change = float(total_change / weights_sum) if weights_sum != 0 else float("nan") + + period = getattr(self.baseline.dataset.data, "year", None) + rec = ChangeByBaselineGroup( + baseline_simulation=self.baseline, + reform_simulation=self.reform, + variable=self.variable, + group_variable=self.group_variable, + group_value=self.group_value, + entity_level=self.entity_level, + time_period=period, + total_change=total_change, + relative_change=relative_change, + average_change_per_entity=avg_change, + ) + return [rec] + + +class WinnersLosersByQuantileReportElement(ReportElement): + """Percent and count in change buckets by quantile groups (baseline).""" + + baseline: Simulation + reform: Simulation + variable: str + group_variable: str # a precomputed quantile label variable, e.g. *_decile + quantile_group_count: int = 10 + change_lower_bound: float = -np.inf + change_upper_bound: float = 0.0 + change_bound_is_relative: bool = False + entity_level: str = "household" + + def run(self) -> list[VariableChangeGroupByQuantileGroup]: + base_tbl = _get_table(self.baseline, self.entity_level) + ref_tbl = _get_table(self.reform, self.entity_level) + if base_tbl is None or ref_tbl is None: + return [] + if ( + self.variable not in base_tbl.columns + or self.variable not in ref_tbl.columns + or self.group_variable not in base_tbl.columns + ): + return [] + + merged = _align_baseline_reform(base_tbl, ref_tbl, self.entity_level) + merged["__delta__"] = merged[f"{self.variable}_ref"] - merged[f"{self.variable}_base"] + if self.change_bound_is_relative: + base = merged[f"{self.variable}_base"].replace({0.0: np.nan}).abs() + merged["__delta__"] = merged["__delta__"] / base + + results: list[VariableChangeGroupByQuantileGroup] = [] + period = getattr(self.baseline.dataset.data, "year", None) + weights_col = "weight_value_base" if "weight_value_base" in merged.columns else None + for g, grp in merged.groupby(self.group_variable): + grp = grp.copy() + grp["__in_bucket__"] = ( + (grp["__delta__"] >= self.change_lower_bound) + & (grp["__delta__"] < self.change_upper_bound) + ).astype(int) + mdf = MicroDataFrame(grp, weights=weights_col) if weights_col else MicroDataFrame(grp) + percent = float(mdf["__in_bucket__"].mean()) + entities = float(mdf["__in_bucket__"].sum()) + + results.append( + VariableChangeGroupByQuantileGroup( + baseline_simulation=self.baseline, + reform_simulation=self.reform, + variable=self.variable, + group_variable=self.group_variable, + quantile_group=int(g) if isinstance(g, (int, np.integer)) else g, + quantile_group_count=self.quantile_group_count, + change_lower_bound=float(self.change_lower_bound), + change_upper_bound=float(self.change_upper_bound), + change_bound_is_relative=self.change_bound_is_relative, + fixed_entity_count_per_quantile_group=self.entity_level, + percent_of_group_in_change_group=percent, + entities_in_group_in_change_group=entities, + ) + ) + + return results + + +class VariableChangeByValueReportElement(ReportElement): + """Change group shares by exact group variable value.""" + + baseline: Simulation + reform: Simulation + variable: str + group_variable: str + change_lower_bound: float = -np.inf + change_upper_bound: float = 0.0 + change_bound_is_relative: bool = False + entity_level: str = "household" + + def run(self) -> list[VariableChangeGroupByVariableValue]: + base_tbl = _get_table(self.baseline, self.entity_level) + ref_tbl = _get_table(self.reform, self.entity_level) + if base_tbl is None or ref_tbl is None: + return [] + if ( + self.variable not in base_tbl.columns + or self.variable not in ref_tbl.columns + or self.group_variable not in base_tbl.columns + ): + return [] + + merged = _align_baseline_reform(base_tbl, ref_tbl, self.entity_level) + merged["__delta__"] = merged[f"{self.variable}_ref"] - merged[f"{self.variable}_base"] + if self.change_bound_is_relative: + base = merged[f"{self.variable}_base"].replace({0.0: np.nan}).abs() + merged["__delta__"] = merged["__delta__"] / base + + results: list[VariableChangeGroupByVariableValue] = [] + weights_col = "weight_value_base" if "weight_value_base" in merged.columns else None + for val, grp in merged.groupby(self.group_variable): + grp = grp.copy() + grp["__in_bucket__"] = ( + (grp["__delta__"] >= self.change_lower_bound) + & (grp["__delta__"] < self.change_upper_bound) + ).astype(int) + mdf = MicroDataFrame(grp, weights=weights_col) if weights_col else MicroDataFrame(grp) + percent = float(mdf["__in_bucket__"].mean()) + entities = float(mdf["__in_bucket__"].sum()) + + results.append( + VariableChangeGroupByVariableValue( + baseline_simulation=self.baseline, + reform_simulation=self.reform, + variable=self.variable, + group_variable=self.group_variable, + group_variable_value=val, + fixed_entity_count_per_quantile_group=self.entity_level, + percent_of_group_in_change_group=percent, + entities_in_group_in_change_group=entities, + ) + ) + + return results From 05b50a852d439825e70259c7986b06ae265f346f Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 3 Sep 2025 15:24:06 +0100 Subject: [PATCH 43/97] Re-add seeding --- src/policyengine/countries/uk/metadata.py | 5 ++ src/policyengine/countries/us/metadata.py | 5 ++ src/policyengine/models/parameter.py | 2 +- src/policyengine/models/simulation.py | 4 +- src/policyengine/models/variable.py | 2 +- src/policyengine/tables/variable.py | 2 +- src/policyengine/utils/metadata.py | 86 +++++++++++++++++++++++ src/policyengine/utils/version.py | 6 ++ 8 files changed, 108 insertions(+), 4 deletions(-) create mode 100644 src/policyengine/countries/uk/metadata.py create mode 100644 src/policyengine/countries/us/metadata.py create mode 100644 src/policyengine/utils/metadata.py create mode 100644 src/policyengine/utils/version.py diff --git a/src/policyengine/countries/uk/metadata.py b/src/policyengine/countries/uk/metadata.py new file mode 100644 index 00000000..f7094706 --- /dev/null +++ b/src/policyengine/countries/uk/metadata.py @@ -0,0 +1,5 @@ +from policyengine_uk.tax_benefit_system import system +from policyengine.utils.metadata import get_metadata + +def get_uk_metadata(): + return get_metadata(system, country="uk") diff --git a/src/policyengine/countries/us/metadata.py b/src/policyengine/countries/us/metadata.py new file mode 100644 index 00000000..4daf5088 --- /dev/null +++ b/src/policyengine/countries/us/metadata.py @@ -0,0 +1,5 @@ +from policyengine_us.system import system +from policyengine.utils.metadata import get_metadata + +def get_us_metadata(): + return get_metadata(system, country="us") diff --git a/src/policyengine/models/parameter.py b/src/policyengine/models/parameter.py index 6388e73a..c98fe674 100644 --- a/src/policyengine/models/parameter.py +++ b/src/policyengine/models/parameter.py @@ -25,7 +25,7 @@ class Parameter(BaseModel): label: str | None = None description: str | None = None unit: str | None = None - data_type: type # "float", "int", "bool", "string" + data_type: type | None # "float", "int", "bool", "string" country: str | None = None diff --git a/src/policyengine/models/simulation.py b/src/policyengine/models/simulation.py index 2e4003f0..7020a4b7 100644 --- a/src/policyengine/models/simulation.py +++ b/src/policyengine/models/simulation.py @@ -13,6 +13,7 @@ from .dynamics import Dynamics from .enums import OperationStatus from .policy import Policy +from policyengine.utils.version import get_model_version class Simulation(BaseModel): @@ -23,7 +24,7 @@ class Simulation(BaseModel): policy: Policy dynamics: Dynamics result: Any | None = None - model_version: str | None = None + model_version: str | None country: str # Processing metadata @@ -44,4 +45,5 @@ def run(self) -> Dataset: self.status = OperationStatus.COMPLETED self.completed_at = datetime.now() + self.model_version = get_model_version(self.country) return self.dataset diff --git a/src/policyengine/models/variable.py b/src/policyengine/models/variable.py index b0fe71d2..3a1973ef 100644 --- a/src/policyengine/models/variable.py +++ b/src/policyengine/models/variable.py @@ -15,7 +15,7 @@ class Variable(BaseModel): label: str | None = None description: str | None = None unit: str | None = None - value_type: str # "float", "int", "bool", "string", "enum" + data_type: type # "float", "int", "bool", "string", "enum" entity: str # "person", "household", "tax_unit", etc. definition_period: str | None = None # "year", "month", "eternity" country: str | None = None diff --git a/src/policyengine/tables/variable.py b/src/policyengine/tables/variable.py index 04a17cc6..7fb3604a 100644 --- a/src/policyengine/tables/variable.py +++ b/src/policyengine/tables/variable.py @@ -15,7 +15,7 @@ class VariableTable(SQLModel, table=True): label: str | None = None description: str | None = None unit: str | None = None - value_type: str + data_type: str entity: str definition_period: str | None = None country: str | None = None diff --git a/src/policyengine/utils/metadata.py b/src/policyengine/utils/metadata.py new file mode 100644 index 00000000..02c06d90 --- /dev/null +++ b/src/policyengine/utils/metadata.py @@ -0,0 +1,86 @@ +from policyengine_core.taxbenefitsystems import TaxBenefitSystem +from policyengine_core.parameters import Parameter as CoreParameter +from policyengine.models import Parameter, ParameterValue, Variable, Policy, Dynamics +import datetime +from policyengine.utils.version import get_model_version + + +def get_metadata(system: TaxBenefitSystem, country: str): + current_law = Policy(name="Current law") + static = Dynamics(name="Static") + parameters = [] + parameter_values = [] + version = get_model_version(country) + + for param in system.parameters.get_descendants(): + if isinstance(param, CoreParameter): + p = Parameter( + name=param.name, + label=param.metadata.get("label"), + description=param.description, + unit=param.metadata.get("unit"), + data_type=type(param(2029)), + country=country, + ) + + # Also add values + values_list = param.values_list[::-1] + for i in range(len(values_list)): # Moving forwards in time + if i == len(values_list) - 1: + end_date = None + else: + end_date = _safe_date(values_list[i + 1].instant_str) + p_value = ParameterValue( + policy=None, + parameter=p, + value=values_list[i].value, + start_date=_safe_date(values_list[i].instant_str), + end_date=end_date, + model_version=version, + country=country, + ) + parameter_values.append(p_value) + + else: # Parameter subfolder + p = Parameter( + name=param.name, + label=param.metadata.get("label"), + description=param.description, + unit=None, + data_type=None, + country=country, + ) + + # Now, variables + variables = [] + + for variable in system.variables.values(): + v = Variable( + name=variable.name, + label=variable.label, + description=variable.documentation, + unit=variable.unit, + data_type=variable.value_type, + country=country, + entity=variable.entity.key + ) + variables.append(v) + + return { + "current_law": current_law, + "static": static, + "parameters": parameters, + "parameter_values": parameter_values, + "variables": variables, + } + +def _safe_date(date_str: str | None) -> datetime.datetime | None: + # 0000-01-01 to early- move it to 0001-01-01 + if date_str == "0000-01-01": + date_str = "0001-01-01" + if date_str is None: + return None + try: + return datetime.datetime.strptime(date_str, "%Y-%m-%d") + except ValueError: + return None \ No newline at end of file diff --git a/src/policyengine/utils/version.py b/src/policyengine/utils/version.py new file mode 100644 index 00000000..de6ca1ef --- /dev/null +++ b/src/policyengine/utils/version.py @@ -0,0 +1,6 @@ +import pkg_resources + +def get_model_version(country: str): + # get package version of policyengine_{country} + package_name = f"policyengine_{country}" + return pkg_resources.get_distribution(package_name).version From f16493300c6bccf3cf30d503cea13a2d2a051ebf Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 3 Sep 2025 15:32:19 +0100 Subject: [PATCH 44/97] Improve deduplication and add seeding --- src/policyengine/database.py | 241 ++++++++++++++++++++++++++++++++++- 1 file changed, 238 insertions(+), 3 deletions(-) diff --git a/src/policyengine/database.py b/src/policyengine/database.py index bd6627ad..c150b842 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -5,6 +5,7 @@ from typing import Any, Dict, Generator, Iterable, Optional, Tuple, Type, TypeVar, Union from sqlmodel import SQLModel, Session, create_engine, select +from sqlalchemy import delete # Base models from policyengine.models.user import ( @@ -57,7 +58,12 @@ class Database: over enforcing every possible constraint. Extend as needs grow. """ - def __init__(self, url: str = "sqlite:///policyengine.db", echo: bool = False): + def __init__( + self, + url: str = "sqlite:///policyengine.db", + echo: bool = False, + seed_countries: Iterable[str] | None = None, + ): self.engine = create_engine(url, echo=echo, future=True) SQLModel.metadata.create_all(self.engine) @@ -83,6 +89,10 @@ def __init__(self, url: str = "sqlite:///policyengine.db", echo: bool = False): v: k for k, v in self._bm_to_table.items() } + # Optionally seed metadata on init + if seed_countries: + self.seed(seed_countries) + @contextmanager def session(self) -> Generator[Session, None, None]: with Session(self.engine) as s: @@ -97,6 +107,7 @@ def add(self, obj: Any, *, cascade: bool = True) -> SQLModel: table_cls = self._resolve_table_class(obj) with self.session() as s: row = self._to_table(obj, s, cascade=cascade) + row = self._upsert_row(obj, row, s) s.add(row) s.commit() s.refresh(row) @@ -105,9 +116,63 @@ def add(self, obj: Any, *, cascade: bool = True) -> SQLModel: def add_all(self, objs: Iterable[Any], *, cascade: bool = True) -> list[SQLModel]: results: list[SQLModel] = [] with self.session() as s: + # Pre-pass: for ParameterValue replacement semantics, delete existing + # rows for the same (parameter, model_version, policy, dynamics, country) + # to allow full replacement of a time-series for a given version. + from policyengine.models.parameter import ParameterValue as PVModel + from policyengine.tables import ParameterTable, ParameterValueTable, PolicyTable, DynamicsTable + + cleanup_keys: set[tuple[int, str, Optional[int], Optional[int], Optional[str]]] = set() + + for obj in objs: + if isinstance(obj, PVModel): + # Ensure parameter/policy/dynamics rows exist to resolve IDs + par_row = self._to_table(obj.parameter, s, cascade=cascade) + par_row = self._upsert_row(obj.parameter, par_row, s) # type: ignore[arg-type] + s.add(par_row) + s.flush() + policy_id = None + dynamics_id = None + if obj.policy is not None: + pol_row = self._to_table(obj.policy, s, cascade=cascade) + pol_row = self._upsert_row(obj.policy, pol_row, s) # type: ignore[arg-type] + s.add(pol_row) + s.flush() + policy_id = pol_row.id # type: ignore[assignment] + if obj.dynamics is not None: + dyn_row = self._to_table(obj.dynamics, s, cascade=cascade) + dyn_row = self._upsert_row(obj.dynamics, dyn_row, s) # type: ignore[arg-type] + s.add(dyn_row) + s.flush() + dynamics_id = dyn_row.id # type: ignore[assignment] + key = (par_row.id, obj.model_version, policy_id, dynamics_id, obj.country) # type: ignore[arg-type] + cleanup_keys.add(key) + + # Perform cleanup deletes per key + for (parameter_id, model_version, policy_id, dynamics_id, country) in cleanup_keys: + conds = [ + ParameterValueTable.parameter_id == parameter_id, + ParameterValueTable.model_version == model_version, + ParameterValueTable.country == country, + ] + conds.append( + ParameterValueTable.policy_id.is_(None) + if policy_id is None + else ParameterValueTable.policy_id == policy_id + ) + conds.append( + ParameterValueTable.dynamics_id.is_(None) + if dynamics_id is None + else ParameterValueTable.dynamics_id == dynamics_id + ) + stmt = delete(ParameterValueTable).where(*conds) + s.exec(stmt) + + # Now process all objects normally (upsert) for obj in objs: self._resolve_table_class(obj) # validate known type row = self._to_table(obj, s, cascade=cascade) + row = self._upsert_row(obj, row, s) s.add(row) results.append(row) s.commit() @@ -115,6 +180,47 @@ def add_all(self, objs: Iterable[Any], *, cascade: bool = True) -> list[SQLModel s.refresh(row) return results + # ------------------- Seeding ------------------- + def seed(self, countries: Iterable[str]) -> None: + """Seed database with metadata for selected countries. + + Accepts any subset of {"uk", "us"}. Uses country-specific metadata + helpers to load Variables, Parameters (via ParameterValues), and + default Policy/Dynamics and upserts them into the DB. + """ + for country in countries: + country = country.lower() + if country == "uk": + from policyengine.countries.uk.metadata import get_uk_metadata + + md = get_uk_metadata() + elif country == "us": + from policyengine.countries.us.metadata import get_us_metadata + + md = get_us_metadata() + else: + raise ValueError(f"Unknown country code for seeding: {country}") + + # Upsert policy and dynamics anchors + if md.get("current_law") is not None: + md["current_law"].country = country + self.add(md["current_law"]) + if md.get("static") is not None: + md["static"].country = country + self.add(md["static"]) + + # Variables + for v in md.get("variables", []) or []: + v.country = country + self.add(v) + + # Parameter values (cascades will create parameters) + for pv in md.get("parameter_values", []) or []: + pv.country = country + if pv.parameter is not None: + pv.parameter.country = country + self.add(pv) + def get(self, model_cls: Type[BM], id: int, *, cascade: bool = False) -> BM | None: """Load a BaseModel instance by primary key of its table.""" table_cls = self._resolve_table_class(model_cls) @@ -350,12 +456,13 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: # Variable if isinstance(obj, Variable): + data_type = obj.data_type.__name__ if isinstance(obj.data_type, type) else str(obj.data_type) return VariableTable( name=obj.name, label=obj.label, description=obj.description, unit=obj.unit, - value_type=obj.value_type, + data_type=data_type, entity=obj.entity, definition_period=obj.definition_period, country=obj.country, @@ -547,12 +654,14 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: # Variable if isinstance(row, VariableTable): + data_type_map = {"float": float, "int": int, "bool": bool, "string": str} + data_type = data_type_map.get(row.data_type, str) return Variable( name=row.name, label=row.label, description=row.description, unit=row.unit, - value_type=row.value_type, + data_type=data_type, entity=row.entity, definition_period=row.definition_period, country=row.country, @@ -562,3 +671,129 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: if isinstance(row, SQLModel): raise ValueError(f"No mapper for table row type: {type(row)}") return row + + # ------------------- Upsert helpers ------------------- + def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: + """Apply deduplication/upsert rules per model type. + + - Parameter: same name+country replaces + - Variable: same name+country replaces + - Policy: same name+country replaces + - Dynamics: same name+country replaces + - ParameterValue: same (parameter, model_version, start/end, policy, dynamics, country) replaces + - Report/ReportElement: same name+country replaces (best-effort) + """ + from policyengine.tables import ( + PolicyTable, + DynamicsTable, + ParameterTable, + ParameterValueTable, + VariableTable, + ReportTable, + ReportElementTable, + ) + + # Policy + if isinstance(new_row, PolicyTable): + stmt = select(PolicyTable).where( + PolicyTable.name == new_row.name, PolicyTable.country == new_row.country + ) + existing = s.exec(stmt).first() + if existing: + existing.description = new_row.description + existing.country = new_row.country + return existing + return new_row + + # Dynamics + if isinstance(new_row, DynamicsTable): + stmt = select(DynamicsTable).where( + DynamicsTable.name == new_row.name, DynamicsTable.country == new_row.country + ) + existing = s.exec(stmt).first() + if existing: + existing.parent_id = new_row.parent_id + existing.description = new_row.description + existing.created_at = new_row.created_at + existing.updated_at = new_row.updated_at + existing.country = new_row.country + return existing + return new_row + + # Parameter + if isinstance(new_row, ParameterTable): + stmt = select(ParameterTable).where( + ParameterTable.name == new_row.name, ParameterTable.country == new_row.country + ) + existing = s.exec(stmt).first() + if existing: + existing.parent_id = new_row.parent_id + existing.label = new_row.label + existing.description = new_row.description + existing.unit = new_row.unit + existing.data_type = new_row.data_type + existing.country = new_row.country + return existing + return new_row + + # ParameterValue + if isinstance(new_row, ParameterValueTable): + stmt = select(ParameterValueTable).where( + ParameterValueTable.parameter_id == new_row.parameter_id, + ParameterValueTable.model_version == new_row.model_version, + ParameterValueTable.start_date == new_row.start_date, + ParameterValueTable.end_date.is_(new_row.end_date) if new_row.end_date is None else ParameterValueTable.end_date == new_row.end_date, + ParameterValueTable.policy_id.is_(new_row.policy_id) if new_row.policy_id is None else ParameterValueTable.policy_id == new_row.policy_id, + ParameterValueTable.dynamics_id.is_(new_row.dynamics_id) if new_row.dynamics_id is None else ParameterValueTable.dynamics_id == new_row.dynamics_id, + ParameterValueTable.country == new_row.country, + ) + existing = s.exec(stmt).first() + if existing: + existing.value = new_row.value + return existing + return new_row + + # Variable + if isinstance(new_row, VariableTable): + stmt = select(VariableTable).where( + VariableTable.name == new_row.name, VariableTable.country == new_row.country + ) + existing = s.exec(stmt).first() + if existing: + existing.label = new_row.label + existing.description = new_row.description + existing.unit = new_row.unit + existing.data_type = new_row.data_type + existing.entity = new_row.entity + existing.definition_period = new_row.definition_period + existing.country = new_row.country + return existing + return new_row + + # Reports + if isinstance(new_row, ReportTable): + stmt = select(ReportTable).where( + ReportTable.name == new_row.name, ReportTable.country == new_row.country + ) + existing = s.exec(stmt).first() + if existing: + existing.description = new_row.description + existing.country = new_row.country + return existing + return new_row + + if isinstance(new_row, ReportElementTable): + stmt = select(ReportElementTable).where( + ReportElementTable.name == new_row.name, ReportElementTable.country == new_row.country + ) + existing = s.exec(stmt).first() + if existing: + existing.description = new_row.description + existing.report_id = new_row.report_id + existing.status = new_row.status + existing.country = new_row.country + return existing + return new_row + + # Default: no special upsert, insert as-is + return new_row From cdade804365d661ff1d62a87f19408f2202ea057 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 3 Sep 2025 15:56:59 +0100 Subject: [PATCH 45/97] ID improvement --- .gitignore | 2 +- src/policyengine/database.py | 148 +++++++++++++++++++++----- src/policyengine/models/simulation.py | 2 +- src/policyengine/models/user.py | 3 +- src/policyengine/tables/dataset.py | 5 +- src/policyengine/tables/dynamics.py | 5 +- src/policyengine/tables/parameter.py | 13 +-- src/policyengine/tables/policy.py | 3 +- src/policyengine/tables/reports.py | 7 +- src/policyengine/tables/simulation.py | 11 +- src/policyengine/tables/user.py | 27 ++--- src/policyengine/tables/variable.py | 4 +- src/policyengine/utils/metadata.py | 30 +++++- tests/test_database.py | 116 ++++++++++++++++++++ tests/test_report_elements.py | 75 +++++++++++++ tests/test_seed.py | 53 +++++++++ 16 files changed, 435 insertions(+), 69 deletions(-) create mode 100644 tests/test_database.py create mode 100644 tests/test_report_elements.py create mode 100644 tests/test_seed.py diff --git a/.gitignore b/.gitignore index d824a7c4..4d708339 100644 --- a/.gitignore +++ b/.gitignore @@ -3,5 +3,5 @@ **/*.egg-info _build/ simulations/ -test_* +test.* supabase/ diff --git a/src/policyengine/database.py b/src/policyengine/database.py index c150b842..bd122480 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -3,6 +3,7 @@ from contextlib import contextmanager from datetime import datetime from typing import Any, Dict, Generator, Iterable, Optional, Tuple, Type, TypeVar, Union +from uuid import UUID from sqlmodel import SQLModel, Session, create_engine, select from sqlalchemy import delete @@ -93,6 +94,16 @@ def __init__( if seed_countries: self.seed(seed_countries) + def reset(self) -> None: + """Drop and recreate all tables, clearing all data. + + Use with care. This removes all rows from every table by + dropping the schema and recreating it. + """ + # Ensure models are loaded so metadata is complete + SQLModel.metadata.drop_all(self.engine) + SQLModel.metadata.create_all(self.engine) + @contextmanager def session(self) -> Generator[Session, None, None]: with Session(self.engine) as s: @@ -113,7 +124,7 @@ def add(self, obj: Any, *, cascade: bool = True) -> SQLModel: s.refresh(row) return row - def add_all(self, objs: Iterable[Any], *, cascade: bool = True) -> list[SQLModel]: + def add_all(self, objs: Iterable[Any], *, cascade: bool = True, refresh: bool = True) -> list[SQLModel]: results: list[SQLModel] = [] with self.session() as s: # Pre-pass: for ParameterValue replacement semantics, delete existing @@ -123,29 +134,49 @@ def add_all(self, objs: Iterable[Any], *, cascade: bool = True) -> list[SQLModel from policyengine.tables import ParameterTable, ParameterValueTable, PolicyTable, DynamicsTable cleanup_keys: set[tuple[int, str, Optional[int], Optional[int], Optional[str]]] = set() + # Caches to avoid repeated upserts/flushes + param_cache: dict[tuple[str | None, str | None], int] = {} + policy_cache: dict[tuple[str | None, str | None], int] = {} + dynamics_cache: dict[tuple[str | None, str | None], int] = {} for obj in objs: if isinstance(obj, PVModel): # Ensure parameter/policy/dynamics rows exist to resolve IDs - par_row = self._to_table(obj.parameter, s, cascade=cascade) - par_row = self._upsert_row(obj.parameter, par_row, s) # type: ignore[arg-type] - s.add(par_row) - s.flush() + par_key = (obj.parameter.name, obj.parameter.country) + if par_key in param_cache: + par_id = param_cache[par_key] + else: + par_row = self._to_table(obj.parameter, s, cascade=cascade) + par_row = self._upsert_row(obj.parameter, par_row, s) # type: ignore[arg-type] + s.add(par_row) + s.flush() + par_id = par_row.id # type: ignore[assignment] + param_cache[par_key] = par_id policy_id = None dynamics_id = None if obj.policy is not None: - pol_row = self._to_table(obj.policy, s, cascade=cascade) - pol_row = self._upsert_row(obj.policy, pol_row, s) # type: ignore[arg-type] - s.add(pol_row) - s.flush() - policy_id = pol_row.id # type: ignore[assignment] + pol_key = (obj.policy.name, obj.policy.country) + if pol_key in policy_cache: + policy_id = policy_cache[pol_key] + else: + pol_row = self._to_table(obj.policy, s, cascade=cascade) + pol_row = self._upsert_row(obj.policy, pol_row, s) # type: ignore[arg-type] + s.add(pol_row) + s.flush() + policy_id = pol_row.id # type: ignore[assignment] + policy_cache[pol_key] = policy_id if obj.dynamics is not None: - dyn_row = self._to_table(obj.dynamics, s, cascade=cascade) - dyn_row = self._upsert_row(obj.dynamics, dyn_row, s) # type: ignore[arg-type] - s.add(dyn_row) - s.flush() - dynamics_id = dyn_row.id # type: ignore[assignment] - key = (par_row.id, obj.model_version, policy_id, dynamics_id, obj.country) # type: ignore[arg-type] + dyn_key = (obj.dynamics.name, obj.dynamics.country) + if dyn_key in dynamics_cache: + dynamics_id = dynamics_cache[dyn_key] + else: + dyn_row = self._to_table(obj.dynamics, s, cascade=cascade) + dyn_row = self._upsert_row(obj.dynamics, dyn_row, s) # type: ignore[arg-type] + s.add(dyn_row) + s.flush() + dynamics_id = dyn_row.id # type: ignore[assignment] + dynamics_cache[dyn_key] = dynamics_id + key = (par_id, obj.model_version, policy_id, dynamics_id, obj.country) # type: ignore[arg-type] cleanup_keys.add(key) # Perform cleanup deletes per key @@ -169,15 +200,23 @@ def add_all(self, objs: Iterable[Any], *, cascade: bool = True) -> list[SQLModel s.exec(stmt) # Now process all objects normally (upsert) + from policyengine.tables import ParameterValueTable as PVTable + for obj in objs: self._resolve_table_class(obj) # validate known type row = self._to_table(obj, s, cascade=cascade) - row = self._upsert_row(obj, row, s) - s.add(row) + # After cleanup above, ParameterValues for these keys have been removed; + # avoid a redundant upsert lookup and insert directly. + if isinstance(row, PVTable): + s.add(row) + else: + row = self._upsert_row(obj, row, s) + s.add(row) results.append(row) s.commit() - for row in results: - s.refresh(row) + if refresh: + for row in results: + s.refresh(row) return results # ------------------- Seeding ------------------- @@ -202,26 +241,35 @@ def seed(self, countries: Iterable[str]) -> None: raise ValueError(f"Unknown country code for seeding: {country}") # Upsert policy and dynamics anchors + anchor_objs = [] if md.get("current_law") is not None: md["current_law"].country = country - self.add(md["current_law"]) + anchor_objs.append(md["current_law"]) if md.get("static") is not None: md["static"].country = country - self.add(md["static"]) + anchor_objs.append(md["static"]) + if anchor_objs: + self.add_all(anchor_objs, refresh=False) # Variables + variables = [] for v in md.get("variables", []) or []: v.country = country - self.add(v) + variables.append(v) + if variables: + self.add_all(variables, refresh=False) # Parameter values (cascades will create parameters) + pvalues = [] for pv in md.get("parameter_values", []) or []: pv.country = country if pv.parameter is not None: pv.parameter.country = country - self.add(pv) + pvalues.append(pv) + if pvalues: + self.add_all(pvalues, refresh=False) - def get(self, model_cls: Type[BM], id: int, *, cascade: bool = False) -> BM | None: + def get(self, model_cls: Type[BM], id: Any, *, cascade: bool = False) -> BM | None: """Load a BaseModel instance by primary key of its table.""" table_cls = self._resolve_table_class(model_cls) with self.session() as s: @@ -368,6 +416,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: s.add(par_row) s.flush() parameter_id = par_row.id + # JSON-safe value handling (inf/-inf, NaN) return ParameterValueTable( policy_id=policy_id, dynamics_id=dynamics_id, @@ -375,7 +424,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: model_version=obj.model_version, start_date=obj.start_date, end_date=obj.end_date, - value=obj.value, + value=self._json_safe_value(obj.value), country=obj.country, ) @@ -575,7 +624,7 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: model_version=row.model_version, start_date=row.start_date, end_date=row.end_date, - value=row.value, + value=self._json_restore_value(row.value), country=row.country, ) @@ -672,6 +721,51 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: raise ValueError(f"No mapper for table row type: {type(row)}") return row + # ------------------- JSON helpers ------------------- + def _json_safe_value(self, v: Any) -> Any: + """Make a JSON-compatible value while preserving inf/-inf/NaN semantics. + + - float('inf') -> "Infinity" + - float('-inf') -> "-Infinity" + - float('nan') -> "NaN" + Recurses into lists/tuples/dicts. + """ + import math + + if isinstance(v, float): + if math.isinf(v): + return "Infinity" if v > 0 else "-Infinity" + if math.isnan(v): + return "NaN" + return v + if isinstance(v, (list, tuple)): + return [self._json_safe_value(x) for x in v] + if isinstance(v, dict): + return {k: self._json_safe_value(val) for k, val in v.items()} + return v + + def _json_restore_value(self, v: Any) -> Any: + """Restore special float markers from JSON back to Python floats. + + - "Infinity" -> float('inf') + - "-Infinity" -> float('-inf') + - "NaN" -> float('nan') + Recurses into lists/tuples/dicts. + """ + if isinstance(v, str): + if v == "Infinity": + return float("inf") + if v == "-Infinity": + return float("-inf") + if v == "NaN": + return float("nan") + return v + if isinstance(v, list): + return [self._json_restore_value(x) for x in v] + if isinstance(v, dict): + return {k: self._json_restore_value(val) for k, val in v.items()} + return v + # ------------------- Upsert helpers ------------------- def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: """Apply deduplication/upsert rules per model type. diff --git a/src/policyengine/models/simulation.py b/src/policyengine/models/simulation.py index 7020a4b7..fe6df23e 100644 --- a/src/policyengine/models/simulation.py +++ b/src/policyengine/models/simulation.py @@ -24,7 +24,7 @@ class Simulation(BaseModel): policy: Policy dynamics: Dynamics result: Any | None = None - model_version: str | None + model_version: str | None = None country: str # Processing metadata diff --git a/src/policyengine/models/user.py b/src/policyengine/models/user.py index bf439ec9..c5a3a988 100644 --- a/src/policyengine/models/user.py +++ b/src/policyengine/models/user.py @@ -1,9 +1,10 @@ from pydantic import BaseModel from typing import Optional +from uuid import UUID class User(BaseModel): - id: int + id: UUID name: str email: str diff --git a/src/policyengine/tables/dataset.py b/src/policyengine/tables/dataset.py index dee73a37..3ebd9549 100644 --- a/src/policyengine/tables/dataset.py +++ b/src/policyengine/tables/dataset.py @@ -1,6 +1,7 @@ from __future__ import annotations from typing import Optional +from uuid import UUID, uuid4 from sqlalchemy import LargeBinary from sqlmodel import SQLModel, Field @@ -11,9 +12,9 @@ class DatasetTable(SQLModel, table=True): __tablename__ = "datasets" - id: Optional[int] = Field(default=None, primary_key=True) + id: UUID = Field(default_factory=uuid4, primary_key=True) name: str | None = None - source_dataset_id: int | None = Field(default=None, foreign_key="datasets.id") + source_dataset_id: UUID | None = Field(default=None, foreign_key="datasets.id") version: str | None = None # Serialized bytes for SingleYearDataset (or other binary payload) data_bytes: bytes | None = Field(default=None, sa_type=LargeBinary) diff --git a/src/policyengine/tables/dynamics.py b/src/policyengine/tables/dynamics.py index 365b4bc2..54ab68ef 100644 --- a/src/policyengine/tables/dynamics.py +++ b/src/policyengine/tables/dynamics.py @@ -2,6 +2,7 @@ from datetime import datetime from typing import Optional +from uuid import UUID, uuid4 from sqlmodel import SQLModel, Field @@ -9,9 +10,9 @@ class DynamicsTable(SQLModel, table=True): __tablename__ = "dynamics" - id: Optional[int] = Field(default=None, primary_key=True) + id: UUID = Field(default_factory=uuid4, primary_key=True) name: str | None = None - parent_id: int | None = Field(default=None, foreign_key="dynamics.id") + parent_id: UUID | None = Field(default=None, foreign_key="dynamics.id") description: str | None = None created_at: datetime | None = None updated_at: datetime | None = None diff --git a/src/policyengine/tables/parameter.py b/src/policyengine/tables/parameter.py index 7c8440d5..3f47d944 100644 --- a/src/policyengine/tables/parameter.py +++ b/src/policyengine/tables/parameter.py @@ -2,6 +2,7 @@ from datetime import datetime from typing import Optional, Any +from uuid import UUID, uuid4 from sqlalchemy import JSON from sqlmodel import SQLModel, Field @@ -10,9 +11,9 @@ class ParameterTable(SQLModel, table=True): __tablename__ = "parameters" - id: Optional[int] = Field(default=None, primary_key=True) + id: UUID = Field(default_factory=uuid4, primary_key=True) name: str - parent_id: int | None = Field(default=None, foreign_key="parameters.id") + parent_id: UUID | None = Field(default=None, foreign_key="parameters.id") label: str | None = None description: str | None = None unit: str | None = None @@ -26,12 +27,12 @@ class ParameterTable(SQLModel, table=True): class ParameterValueTable(SQLModel, table=True): __tablename__ = "parameter_values" - id: Optional[int] = Field(default=None, primary_key=True) + id: UUID = Field(default_factory=uuid4, primary_key=True) # Foreign keys - policy_id: int | None = Field(default=None, foreign_key="policies.id") - dynamics_id: int | None = Field(default=None, foreign_key="dynamics.id") - parameter_id: int = Field(foreign_key="parameters.id") + policy_id: UUID | None = Field(default=None, foreign_key="policies.id") + dynamics_id: UUID | None = Field(default=None, foreign_key="dynamics.id") + parameter_id: UUID = Field(foreign_key="parameters.id") model_version: str # Time period for this change diff --git a/src/policyengine/tables/policy.py b/src/policyengine/tables/policy.py index a82c2d87..414e81fd 100644 --- a/src/policyengine/tables/policy.py +++ b/src/policyengine/tables/policy.py @@ -1,6 +1,7 @@ from __future__ import annotations from typing import Optional +from uuid import UUID, uuid4 from sqlmodel import SQLModel, Field @@ -8,7 +9,7 @@ class PolicyTable(SQLModel, table=True): __tablename__ = "policies" - id: Optional[int] = Field(default=None, primary_key=True) + id: UUID = Field(default_factory=uuid4, primary_key=True) name: str | None = None description: str | None = None country: str | None = None diff --git a/src/policyengine/tables/reports.py b/src/policyengine/tables/reports.py index 97d1e935..f5b1519c 100644 --- a/src/policyengine/tables/reports.py +++ b/src/policyengine/tables/reports.py @@ -1,6 +1,7 @@ from __future__ import annotations from typing import Optional +from uuid import UUID, uuid4 from sqlmodel import SQLModel, Field @@ -10,7 +11,7 @@ class ReportTable(SQLModel, table=True): __tablename__ = "reports" - id: Optional[int] = Field(default=None, primary_key=True) + id: UUID = Field(default_factory=uuid4, primary_key=True) name: str description: str | None = None country: str | None = None @@ -21,10 +22,10 @@ class ReportTable(SQLModel, table=True): class ReportElementTable(SQLModel, table=True): __tablename__ = "report_elements" - id: Optional[int] = Field(default=None, primary_key=True) + id: UUID = Field(default_factory=uuid4, primary_key=True) name: str | None = None description: str | None = None - report_id: int | None = Field(default=None, foreign_key="reports.id") + report_id: UUID | None = Field(default=None, foreign_key="reports.id") status: OperationStatus = OperationStatus.PENDING country: str | None = None diff --git a/src/policyengine/tables/simulation.py b/src/policyengine/tables/simulation.py index 70b6dcca..3722271c 100644 --- a/src/policyengine/tables/simulation.py +++ b/src/policyengine/tables/simulation.py @@ -2,6 +2,7 @@ from datetime import datetime from typing import Optional, Any +from uuid import UUID, uuid4 from sqlalchemy import JSON from sqlmodel import SQLModel, Field, Relationship @@ -12,14 +13,14 @@ class SimulationTable(SQLModel, table=True): __tablename__ = "simulations" - id: Optional[int] = Field(default=None, primary_key=True) + id: UUID = Field(default_factory=uuid4, primary_key=True) - dataset_id: int | None = Field(default=None, foreign_key="datasets.id") - policy_id: int | None = Field(default=None, foreign_key="policies.id") - dynamics_id: int | None = Field(default=None, foreign_key="dynamics.id") + dataset_id: UUID | None = Field(default=None, foreign_key="datasets.id") + policy_id: UUID | None = Field(default=None, foreign_key="policies.id") + dynamics_id: UUID | None = Field(default=None, foreign_key="dynamics.id") # Store result dataset as a dataset row to keep consistency - result_dataset_id: int | None = Field( + result_dataset_id: UUID | None = Field( default=None, foreign_key="datasets.id" ) model_version: str | None = None diff --git a/src/policyengine/tables/user.py b/src/policyengine/tables/user.py index 35ee1cc5..1e662f73 100644 --- a/src/policyengine/tables/user.py +++ b/src/policyengine/tables/user.py @@ -1,6 +1,7 @@ from __future__ import annotations from typing import Optional +from uuid import UUID, uuid4 from sqlmodel import SQLModel, Field @@ -8,7 +9,7 @@ class UserTable(SQLModel, table=True): __tablename__ = "users" - id: Optional[int] = Field(default=None, primary_key=True) + id: UUID = Field(default_factory=uuid4, primary_key=True) name: str email: str @@ -18,9 +19,9 @@ class UserTable(SQLModel, table=True): class UserPolicyTable(SQLModel, table=True): __tablename__ = "user_policies" - id: Optional[int] = Field(default=None, primary_key=True) - user_id: int = Field(foreign_key="users.id") - policy_id: int = Field(foreign_key="policies.id") + id: UUID = Field(default_factory=uuid4, primary_key=True) + user_id: UUID = Field(foreign_key="users.id") + policy_id: UUID = Field(foreign_key="policies.id") label: str | None = None description: str | None = None @@ -30,9 +31,9 @@ class UserPolicyTable(SQLModel, table=True): class UserSimulationTable(SQLModel, table=True): __tablename__ = "user_simulations" - id: Optional[int] = Field(default=None, primary_key=True) - user_id: int = Field(foreign_key="users.id") - simulation_id: int = Field(foreign_key="simulations.id") + id: UUID = Field(default_factory=uuid4, primary_key=True) + user_id: UUID = Field(foreign_key="users.id") + simulation_id: UUID = Field(foreign_key="simulations.id") label: str | None = None description: str | None = None @@ -42,9 +43,9 @@ class UserSimulationTable(SQLModel, table=True): class UserReportTable(SQLModel, table=True): __tablename__ = "user_reports" - id: Optional[int] = Field(default=None, primary_key=True) - user_id: int = Field(foreign_key="users.id") - report_id: int = Field(foreign_key="reports.id") + id: UUID = Field(default_factory=uuid4, primary_key=True) + user_id: UUID = Field(foreign_key="users.id") + report_id: UUID = Field(foreign_key="reports.id") label: str | None = None description: str | None = None @@ -54,9 +55,9 @@ class UserReportTable(SQLModel, table=True): class UserReportElementTable(SQLModel, table=True): __tablename__ = "user_report_elements" - id: Optional[int] = Field(default=None, primary_key=True) - user_id: int = Field(foreign_key="users.id") - report_element_id: int = Field(foreign_key="report_elements.id") + id: UUID = Field(default_factory=uuid4, primary_key=True) + user_id: UUID = Field(foreign_key="users.id") + report_element_id: UUID = Field(foreign_key="report_elements.id") label: str | None = None description: str | None = None diff --git a/src/policyengine/tables/variable.py b/src/policyengine/tables/variable.py index 7fb3604a..f2d392cc 100644 --- a/src/policyengine/tables/variable.py +++ b/src/policyengine/tables/variable.py @@ -1,6 +1,7 @@ from __future__ import annotations from typing import Optional +from uuid import UUID, uuid4 from sqlmodel import SQLModel, Field @@ -8,7 +9,7 @@ class VariableTable(SQLModel, table=True): __tablename__ = "variables" - id: Optional[int] = Field(default=None, primary_key=True) + id: UUID = Field(default_factory=uuid4, primary_key=True) name: str # Variable metadata @@ -19,4 +20,3 @@ class VariableTable(SQLModel, table=True): entity: str definition_period: str | None = None country: str | None = None - diff --git a/src/policyengine/utils/metadata.py b/src/policyengine/utils/metadata.py index 02c06d90..d1c680b8 100644 --- a/src/policyengine/utils/metadata.py +++ b/src/policyengine/utils/metadata.py @@ -75,12 +75,32 @@ def get_metadata(system: TaxBenefitSystem, country: str): } def _safe_date(date_str: str | None) -> datetime.datetime | None: - # 0000-01-01 to early- move it to 0001-01-01 - if date_str == "0000-01-01": - date_str = "0001-01-01" + """Parse a date safely. + + Accepts YYYY-MM-DD and ISO timestamps (YYYY-MM-DDTHH:MM:SS), and treats + "infinity" / "+infinity" or None as open-ended (returns None). + Also normalises the invalid 0000-01-01 to 0001-01-01 for compatibility. + """ if date_str is None: return None + s = date_str.strip() + low = s.lower() + if low in {"infinity", "+infinity", "inf", "+inf", "-infinity", "-inf"}: + # Treat as open-ended; dates should not use infinities here + return None + if s == "0000-01-01": + s = "0001-01-01" + # Try date only try: - return datetime.datetime.strptime(date_str, "%Y-%m-%d") + return datetime.datetime.strptime(s, "%Y-%m-%d") except ValueError: - return None \ No newline at end of file + pass + # Try ISO timestamp variants + try: + # Remove trailing Z if present (naive) + if s.endswith("Z"): + s = s[:-1] + return datetime.datetime.fromisoformat(s) + except Exception: + # As a final fallback, use the earliest valid date to satisfy required fields + return datetime.datetime(1, 1, 1) diff --git a/tests/test_database.py b/tests/test_database.py new file mode 100644 index 00000000..5c3a26c5 --- /dev/null +++ b/tests/test_database.py @@ -0,0 +1,116 @@ +from __future__ import annotations + +from datetime import datetime + +import pandas as pd + +from policyengine.database import Database +from policyengine.models import ( + Dataset, + Dynamics, + OperationStatus, + Parameter, + ParameterValue, + Policy, + Simulation, + DatasetType, +) +from policyengine.models.single_year_dataset import SingleYearDataset +from policyengine.models.user import User, UserPolicy +from uuid import uuid4 + + +def _mk_db(tmp_path) -> Database: + db_path = tmp_path / "pe_test.db" + return Database(url=f"sqlite:///{db_path}") + + +def test_dataset_serialization_roundtrip(tmp_path): + db = _mk_db(tmp_path) + + person = pd.DataFrame({"person_id": [1, 2], "age": [30, 40]}) + syd = SingleYearDataset(tables={"person": person}, year=2024) + ds = Dataset(name="syd", data=syd, dataset_type=DatasetType.UK) + + row = db.add(ds) + assert getattr(row, "id", None) is not None + + loaded = db.get(Dataset, row.id) # type: ignore[arg-type] + assert isinstance(loaded.data, SingleYearDataset) + assert loaded.data.year == 2024 + pd.testing.assert_frame_equal( + person.reset_index(drop=True), + loaded.data.tables["person"].reset_index(drop=True), + ) + + +def test_simulation_with_result_dataset(tmp_path): + db = _mk_db(tmp_path) + + # Input dataset + household = pd.DataFrame({"household_id": [1], "household_weight": [1.0]}) + syd_in = SingleYearDataset(tables={"household": household}, year=2029) + ds_in = Dataset(name="in", data=syd_in, dataset_type=DatasetType.UK) + + # Result dataset + person = pd.DataFrame({"person_id": [1], "gov_tax": [123.0]}) + syd_out = SingleYearDataset(tables={"person": person}, year=2029) + ds_out = Dataset(name="out", data=syd_out, dataset_type=DatasetType.UK) + + policy = Policy(name="p") + dynamics = Dynamics(name="d") + sim = Simulation( + dataset=ds_in, + policy=policy, + dynamics=dynamics, + country="uk", + status=OperationStatus.PENDING, + ) + sim.result = ds_out + + row = db.add(sim) + assert getattr(row, "id", None) is not None + + loaded = db.get(Simulation, row.id) # type: ignore[arg-type] + assert isinstance(loaded.result, Dataset) + assert isinstance(loaded.result.data, SingleYearDataset) + assert "gov_tax" in loaded.result.data.tables.get("person", pd.DataFrame()).columns + + +def test_parameter_value_cascade(tmp_path): + db = _mk_db(tmp_path) + + param = Parameter(name="threshold", data_type=int) + policy = Policy(name="baseline") + pv = ParameterValue( + parameter=param, + policy=policy, + model_version="1.0", + start_date=datetime(2024, 1, 1), + value=100, + country="uk", + ) + + row = db.add(pv) + assert getattr(row, "id", None) is not None + assert row.parameter_id is not None + + # Check hydration preserves fields + loaded_list = db.list(ParameterValue) + assert loaded_list and loaded_list[0].value == 100 + + +def test_user_policy_association(tmp_path): + db = _mk_db(tmp_path) + + uid = uuid4() + user = User(id=uid, name="Alice", email="alice@example.com") + db.add(user) + + pol = Policy(name="p1") + link = UserPolicy(user=user, policy=pol, label="fav") + + row = db.add(link) + assert getattr(row, "id", None) is not None + assert row.user_id == uid + assert row.policy_id is not None diff --git a/tests/test_report_elements.py b/tests/test_report_elements.py new file mode 100644 index 00000000..f480ad7f --- /dev/null +++ b/tests/test_report_elements.py @@ -0,0 +1,75 @@ +from __future__ import annotations + +import pandas as pd + +from policyengine.models import Dataset, DatasetType, Policy, Dynamics +from policyengine.models.single_year_dataset import SingleYearDataset +from policyengine.models.simulation import Simulation +from policyengine.report_elements import AggregateReportElement +from policyengine.models.reports import AggregateMetric +from policyengine.models.aggregate import Aggregate + + +def _mk_sim_with_person_table(df: pd.DataFrame, year: int = 2025) -> Simulation: + syd = SingleYearDataset(tables={"person": df}, year=year) + ds = Dataset(name="ds", data=syd, dataset_type=DatasetType.UK) + sim = Simulation( + dataset=ds, + policy=Policy(), + dynamics=Dynamics(), + country="uk", + ) + # result mirrors dataset for reporting + sim.result = Dataset(dataset_type=DatasetType.UK, data=syd) + return sim + + +def test_aggregate_report_element_grouped_mean(): + df = pd.DataFrame( + { + "person_id": [1, 2, 3, 4], + "race_ethnicity": ["A", "A", "B", "B"], + "is_in_poverty": [0, 1, 1, 1], + "weight_value": [1.0, 3.0, 1.0, 1.0], + } + ) + + sim = _mk_sim_with_person_table(df) + el = AggregateReportElement( + simulation=sim, + variable="is_in_poverty", + entity_level="person", + filter_variable="race_ethnicity", + metric=AggregateMetric.MEAN, + ) + records = el.run() + assert isinstance(records, list) and all(isinstance(r, type(records[0])) for r in records) + # Expect two groups A and B + assert len(records) == 2 + + # Weighted mean poverty for A: (0*1 + 1*3) / (1+3) = 0.75 + # For B: (1*1 + 1*1) / (1+1) = 1.0 + df_out = Aggregate.to_dataframe(records).set_index("filter_variable_value") + assert abs(df_out.loc["A", "value"] - 0.75) < 1e-9 + assert abs(df_out.loc["B", "value"] - 1.0) < 1e-9 + + +def test_to_dataframe_flattens_simulation_columns(): + df = pd.DataFrame( + { + "person_id": [1, 2], + "var": [10, 20], + "weight_value": [1.0, 1.0], + } + ) + sim = _mk_sim_with_person_table(df) + sim.policy.name = "P" + sim.dataset.name = "D" + sim.dynamics.name = "X" + + el = AggregateReportElement(simulation=sim, variable="var") + recs = el.run() + dfx = Aggregate.to_dataframe(recs) + # Simulation column is flattened to policy/dataset/dynamics + assert "simulation" not in dfx.columns + assert set(["policy", "dataset", "dynamics"]).issubset(dfx.columns) diff --git a/tests/test_seed.py b/tests/test_seed.py new file mode 100644 index 00000000..a96245b1 --- /dev/null +++ b/tests/test_seed.py @@ -0,0 +1,53 @@ +import importlib +import math +import pytest + +from policyengine.database import Database +from policyengine.models import Parameter, ParameterValue, Variable +from datetime import datetime + + +def _has_pkg(mod_path: str) -> bool: + try: + importlib.import_module(mod_path) + return True + except Exception: + return False + + +@pytest.mark.parametrize("country,mod", [ + ("uk", "policyengine.countries.uk.metadata"), + ("us", "policyengine.countries.us.metadata"), +]) +def test_seed_country(tmp_path, country, mod): + if not _has_pkg(mod.split(':')[0]): + pytest.skip(f"Missing package for {country}") + + db_path = tmp_path / f"seed_{country}.db" + db = Database(url=f"sqlite:///{db_path}") + db.reset() + db.seed([country]) + + # Basic sanity: variables and parameter values exist + vars_ = db.list(Variable) + pvals = db.list(ParameterValue) + assert len(vars_) > 0 + assert len(pvals) > 0 + + +def test_parameter_value_infinity_roundtrip(tmp_path): + db_path = tmp_path / "inf.db" + db = Database(url=f"sqlite:///{db_path}") + + p = Parameter(name="x", data_type=float) + pv = ParameterValue( + parameter=p, + model_version="v", + start_date=datetime(2020, 1, 1), + value=float("inf"), + country="uk", + ) + db.add(pv) + + out = db.list(ParameterValue)[0] + assert math.isinf(out.value) and out.value > 0 From 5583178cf2a570faea6eeb6766f289c169b72b6e Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 3 Sep 2025 16:34:52 +0100 Subject: [PATCH 46/97] Fix bugs --- src/policyengine/countries/uk/datasets.py | 17 ++-- src/policyengine/countries/uk/metadata.py | 15 +++- src/policyengine/countries/us/datasets.py | 18 +++-- src/policyengine/countries/us/metadata.py | 15 +++- src/policyengine/database.py | 89 +++++++++++++++++++-- src/policyengine/utils/dataframe_storage.py | 21 +++-- 6 files changed, 144 insertions(+), 31 deletions(-) diff --git a/src/policyengine/countries/uk/datasets.py b/src/policyengine/countries/uk/datasets.py index d77e3814..4a6ca36b 100644 --- a/src/policyengine/countries/uk/datasets.py +++ b/src/policyengine/countries/uk/datasets.py @@ -6,6 +6,7 @@ from policyengine.models.dataset import Dataset from policyengine.models.single_year_dataset import SingleYearDataset +from policyengine.models.enums import DatasetType def create_efrs(year: int = 2029) -> Dataset: @@ -16,15 +17,18 @@ def create_efrs(year: int = 2029) -> Dataset: from policyengine_uk import Microsimulation sim = Microsimulation() + tables = dict( + person=getattr(sim.dataset[year], "person", None), + benunit=getattr(sim.dataset[year], "benunit", getattr(sim.dataset[year], "benefit_unit", None)), + household=getattr(sim.dataset[year], "household", None), + ) + # Drop any missing tables to avoid serialising Nones + tables = {k: v for k, v in tables.items() if v is not None} data = SingleYearDataset( - tables=dict( - person=sim.dataset[year].person, - benunit=sim.dataset[year].benunit, - household=sim.dataset[year].household, - ), + tables=tables, year=year, ) - return Dataset(name="efrs", data=data, dataset_type="uk") + return Dataset(name="efrs", data=data, dataset_type=DatasetType.UK) def create_uk_synthetic(year: int = 2029) -> Dataset: @@ -173,4 +177,3 @@ def create_uk_synthetic(year: int = 2029) -> Dataset: year=year, ) return Dataset(name="uk-synthetic", data=data, dataset_type="uk") - diff --git a/src/policyengine/countries/uk/metadata.py b/src/policyengine/countries/uk/metadata.py index f7094706..c6014c42 100644 --- a/src/policyengine/countries/uk/metadata.py +++ b/src/policyengine/countries/uk/metadata.py @@ -1,5 +1,18 @@ from policyengine_uk.tax_benefit_system import system from policyengine.utils.metadata import get_metadata +from policyengine.countries.uk.datasets import create_efrs def get_uk_metadata(): - return get_metadata(system, country="uk") + md = get_metadata(system, country="uk") + + # Add country datasets: efrs_2023_24 .. efrs_2030_31 (inclusive) + datasets = [] + for end_year in range(2024, 2031): + start_year = end_year - 1 + name = f"efrs_{start_year}_{str(end_year)[2:]}" + ds = create_efrs(year=end_year) + ds.name = name + datasets.append(ds) + + md["datasets"] = datasets + return md diff --git a/src/policyengine/countries/us/datasets.py b/src/policyengine/countries/us/datasets.py index f89f666c..d1ba6fbb 100644 --- a/src/policyengine/countries/us/datasets.py +++ b/src/policyengine/countries/us/datasets.py @@ -6,12 +6,14 @@ from policyengine.models.dataset import Dataset from policyengine.models.single_year_dataset import SingleYearDataset +from policyengine.models.enums import DatasetType -def create_ecps(year=2024) -> Dataset: - """Create the ECPS 2024 dataset using the US microsimulation variables. +def create_ecps(year: int = 2024) -> Dataset: + """Create the ECPS dataset for a given year using the US microsimulation. - Builds per-entity tables from policyengine_us for the 2024 period. + This computes variables per entity for the requested year. This is the + original behavior and differs from the UK path. """ from policyengine_us import Microsimulation @@ -22,13 +24,14 @@ def create_ecps(year=2024) -> Dataset: for variable in sim.tax_benefit_system.variables: if sim.tax_benefit_system.variables[variable].entity.key != entity: continue - known_periods = map(str, sim.get_known_periods(variable)) - if "2024" in known_periods: # Data loaded in 2024 - tables[entity] = tables.get(entity, pd.DataFrame()) + known_periods = set(map(str, sim.get_known_periods(variable))) + if str(year) in known_periods: + if entity not in tables: + tables[entity] = pd.DataFrame() tables[entity][variable] = sim.calculate(variable, period=year) data = SingleYearDataset(tables=tables, year=year) - return Dataset(name="ECPS 2024", data=data, dataset_type="us") + return Dataset(name="ecps", data=data, dataset_type=DatasetType.US) def create_us_synthetic(year: int = 2024) -> Dataset: @@ -207,4 +210,3 @@ def create_us_synthetic(year: int = 2024) -> Dataset: year=year, ) return Dataset(name="us-synthetic", data=data, dataset_type="us") - diff --git a/src/policyengine/countries/us/metadata.py b/src/policyengine/countries/us/metadata.py index 4daf5088..b70043d2 100644 --- a/src/policyengine/countries/us/metadata.py +++ b/src/policyengine/countries/us/metadata.py @@ -1,5 +1,18 @@ from policyengine_us.system import system from policyengine.utils.metadata import get_metadata +from policyengine.countries.us.datasets import create_ecps def get_us_metadata(): - return get_metadata(system, country="us") + md = get_metadata(system, country="us") + + # Add country datasets: ecps_2023 and 2024 .. 2035 + datasets = [] + years = [2023] + list(range(2024, 2036)) + for year in years: + name = f"ecps_{year}" + ds = create_ecps(year=year) + ds.name = name + datasets.append(ds) + + md["datasets"] = datasets + return md diff --git a/src/policyengine/database.py b/src/policyengine/database.py index bd122480..d2ceb000 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -139,6 +139,7 @@ def add_all(self, objs: Iterable[Any], *, cascade: bool = True, refresh: bool = policy_cache: dict[tuple[str | None, str | None], int] = {} dynamics_cache: dict[tuple[str | None, str | None], int] = {} + only_pv_models = True for obj in objs: if isinstance(obj, PVModel): # Ensure parameter/policy/dynamics rows exist to resolve IDs @@ -178,6 +179,8 @@ def add_all(self, objs: Iterable[Any], *, cascade: bool = True, refresh: bool = dynamics_cache[dyn_key] = dynamics_id key = (par_id, obj.model_version, policy_id, dynamics_id, obj.country) # type: ignore[arg-type] cleanup_keys.add(key) + else: + only_pv_models = False # Perform cleanup deletes per key for (parameter_id, model_version, policy_id, dynamics_id, country) in cleanup_keys: @@ -199,14 +202,43 @@ def add_all(self, objs: Iterable[Any], *, cascade: bool = True, refresh: bool = stmt = delete(ParameterValueTable).where(*conds) s.exec(stmt) - # Now process all objects normally (upsert) + # Fast path: bulk insert parameter values in one executemany from policyengine.tables import ParameterValueTable as PVTable - + from sqlalchemy import insert as sa_insert + + if only_pv_models and len(objs) > 0: + pv_dicts = [] + for obj in objs: # type: ignore[union-attr] + row = self._to_table(obj, s, cascade=cascade) + # Ensure id assigned for UUID primary key + if getattr(row, "id", None) is None: + # SQLModel default_factory runs on instance creation, but be safe + import uuid + + row.id = uuid.uuid4() + pv_dicts.append( + { + "id": row.id, + "policy_id": row.policy_id, + "dynamics_id": row.dynamics_id, + "parameter_id": row.parameter_id, + "model_version": row.model_version, + "start_date": row.start_date, + "end_date": row.end_date, + "value": row.value, + "country": row.country, + } + ) + if pv_dicts: + s.exec(sa_insert(PVTable), pv_dicts) + s.commit() + # No refresh needed for seed path + return [] if not refresh else [] + + # General path: process all objects (mixed types) for obj in objs: self._resolve_table_class(obj) # validate known type row = self._to_table(obj, s, cascade=cascade) - # After cleanup above, ParameterValues for these keys have been removed; - # avoid a redundant upsert lookup and insert directly. if isinstance(row, PVTable): s.add(row) else: @@ -269,11 +301,40 @@ def seed(self, countries: Iterable[str]) -> None: if pvalues: self.add_all(pvalues, refresh=False) - def get(self, model_cls: Type[BM], id: Any, *, cascade: bool = False) -> BM | None: - """Load a BaseModel instance by primary key of its table.""" + # Country datasets provided by metadata + datasets = md.get("datasets") or [] + if datasets: + # ensure dataset names are set and deduplicate by name + self.add_all(datasets, refresh=False) + + def get(self, model_cls: Type[BM], id: Any | None = None, *, cascade: bool = False, **filters: Any) -> BM | None: + """Load a BaseModel by primary key or by attribute filters. + + Examples: + - get(Dataset, id) + - get(Policy, name="Current law", country="uk") + - get(Parameter, name="gov.ubi.amount") + """ table_cls = self._resolve_table_class(model_cls) with self.session() as s: - row = s.get(table_cls, id) + if id is not None: + row = s.get(table_cls, id) + if row is None: + return None + return self._to_model(row, s, cascade=cascade) + stmt = select(table_cls) + conds = [] + for key, value in filters.items(): + if not hasattr(table_cls, key): + raise ValueError(f"Unknown field for {table_cls.__name__}: {key}") + col = getattr(table_cls, key) + if value is None: + conds.append(col.is_(None)) + else: + conds.append(col == value) + if conds: + stmt = stmt.where(*conds) + row = s.exec(stmt).first() if row is None: return None return self._to_model(row, s, cascade=cascade) @@ -785,6 +846,7 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: VariableTable, ReportTable, ReportElementTable, + DatasetTable, ) # Policy @@ -889,5 +951,18 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: return existing return new_row + # Dataset + if isinstance(new_row, DatasetTable): + # Deduplicate by dataset name; update payload + stmt = select(DatasetTable).where(DatasetTable.name == new_row.name) + existing = s.exec(stmt).first() + if existing: + existing.source_dataset_id = new_row.source_dataset_id + existing.version = new_row.version + existing.data_bytes = new_row.data_bytes + existing.dataset_type = new_row.dataset_type + return existing + return new_row + # Default: no special upsert, insert as-is return new_row diff --git a/src/policyengine/utils/dataframe_storage.py b/src/policyengine/utils/dataframe_storage.py index 80210eb0..9567eb0b 100644 --- a/src/policyengine/utils/dataframe_storage.py +++ b/src/policyengine/utils/dataframe_storage.py @@ -1,10 +1,11 @@ import io import pickle +import zlib import pandas as pd -def serialise_dataframe_dict(data: dict[str, pd.DataFrame]) -> str: +def serialise_dataframe_dict(data: dict[str, pd.DataFrame]) -> bytes: """ Serialize a dictionary of DataFrames to bytes. @@ -15,13 +16,14 @@ def serialise_dataframe_dict(data: dict[str, pd.DataFrame]) -> str: Serialized str-bytes representation """ buffer = io.BytesIO() - pickle.dump(data, buffer) - bytes_val = buffer.getvalue() - # encode into sql-safe string - return bytes_val + # Use highest protocol for speed and size + pickle.dump(data, buffer, protocol=pickle.HIGHEST_PROTOCOL) + raw = buffer.getvalue() + # Compress to speed up IO and reduce DB size + return zlib.compress(raw, level=6) -def deserialise_dataframe_dict(data: str) -> dict[str, pd.DataFrame]: +def deserialise_dataframe_dict(data: bytes) -> dict[str, pd.DataFrame]: """ Deserialize str bytes back to a dictionary of DataFrames. @@ -31,5 +33,10 @@ def deserialise_dataframe_dict(data: str) -> dict[str, pd.DataFrame]: Returns: Dictionary with string keys and DataFrame values """ - buffer = io.BytesIO(data) + # Try to decompress; if not compressed, fall back to raw + try: + raw = zlib.decompress(data) + except Exception: + raw = data + buffer = io.BytesIO(raw) return pickle.load(buffer) From fc29480e3da265edf610d51430d40f528041163d Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 3 Sep 2025 17:57:12 +0100 Subject: [PATCH 47/97] Update insert logic --- src/policyengine/countries/uk/datasets.py | 17 +- src/policyengine/countries/uk/metadata.py | 11 +- src/policyengine/countries/us/datasets.py | 17 +- src/policyengine/countries/us/metadata.py | 11 +- src/policyengine/database.py | 405 +++++++++++++++------- 5 files changed, 300 insertions(+), 161 deletions(-) diff --git a/src/policyengine/countries/uk/datasets.py b/src/policyengine/countries/uk/datasets.py index 4a6ca36b..f9ee91f9 100644 --- a/src/policyengine/countries/uk/datasets.py +++ b/src/policyengine/countries/uk/datasets.py @@ -8,15 +8,22 @@ from policyengine.models.single_year_dataset import SingleYearDataset from policyengine.models.enums import DatasetType +def create_efrs_years(start_year: int, end_year: int) -> list[Dataset]: + """Create the UK EFRS datasets for a range of years.""" + from policyengine_uk import Microsimulation + + sim = Microsimulation() + return [create_efrs(year=year, sim=sim) for year in range(start_year, end_year + 1)] + -def create_efrs(year: int = 2029) -> Dataset: +def create_efrs(year: int = 2029, sim: "Microsimulation" | None = None) -> Dataset: """Create the UK EFRS dataset for a given year (default 2029). Uses the policyengine_uk Microsimulation’s bundled dataset tables. """ - from policyengine_uk import Microsimulation - - sim = Microsimulation() + if sim is None: + from policyengine_uk import Microsimulation + sim = Microsimulation() tables = dict( person=getattr(sim.dataset[year], "person", None), benunit=getattr(sim.dataset[year], "benunit", getattr(sim.dataset[year], "benefit_unit", None)), @@ -28,7 +35,7 @@ def create_efrs(year: int = 2029) -> Dataset: tables=tables, year=year, ) - return Dataset(name="efrs", data=data, dataset_type=DatasetType.UK) + return Dataset(name=f"efrs_{year}", data=data, dataset_type=DatasetType.UK) def create_uk_synthetic(year: int = 2029) -> Dataset: diff --git a/src/policyengine/countries/uk/metadata.py b/src/policyengine/countries/uk/metadata.py index c6014c42..2019fd66 100644 --- a/src/policyengine/countries/uk/metadata.py +++ b/src/policyengine/countries/uk/metadata.py @@ -1,18 +1,11 @@ from policyengine_uk.tax_benefit_system import system from policyengine.utils.metadata import get_metadata -from policyengine.countries.uk.datasets import create_efrs +from policyengine.countries.uk.datasets import create_efrs_years def get_uk_metadata(): md = get_metadata(system, country="uk") - # Add country datasets: efrs_2023_24 .. efrs_2030_31 (inclusive) - datasets = [] - for end_year in range(2024, 2031): - start_year = end_year - 1 - name = f"efrs_{start_year}_{str(end_year)[2:]}" - ds = create_efrs(year=end_year) - ds.name = name - datasets.append(ds) + datasets = create_efrs_years(2023, 2030) md["datasets"] = datasets return md diff --git a/src/policyengine/countries/us/datasets.py b/src/policyengine/countries/us/datasets.py index d1ba6fbb..3dbd6113 100644 --- a/src/policyengine/countries/us/datasets.py +++ b/src/policyengine/countries/us/datasets.py @@ -8,16 +8,23 @@ from policyengine.models.single_year_dataset import SingleYearDataset from policyengine.models.enums import DatasetType +def create_ecps_years(start_year: int, end_year: int) -> list[Dataset]: + from policyengine_us import Microsimulation + + sim = Microsimulation() + + return [create_ecps(year=year, sim=sim) for year in range(start_year, end_year + 1)] -def create_ecps(year: int = 2024) -> Dataset: + +def create_ecps(year: int = 2024, sim: "Microsimulation" | None = None) -> Dataset: """Create the ECPS dataset for a given year using the US microsimulation. This computes variables per entity for the requested year. This is the original behavior and differs from the UK path. """ - from policyengine_us import Microsimulation - - sim = Microsimulation() + if sim is None: + from policyengine_us import Microsimulation + sim = Microsimulation() tables: Dict[str, pd.DataFrame] = {} for entity in sim.tax_benefit_system.entities_by_singular().keys(): @@ -31,7 +38,7 @@ def create_ecps(year: int = 2024) -> Dataset: tables[entity][variable] = sim.calculate(variable, period=year) data = SingleYearDataset(tables=tables, year=year) - return Dataset(name="ecps", data=data, dataset_type=DatasetType.US) + return Dataset(name=f"ecps_{year}", data=data, dataset_type=DatasetType.US) def create_us_synthetic(year: int = 2024) -> Dataset: diff --git a/src/policyengine/countries/us/metadata.py b/src/policyengine/countries/us/metadata.py index b70043d2..4ab675bf 100644 --- a/src/policyengine/countries/us/metadata.py +++ b/src/policyengine/countries/us/metadata.py @@ -1,18 +1,11 @@ from policyengine_us.system import system from policyengine.utils.metadata import get_metadata -from policyengine.countries.us.datasets import create_ecps +from policyengine.countries.us.datasets import create_ecps_years def get_us_metadata(): md = get_metadata(system, country="us") - # Add country datasets: ecps_2023 and 2024 .. 2035 - datasets = [] - years = [2023] + list(range(2024, 2036)) - for year in years: - name = f"ecps_{year}" - ds = create_ecps(year=year) - ds.name = name - datasets.append(ds) + datasets = create_ecps_years(2024, 2035) md["datasets"] = datasets return md diff --git a/src/policyengine/database.py b/src/policyengine/database.py index d2ceb000..b1f8642f 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -124,132 +124,244 @@ def add(self, obj: Any, *, cascade: bool = True) -> SQLModel: s.refresh(row) return row - def add_all(self, objs: Iterable[Any], *, cascade: bool = True, refresh: bool = True) -> list[SQLModel]: + def add_all( + self, + objs: Iterable[Any], + *, + cascade: bool = True, + refresh: bool = True, + chunk_size: int = 500, + progress: bool = False, + ) -> list[SQLModel]: + """Insert or upsert a collection of BaseModel objects, generically. + + - Processes items in chunks, committing per chunk. + - Optional lightweight progress output for visibility. + - For specialized bulk behavior (e.g., ParameterValue series replacement), + use a dedicated method instead of overloading this generic one. + """ + items = list(objs) + if not items: + return [] + results: list[SQLModel] = [] + total = len(items) + with self.session() as s: + pbar = None + if progress: + try: + from tqdm.auto import tqdm # type: ignore + + pbar = tqdm(total=total, desc="Adding", unit="row") + except Exception: + pbar = None + + for start in range(0, total, max(1, chunk_size)): + end = min(start + chunk_size, total) + for obj in items[start:end]: + row = self._to_table(obj, s, cascade=cascade) + row = self._upsert_row(obj, row, s) + s.add(row) + results.append(row) + s.commit() + if pbar is not None: + pbar.update(end - start) + if pbar is not None: + pbar.close() + if refresh: + for row in results: + s.refresh(row) + return results + + def add_parameter_values_bulk( + self, + pvalues: Iterable[ParameterValue], + *, + cascade: bool = True, + chunk_size: int = 2000, + progress: bool = False, + verbose: bool = False, + replace: bool = False, + ) -> None: + """Replace-and-insert bulk operation for ParameterValue rows. + + For each unique (parameter, model_version, policy, dynamics, country) + key, deletes existing rows, then bulk inserts provided values in chunks. + """ + items = list(pvalues) + if not items: + return + + from sqlalchemy import insert as sa_insert + from policyengine.tables import ( + ParameterValueTable as PVTable, + ParameterTable as PTable, + PolicyTable as PoTable, + DynamicsTable as DTable, + ) + + total = len(items) + if verbose: + print(f"Preparing {total} parameter values for bulk load...") with self.session() as s: - # Pre-pass: for ParameterValue replacement semantics, delete existing - # rows for the same (parameter, model_version, policy, dynamics, country) - # to allow full replacement of a time-series for a given version. - from policyengine.models.parameter import ParameterValue as PVModel - from policyengine.tables import ParameterTable, ParameterValueTable, PolicyTable, DynamicsTable - - cleanup_keys: set[tuple[int, str, Optional[int], Optional[int], Optional[str]]] = set() - # Caches to avoid repeated upserts/flushes - param_cache: dict[tuple[str | None, str | None], int] = {} - policy_cache: dict[tuple[str | None, str | None], int] = {} - dynamics_cache: dict[tuple[str | None, str | None], int] = {} - - only_pv_models = True - for obj in objs: - if isinstance(obj, PVModel): - # Ensure parameter/policy/dynamics rows exist to resolve IDs + pbar = None + if progress: + try: + from tqdm.auto import tqdm # type: ignore + + pbar = tqdm(total=total, desc="Parameter values", unit="row") + except Exception: + pbar = None + + # Caches and per-run bookkeeping + param_cache: dict[tuple[str | None, str | None], Any] = {} + policy_cache: dict[tuple[str | None, str | None], Any] = {} + dynamics_cache: dict[tuple[str | None, str | None], Any] = {} + deleted_series: set[tuple[Any, str, Any, Any, Any]] = set() + + import uuid + + processed = 0 + for start in range(0, total, max(1, chunk_size)): + end = min(start + chunk_size, total) + batch = items[start:end] + + # Phase 1: resolve IDs; optionally collect unique series keys needing delete + keys_to_delete: list[tuple[Any, str, Any, Any, Any]] = [] + pv_rows: list[dict[str, Any]] = [] + + for idx, obj in enumerate(batch): + # Parameter id par_key = (obj.parameter.name, obj.parameter.country) - if par_key in param_cache: - par_id = param_cache[par_key] - else: - par_row = self._to_table(obj.parameter, s, cascade=cascade) - par_row = self._upsert_row(obj.parameter, par_row, s) # type: ignore[arg-type] - s.add(par_row) - s.flush() - par_id = par_row.id # type: ignore[assignment] + par_id = param_cache.get(par_key) + if par_id is None: + # Try to fetch existing first to avoid upsert overhead + existing = s.exec( + select(PTable).where( + PTable.name == obj.parameter.name, + PTable.country == obj.parameter.country, + ) + ).first() + if existing is not None: + par_id = existing.id + else: + par_row = self._to_table(obj.parameter, s, cascade=cascade) + par_row = self._upsert_row(obj.parameter, par_row, s) # type: ignore[arg-type] + s.add(par_row) + s.flush() + par_id = par_row.id param_cache[par_key] = par_id - policy_id = None - dynamics_id = None + + # Policy id (optional) + pol_id = None if obj.policy is not None: pol_key = (obj.policy.name, obj.policy.country) - if pol_key in policy_cache: - policy_id = policy_cache[pol_key] - else: - pol_row = self._to_table(obj.policy, s, cascade=cascade) - pol_row = self._upsert_row(obj.policy, pol_row, s) # type: ignore[arg-type] - s.add(pol_row) - s.flush() - policy_id = pol_row.id # type: ignore[assignment] - policy_cache[pol_key] = policy_id + pol_id = policy_cache.get(pol_key) + if pol_id is None: + existing = s.exec( + select(PoTable).where( + PoTable.name == obj.policy.name, + PoTable.country == obj.policy.country, + ) + ).first() + if existing is not None: + pol_id = existing.id + else: + pol_row = self._to_table(obj.policy, s, cascade=cascade) + pol_row = self._upsert_row(obj.policy, pol_row, s) # type: ignore[arg-type] + s.add(pol_row) + s.flush() + pol_id = pol_row.id + policy_cache[pol_key] = pol_id + + # Dynamics id (optional) + dyn_id = None if obj.dynamics is not None: dyn_key = (obj.dynamics.name, obj.dynamics.country) - if dyn_key in dynamics_cache: - dynamics_id = dynamics_cache[dyn_key] - else: - dyn_row = self._to_table(obj.dynamics, s, cascade=cascade) - dyn_row = self._upsert_row(obj.dynamics, dyn_row, s) # type: ignore[arg-type] - s.add(dyn_row) - s.flush() - dynamics_id = dyn_row.id # type: ignore[assignment] - dynamics_cache[dyn_key] = dynamics_id - key = (par_id, obj.model_version, policy_id, dynamics_id, obj.country) # type: ignore[arg-type] - cleanup_keys.add(key) - else: - only_pv_models = False - - # Perform cleanup deletes per key - for (parameter_id, model_version, policy_id, dynamics_id, country) in cleanup_keys: - conds = [ - ParameterValueTable.parameter_id == parameter_id, - ParameterValueTable.model_version == model_version, - ParameterValueTable.country == country, - ] - conds.append( - ParameterValueTable.policy_id.is_(None) - if policy_id is None - else ParameterValueTable.policy_id == policy_id - ) - conds.append( - ParameterValueTable.dynamics_id.is_(None) - if dynamics_id is None - else ParameterValueTable.dynamics_id == dynamics_id - ) - stmt = delete(ParameterValueTable).where(*conds) - s.exec(stmt) - - # Fast path: bulk insert parameter values in one executemany - from policyengine.tables import ParameterValueTable as PVTable - from sqlalchemy import insert as sa_insert - - if only_pv_models and len(objs) > 0: - pv_dicts = [] - for obj in objs: # type: ignore[union-attr] - row = self._to_table(obj, s, cascade=cascade) - # Ensure id assigned for UUID primary key - if getattr(row, "id", None) is None: - # SQLModel default_factory runs on instance creation, but be safe - import uuid - - row.id = uuid.uuid4() - pv_dicts.append( + dyn_id = dynamics_cache.get(dyn_key) + if dyn_id is None: + existing = s.exec( + select(DTable).where( + DTable.name == obj.dynamics.name, + DTable.country == obj.dynamics.country, + ) + ).first() + if existing is not None: + dyn_id = existing.id + else: + dyn_row = self._to_table(obj.dynamics, s, cascade=cascade) + dyn_row = self._upsert_row(obj.dynamics, dyn_row, s) # type: ignore[arg-type] + s.add(dyn_row) + s.flush() + dyn_id = dyn_row.id + dynamics_cache[dyn_key] = dyn_id + + series_key = (par_id, obj.model_version, pol_id, dyn_id, obj.country) + if replace and series_key not in deleted_series: + deleted_series.add(series_key) + keys_to_delete.append(series_key) + + # Build row dict for insert (no extra lookups) + new_id = uuid.uuid4() + pv_rows.append( { - "id": row.id, - "policy_id": row.policy_id, - "dynamics_id": row.dynamics_id, - "parameter_id": row.parameter_id, - "model_version": row.model_version, - "start_date": row.start_date, - "end_date": row.end_date, - "value": row.value, - "country": row.country, + "id": new_id, + "policy_id": pol_id, + "dynamics_id": dyn_id, + "parameter_id": par_id, + "model_version": obj.model_version, + "start_date": obj.start_date, + "end_date": obj.end_date, + "value": self._json_safe_value(obj.value), + "country": obj.country, } ) - if pv_dicts: - s.exec(sa_insert(PVTable), pv_dicts) + + if verbose: + if replace: + print(f"Chunk {start}-{end}: deleting {len(keys_to_delete)} series and inserting {len(pv_rows)} rows...") + else: + print(f"Chunk {start}-{end}: inserting {len(pv_rows)} rows...") + + # Phase 2: perform series deletes for this unseen set + if replace and keys_to_delete: + for (parameter_id, model_version, policy_id, dynamics_id, country) in keys_to_delete: + conds = [ + PVTable.parameter_id == parameter_id, + PVTable.model_version == model_version, + PVTable.country == country, + ] + conds.append( + PVTable.policy_id.is_(None) + if policy_id is None + else PVTable.policy_id == policy_id + ) + conds.append( + PVTable.dynamics_id.is_(None) + if dynamics_id is None + else PVTable.dynamics_id == dynamics_id + ) + s.exec(delete(PVTable).where(*conds)) + + # Phase 3: bulk insert rows for this chunk + if pv_rows: + s.exec(sa_insert(PVTable).values(pv_rows)) s.commit() - # No refresh needed for seed path - return [] if not refresh else [] - - # General path: process all objects (mixed types) - for obj in objs: - self._resolve_table_class(obj) # validate known type - row = self._to_table(obj, s, cascade=cascade) - if isinstance(row, PVTable): - s.add(row) - else: - row = self._upsert_row(obj, row, s) - s.add(row) - results.append(row) - s.commit() - if refresh: - for row in results: - s.refresh(row) - return results + + processed += len(batch) + if pbar is not None: + pbar.update(len(batch)) + if verbose and processed % 10000 == 0: + print(f"Processed {processed}/{total} values...") + + if pbar is not None: + pbar.close() + if verbose: + print("Bulk load complete.") + + return None + + # ------------------- Seeding ------------------- def seed(self, countries: Iterable[str]) -> None: @@ -271,6 +383,7 @@ def seed(self, countries: Iterable[str]) -> None: md = get_us_metadata() else: raise ValueError(f"Unknown country code for seeding: {country}") + # Upsert policy and dynamics anchors anchor_objs = [] @@ -291,7 +404,7 @@ def seed(self, countries: Iterable[str]) -> None: if variables: self.add_all(variables, refresh=False) - # Parameter values (cascades will create parameters) + # Parameter values (parameters are added first; then values) pvalues = [] for pv in md.get("parameter_values", []) or []: pv.country = country @@ -299,7 +412,25 @@ def seed(self, countries: Iterable[str]) -> None: pv.parameter.country = country pvalues.append(pv) if pvalues: - self.add_all(pvalues, refresh=False) + # First add all unique parameters referenced by values + unique_params = {} + for pv in pvalues: + if pv.parameter is not None: + key = (pv.parameter.name, pv.parameter.country) + if key not in unique_params: + unique_params[key] = pv.parameter + if unique_params: + self.add_all(unique_params.values(), refresh=False, progress=True, chunk_size=1000) + + # Then add values without replacement or auto-linking + self.add_parameter_values_bulk( + pvalues, + cascade=False, + chunk_size=2000, + progress=True, + verbose=True, + replace=False, + ) # Country datasets provided by metadata datasets = md.get("datasets") or [] @@ -458,30 +589,38 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: ) if isinstance(obj, ParameterValue): - # Ensure dependent objects exist if cascading + # Do not auto-create/link related rows here; only resolve by lookup. + from policyengine.tables import ParameterTable as PTable, PolicyTable as PoTable, DynamicsTable as DTable + + # parameter is required and must already exist (by name+country) + if obj.parameter is None: + raise ValueError("ParameterValue.parameter is required") + par = obj.parameter + par_row = s.exec(select(PTable).where(PTable.name == par.name, PTable.country == par.country)).first() + if par_row is None: + raise ValueError(f"Parameter not found for value: {par.name} ({par.country})") + policy_id = None - dynamics_id = None - parameter_id = None - if obj.policy is not None and cascade: - pol_row = self._to_table(obj.policy, s, cascade=cascade) - s.add(pol_row) - s.flush() + if obj.policy is not None: + pol = obj.policy + pol_row = s.exec(select(PoTable).where(PoTable.name == pol.name, PoTable.country == pol.country)).first() + if pol_row is None: + raise ValueError(f"Policy not found for value: {pol.name} ({pol.country})") policy_id = pol_row.id - if obj.dynamics is not None and cascade: - dyn_row = self._to_table(obj.dynamics, s, cascade=cascade) - s.add(dyn_row) - s.flush() + + dynamics_id = None + if obj.dynamics is not None: + dyn = obj.dynamics + dyn_row = s.exec(select(DTable).where(DTable.name == dyn.name, DTable.country == dyn.country)).first() + if dyn_row is None: + raise ValueError(f"Dynamics not found for value: {dyn.name} ({dyn.country})") dynamics_id = dyn_row.id - # parameter is required - par_row = self._to_table(obj.parameter, s, cascade=cascade) - s.add(par_row) - s.flush() - parameter_id = par_row.id + # JSON-safe value handling (inf/-inf, NaN) return ParameterValueTable( policy_id=policy_id, dynamics_id=dynamics_id, - parameter_id=parameter_id, # type: ignore[arg-type] + parameter_id=par_row.id, # type: ignore[arg-type] model_version=obj.model_version, start_date=obj.start_date, end_date=obj.end_date, From b2524fc0f30673dff138cc0fbf448679c066209a Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Thu, 4 Sep 2025 09:54:56 +0100 Subject: [PATCH 48/97] Format --- docs/00-datasets.ipynb | 11 +- docs/03-extending.ipynb | 53 +- docs/04-architecture.ipynb | 36 +- pyproject.toml | 9 +- src/policyengine/countries/uk/datasets.py | 370 ++- src/policyengine/countries/uk/metadata.py | 1 + src/policyengine/countries/us/datasets.py | 610 ++-- src/policyengine/countries/us/metadata.py | 1 + src/policyengine/database.py | 333 ++- src/policyengine/migrations/__init__.py | 64 + src/policyengine/migrations/runner.py | 380 +++ src/policyengine/models/__init__.py | 8 +- src/policyengine/models/aggregate.py | 1 - src/policyengine/models/report_item.py | 16 +- src/policyengine/models/reports.py | 2 + .../report_elements/single_simulation.py | 6 +- .../two_simulation_comparison.py | 68 +- src/policyengine/tables/__init__.py | 1 - src/policyengine/tables/dataset.py | 4 +- src/policyengine/utils/metadata.py | 26 +- src/policyengine/utils/version.py | 16 +- tests/test_database.py | 5 +- tests/test_report_elements.py | 8 +- tests/test_seed.py | 13 +- uv.lock | 2464 +++++++++++++++++ 25 files changed, 4126 insertions(+), 380 deletions(-) create mode 100644 src/policyengine/migrations/__init__.py create mode 100644 src/policyengine/migrations/runner.py create mode 100644 uv.lock diff --git a/docs/00-datasets.ipynb b/docs/00-datasets.ipynb index 17f88d4f..473697a8 100644 --- a/docs/00-datasets.ipynb +++ b/docs/00-datasets.ipynb @@ -2,6 +2,7 @@ "cells": [ { "cell_type": "markdown", + "id": "7fb27b941602401d91542211134fc71a", "metadata": {}, "source": [ "# Datasets\n", @@ -11,6 +12,7 @@ }, { "cell_type": "markdown", + "id": "acae54e37e7d407bbb7b55eff062a284", "metadata": {}, "source": [ "## UK datasets\n", @@ -24,6 +26,7 @@ { "cell_type": "code", "execution_count": 1, + "id": "9a63283cbaf04dbcab1f6479b197f3a8", "metadata": {}, "outputs": [ { @@ -39,12 +42,14 @@ ], "source": [ "from policyengine.countries.uk.datasets import create_uk_synthetic\n", + "\n", "uk = create_uk_synthetic()\n", - "sorted(list(uk.data.tables.keys()))\n" + "sorted(list(uk.data.tables.keys()))" ] }, { "cell_type": "markdown", + "id": "8dd0d8092fe74a7c96281538738b07e2", "metadata": {}, "source": [ "## US datasets\n", @@ -58,6 +63,7 @@ { "cell_type": "code", "execution_count": 2, + "id": "72eea5119410473aa328ad9291626812", "metadata": {}, "outputs": [ { @@ -73,8 +79,9 @@ ], "source": [ "from policyengine.countries.us.datasets import create_us_synthetic\n", + "\n", "us = create_us_synthetic()\n", - "sorted(list(us.data.tables.keys()))\n" + "sorted(list(us.data.tables.keys()))" ] } ], diff --git a/docs/03-extending.ipynb b/docs/03-extending.ipynb index 0abff238..855263b5 100644 --- a/docs/03-extending.ipynb +++ b/docs/03-extending.ipynb @@ -2,6 +2,7 @@ "cells": [ { "cell_type": "markdown", + "id": "7fb27b941602401d91542211134fc71a", "metadata": {}, "source": [ "# Extending: policies, dynamics, and reports\n", @@ -11,6 +12,7 @@ }, { "cell_type": "markdown", + "id": "acae54e37e7d407bbb7b55eff062a284", "metadata": {}, "source": [ "## Base models in practice\n", @@ -26,19 +28,27 @@ { "cell_type": "code", "execution_count": 1, + "id": "9a63283cbaf04dbcab1f6479b197f3a8", "metadata": {}, "outputs": [], "source": [ "from datetime import datetime\n", "from policyengine.models import Policy, Dynamics, Parameter, ParameterValue\n", + "\n", "param = Parameter(name=\"demo.parameter\", data_type=float)\n", - "pv = ParameterValue(parameter=param, model_version=\"1.0.0\", start_date=datetime(2025,1,1), value=1.23)\n", + "pv = ParameterValue(\n", + " parameter=param,\n", + " model_version=\"1.0.0\",\n", + " start_date=datetime(2025, 1, 1),\n", + " value=1.23,\n", + ")\n", "policy = Policy(name=\"demo policy\", parameter_values=[pv])\n", - "dynamics = Dynamics(name=\"static\")\n" + "dynamics = Dynamics(name=\"static\")" ] }, { "cell_type": "markdown", + "id": "8dd0d8092fe74a7c96281538738b07e2", "metadata": {}, "source": [ "## Custom report elements\n", @@ -51,6 +61,7 @@ { "cell_type": "code", "execution_count": 2, + "id": "72eea5119410473aa328ad9291626812", "metadata": {}, "outputs": [ { @@ -136,25 +147,28 @@ "from policyengine.models.reports import ReportElement\n", "\n", "# Build a small, realistic household table\n", - "household = pd.DataFrame({\n", - " 'household_id': [1,2,3,4,5,6,7,8,9,10],\n", - " 'gov_balance': [-2000, -500, 0, 250, 500, 750, 1000, 2000, 4000, 8000],\n", - " 'weight_value': [ 10, 20, 5, 10, 25, 15, 5, 5, 10, 5],\n", - "})\n", + "household = pd.DataFrame(\n", + " {\n", + " \"household_id\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],\n", + " \"gov_balance\": [-2000, -500, 0, 250, 500, 750, 1000, 2000, 4000, 8000],\n", + " \"weight_value\": [10, 20, 5, 10, 25, 15, 5, 5, 10, 5],\n", + " }\n", + ")\n", "toy = Dataset(\n", " name=\"toy\",\n", - " data=SingleYearDataset(tables={'household': household}, year=2024),\n", + " data=SingleYearDataset(tables={\"household\": household}, year=2024),\n", " dataset_type=\"uk\",\n", ")\n", "sim = Simulation(dataset=toy, policy=policy, dynamics=dynamics, country=\"uk\")\n", "# For custom report elements, we can set a result directly when we already have tables\n", "sim.result = toy\n", - "household.head()\n" + "household.head()" ] }, { "cell_type": "code", "execution_count": 3, + "id": "8edb47106e1a46a883d545849b8ab81b", "metadata": {}, "outputs": [ { @@ -271,22 +285,31 @@ " sim: Simulation\n", "\n", " def run(self) -> pd.DataFrame:\n", - " df = self.sim.result.data.tables['household'][['gov_balance','weight_value']].copy()\n", + " df = self.sim.result.data.tables[\"household\"][\n", + " [\"gov_balance\", \"weight_value\"]\n", + " ].copy()\n", " # Compute deciles on gov_balance\n", - " df['decile'] = pd.qcut(df['gov_balance'], 10, labels=range(1,11), duplicates='drop')\n", + " df[\"decile\"] = pd.qcut(\n", + " df[\"gov_balance\"], 10, labels=range(1, 11), duplicates=\"drop\"\n", + " )\n", " # Weighted mean by decile\n", " out = (\n", - " df.groupby('decile').apply(\n", - " lambda g: (g['gov_balance'] * g['weight_value']).sum() / g['weight_value'].sum()\n", - " ).reset_index(name='mean_gov_balance')\n", + " df.groupby(\"decile\")\n", + " .apply(\n", + " lambda g: (g[\"gov_balance\"] * g[\"weight_value\"]).sum()\n", + " / g[\"weight_value\"].sum()\n", + " )\n", + " .reset_index(name=\"mean_gov_balance\")\n", " )\n", " return out\n", "\n", - "BalanceByDecile(name=\"balance by decile\", sim=sim).run()\n" + "\n", + "BalanceByDecile(name=\"balance by decile\", sim=sim).run()" ] }, { "cell_type": "markdown", + "id": "10185d26023b46108eb7d9f57d49d2b3", "metadata": {}, "source": [ "### Notes\n", diff --git a/docs/04-architecture.ipynb b/docs/04-architecture.ipynb index 9ef350f5..44cd78a4 100644 --- a/docs/04-architecture.ipynb +++ b/docs/04-architecture.ipynb @@ -42,8 +42,14 @@ "source": [ "# Import the models to show their structure\n", "from policyengine.models import (\n", - " Dataset, Policy, Dynamics, Simulation, \n", - " Parameter, ParameterValue, ReportElement, Report\n", + " Dataset,\n", + " Policy,\n", + " Dynamics,\n", + " Simulation,\n", + " Parameter,\n", + " ParameterValue,\n", + " ReportElement,\n", + " Report,\n", ")\n", "from policyengine.models.enums import DatasetType, OperationStatus\n", "from datetime import datetime\n", @@ -129,29 +135,29 @@ "source": [ "# Example parameter definition\n", "pa_param = Parameter(\n", - " name='gov.hmrc.income_tax.allowances.personal_allowance.amount',\n", + " name=\"gov.hmrc.income_tax.allowances.personal_allowance.amount\",\n", " data_type=float,\n", - " label='Personal allowance',\n", - " description='Annual income tax personal allowance',\n", - " unit='GBP',\n", - " country='uk'\n", + " label=\"Personal allowance\",\n", + " description=\"Annual income tax personal allowance\",\n", + " unit=\"GBP\",\n", + " country=\"uk\",\n", ")\n", "\n", "# Parameter value for specific time period\n", "pa_increase = ParameterValue(\n", " parameter=pa_param,\n", - " model_version='1.0.0',\n", + " model_version=\"1.0.0\",\n", " start_date=datetime(2025, 4, 6),\n", " end_date=datetime(2026, 4, 5),\n", " value=15000.0,\n", - " country='uk'\n", + " country=\"uk\",\n", ")\n", "\n", "policy = Policy(\n", - " name='Increase personal allowance',\n", - " description='Increase personal allowance to £15,000',\n", + " name=\"Increase personal allowance\",\n", + " description=\"Increase personal allowance to £15,000\",\n", " parameter_values=[pa_increase],\n", - " country='uk'\n", + " country=\"uk\",\n", ")\n", "\n", "print(f\"Created policy: {policy.name}\")\n", @@ -183,9 +189,9 @@ "source": [ "# Example dynamics setup\n", "dynamics = Dynamics(\n", - " name='Static baseline',\n", - " description='No benefit uprating or economic growth',\n", - " country='uk'\n", + " name=\"Static baseline\",\n", + " description=\"No benefit uprating or economic growth\",\n", + " country=\"uk\",\n", ")\n", "\n", "print(f\"Created dynamics: {dynamics.name}\")" diff --git a/pyproject.toml b/pyproject.toml index 4814d0c5..835e66f5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -11,7 +11,7 @@ authors = [ {name = "PolicyEngine", email = "hello@policyengine.org"}, ] license = {file = "LICENSE"} -requires-python = ">=3.6" +requires-python = ">=3.13" dependencies = [ "policyengine_core>=3.10", "policyengine-uk", @@ -25,7 +25,9 @@ dependencies = [ "microdf_python", "getpass4", "pydantic>=2.0.0", - "pandas>=2.0.0" + "pandas>=2.0.0", + "rich>=13.0.0", + "ipywidgets>=8.0.0", ] [project.optional-dependencies] @@ -52,6 +54,9 @@ where = ["src"] [tool.setuptools.package-data] "policyengine" = ["**/*"] +[project.scripts] +pe-migrate = "policyengine.migrations.runner:main" + [tool.pytest.ini_options] addopts = "-v" testpaths = [ diff --git a/src/policyengine/countries/uk/datasets.py b/src/policyengine/countries/uk/datasets.py index f9ee91f9..977db002 100644 --- a/src/policyengine/countries/uk/datasets.py +++ b/src/policyengine/countries/uk/datasets.py @@ -8,25 +8,36 @@ from policyengine.models.single_year_dataset import SingleYearDataset from policyengine.models.enums import DatasetType + def create_efrs_years(start_year: int, end_year: int) -> list[Dataset]: """Create the UK EFRS datasets for a range of years.""" from policyengine_uk import Microsimulation sim = Microsimulation() - return [create_efrs(year=year, sim=sim) for year in range(start_year, end_year + 1)] + return [ + create_efrs(year=year, sim=sim) + for year in range(start_year, end_year + 1) + ] -def create_efrs(year: int = 2029, sim: "Microsimulation" | None = None) -> Dataset: +def create_efrs( + year: int = 2029, sim: "Microsimulation" | None = None +) -> Dataset: """Create the UK EFRS dataset for a given year (default 2029). Uses the policyengine_uk Microsimulation’s bundled dataset tables. """ if sim is None: from policyengine_uk import Microsimulation + sim = Microsimulation() tables = dict( person=getattr(sim.dataset[year], "person", None), - benunit=getattr(sim.dataset[year], "benunit", getattr(sim.dataset[year], "benefit_unit", None)), + benunit=getattr( + sim.dataset[year], + "benunit", + getattr(sim.dataset[year], "benefit_unit", None), + ), household=getattr(sim.dataset[year], "household", None), ) # Drop any missing tables to avoid serialising Nones @@ -46,135 +57,330 @@ def create_uk_synthetic(year: int = 2029) -> Dataset: # Create 10 diverse households with different compositions household_ids = [100, 101, 102, 103, 104, 105, 106, 107, 108, 109] benunit_ids = [10, 11, 12, 13, 14, 15, 16, 17, 18, 19] - + # Person data: various ages, employment, and benefit situations person = pd.DataFrame( { "person_id": list(range(1, 25)), "person_benunit_id": [ - 10, 10, 10, 10, # Family with 2 children - 11, 11, # Working couple - 12, # Single pensioner - 13, 13, 13, # Single parent with 2 children - 14, 14, # Disabled couple - 15, # High earner - 16, 16, # Low income couple - 17, 17, 17, 17, # Large family - 18, # Young professional - 19, 19, 19, 19, # Middle income family (added 1 more person) + 10, + 10, + 10, + 10, # Family with 2 children + 11, + 11, # Working couple + 12, # Single pensioner + 13, + 13, + 13, # Single parent with 2 children + 14, + 14, # Disabled couple + 15, # High earner + 16, + 16, # Low income couple + 17, + 17, + 17, + 17, # Large family + 18, # Young professional + 19, + 19, + 19, + 19, # Middle income family (added 1 more person) ], "person_household_id": [ - 100, 100, 100, 100, # Family household - 101, 101, # Working couple household - 102, # Single pensioner - 103, 103, 103, # Single parent household - 104, 104, # Disabled couple - 105, # High earner - 106, 106, # Low income couple - 107, 107, 107, 107, # Large family - 108, # Young professional - 109, 109, 109, 109, # Middle income family (added 1 more person) + 100, + 100, + 100, + 100, # Family household + 101, + 101, # Working couple household + 102, # Single pensioner + 103, + 103, + 103, # Single parent household + 104, + 104, # Disabled couple + 105, # High earner + 106, + 106, # Low income couple + 107, + 107, + 107, + 107, # Large family + 108, # Young professional + 109, + 109, + 109, + 109, # Middle income family (added 1 more person) + ], + "age": [ + 35, + 33, + 8, + 5, + 42, + 40, + 68, + 38, + 12, + 9, + 45, + 43, + 52, + 28, + 25, + 40, + 38, + 14, + 10, + 6, + 30, + 44, + 42, + 7, ], - "age": [35, 33, 8, 5, 42, 40, 68, 38, 12, 9, 45, 43, 52, 28, 25, - 40, 38, 14, 10, 6, 30, 44, 42, 7], "employment_income": [ - 25000, 20000, 0, 0, # Parents working, children none - 45000, 38000, # Both working - 0, # Pensioner - 18000, 0, 0, # Single parent working - 0, 0, # Disabled - 120000, # High earner - 12000, 8000, # Low income - 32000, 28000, 0, 0, # Parents working - 35000, # Young professional - 40000, 30000, 0, 0, # Middle income (added child with 0 income) + 25000, + 20000, + 0, + 0, # Parents working, children none + 45000, + 38000, # Both working + 0, # Pensioner + 18000, + 0, + 0, # Single parent working + 0, + 0, # Disabled + 120000, # High earner + 12000, + 8000, # Low income + 32000, + 28000, + 0, + 0, # Parents working + 35000, # Young professional + 40000, + 30000, + 0, + 0, # Middle income (added child with 0 income) ], "pension_income": [ - 0, 0, 0, 0, - 0, 0, + 0, + 0, + 0, + 0, + 0, + 0, 15000, # Pensioner - 0, 0, 0, - 0, 0, 0, - 0, 0, - 0, 0, 0, 0, 0, - 0, 0, 0, 0, # Added one more 0 + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, # Added one more 0 ], "self_employment_income": [ - 0, 5000, 0, 0, # One parent has some self-employment - 0, 0, 0, - 3000, 0, 0, # Single parent has some self-employment - 0, 0, + 5000, + 0, + 0, # One parent has some self-employment + 0, + 0, + 0, + 3000, + 0, + 0, # Single parent has some self-employment + 0, + 0, + 0, + 0, + 0, + 8000, + 0, + 0, + 0, # One parent self-employed + 0, 0, - 0, 0, - 8000, 0, 0, 0, # One parent self-employed 0, - 0, 0, 0, 0, # Added one more 0 + 0, + 0, # Added one more 0 ], "is_disabled": [ - False, False, False, False, - False, False, False, - False, False, False, - True, True, # Disabled couple False, - False, False, - False, False, True, False, # One disabled child False, - False, False, False, False, # Added one more False + False, + False, + False, + False, + False, + False, + False, + True, + True, # Disabled couple + False, + False, + False, + False, + False, + True, + False, # One disabled child + False, + False, + False, + False, + False, # Added one more False ], "dla_m_reported": [ # Disability living allowance mobility - 0, 0, 0, 0, - 0, 0, 0, - 0, 0, 0, - 400, 400, # Disabled couple 0, - 0, 0, - 0, 0, 300, 0, # Disabled child 0, - 0, 0, 0, 0, # Added one more 0 + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 400, + 400, # Disabled couple + 0, + 0, + 0, + 0, + 0, + 300, + 0, # Disabled child + 0, + 0, + 0, + 0, + 0, # Added one more 0 ], "dla_sc_reported": [ # Disability living allowance self-care - 0, 0, 0, 0, - 0, 0, 0, - 0, 0, 0, - 600, 600, # Disabled couple 0, - 0, 0, - 0, 0, 450, 0, # Disabled child 0, - 0, 0, 0, 0, # Added one more 0 + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 600, + 600, # Disabled couple + 0, + 0, + 0, + 0, + 0, + 450, + 0, # Disabled child + 0, + 0, + 0, + 0, + 0, # Added one more 0 ], } ) - + benunit = pd.DataFrame( { "benunit_id": benunit_ids, "would_claim_uc": [True] * 10, # All would claim if eligible - "would_claim_pc": [False, False, True, True, True, False, True, True, False, False], - "would_claim_child_benefit": [True, False, False, True, False, False, False, True, False, True], + "would_claim_pc": [ + False, + False, + True, + True, + True, + False, + True, + True, + False, + False, + ], + "would_claim_child_benefit": [ + True, + False, + False, + True, + False, + False, + False, + True, + False, + True, + ], } ) - + household = pd.DataFrame( { "household_id": household_ids, - "council_tax": [1400, 1600, 1200, 1300, 1400, 2500, 1100, 1500, 1200, 1700], - "rent": [800, 1200, 600, 750, 900, 0, 500, 950, 900, 0], # Some own homes (rent=0) + "council_tax": [ + 1400, + 1600, + 1200, + 1300, + 1400, + 2500, + 1100, + 1500, + 1200, + 1700, + ], + "rent": [ + 800, + 1200, + 600, + 750, + 900, + 0, + 500, + 950, + 900, + 0, + ], # Some own homes (rent=0) "household_weight": [1.0] * 10, # Equal weights for simplicity "region": [ - "LONDON", "SOUTH_EAST", "NORTH_WEST", "SCOTLAND", "WALES", - "LONDON", "NORTH_EAST", "EAST_MIDLANDS", "SOUTH_WEST", "WEST_MIDLANDS" + "LONDON", + "SOUTH_EAST", + "NORTH_WEST", + "SCOTLAND", + "WALES", + "LONDON", + "NORTH_EAST", + "EAST_MIDLANDS", + "SOUTH_WEST", + "WEST_MIDLANDS", ], "tenure_type": [ - "RENT_PRIVATELY", "RENT_PRIVATELY", "RENT_FROM_LA", - "RENT_FROM_HA", "RENT_PRIVATELY", "OWNED_OUTRIGHT", - "RENT_FROM_LA", "RENT_PRIVATELY", "RENT_PRIVATELY", "OWNED_WITH_MORTGAGE" + "RENT_PRIVATELY", + "RENT_PRIVATELY", + "RENT_FROM_LA", + "RENT_FROM_HA", + "RENT_PRIVATELY", + "OWNED_OUTRIGHT", + "RENT_FROM_LA", + "RENT_PRIVATELY", + "RENT_PRIVATELY", + "OWNED_WITH_MORTGAGE", ], } ) diff --git a/src/policyengine/countries/uk/metadata.py b/src/policyengine/countries/uk/metadata.py index 2019fd66..107c93c1 100644 --- a/src/policyengine/countries/uk/metadata.py +++ b/src/policyengine/countries/uk/metadata.py @@ -2,6 +2,7 @@ from policyengine.utils.metadata import get_metadata from policyengine.countries.uk.datasets import create_efrs_years + def get_uk_metadata(): md = get_metadata(system, country="uk") diff --git a/src/policyengine/countries/us/datasets.py b/src/policyengine/countries/us/datasets.py index 3dbd6113..117c2dbd 100644 --- a/src/policyengine/countries/us/datasets.py +++ b/src/policyengine/countries/us/datasets.py @@ -8,15 +8,21 @@ from policyengine.models.single_year_dataset import SingleYearDataset from policyengine.models.enums import DatasetType + def create_ecps_years(start_year: int, end_year: int) -> list[Dataset]: from policyengine_us import Microsimulation sim = Microsimulation() - return [create_ecps(year=year, sim=sim) for year in range(start_year, end_year + 1)] + return [ + create_ecps(year=year, sim=sim) + for year in range(start_year, end_year + 1) + ] -def create_ecps(year: int = 2024, sim: "Microsimulation" | None = None) -> Dataset: +def create_ecps( + year: int = 2024, sim: "Microsimulation" | None = None +) -> Dataset: """Create the ECPS dataset for a given year using the US microsimulation. This computes variables per entity for the requested year. This is the @@ -24,6 +30,7 @@ def create_ecps(year: int = 2024, sim: "Microsimulation" | None = None) -> Datas """ if sim is None: from policyengine_us import Microsimulation + sim = Microsimulation() tables: Dict[str, pd.DataFrame] = {} @@ -47,164 +54,457 @@ def create_us_synthetic(year: int = 2024) -> Dataset: Creates diverse households to demonstrate tax and benefit policy impacts. """ # Create diverse household compositions - household = pd.DataFrame({ - "household_id": [100, 101, 102, 103, 104, 105, 106, 107, 108, 109], - "state_fips": [6, 36, 48, 12, 17, 42, 4, 53, 25, 13], # CA, NY, TX, FL, IL, PA, AZ, WA, MA, GA - "household_weight": [1.0] * 10, - "tenure_type": ["OWNER", "RENTER", "OWNER", "RENTER", "OWNER", - "RENTER", "OWNER", "RENTER", "OWNER", "RENTER"], - }) - + household = pd.DataFrame( + { + "household_id": [100, 101, 102, 103, 104, 105, 106, 107, 108, 109], + "state_fips": [ + 6, + 36, + 48, + 12, + 17, + 42, + 4, + 53, + 25, + 13, + ], # CA, NY, TX, FL, IL, PA, AZ, WA, MA, GA + "household_weight": [1.0] * 10, + "tenure_type": [ + "OWNER", + "RENTER", + "OWNER", + "RENTER", + "OWNER", + "RENTER", + "OWNER", + "RENTER", + "OWNER", + "RENTER", + ], + } + ) + # SPM units (supplemental poverty measure units) - spm_unit = pd.DataFrame({ - "spm_unit_id": [1301, 1302, 1303, 1304, 1305, 1306, 1307, 1308, 1309, 1310], - "snap_reported": [0, 0, 400, 600, 800, 0, 300, 0, 0, 200], # SNAP benefits - "housing_assistance": [0, 0, 500, 800, 1000, 0, 400, 0, 0, 300], - "spm_unit_pre_subsidy_childcare_expenses": [0, 8000, 0, 6000, 0, 0, 5000, 10000, 0, 4000], - }) - + spm_unit = pd.DataFrame( + { + "spm_unit_id": [ + 1301, + 1302, + 1303, + 1304, + 1305, + 1306, + 1307, + 1308, + 1309, + 1310, + ], + "snap_reported": [ + 0, + 0, + 400, + 600, + 800, + 0, + 300, + 0, + 0, + 200, + ], # SNAP benefits + "housing_assistance": [0, 0, 500, 800, 1000, 0, 400, 0, 0, 300], + "spm_unit_pre_subsidy_childcare_expenses": [ + 0, + 8000, + 0, + 6000, + 0, + 0, + 5000, + 10000, + 0, + 4000, + ], + } + ) + # Families - family = pd.DataFrame({ - "family_id": [1001, 1002, 1003, 1004, 1005, 1006, 1007, 1008, 1009, 1010] - }) - + family = pd.DataFrame( + { + "family_id": [ + 1001, + 1002, + 1003, + 1004, + 1005, + 1006, + 1007, + 1008, + 1009, + 1010, + ] + } + ) + # Tax units (can have multiple per household) - tax_unit = pd.DataFrame({ - "tax_unit_id": list(range(1201, 1213)), # 12 tax units across 10 households - "takes_up_eitc": [True] * 12, - "takes_up_dc_ptc": [True] * 12, - "cdcc_relevant_expenses": [0, 3000, 0, 2500, 0, 0, 4000, 5000, 0, 2000, 0, 0], - }) - + tax_unit = pd.DataFrame( + { + "tax_unit_id": list( + range(1201, 1213) + ), # 12 tax units across 10 households + "takes_up_eitc": [True] * 12, + "takes_up_dc_ptc": [True] * 12, + "cdcc_relevant_expenses": [ + 0, + 3000, + 0, + 2500, + 0, + 0, + 4000, + 5000, + 0, + 2000, + 0, + 0, + ], + } + ) + # Marital units - marital_unit = pd.DataFrame({ - "marital_unit_id": list(range(1101, 1118)) # 17 marital units - }) - + marital_unit = pd.DataFrame( + { + "marital_unit_id": list(range(1101, 1118)) # 17 marital units + } + ) + # Person data with diverse characteristics - person = pd.DataFrame({ - "person_id": list(range(1, 31)), # 30 people - "person_household_id": [ - 100, 100, 100, 100, # Family with 2 children - 101, 101, # Working couple - 102, # Single elderly - 103, 103, 103, # Single parent with 2 kids - 104, 104, 104, 104, # Low income family - 105, # High earner - 106, 106, # Disabled couple - 107, 107, 107, 107, 107, # Large family - 108, 108, # DINK (dual income no kids) - 109, 109, 109, # Middle income family - 101, 103, 104, # Additional people in some households (3 people to make 30 total) - ], - "person_spm_unit_id": [ - 1301, 1301, 1301, 1301, - 1302, 1302, - 1303, - 1304, 1304, 1304, - 1305, 1305, 1305, 1305, - 1306, - 1307, 1307, - 1308, 1308, 1308, 1308, 1308, - 1309, 1309, - 1310, 1310, 1310, - 1302, 1304, 1305, - ], - "person_family_id": [ - 1001, 1001, 1001, 1001, - 1002, 1002, - 1003, - 1004, 1004, 1004, - 1005, 1005, 1005, 1005, - 1006, - 1007, 1007, - 1008, 1008, 1008, 1008, 1008, - 1009, 1009, - 1010, 1010, 1010, - 1002, 1004, 1005, - ], - "person_tax_unit_id": [ - 1201, 1201, 1201, 1201, - 1202, 1202, - 1203, - 1204, 1204, 1204, - 1205, 1205, 1205, 1205, - 1206, - 1207, 1207, - 1208, 1208, 1209, 1209, 1209, # Large family has 2 tax units - 1210, 1210, - 1211, 1211, 1211, - 1202, 1204, 1205, - ], - "person_marital_unit_id": [ - 1101, 1101, 1102, 1103, - 1104, 1104, - 1105, - 1106, 1107, 1108, - 1109, 1109, 1110, 1111, - 1112, - 1113, 1113, - 1114, 1114, 1115, 1116, 1117, - 1104, 1104, - 1109, 1109, 1110, - 1104, 1106, 1109, - ], - "age": [35, 33, 8, 5, 42, 40, 68, 38, 12, 9, 32, 30, 4, 2, - 55, 45, 43, 41, 39, 14, 10, 7, 35, 34, 44, 42, 6, 16, 10, 1], - "employment_income": [ - 30000, 25000, 0, 0, # Parents working - 55000, 48000, # High earners - 0, # Retired - 22000, 0, 0, # Single parent - 15000, 12000, 0, 0, # Low income - 150000, # Very high earner - 0, 0, # Disabled - 35000, 32000, 0, 0, 0, # Parents in large family - 70000, 65000, # DINK - 45000, 38000, 0, # Middle income - 0, 0, 0, # Additional dependents (3 people) - ], - "social_security": [ - 0, 0, 0, 0, - 0, 0, - 18000, # Elderly SS - 0, 0, 0, - 0, 0, 0, 0, - 0, - 12000, 11000, # Disabled SS - 0, 0, 0, 0, 0, - 0, 0, - 0, 0, 0, - 0, 0, 0, # 3 additional people - ], - "self_employment_income": [ - 0, 8000, 0, 0, # One parent self-employed - 0, 0, - 0, - 5000, 0, 0, # Single parent self-employed - 0, 0, 0, 0, - 0, - 0, 0, - 10000, 0, 0, 0, 0, # One parent self-employed - 0, 0, - 0, 6000, 0, # One parent self-employed - 0, 0, 0, # 3 additional people - ], - "is_disabled": [ - False, False, False, False, - False, False, - False, - False, False, False, - False, False, False, False, - False, - True, True, # Disabled couple - False, False, True, False, False, # One disabled child - False, False, - False, False, False, - False, False, False, # 3 additional people - ], - }) - + person = pd.DataFrame( + { + "person_id": list(range(1, 31)), # 30 people + "person_household_id": [ + 100, + 100, + 100, + 100, # Family with 2 children + 101, + 101, # Working couple + 102, # Single elderly + 103, + 103, + 103, # Single parent with 2 kids + 104, + 104, + 104, + 104, # Low income family + 105, # High earner + 106, + 106, # Disabled couple + 107, + 107, + 107, + 107, + 107, # Large family + 108, + 108, # DINK (dual income no kids) + 109, + 109, + 109, # Middle income family + 101, + 103, + 104, # Additional people in some households (3 people to make 30 total) + ], + "person_spm_unit_id": [ + 1301, + 1301, + 1301, + 1301, + 1302, + 1302, + 1303, + 1304, + 1304, + 1304, + 1305, + 1305, + 1305, + 1305, + 1306, + 1307, + 1307, + 1308, + 1308, + 1308, + 1308, + 1308, + 1309, + 1309, + 1310, + 1310, + 1310, + 1302, + 1304, + 1305, + ], + "person_family_id": [ + 1001, + 1001, + 1001, + 1001, + 1002, + 1002, + 1003, + 1004, + 1004, + 1004, + 1005, + 1005, + 1005, + 1005, + 1006, + 1007, + 1007, + 1008, + 1008, + 1008, + 1008, + 1008, + 1009, + 1009, + 1010, + 1010, + 1010, + 1002, + 1004, + 1005, + ], + "person_tax_unit_id": [ + 1201, + 1201, + 1201, + 1201, + 1202, + 1202, + 1203, + 1204, + 1204, + 1204, + 1205, + 1205, + 1205, + 1205, + 1206, + 1207, + 1207, + 1208, + 1208, + 1209, + 1209, + 1209, # Large family has 2 tax units + 1210, + 1210, + 1211, + 1211, + 1211, + 1202, + 1204, + 1205, + ], + "person_marital_unit_id": [ + 1101, + 1101, + 1102, + 1103, + 1104, + 1104, + 1105, + 1106, + 1107, + 1108, + 1109, + 1109, + 1110, + 1111, + 1112, + 1113, + 1113, + 1114, + 1114, + 1115, + 1116, + 1117, + 1104, + 1104, + 1109, + 1109, + 1110, + 1104, + 1106, + 1109, + ], + "age": [ + 35, + 33, + 8, + 5, + 42, + 40, + 68, + 38, + 12, + 9, + 32, + 30, + 4, + 2, + 55, + 45, + 43, + 41, + 39, + 14, + 10, + 7, + 35, + 34, + 44, + 42, + 6, + 16, + 10, + 1, + ], + "employment_income": [ + 30000, + 25000, + 0, + 0, # Parents working + 55000, + 48000, # High earners + 0, # Retired + 22000, + 0, + 0, # Single parent + 15000, + 12000, + 0, + 0, # Low income + 150000, # Very high earner + 0, + 0, # Disabled + 35000, + 32000, + 0, + 0, + 0, # Parents in large family + 70000, + 65000, # DINK + 45000, + 38000, + 0, # Middle income + 0, + 0, + 0, # Additional dependents (3 people) + ], + "social_security": [ + 0, + 0, + 0, + 0, + 0, + 0, + 18000, # Elderly SS + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 12000, + 11000, # Disabled SS + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 0, # 3 additional people + ], + "self_employment_income": [ + 0, + 8000, + 0, + 0, # One parent self-employed + 0, + 0, + 0, + 5000, + 0, + 0, # Single parent self-employed + 0, + 0, + 0, + 0, + 0, + 0, + 0, + 10000, + 0, + 0, + 0, + 0, # One parent self-employed + 0, + 0, + 0, + 6000, + 0, # One parent self-employed + 0, + 0, + 0, # 3 additional people + ], + "is_disabled": [ + False, + False, + False, + False, + False, + False, + False, + False, + False, + False, + False, + False, + False, + False, + False, + True, + True, # Disabled couple + False, + False, + True, + False, + False, # One disabled child + False, + False, + False, + False, + False, + False, + False, + False, # 3 additional people + ], + } + ) + data = SingleYearDataset( tables={ "person": person, diff --git a/src/policyengine/countries/us/metadata.py b/src/policyengine/countries/us/metadata.py index 4ab675bf..c69efc92 100644 --- a/src/policyengine/countries/us/metadata.py +++ b/src/policyengine/countries/us/metadata.py @@ -2,6 +2,7 @@ from policyengine.utils.metadata import get_metadata from policyengine.countries.us.datasets import create_ecps_years + def get_us_metadata(): md = get_metadata(system, country="us") diff --git a/src/policyengine/database.py b/src/policyengine/database.py index b1f8642f..dd75a61b 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -2,7 +2,17 @@ from contextlib import contextmanager from datetime import datetime -from typing import Any, Dict, Generator, Iterable, Optional, Tuple, Type, TypeVar, Union +from typing import ( + Any, + Dict, + Generator, + Iterable, + Optional, + Tuple, + Type, + TypeVar, + Union, +) from uuid import UUID from sqlmodel import SQLModel, Session, create_engine, select @@ -209,7 +219,9 @@ def add_parameter_values_bulk( try: from tqdm.auto import tqdm # type: ignore - pbar = tqdm(total=total, desc="Parameter values", unit="row") + pbar = tqdm( + total=total, desc="Parameter values", unit="row" + ) except Exception: pbar = None @@ -245,8 +257,12 @@ def add_parameter_values_bulk( if existing is not None: par_id = existing.id else: - par_row = self._to_table(obj.parameter, s, cascade=cascade) - par_row = self._upsert_row(obj.parameter, par_row, s) # type: ignore[arg-type] + par_row = self._to_table( + obj.parameter, s, cascade=cascade + ) + par_row = self._upsert_row( + obj.parameter, par_row, s + ) # type: ignore[arg-type] s.add(par_row) s.flush() par_id = par_row.id @@ -267,8 +283,12 @@ def add_parameter_values_bulk( if existing is not None: pol_id = existing.id else: - pol_row = self._to_table(obj.policy, s, cascade=cascade) - pol_row = self._upsert_row(obj.policy, pol_row, s) # type: ignore[arg-type] + pol_row = self._to_table( + obj.policy, s, cascade=cascade + ) + pol_row = self._upsert_row( + obj.policy, pol_row, s + ) # type: ignore[arg-type] s.add(pol_row) s.flush() pol_id = pol_row.id @@ -289,14 +309,24 @@ def add_parameter_values_bulk( if existing is not None: dyn_id = existing.id else: - dyn_row = self._to_table(obj.dynamics, s, cascade=cascade) - dyn_row = self._upsert_row(obj.dynamics, dyn_row, s) # type: ignore[arg-type] + dyn_row = self._to_table( + obj.dynamics, s, cascade=cascade + ) + dyn_row = self._upsert_row( + obj.dynamics, dyn_row, s + ) # type: ignore[arg-type] s.add(dyn_row) s.flush() dyn_id = dyn_row.id dynamics_cache[dyn_key] = dyn_id - series_key = (par_id, obj.model_version, pol_id, dyn_id, obj.country) + series_key = ( + par_id, + obj.model_version, + pol_id, + dyn_id, + obj.country, + ) if replace and series_key not in deleted_series: deleted_series.add(series_key) keys_to_delete.append(series_key) @@ -319,13 +349,23 @@ def add_parameter_values_bulk( if verbose: if replace: - print(f"Chunk {start}-{end}: deleting {len(keys_to_delete)} series and inserting {len(pv_rows)} rows...") + print( + f"Chunk {start}-{end}: deleting {len(keys_to_delete)} series and inserting {len(pv_rows)} rows..." + ) else: - print(f"Chunk {start}-{end}: inserting {len(pv_rows)} rows...") + print( + f"Chunk {start}-{end}: inserting {len(pv_rows)} rows..." + ) # Phase 2: perform series deletes for this unseen set if replace and keys_to_delete: - for (parameter_id, model_version, policy_id, dynamics_id, country) in keys_to_delete: + for ( + parameter_id, + model_version, + policy_id, + dynamics_id, + country, + ) in keys_to_delete: conds = [ PVTable.parameter_id == parameter_id, PVTable.model_version == model_version, @@ -361,8 +401,6 @@ def add_parameter_values_bulk( return None - - # ------------------- Seeding ------------------- def seed(self, countries: Iterable[str]) -> None: """Seed database with metadata for selected countries. @@ -382,8 +420,9 @@ def seed(self, countries: Iterable[str]) -> None: md = get_us_metadata() else: - raise ValueError(f"Unknown country code for seeding: {country}") - + raise ValueError( + f"Unknown country code for seeding: {country}" + ) # Upsert policy and dynamics anchors anchor_objs = [] @@ -420,7 +459,12 @@ def seed(self, countries: Iterable[str]) -> None: if key not in unique_params: unique_params[key] = pv.parameter if unique_params: - self.add_all(unique_params.values(), refresh=False, progress=True, chunk_size=1000) + self.add_all( + unique_params.values(), + refresh=False, + progress=True, + chunk_size=1000, + ) # Then add values without replacement or auto-linking self.add_parameter_values_bulk( @@ -438,7 +482,14 @@ def seed(self, countries: Iterable[str]) -> None: # ensure dataset names are set and deduplicate by name self.add_all(datasets, refresh=False) - def get(self, model_cls: Type[BM], id: Any | None = None, *, cascade: bool = False, **filters: Any) -> BM | None: + def get( + self, + model_cls: Type[BM], + id: Any | None = None, + *, + cascade: bool = False, + **filters: Any, + ) -> BM | None: """Load a BaseModel by primary key or by attribute filters. Examples: @@ -457,7 +508,9 @@ def get(self, model_cls: Type[BM], id: Any | None = None, *, cascade: bool = Fal conds = [] for key, value in filters.items(): if not hasattr(table_cls, key): - raise ValueError(f"Unknown field for {table_cls.__name__}: {key}") + raise ValueError( + f"Unknown field for {table_cls.__name__}: {key}" + ) col = getattr(table_cls, key) if value is None: conds.append(col.is_(None)) @@ -470,7 +523,9 @@ def get(self, model_cls: Type[BM], id: Any | None = None, *, cascade: bool = Fal return None return self._to_model(row, s, cascade=cascade) - def list(self, model_cls: Type[BM], *, limit: int | None = None) -> list[BM]: + def list( + self, model_cls: Type[BM], *, limit: int | None = None + ) -> list[BM]: """List BaseModel instances for a given class.""" table_cls = self._resolve_table_class(model_cls) with self.session() as s: @@ -481,7 +536,9 @@ def list(self, model_cls: Type[BM], *, limit: int | None = None) -> list[BM]: return [self._to_model(r, s, cascade=False) for r in rows] # ------------------- Mapping helpers ------------------- - def _resolve_table_class(self, obj_or_cls: Union[Any, type]) -> type[SQLModel]: + def _resolve_table_class( + self, obj_or_cls: Union[Any, type] + ) -> type[SQLModel]: if isinstance(obj_or_cls, type): if obj_or_cls in self._bm_to_table: return self._bm_to_table[obj_or_cls] @@ -552,12 +609,16 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: # Policy, Dynamics, Parameters if isinstance(obj, Policy): - return PolicyTable(name=obj.name, description=obj.description, country=obj.country) + return PolicyTable( + name=obj.name, description=obj.description, country=obj.country + ) if isinstance(obj, Dynamics): parent_id = None if obj.parent_dynamics is not None and cascade: - parent_row = self._to_table(obj.parent_dynamics, s, cascade=cascade) + parent_row = self._to_table( + obj.parent_dynamics, s, cascade=cascade + ) s.add(parent_row) s.flush() parent_id = parent_row.id @@ -577,7 +638,11 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: s.add(parent_row) s.flush() parent_id = parent_row.id - data_type = obj.data_type.__name__ if isinstance(obj.data_type, type) else str(obj.data_type) + data_type = ( + obj.data_type.__name__ + if isinstance(obj.data_type, type) + else str(obj.data_type) + ) return ParameterTable( name=obj.name, parent_id=parent_id, @@ -590,30 +655,53 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: if isinstance(obj, ParameterValue): # Do not auto-create/link related rows here; only resolve by lookup. - from policyengine.tables import ParameterTable as PTable, PolicyTable as PoTable, DynamicsTable as DTable + from policyengine.tables import ( + ParameterTable as PTable, + PolicyTable as PoTable, + DynamicsTable as DTable, + ) # parameter is required and must already exist (by name+country) if obj.parameter is None: raise ValueError("ParameterValue.parameter is required") par = obj.parameter - par_row = s.exec(select(PTable).where(PTable.name == par.name, PTable.country == par.country)).first() + par_row = s.exec( + select(PTable).where( + PTable.name == par.name, PTable.country == par.country + ) + ).first() if par_row is None: - raise ValueError(f"Parameter not found for value: {par.name} ({par.country})") + raise ValueError( + f"Parameter not found for value: {par.name} ({par.country})" + ) policy_id = None if obj.policy is not None: pol = obj.policy - pol_row = s.exec(select(PoTable).where(PoTable.name == pol.name, PoTable.country == pol.country)).first() + pol_row = s.exec( + select(PoTable).where( + PoTable.name == pol.name, + PoTable.country == pol.country, + ) + ).first() if pol_row is None: - raise ValueError(f"Policy not found for value: {pol.name} ({pol.country})") + raise ValueError( + f"Policy not found for value: {pol.name} ({pol.country})" + ) policy_id = pol_row.id dynamics_id = None if obj.dynamics is not None: dyn = obj.dynamics - dyn_row = s.exec(select(DTable).where(DTable.name == dyn.name, DTable.country == dyn.country)).first() + dyn_row = s.exec( + select(DTable).where( + DTable.name == dyn.name, DTable.country == dyn.country + ) + ).first() if dyn_row is None: - raise ValueError(f"Dynamics not found for value: {dyn.name} ({dyn.country})") + raise ValueError( + f"Dynamics not found for value: {dyn.name} ({dyn.country})" + ) dynamics_id = dyn_row.id # JSON-safe value handling (inf/-inf, NaN) @@ -632,7 +720,9 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: if isinstance(obj, Dataset): source_id = None if obj.source_dataset is not None and cascade: - src_row = self._to_table(obj.source_dataset, s, cascade=cascade) + src_row = self._to_table( + obj.source_dataset, s, cascade=cascade + ) s.add(src_row) s.flush() source_id = src_row.id @@ -686,7 +776,9 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: # Reports if isinstance(obj, Report): - return ReportTable(name=obj.name, description=obj.description, country=obj.country) + return ReportTable( + name=obj.name, description=obj.description, country=obj.country + ) if isinstance(obj, ReportElement): report_id = None @@ -705,7 +797,11 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: # Variable if isinstance(obj, Variable): - data_type = obj.data_type.__name__ if isinstance(obj.data_type, type) else str(obj.data_type) + data_type = ( + obj.data_type.__name__ + if isinstance(obj.data_type, type) + else str(obj.data_type) + ) return VariableTable( name=obj.name, label=obj.label, @@ -729,48 +825,90 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: return User(id=row.id or 0, name=row.name, email=row.email) if isinstance(row, UserPolicyTable): - user = self._to_model(s.get(UserTable, row.user_id), s, cascade=False) + user = self._to_model( + s.get(UserTable, row.user_id), s, cascade=False + ) policy = ( - self._to_model(s.get(PolicyTable, row.policy_id), s, cascade=False) + self._to_model( + s.get(PolicyTable, row.policy_id), s, cascade=False + ) if row.policy_id is not None else None ) - return UserPolicy(user=user, policy=policy, label=row.label, description=row.description) + return UserPolicy( + user=user, + policy=policy, + label=row.label, + description=row.description, + ) if isinstance(row, UserSimulationTable): - user = self._to_model(s.get(UserTable, row.user_id), s, cascade=False) + user = self._to_model( + s.get(UserTable, row.user_id), s, cascade=False + ) sim = ( - self._to_model(s.get(SimulationTable, row.simulation_id), s, cascade=False) + self._to_model( + s.get(SimulationTable, row.simulation_id), s, cascade=False + ) if row.simulation_id is not None else None ) - return UserSimulation(user=user, simulation=sim, label=row.label, description=row.description) + return UserSimulation( + user=user, + simulation=sim, + label=row.label, + description=row.description, + ) if isinstance(row, UserReportTable): - user = self._to_model(s.get(UserTable, row.user_id), s, cascade=False) + user = self._to_model( + s.get(UserTable, row.user_id), s, cascade=False + ) report = ( - self._to_model(s.get(ReportTable, row.report_id), s, cascade=False) + self._to_model( + s.get(ReportTable, row.report_id), s, cascade=False + ) if row.report_id is not None else None ) - return UserReport(user=user, report=report, label=row.label, description=row.description) + return UserReport( + user=user, + report=report, + label=row.label, + description=row.description, + ) if isinstance(row, UserReportElementTable): - user = self._to_model(s.get(UserTable, row.user_id), s, cascade=False) + user = self._to_model( + s.get(UserTable, row.user_id), s, cascade=False + ) el = ( - self._to_model(s.get(ReportElementTable, row.report_element_id), s, cascade=False) + self._to_model( + s.get(ReportElementTable, row.report_element_id), + s, + cascade=False, + ) if row.report_element_id is not None else None ) - return UserReportElement(user=user, report_element=el, label=row.label, description=row.description) + return UserReportElement( + user=user, + report_element=el, + label=row.label, + description=row.description, + ) # Policy, Dynamics, Parameters if isinstance(row, PolicyTable): - return Policy(name=row.name, description=row.description, country=row.country) + return Policy( + name=row.name, description=row.description, country=row.country + ) if isinstance(row, DynamicsTable): parent = ( - self._to_model(s.get(DynamicsTable, row.parent_id), s, cascade=False) + self._to_model( + s.get(DynamicsTable, row.parent_id), s, cascade=False + ) if (cascade and row.parent_id is not None) else None ) @@ -785,11 +923,18 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: if isinstance(row, ParameterTable): parent = ( - self._to_model(s.get(ParameterTable, row.parent_id), s, cascade=False) + self._to_model( + s.get(ParameterTable, row.parent_id), s, cascade=False + ) if (cascade and row.parent_id is not None) else None ) - data_type_map = {"float": float, "int": int, "bool": bool, "string": str} + data_type_map = { + "float": float, + "int": int, + "bool": bool, + "string": str, + } data_type = data_type_map.get(row.data_type, str) return Parameter( name=row.name, @@ -803,17 +948,23 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: if isinstance(row, ParameterValueTable): policy = ( - self._to_model(s.get(PolicyTable, row.policy_id), s, cascade=False) + self._to_model( + s.get(PolicyTable, row.policy_id), s, cascade=False + ) if (cascade and row.policy_id is not None) else None ) dynamics = ( - self._to_model(s.get(DynamicsTable, row.dynamics_id), s, cascade=False) + self._to_model( + s.get(DynamicsTable, row.dynamics_id), s, cascade=False + ) if (cascade and row.dynamics_id is not None) else None ) parameter = ( - self._to_model(s.get(ParameterTable, row.parameter_id), s, cascade=False) + self._to_model( + s.get(ParameterTable, row.parameter_id), s, cascade=False + ) if row.parameter_id is not None else None ) @@ -831,7 +982,11 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: # Dataset if isinstance(row, DatasetTable): source = ( - self._to_model(s.get(DatasetTable, row.source_dataset_id), s, cascade=False) + self._to_model( + s.get(DatasetTable, row.source_dataset_id), + s, + cascade=False, + ) if (cascade and row.source_dataset_id is not None) else None ) @@ -851,22 +1006,32 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: # Simulation if isinstance(row, SimulationTable): dataset = ( - self._to_model(s.get(DatasetTable, row.dataset_id), s, cascade=False) + self._to_model( + s.get(DatasetTable, row.dataset_id), s, cascade=False + ) if row.dataset_id is not None else None ) policy = ( - self._to_model(s.get(PolicyTable, row.policy_id), s, cascade=False) + self._to_model( + s.get(PolicyTable, row.policy_id), s, cascade=False + ) if row.policy_id is not None else None ) dynamics = ( - self._to_model(s.get(DynamicsTable, row.dynamics_id), s, cascade=False) + self._to_model( + s.get(DynamicsTable, row.dynamics_id), s, cascade=False + ) if row.dynamics_id is not None else None ) result = ( - self._to_model(s.get(DatasetTable, row.result_dataset_id), s, cascade=False) + self._to_model( + s.get(DatasetTable, row.result_dataset_id), + s, + cascade=False, + ) if row.result_dataset_id is not None else None ) @@ -885,11 +1050,18 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: # Reports if isinstance(row, ReportTable): # Elements are not auto-hydrated to avoid heavy joins - return Report(name=row.name, description=row.description, elements=[], country=row.country) + return Report( + name=row.name, + description=row.description, + elements=[], + country=row.country, + ) if isinstance(row, ReportElementTable): report = ( - self._to_model(s.get(ReportTable, row.report_id), s, cascade=False) + self._to_model( + s.get(ReportTable, row.report_id), s, cascade=False + ) if (cascade and row.report_id is not None) else None ) @@ -903,7 +1075,12 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: # Variable if isinstance(row, VariableTable): - data_type_map = {"float": float, "int": int, "bool": bool, "string": str} + data_type_map = { + "float": float, + "int": int, + "bool": bool, + "string": str, + } data_type = data_type_map.get(row.data_type, str) return Variable( name=row.name, @@ -991,7 +1168,8 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: # Policy if isinstance(new_row, PolicyTable): stmt = select(PolicyTable).where( - PolicyTable.name == new_row.name, PolicyTable.country == new_row.country + PolicyTable.name == new_row.name, + PolicyTable.country == new_row.country, ) existing = s.exec(stmt).first() if existing: @@ -1003,7 +1181,8 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: # Dynamics if isinstance(new_row, DynamicsTable): stmt = select(DynamicsTable).where( - DynamicsTable.name == new_row.name, DynamicsTable.country == new_row.country + DynamicsTable.name == new_row.name, + DynamicsTable.country == new_row.country, ) existing = s.exec(stmt).first() if existing: @@ -1018,7 +1197,8 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: # Parameter if isinstance(new_row, ParameterTable): stmt = select(ParameterTable).where( - ParameterTable.name == new_row.name, ParameterTable.country == new_row.country + ParameterTable.name == new_row.name, + ParameterTable.country == new_row.country, ) existing = s.exec(stmt).first() if existing: @@ -1037,9 +1217,15 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: ParameterValueTable.parameter_id == new_row.parameter_id, ParameterValueTable.model_version == new_row.model_version, ParameterValueTable.start_date == new_row.start_date, - ParameterValueTable.end_date.is_(new_row.end_date) if new_row.end_date is None else ParameterValueTable.end_date == new_row.end_date, - ParameterValueTable.policy_id.is_(new_row.policy_id) if new_row.policy_id is None else ParameterValueTable.policy_id == new_row.policy_id, - ParameterValueTable.dynamics_id.is_(new_row.dynamics_id) if new_row.dynamics_id is None else ParameterValueTable.dynamics_id == new_row.dynamics_id, + ParameterValueTable.end_date.is_(new_row.end_date) + if new_row.end_date is None + else ParameterValueTable.end_date == new_row.end_date, + ParameterValueTable.policy_id.is_(new_row.policy_id) + if new_row.policy_id is None + else ParameterValueTable.policy_id == new_row.policy_id, + ParameterValueTable.dynamics_id.is_(new_row.dynamics_id) + if new_row.dynamics_id is None + else ParameterValueTable.dynamics_id == new_row.dynamics_id, ParameterValueTable.country == new_row.country, ) existing = s.exec(stmt).first() @@ -1051,7 +1237,8 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: # Variable if isinstance(new_row, VariableTable): stmt = select(VariableTable).where( - VariableTable.name == new_row.name, VariableTable.country == new_row.country + VariableTable.name == new_row.name, + VariableTable.country == new_row.country, ) existing = s.exec(stmt).first() if existing: @@ -1068,7 +1255,8 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: # Reports if isinstance(new_row, ReportTable): stmt = select(ReportTable).where( - ReportTable.name == new_row.name, ReportTable.country == new_row.country + ReportTable.name == new_row.name, + ReportTable.country == new_row.country, ) existing = s.exec(stmt).first() if existing: @@ -1079,7 +1267,8 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: if isinstance(new_row, ReportElementTable): stmt = select(ReportElementTable).where( - ReportElementTable.name == new_row.name, ReportElementTable.country == new_row.country + ReportElementTable.name == new_row.name, + ReportElementTable.country == new_row.country, ) existing = s.exec(stmt).first() if existing: @@ -1093,7 +1282,9 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: # Dataset if isinstance(new_row, DatasetTable): # Deduplicate by dataset name; update payload - stmt = select(DatasetTable).where(DatasetTable.name == new_row.name) + stmt = select(DatasetTable).where( + DatasetTable.name == new_row.name + ) existing = s.exec(stmt).first() if existing: existing.source_dataset_id = new_row.source_dataset_id diff --git a/src/policyengine/migrations/__init__.py b/src/policyengine/migrations/__init__.py new file mode 100644 index 00000000..099deb94 --- /dev/null +++ b/src/policyengine/migrations/__init__.py @@ -0,0 +1,64 @@ +"""Simple migrations API. + +Import the functions below for programmatic use: + + from policyengine.migrations import seed_model, seed_datasets + +Or run the CLI: + + pe-migrate seed-model uk + pe-migrate seed-datasets uk efrs --version 2024.1 +""" + +from .runner import seed_model, seed_datasets, main as cli_main + + +def seed_us_model(db): + return seed_model(db, "us") + + +def seed_uk_model(db): + return seed_model(db, "uk") + + +def seed_uk_efrs_datasets( + db, + version: str | None = None, + start_year: int | None = None, + end_year: int | None = None, +): + return seed_datasets( + db, + "uk", + family="efrs", + version=version, + start_year=start_year, + end_year=end_year, + ) + + +def seed_us_ecps_datasets( + db, + version: str | None = None, + start_year: int | None = None, + end_year: int | None = None, +): + return seed_datasets( + db, + "us", + family="ecps", + version=version, + start_year=start_year, + end_year=end_year, + ) + + +__all__ = [ + "seed_model", + "seed_datasets", + "seed_us_model", + "seed_uk_model", + "seed_uk_efrs_datasets", + "seed_us_ecps_datasets", + "cli_main", +] diff --git a/src/policyengine/migrations/runner.py b/src/policyengine/migrations/runner.py new file mode 100644 index 00000000..0edd9073 --- /dev/null +++ b/src/policyengine/migrations/runner.py @@ -0,0 +1,380 @@ +from __future__ import annotations + +import argparse +import os +from typing import Any, Iterable + +try: + from rich.console import Console + from rich.progress import Progress, SpinnerColumn, TextColumn +except Exception: # rich not installed – gracefully degrade + Console = None # type: ignore + Progress = None # type: ignore + +from policyengine.database import Database + + +def _console() -> Any: + return Console() if Console is not None else None + + +def _log(msg: str) -> None: + c = _console() + if c is not None: + c.print(msg) + else: + print(msg) + + +def seed_model(db: Database, country: str) -> dict[str, int]: + """Seed variables, parameters, and parameter values for a country. + + Uses the installed policyengine_{country} package to derive the metadata. + Returns counts for a quick summary. + """ + country = country.lower() + # Announce early to avoid long silence during heavy imports/metadata build + _log(f"[migrate] Loading {country.upper()} model metadata...") + + # Wrap metadata build with a spinner if rich is available + if Progress is not None: + progress = Progress( + SpinnerColumn(), + TextColumn("[progress.description]{task.description}"), + transient=True, + ) + progress.start() + task_md = progress.add_task( + "Building metadata from installed package...", total=None + ) + try: + if country == "uk": + from policyengine.countries.uk.metadata import ( + get_uk_metadata as get_md, + ) + elif country == "us": + from policyengine.countries.us.metadata import ( + get_us_metadata as get_md, + ) + else: + raise SystemExit(f"Unknown country: {country}") + md = get_md() + finally: + progress.update(task_md, completed=1) + progress.stop() + else: + if country == "uk": + from policyengine.countries.uk.metadata import ( + get_uk_metadata as get_md, + ) + elif country == "us": + from policyengine.countries.us.metadata import ( + get_us_metadata as get_md, + ) + else: + raise SystemExit(f"Unknown country: {country}") + md = get_md() + + # Compute counts up-front + var_count = len(md.get("variables", []) or []) + pvals = list(md.get("parameter_values", []) or []) + pval_count = len(pvals) + unique_params: dict[tuple[str, str | None], Any] = {} + for pv in pvals: + if pv.parameter is not None: + keyp = (pv.parameter.name, country) + if keyp not in unique_params: + unique_params[keyp] = pv.parameter + par_count = len(unique_params) + + # Attach country and persist + # Anchor policy/dynamics + anchors = [] + if md.get("current_law") is not None: + md["current_law"].country = country + anchors.append(md["current_law"]) + if md.get("static") is not None: + md["static"].country = country + anchors.append(md["static"]) + + # Progress UI + if Progress is not None: + progress = Progress( + SpinnerColumn(), + TextColumn("[progress.description]{task.description}"), + transient=True, + ) + progress.start() + if anchors: + task_anchors = progress.add_task("Saving anchors...", total=None) + db.add_all(anchors, refresh=False) + progress.update(task_anchors, completed=1) + if var_count: + task_vars = progress.add_task( + f"Saving variables ({var_count})...", total=None + ) + variables = [] + for v in md.get("variables", []) or []: + v.country = country + variables.append(v) + if variables: + db.add_all(variables, refresh=False) + progress.update(task_vars, completed=1) + if par_count: + task_params = progress.add_task( + f"Saving parameters ({par_count})...", total=None + ) + for p in unique_params.values(): + p.country = country + if unique_params: + db.add_all( + unique_params.values(), refresh=False, chunk_size=1000 + ) + progress.update(task_params, completed=1) + if pval_count: + task_pvals = progress.add_task( + f"Saving parameter values (~{pval_count})...", total=None + ) + # Ensure country set on values and referenced params + prepared = [] + for pv in pvals: + pv.country = country + if pv.parameter is not None: + pv.parameter.country = country + prepared.append(pv) + if prepared: + db.add_parameter_values_bulk( + prepared, + cascade=False, + chunk_size=2000, + progress=True, # internal tqdm, complements rich step status + verbose=True, + replace=False, + ) + progress.update(task_pvals, completed=1) + progress.stop() + else: + # Plain output fallback + if anchors: + _log("Saving anchors...") + db.add_all(anchors, refresh=False) + if var_count: + _log(f"Saving variables ({var_count})...") + variables = [] + for v in md.get("variables", []) or []: + v.country = country + variables.append(v) + if variables: + db.add_all(variables, refresh=False) + if par_count: + _log(f"Saving parameters ({par_count})...") + for p in unique_params.values(): + p.country = country + if unique_params: + db.add_all( + unique_params.values(), refresh=False, chunk_size=1000 + ) + if pval_count: + _log(f"Saving parameter values (~{pval_count})...") + prepared = [] + for pv in pvals: + pv.country = country + if pv.parameter is not None: + pv.parameter.country = country + prepared.append(pv) + if prepared: + db.add_parameter_values_bulk( + prepared, + cascade=False, + chunk_size=2000, + progress=True, + verbose=True, + replace=False, + ) + + return { + "variables": var_count, + "parameters": par_count, + "parameter_values": pval_count, + } + + +def seed_datasets( + db: Database, + country: str, + *, + family: str, + version: str | None = None, + start_year: int | None = None, + end_year: int | None = None, +) -> int: + """Seed dataset rows for a country and family, tagging with an optional version string. + + Defaults mirror your current helpers' ranges if years are not provided. + Returns the number of inserted/updated dataset rows. + """ + country = country.lower() + family = family.lower() + + # Announce early to avoid silence during imports/build + _log( + f"[migrate] Preparing datasets for {country.upper()} family '{family}'..." + ) + + datasets: Iterable[Any] + # Build with spinner when available + if Progress is not None: + progress = Progress( + SpinnerColumn(), + TextColumn("[progress.description]{task.description}"), + transient=True, + ) + progress.start() + task_build = progress.add_task("Building dataset rows...", total=None) + try: + if country == "uk" and family == "efrs": + from policyengine.countries.uk.datasets import ( + create_efrs_years, + ) + + s = start_year if start_year is not None else 2023 + e = end_year if end_year is not None else 2030 + datasets = create_efrs_years(s, e) + elif country == "us" and family == "ecps": + from policyengine.countries.us.datasets import ( + create_ecps_years, + ) + + s = start_year if start_year is not None else 2024 + e = end_year if end_year is not None else 2035 + datasets = create_ecps_years(s, e) + else: + raise SystemExit( + f"Unknown dataset family for {country}: {family}" + ) + finally: + progress.update(task_build, completed=1) + progress.stop() + else: + if country == "uk" and family == "efrs": + from policyengine.countries.uk.datasets import create_efrs_years + + s = start_year if start_year is not None else 2023 + e = end_year if end_year is not None else 2030 + datasets = create_efrs_years(s, e) + elif country == "us" and family == "ecps": + from policyengine.countries.us.datasets import create_ecps_years + + s = start_year if start_year is not None else 2024 + e = end_year if end_year is not None else 2035 + datasets = create_ecps_years(s, e) + else: + raise SystemExit(f"Unknown dataset family for {country}: {family}") + + ds_list = list(datasets) + for ds in ds_list: + if version is not None: + try: + ds.version = version # type: ignore[attr-defined] + except Exception: + pass + + if Progress is not None: + progress = Progress( + SpinnerColumn(), + TextColumn("[progress.description]{task.description}"), + transient=True, + ) + progress.start() + task = progress.add_task( + f"Saving datasets ({len(ds_list)})...", total=None + ) + if ds_list: + db.add_all(ds_list, refresh=False) + progress.update(task, completed=1) + progress.stop() + else: + _log(f"Saving datasets ({len(ds_list)})...") + if ds_list: + db.add_all(ds_list, refresh=False) + + return len(ds_list) + + +def main(argv: list[str] | None = None) -> None: + parser = argparse.ArgumentParser( + description="PolicyEngine migrations runner" + ) + parser.add_argument( + "--db", + dest="db_url", + default=os.getenv("DATABASE_URL", "sqlite:///policyengine.db"), + help="Database URL (default: env DATABASE_URL or local sqlite)", + ) + + sub = parser.add_subparsers(dest="cmd", required=True) + + # seed-model + p_model = sub.add_parser( + "seed-model", + help="Seed a country model (variables, parameters, values)", + ) + p_model.add_argument("country", choices=["uk", "us"], help="Country code") + + # seed-datasets + p_ds = sub.add_parser( + "seed-datasets", help="Seed datasets for a country/family" + ) + p_ds.add_argument("country", choices=["uk", "us"], help="Country code") + p_ds.add_argument("family", help="Dataset family (e.g., efrs, ecps)") + p_ds.add_argument( + "--version", + dest="version", + default=None, + help="Dataset version label to store on rows", + ) + p_ds.add_argument( + "--start", + dest="start_year", + type=int, + default=None, + help="Start year (optional)", + ) + p_ds.add_argument( + "--end", + dest="end_year", + type=int, + default=None, + help="End year (optional)", + ) + + args = parser.parse_args(argv) + + db = Database(url=args.db_url) + + if args.cmd == "seed-model": + _log(f"[migrate] Seeding model for {args.country}...") + counts = seed_model(db, args.country) + _log( + f"[done] variables={counts['variables']} parameters={counts['parameters']} values≈{counts['parameter_values']}" + ) + return + + if args.cmd == "seed-datasets": + _log( + f"[migrate] Seeding datasets for {args.country}:{args.family} (version={args.version or '-'})." + ) + n = seed_datasets( + db, + args.country, + family=args.family, + version=args.version, + start_year=args.start_year, + end_year=args.end_year, + ) + _log(f"[done] datasets={n}") + return + + +if __name__ == "__main__": + main() diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py index dfd0d3b7..6392481b 100644 --- a/src/policyengine/models/__init__.py +++ b/src/policyengine/models/__init__.py @@ -24,7 +24,13 @@ from .simulation import Simulation from .variable import Variable from .single_year_dataset import SingleYearDataset -from .user import User, UserPolicy, UserSimulation, UserReport, UserReportElement +from .user import ( + User, + UserPolicy, + UserSimulation, + UserReport, + UserReportElement, +) # Resolve forward references for Pydantic models that reference each other try: diff --git a/src/policyengine/models/aggregate.py b/src/policyengine/models/aggregate.py index d0aaba2b..e5f9c2ee 100644 --- a/src/policyengine/models/aggregate.py +++ b/src/policyengine/models/aggregate.py @@ -24,4 +24,3 @@ class Aggregate(ReportElementDataItem): filter_variable_max_value: float | None = None metric: AggregateMetric value: float - diff --git a/src/policyengine/models/report_item.py b/src/policyengine/models/report_item.py index c359f903..0929f691 100644 --- a/src/policyengine/models/report_item.py +++ b/src/policyengine/models/report_item.py @@ -14,7 +14,9 @@ class ReportElementDataItem(BaseModel): """ @classmethod - def to_dataframe(cls, records: Iterable["ReportElementDataItem"]) -> pd.DataFrame: + def to_dataframe( + cls, records: Iterable["ReportElementDataItem"] + ) -> pd.DataFrame: """Convert records to a DataFrame. Default rule: if a field is a Simulation, replace it with columns for @@ -36,9 +38,15 @@ def to_dataframe(cls, records: Iterable["ReportElementDataItem"]) -> pd.DataFram prefix = k[: -len("_simulation")] + "_" else: prefix = k + "_" - row[prefix + "policy"] = getattr(getattr(v, "policy", None), "name", None) - row[prefix + "dataset"] = getattr(getattr(v, "dataset", None), "name", None) - row[prefix + "dynamics"] = getattr(getattr(v, "dynamics", None), "name", None) + row[prefix + "policy"] = getattr( + getattr(v, "policy", None), "name", None + ) + row[prefix + "dataset"] = getattr( + getattr(v, "dataset", None), "name", None + ) + row[prefix + "dynamics"] = getattr( + getattr(v, "dynamics", None), "name", None + ) else: row[k] = v rows.append(row) diff --git a/src/policyengine/models/reports.py b/src/policyengine/models/reports.py index 7abc9622..b6cdbb8e 100644 --- a/src/policyengine/models/reports.py +++ b/src/policyengine/models/reports.py @@ -64,6 +64,7 @@ class ChangeByBaselineGroup(ReportElementDataItem): relative_change: float average_change_per_entity: float + class VariableChangeGroupByQuantileGroup(ReportElementDataItem): """Winners/losers share by quantile grouping based on baseline. @@ -83,6 +84,7 @@ class VariableChangeGroupByQuantileGroup(ReportElementDataItem): percent_of_group_in_change_group: float entities_in_group_in_change_group: float + class VariableChangeGroupByVariableValue(ReportElementDataItem): """Change-group shares by exact group variable value (not quantiles).""" diff --git a/src/policyengine/report_elements/single_simulation.py b/src/policyengine/report_elements/single_simulation.py index 274c0e80..63d31569 100644 --- a/src/policyengine/report_elements/single_simulation.py +++ b/src/policyengine/report_elements/single_simulation.py @@ -61,7 +61,11 @@ def run(self) -> list[Aggregate]: use_weights = "weight_value" in table.columns def compute_metric_from_df(df: pd.DataFrame) -> float: - mdf = MicroDataFrame(df, weights="weight_value") if use_weights else MicroDataFrame(df) + mdf = ( + MicroDataFrame(df, weights="weight_value") + if use_weights + else MicroDataFrame(df) + ) s = mdf[self.variable] if self.metric == AggregateMetric.MEAN: return float(s.mean()) diff --git a/src/policyengine/report_elements/two_simulation_comparison.py b/src/policyengine/report_elements/two_simulation_comparison.py index ea4efe03..3081f8ec 100644 --- a/src/policyengine/report_elements/two_simulation_comparison.py +++ b/src/policyengine/report_elements/two_simulation_comparison.py @@ -74,22 +74,42 @@ def run(self) -> list[ChangeByBaselineGroup]: merged = _align_baseline_reform(base_tbl, ref_tbl, self.entity_level) # weights from baseline # Build MicroDataFrame with baseline weights if available - weights_col = "weight_value_base" if "weight_value_base" in merged.columns else None - merged["__delta__"] = merged[f"{self.variable}_ref"] - merged[f"{self.variable}_base"] + weights_col = ( + "weight_value_base" + if "weight_value_base" in merged.columns + else None + ) + merged["__delta__"] = ( + merged[f"{self.variable}_ref"] - merged[f"{self.variable}_base"] + ) if self.group_variable in merged.columns: sub = merged[merged[self.group_variable] == self.group_value] else: sub = merged - mdf = MicroDataFrame(sub, weights=weights_col) if weights_col else MicroDataFrame(sub) + mdf = ( + MicroDataFrame(sub, weights=weights_col) + if weights_col + else MicroDataFrame(sub) + ) total_change = float(mdf["__delta__"].sum()) denom = float(mdf[f"{self.variable}_base"].sum()) - relative_change = float(total_change / denom) if denom != 0 else float("nan") + relative_change = ( + float(total_change / denom) if denom != 0 else float("nan") + ) # Sum of weights via summing a column of ones sub = sub.copy() sub["__ones__"] = 1.0 - mdf2 = MicroDataFrame(sub, weights=weights_col) if weights_col else MicroDataFrame(sub) + mdf2 = ( + MicroDataFrame(sub, weights=weights_col) + if weights_col + else MicroDataFrame(sub) + ) weights_sum = float(mdf2["__ones__"].sum()) - avg_change = float(total_change / weights_sum) if weights_sum != 0 else float("nan") + avg_change = ( + float(total_change / weights_sum) + if weights_sum != 0 + else float("nan") + ) period = getattr(self.baseline.dataset.data, "year", None) rec = ChangeByBaselineGroup( @@ -133,21 +153,31 @@ def run(self) -> list[VariableChangeGroupByQuantileGroup]: return [] merged = _align_baseline_reform(base_tbl, ref_tbl, self.entity_level) - merged["__delta__"] = merged[f"{self.variable}_ref"] - merged[f"{self.variable}_base"] + merged["__delta__"] = ( + merged[f"{self.variable}_ref"] - merged[f"{self.variable}_base"] + ) if self.change_bound_is_relative: base = merged[f"{self.variable}_base"].replace({0.0: np.nan}).abs() merged["__delta__"] = merged["__delta__"] / base results: list[VariableChangeGroupByQuantileGroup] = [] period = getattr(self.baseline.dataset.data, "year", None) - weights_col = "weight_value_base" if "weight_value_base" in merged.columns else None + weights_col = ( + "weight_value_base" + if "weight_value_base" in merged.columns + else None + ) for g, grp in merged.groupby(self.group_variable): grp = grp.copy() grp["__in_bucket__"] = ( (grp["__delta__"] >= self.change_lower_bound) & (grp["__delta__"] < self.change_upper_bound) ).astype(int) - mdf = MicroDataFrame(grp, weights=weights_col) if weights_col else MicroDataFrame(grp) + mdf = ( + MicroDataFrame(grp, weights=weights_col) + if weights_col + else MicroDataFrame(grp) + ) percent = float(mdf["__in_bucket__"].mean()) entities = float(mdf["__in_bucket__"].sum()) @@ -157,7 +187,9 @@ def run(self) -> list[VariableChangeGroupByQuantileGroup]: reform_simulation=self.reform, variable=self.variable, group_variable=self.group_variable, - quantile_group=int(g) if isinstance(g, (int, np.integer)) else g, + quantile_group=int(g) + if isinstance(g, (int, np.integer)) + else g, quantile_group_count=self.quantile_group_count, change_lower_bound=float(self.change_lower_bound), change_upper_bound=float(self.change_upper_bound), @@ -196,20 +228,30 @@ def run(self) -> list[VariableChangeGroupByVariableValue]: return [] merged = _align_baseline_reform(base_tbl, ref_tbl, self.entity_level) - merged["__delta__"] = merged[f"{self.variable}_ref"] - merged[f"{self.variable}_base"] + merged["__delta__"] = ( + merged[f"{self.variable}_ref"] - merged[f"{self.variable}_base"] + ) if self.change_bound_is_relative: base = merged[f"{self.variable}_base"].replace({0.0: np.nan}).abs() merged["__delta__"] = merged["__delta__"] / base results: list[VariableChangeGroupByVariableValue] = [] - weights_col = "weight_value_base" if "weight_value_base" in merged.columns else None + weights_col = ( + "weight_value_base" + if "weight_value_base" in merged.columns + else None + ) for val, grp in merged.groupby(self.group_variable): grp = grp.copy() grp["__in_bucket__"] = ( (grp["__delta__"] >= self.change_lower_bound) & (grp["__delta__"] < self.change_upper_bound) ).astype(int) - mdf = MicroDataFrame(grp, weights=weights_col) if weights_col else MicroDataFrame(grp) + mdf = ( + MicroDataFrame(grp, weights=weights_col) + if weights_col + else MicroDataFrame(grp) + ) percent = float(mdf["__in_bucket__"].mean()) entities = float(mdf["__in_bucket__"].sum()) diff --git a/src/policyengine/tables/__init__.py b/src/policyengine/tables/__init__.py index ba0e0bc2..380fac29 100644 --- a/src/policyengine/tables/__init__.py +++ b/src/policyengine/tables/__init__.py @@ -29,4 +29,3 @@ "ReportElementTable", "SimulationTable", ] - diff --git a/src/policyengine/tables/dataset.py b/src/policyengine/tables/dataset.py index 3ebd9549..49346fec 100644 --- a/src/policyengine/tables/dataset.py +++ b/src/policyengine/tables/dataset.py @@ -14,7 +14,9 @@ class DatasetTable(SQLModel, table=True): id: UUID = Field(default_factory=uuid4, primary_key=True) name: str | None = None - source_dataset_id: UUID | None = Field(default=None, foreign_key="datasets.id") + source_dataset_id: UUID | None = Field( + default=None, foreign_key="datasets.id" + ) version: str | None = None # Serialized bytes for SingleYearDataset (or other binary payload) data_bytes: bytes | None = Field(default=None, sa_type=LargeBinary) diff --git a/src/policyengine/utils/metadata.py b/src/policyengine/utils/metadata.py index d1c680b8..3f19d598 100644 --- a/src/policyengine/utils/metadata.py +++ b/src/policyengine/utils/metadata.py @@ -1,6 +1,12 @@ from policyengine_core.taxbenefitsystems import TaxBenefitSystem from policyengine_core.parameters import Parameter as CoreParameter -from policyengine.models import Parameter, ParameterValue, Variable, Policy, Dynamics +from policyengine.models import ( + Parameter, + ParameterValue, + Variable, + Policy, + Dynamics, +) import datetime from policyengine.utils.version import get_model_version @@ -12,7 +18,16 @@ def get_metadata(system: TaxBenefitSystem, country: str): parameter_values = [] version = get_model_version(country) - for param in system.parameters.get_descendants(): + param_tree = system.parameters + + # TEMPORARY FOR DEBUGGING: RESTRICT TO A SUBSET + + if country == "uk": + param_tree = param_tree.gov.hmrc.income_tax + elif country == "us": + param_tree = param_tree.gov.irs.credits + + for param in param_tree.get_descendants(): if isinstance(param, CoreParameter): p = Parameter( name=param.name, @@ -25,7 +40,7 @@ def get_metadata(system: TaxBenefitSystem, country: str): # Also add values values_list = param.values_list[::-1] - for i in range(len(values_list)): # Moving forwards in time + for i in range(len(values_list)): # Moving forwards in time if i == len(values_list) - 1: end_date = None else: @@ -41,7 +56,7 @@ def get_metadata(system: TaxBenefitSystem, country: str): ) parameter_values.append(p_value) - else: # Parameter subfolder + else: # Parameter subfolder p = Parameter( name=param.name, label=param.metadata.get("label"), @@ -62,7 +77,7 @@ def get_metadata(system: TaxBenefitSystem, country: str): unit=variable.unit, data_type=variable.value_type, country=country, - entity=variable.entity.key + entity=variable.entity.key, ) variables.append(v) @@ -74,6 +89,7 @@ def get_metadata(system: TaxBenefitSystem, country: str): "variables": variables, } + def _safe_date(date_str: str | None) -> datetime.datetime | None: """Parse a date safely. diff --git a/src/policyengine/utils/version.py b/src/policyengine/utils/version.py index de6ca1ef..fe7c8065 100644 --- a/src/policyengine/utils/version.py +++ b/src/policyengine/utils/version.py @@ -1,6 +1,16 @@ -import pkg_resources +from importlib.metadata import version as _pkg_version, PackageNotFoundError + def get_model_version(country: str): - # get package version of policyengine_{country} + """Get installed package version for the country model without pkg_resources warnings.""" package_name = f"policyengine_{country}" - return pkg_resources.get_distribution(package_name).version + try: + return _pkg_version(package_name) + except PackageNotFoundError: + try: + # Fallback if importlib.metadata is unavailable/old env + import pkg_resources # type: ignore + + return pkg_resources.get_distribution(package_name).version # noqa: F401 + except Exception: + return "unknown" diff --git a/tests/test_database.py b/tests/test_database.py index 5c3a26c5..401f96b0 100644 --- a/tests/test_database.py +++ b/tests/test_database.py @@ -74,7 +74,10 @@ def test_simulation_with_result_dataset(tmp_path): loaded = db.get(Simulation, row.id) # type: ignore[arg-type] assert isinstance(loaded.result, Dataset) assert isinstance(loaded.result.data, SingleYearDataset) - assert "gov_tax" in loaded.result.data.tables.get("person", pd.DataFrame()).columns + assert ( + "gov_tax" + in loaded.result.data.tables.get("person", pd.DataFrame()).columns + ) def test_parameter_value_cascade(tmp_path): diff --git a/tests/test_report_elements.py b/tests/test_report_elements.py index f480ad7f..762d56ce 100644 --- a/tests/test_report_elements.py +++ b/tests/test_report_elements.py @@ -10,7 +10,9 @@ from policyengine.models.aggregate import Aggregate -def _mk_sim_with_person_table(df: pd.DataFrame, year: int = 2025) -> Simulation: +def _mk_sim_with_person_table( + df: pd.DataFrame, year: int = 2025 +) -> Simulation: syd = SingleYearDataset(tables={"person": df}, year=year) ds = Dataset(name="ds", data=syd, dataset_type=DatasetType.UK) sim = Simulation( @@ -43,7 +45,9 @@ def test_aggregate_report_element_grouped_mean(): metric=AggregateMetric.MEAN, ) records = el.run() - assert isinstance(records, list) and all(isinstance(r, type(records[0])) for r in records) + assert isinstance(records, list) and all( + isinstance(r, type(records[0])) for r in records + ) # Expect two groups A and B assert len(records) == 2 diff --git a/tests/test_seed.py b/tests/test_seed.py index a96245b1..e03f43f2 100644 --- a/tests/test_seed.py +++ b/tests/test_seed.py @@ -15,12 +15,15 @@ def _has_pkg(mod_path: str) -> 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src/policyengine/database.py | 21 +- src/policyengine/migrations/__init__.py | 5 + src/policyengine/migrations/runner.py | 48 +++- src/policyengine/models/__init__.py | 10 +- src/policyengine/models/aggregate.py | 26 -- .../models/report_items/__init__.py | 25 ++ .../models/report_items/aggregate.py | 105 +++++++ .../{report_item.py => report_items/base.py} | 4 +- .../models/report_items/two_sim_change.py | 262 +++++++++++++++++ src/policyengine/models/reports.py | 64 +---- src/policyengine/report_elements/__init__.py | 13 - .../report_elements/single_simulation.py | 110 ------- .../two_simulation_comparison.py | 271 ------------------ tests/test_report_elements.py | 10 +- 17 files changed, 487 insertions(+), 525 deletions(-) delete mode 100644 src/policyengine/models/aggregate.py create mode 100644 src/policyengine/models/report_items/__init__.py create mode 100644 src/policyengine/models/report_items/aggregate.py rename src/policyengine/models/{report_item.py => report_items/base.py} (95%) create mode 100644 src/policyengine/models/report_items/two_sim_change.py delete mode 100644 src/policyengine/report_elements/__init__.py delete mode 100644 src/policyengine/report_elements/single_simulation.py delete mode 100644 src/policyengine/report_elements/two_simulation_comparison.py diff --git a/src/policyengine/__init__.py b/src/policyengine/__init__.py index c7dbc5f7..8750fab7 100644 --- a/src/policyengine/__init__.py +++ b/src/policyengine/__init__.py @@ -11,9 +11,17 @@ Simulation, Variable, ) -from .report_elements import ( - AggregateReportElement, - ChangeByBaselineGroupReportElement, - WinnersLosersByQuantileReportElement, - VariableChangeByValueReportElement, -) + +__all__ = [ + "Dataset", + "DatasetType", + "Dynamics", + "OperationStatus", + "Parameter", + "ParameterValue", + "Policy", + "Report", + "ReportElement", + "Simulation", + "Variable", +] diff --git a/src/policyengine/countries/uk/metadata.py b/src/policyengine/countries/uk/metadata.py index 107c93c1..8415378c 100644 --- a/src/policyengine/countries/uk/metadata.py +++ b/src/policyengine/countries/uk/metadata.py @@ -4,9 +4,10 @@ def get_uk_metadata(): - md = get_metadata(system, country="uk") + """Return UK model metadata (variables, parameters, values) only.""" + return get_metadata(system, country="uk") - datasets = create_efrs_years(2023, 2030) - md["datasets"] = datasets - return md +def get_uk_datasets(start_year: int = 2023, end_year: int = 2030): + """Return UK dataset rows for the given range (default 2023–2030).""" + return create_efrs_years(start_year, end_year) diff --git a/src/policyengine/countries/us/metadata.py b/src/policyengine/countries/us/metadata.py index c69efc92..9c473cca 100644 --- a/src/policyengine/countries/us/metadata.py +++ b/src/policyengine/countries/us/metadata.py @@ -4,9 +4,10 @@ def get_us_metadata(): - md = get_metadata(system, country="us") + """Return US model metadata (variables, parameters, values) only.""" + return get_metadata(system, country="us") - datasets = create_ecps_years(2024, 2035) - md["datasets"] = datasets - return md +def get_us_datasets(start_year: int = 2024, end_year: int = 2035): + """Return US dataset rows for the given range (default 2024–2035).""" + return create_ecps_years(start_year, end_year) diff --git a/src/policyengine/database.py b/src/policyengine/database.py index dd75a61b..1b69fef2 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -476,10 +476,25 @@ def seed(self, countries: Iterable[str]) -> None: replace=False, ) - # Country datasets provided by metadata - datasets = md.get("datasets") or [] + # Country datasets (default range) – sourced via dedicated helpers + try: + if country == "uk": + from policyengine.countries.uk.metadata import ( + get_uk_datasets, + ) + + datasets = get_uk_datasets(2023, 2030) + elif country == "us": + from policyengine.countries.us.metadata import ( + get_us_datasets, + ) + + datasets = get_us_datasets(2024, 2035) + else: + datasets = [] + except Exception: + datasets = [] if datasets: - # ensure dataset names are set and deduplicate by name self.add_all(datasets, refresh=False) def get( diff --git a/src/policyengine/migrations/__init__.py b/src/policyengine/migrations/__init__.py index 099deb94..a1811157 100644 --- a/src/policyengine/migrations/__init__.py +++ b/src/policyengine/migrations/__init__.py @@ -62,3 +62,8 @@ def seed_us_ecps_datasets( "seed_us_ecps_datasets", "cli_main", ] + + +def reset_db(db): + """Drop and recreate all tables.""" + db.reset() diff --git a/src/policyengine/migrations/runner.py b/src/policyengine/migrations/runner.py index 0edd9073..abfadcf1 100644 --- a/src/policyengine/migrations/runner.py +++ b/src/policyengine/migrations/runner.py @@ -233,21 +233,17 @@ def seed_datasets( task_build = progress.add_task("Building dataset rows...", total=None) try: if country == "uk" and family == "efrs": - from policyengine.countries.uk.datasets import ( - create_efrs_years, - ) + from policyengine.countries.uk.metadata import get_uk_datasets s = start_year if start_year is not None else 2023 e = end_year if end_year is not None else 2030 - datasets = create_efrs_years(s, e) + datasets = get_uk_datasets(s, e) elif country == "us" and family == "ecps": - from policyengine.countries.us.datasets import ( - create_ecps_years, - ) + from policyengine.countries.us.metadata import get_us_datasets s = start_year if start_year is not None else 2024 e = end_year if end_year is not None else 2035 - datasets = create_ecps_years(s, e) + datasets = get_us_datasets(s, e) else: raise SystemExit( f"Unknown dataset family for {country}: {family}" @@ -257,17 +253,17 @@ def seed_datasets( progress.stop() else: if country == "uk" and family == "efrs": - from policyengine.countries.uk.datasets import create_efrs_years + from policyengine.countries.uk.metadata import get_uk_datasets s = start_year if start_year is not None else 2023 e = end_year if end_year is not None else 2030 - datasets = create_efrs_years(s, e) + datasets = get_uk_datasets(s, e) elif country == "us" and family == "ecps": - from policyengine.countries.us.datasets import create_ecps_years + from policyengine.countries.us.metadata import get_us_datasets s = start_year if start_year is not None else 2024 e = end_year if end_year is not None else 2035 - datasets = create_ecps_years(s, e) + datasets = get_us_datasets(s, e) else: raise SystemExit(f"Unknown dataset family for {country}: {family}") @@ -348,6 +344,18 @@ def main(argv: list[str] | None = None) -> None: help="End year (optional)", ) + # reset + p_reset = sub.add_parser( + "reset", help="Drop and recreate all tables (DESTROYS DATA)" + ) + p_reset.add_argument( + "-y", + "--yes", + dest="yes", + action="store_true", + help="Do not prompt for confirmation", + ) + args = parser.parse_args(argv) db = Database(url=args.db_url) @@ -375,6 +383,22 @@ def main(argv: list[str] | None = None) -> None: _log(f"[done] datasets={n}") return + if args.cmd == "reset": + if not getattr(args, "yes", False): + try: + confirm = input( + "This will DELETE ALL data and recreate tables. Type 'yes' to proceed: " + ).strip() + except EOFError: + confirm = "" + if confirm.lower() != "yes": + _log("Aborted.") + return + _log("[migrate] Resetting database (drop + create all tables)...") + db.reset() + _log("[done] Database reset complete.") + return + if __name__ == "__main__": main() diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py index 6392481b..07e9ee6a 100644 --- a/src/policyengine/models/__init__.py +++ b/src/policyengine/models/__init__.py @@ -15,11 +15,6 @@ from .reports import ( Report, ReportElement, - Aggregate, - AggregateMetric, - ChangeByBaselineGroup, - VariableChangeGroupByQuantileGroup, - VariableChangeGroupByVariableValue, ) from .simulation import Simulation from .variable import Variable @@ -39,10 +34,7 @@ ParameterValue.model_rebuild() Report.model_rebuild() ReportElement.model_rebuild() - Aggregate.model_rebuild() - ChangeByBaselineGroup.model_rebuild() - VariableChangeGroupByQuantileGroup.model_rebuild() - VariableChangeGroupByVariableValue.model_rebuild() + # Data items rebuilt when their modules are imported directly UserPolicy.model_rebuild() UserSimulation.model_rebuild() UserReport.model_rebuild() diff --git a/src/policyengine/models/aggregate.py b/src/policyengine/models/aggregate.py deleted file mode 100644 index e5f9c2ee..00000000 --- a/src/policyengine/models/aggregate.py +++ /dev/null @@ -1,26 +0,0 @@ -from __future__ import annotations - -from enum import Enum - -from policyengine.models.report_item import ReportElementDataItem - - -class AggregateMetric(str, Enum): - MEAN = "mean" - MEDIAN = "median" - SUM = "sum" - - -class Aggregate(ReportElementDataItem): - """Reusable aggregate record for a simulation and variable.""" - - simulation: "Simulation" - time_period: int | str | None = None - variable: str - entity_level: str = "person" - filter_variable: str | None = None - filter_variable_value: object | None = None - filter_variable_min_value: float | None = None - filter_variable_max_value: float | None = None - metric: AggregateMetric - value: float diff --git a/src/policyengine/models/report_items/__init__.py b/src/policyengine/models/report_items/__init__.py new file mode 100644 index 00000000..e85cacd2 --- /dev/null +++ b/src/policyengine/models/report_items/__init__.py @@ -0,0 +1,25 @@ +from .base import ReportElementDataItem +from .aggregate import Aggregate, AggregateMetric +from .two_sim_change import ( + ChangeByBaselineGroup, + VariableChangeGroupByQuantileGroup, + VariableChangeGroupByVariableValue, +) + +__all__ = [ + "ReportElementDataItem", + "Aggregate", + "AggregateMetric", + "ChangeByBaselineGroup", + "VariableChangeGroupByQuantileGroup", + "VariableChangeGroupByVariableValue", +] + +# Ensure Pydantic forward references are resolved when this package is imported +try: + Aggregate.model_rebuild() + ChangeByBaselineGroup.model_rebuild() + VariableChangeGroupByQuantileGroup.model_rebuild() + VariableChangeGroupByVariableValue.model_rebuild() +except Exception: + pass diff --git a/src/policyengine/models/report_items/aggregate.py b/src/policyengine/models/report_items/aggregate.py new file mode 100644 index 00000000..f350ce50 --- /dev/null +++ b/src/policyengine/models/report_items/aggregate.py @@ -0,0 +1,105 @@ +from __future__ import annotations + +from enum import Enum +import pandas as pd +from microdf import MicroDataFrame +from policyengine.models.simulation import ( + Simulation, +) # ensure forward ref resolution + +from policyengine.models.single_year_dataset import SingleYearDataset +from .base import ReportElementDataItem + + +class AggregateMetric(str, Enum): + MEAN = "mean" + MEDIAN = "median" + SUM = "sum" + + +class Aggregate(ReportElementDataItem): + """Reusable aggregate record for a simulation and variable. + + Use `Aggregate.build(...)` to compute a list of `Aggregate` records from a + simulation, optionally grouped by a filter variable. + """ + + simulation: "Simulation" + time_period: int | str | None = None + variable: str + entity_level: str = "person" + filter_variable: str | None = None + filter_variable_value: object | None = None + filter_variable_min_value: float | None = None + filter_variable_max_value: float | None = None + metric: AggregateMetric + value: float + + @staticmethod + def build( + simulation: "Simulation", + *, + variable: str, + metric: AggregateMetric = AggregateMetric.MEAN, + entity_level: str = "person", + filter_variable: str | None = None, + ) -> list["Aggregate"]: + """Compute aggregates for `variable` on `simulation`. + + Assumes the simulation result is a `SingleYearDataset` with appropriate + tables and optional `weight_value` column for weighting. + """ + # Assume shape is correct: sim.result.data is SingleYearDataset + data: SingleYearDataset = simulation.result.data # type: ignore[attr-defined] + table: pd.DataFrame = data.tables[entity_level] + + use_weights = "weight_value" in table.columns + + def compute_metric_from_df(df: pd.DataFrame) -> float: + mdf = ( + MicroDataFrame(df, weights="weight_value") + if use_weights + else MicroDataFrame(df) + ) + s = mdf[variable] + if metric == AggregateMetric.MEAN: + return float(s.mean()) + if metric == AggregateMetric.MEDIAN: + return float(s.median()) + if metric == AggregateMetric.SUM: + return float(s.sum()) + return float("nan") + + results: list[Aggregate] = [] + time_period = getattr(simulation.dataset.data, "year", None) + if filter_variable and filter_variable in table.columns: + for val, grp in table.groupby(filter_variable): + value = compute_metric_from_df(grp) + results.append( + Aggregate( + simulation=simulation, + time_period=time_period, + variable=variable, + entity_level=entity_level, + filter_variable=filter_variable, + filter_variable_value=val, + metric=metric, + value=value, + ) + ) + else: + value = compute_metric_from_df(table) + results.append( + Aggregate( + simulation=simulation, + time_period=time_period, + variable=variable, + entity_level=entity_level, + filter_variable=None, + filter_variable_value=None, + metric=metric, + value=value, + ) + ) + + return results diff --git a/src/policyengine/models/report_item.py b/src/policyengine/models/report_items/base.py similarity index 95% rename from src/policyengine/models/report_item.py rename to src/policyengine/models/report_items/base.py index 0929f691..cd7be9ab 100644 --- a/src/policyengine/models/report_item.py +++ b/src/policyengine/models/report_items/base.py @@ -1,9 +1,10 @@ from __future__ import annotations -from typing import Any, Iterable, List +from typing import Iterable import pandas as pd from pydantic import BaseModel + from policyengine.models.simulation import Simulation @@ -28,7 +29,6 @@ def to_dataframe( rows = [] for r in records: row: dict[str, object] = {} - # iterate raw field values to preserve object types for k in getattr(r, "model_fields").keys(): v = getattr(r, k) if isinstance(v, Simulation): diff --git a/src/policyengine/models/report_items/two_sim_change.py b/src/policyengine/models/report_items/two_sim_change.py new file mode 100644 index 00000000..19583c6d --- /dev/null +++ b/src/policyengine/models/report_items/two_sim_change.py @@ -0,0 +1,262 @@ +from __future__ import annotations + +from typing import Any, List + +import numpy as np +import pandas as pd +from microdf import MicroDataFrame +from policyengine.models.simulation import ( + Simulation, +) # ensure forward ref resolution + +from .base import ReportElementDataItem + + +def _get_table(sim: "Simulation", entity_level: str) -> pd.DataFrame: + # Assume well-formed result + return sim.result.data.tables[entity_level] # type: ignore[attr-defined] + + +def _align_baseline_reform( + baseline: pd.DataFrame, + reform: pd.DataFrame, + entity_level: str, +) -> pd.DataFrame: + key = f"{entity_level}_id" + if key not in baseline.columns or key not in reform.columns: + baseline = baseline.copy() + reform = reform.copy() + baseline["__idx"] = range(len(baseline)) + reform["__idx"] = range(len(reform)) + key = "__idx" + merged = baseline.merge( + reform, + on=key, + how="inner", + suffixes=("_base", "_ref"), + copy=False, + ) + return merged + + +class ChangeByBaselineGroup(ReportElementDataItem): + baseline_simulation: "Simulation" + reform_simulation: "Simulation" + variable: str + group_variable: str + group_value: int | str + entity_level: str = "household" + time_period: int | str | None = None + + total_change: float + relative_change: float + average_change_per_entity: float + + @staticmethod + def build( + baseline_simulation: "Simulation", + reform_simulation: "Simulation", + *, + variable: str, + group_variable: str, + group_value: Any, + entity_level: str = "household", + ) -> list["ChangeByBaselineGroup"]: + base_tbl = _get_table(baseline_simulation, entity_level) + ref_tbl = _get_table(reform_simulation, entity_level) + merged = _align_baseline_reform(base_tbl, ref_tbl, entity_level) + + weights_col = ( + "weight_value_base" + if "weight_value_base" in merged.columns + else None + ) + merged["__delta__"] = ( + merged[f"{variable}_ref"] - merged[f"{variable}_base"] + ) + sub = ( + merged[merged[group_variable] == group_value] + if group_variable in merged.columns + else merged + ) + mdf = ( + MicroDataFrame(sub, weights=weights_col) + if weights_col + else MicroDataFrame(sub) + ) + total_change = float(mdf["__delta__"].sum()) + denom = float(mdf[f"{variable}_base"].sum()) + relative_change = ( + float(total_change / denom) if denom != 0 else float("nan") + ) + + sub = sub.copy() + sub["__ones__"] = 1.0 + mdf2 = ( + MicroDataFrame(sub, weights=weights_col) + if weights_col + else MicroDataFrame(sub) + ) + weights_sum = float(mdf2["__ones__"].sum()) + avg_change = ( + float(total_change / weights_sum) if weights_sum else float("nan") + ) + + period = getattr(baseline_simulation.dataset.data, "year", None) + return [ + ChangeByBaselineGroup( + baseline_simulation=baseline_simulation, + reform_simulation=reform_simulation, + variable=variable, + group_variable=group_variable, + group_value=group_value, + entity_level=entity_level, + time_period=period, + total_change=total_change, + relative_change=relative_change, + average_change_per_entity=avg_change, + ) + ] + + +class VariableChangeGroupByQuantileGroup(ReportElementDataItem): + baseline_simulation: "Simulation" + reform_simulation: "Simulation" + variable: str + group_variable: str + quantile_group: int + quantile_group_count: int = 10 + change_lower_bound: float + change_upper_bound: float + change_bound_is_relative: bool = False + fixed_entity_count_per_quantile_group: str = "household" + percent_of_group_in_change_group: float + entities_in_group_in_change_group: float + + @staticmethod + def build( + baseline_simulation: "Simulation", + reform_simulation: "Simulation", + *, + variable: str, + group_variable: str, + quantile_group_count: int = 10, + change_lower_bound: float = -np.inf, + change_upper_bound: float = 0.0, + change_bound_is_relative: bool = False, + entity_level: str = "household", + ) -> list["VariableChangeGroupByQuantileGroup"]: + base_tbl = _get_table(baseline_simulation, entity_level) + ref_tbl = _get_table(reform_simulation, entity_level) + merged = _align_baseline_reform(base_tbl, ref_tbl, entity_level) + merged["__delta__"] = ( + merged[f"{variable}_ref"] - merged[f"{variable}_base"] + ) + if change_bound_is_relative: + base = merged[f"{variable}_base"].replace({0.0: np.nan}).abs() + merged["__delta__"] = merged["__delta__"] / base + + results: list[VariableChangeGroupByQuantileGroup] = [] + weights_col = ( + "weight_value_base" + if "weight_value_base" in merged.columns + else None + ) + for g, grp in merged.groupby(group_variable): + grp = grp.copy() + grp["__in_bucket__"] = ( + (grp["__delta__"] >= change_lower_bound) + & (grp["__delta__"] < change_upper_bound) + ).astype(int) + mdf = ( + MicroDataFrame(grp, weights=weights_col) + if weights_col + else MicroDataFrame(grp) + ) + percent = float(mdf["__in_bucket__"].mean()) + entities = float(mdf["__in_bucket__"].sum()) + results.append( + VariableChangeGroupByQuantileGroup( + baseline_simulation=baseline_simulation, + reform_simulation=reform_simulation, + variable=variable, + group_variable=group_variable, + quantile_group=int(g) + if isinstance(g, (int, np.integer)) + else g, + quantile_group_count=quantile_group_count, + change_lower_bound=float(change_lower_bound), + change_upper_bound=float(change_upper_bound), + change_bound_is_relative=change_bound_is_relative, + fixed_entity_count_per_quantile_group=entity_level, + percent_of_group_in_change_group=percent, + entities_in_group_in_change_group=entities, + ) + ) + return results + + +class VariableChangeGroupByVariableValue(ReportElementDataItem): + baseline_simulation: "Simulation" + reform_simulation: "Simulation" + variable: str + group_variable: str + group_variable_value: Any + fixed_entity_count_per_quantile_group: str = "household" + percent_of_group_in_change_group: float + entities_in_group_in_change_group: float + + @staticmethod + def build( + baseline_simulation: "Simulation", + reform_simulation: "Simulation", + *, + variable: str, + group_variable: str, + change_lower_bound: float = -np.inf, + change_upper_bound: float = 0.0, + change_bound_is_relative: bool = False, + entity_level: str = "household", + ) -> list["VariableChangeGroupByVariableValue"]: + base_tbl = _get_table(baseline_simulation, entity_level) + ref_tbl = _get_table(reform_simulation, entity_level) + merged = _align_baseline_reform(base_tbl, ref_tbl, entity_level) + merged["__delta__"] = ( + merged[f"{variable}_ref"] - merged[f"{variable}_base"] + ) + if change_bound_is_relative: + base = merged[f"{variable}_base"].replace({0.0: np.nan}).abs() + merged["__delta__"] = merged["__delta__"] / base + + results: list[VariableChangeGroupByVariableValue] = [] + weights_col = ( + "weight_value_base" + if "weight_value_base" in merged.columns + else None + ) + for val, grp in merged.groupby(group_variable): + grp = grp.copy() + grp["__in_bucket__"] = ( + (grp["__delta__"] >= change_lower_bound) + & (grp["__delta__"] < change_upper_bound) + ).astype(int) + mdf = ( + MicroDataFrame(grp, weights=weights_col) + if weights_col + else MicroDataFrame(grp) + ) + percent = float(mdf["__in_bucket__"].mean()) + entities = float(mdf["__in_bucket__"].sum()) + results.append( + VariableChangeGroupByVariableValue( + baseline_simulation=baseline_simulation, + reform_simulation=reform_simulation, + variable=variable, + group_variable=group_variable, + group_variable_value=val, + fixed_entity_count_per_quantile_group=entity_level, + percent_of_group_in_change_group=percent, + entities_in_group_in_change_group=entities, + ) + ) + return results diff --git a/src/policyengine/models/reports.py b/src/policyengine/models/reports.py index b6cdbb8e..4bf9d262 100644 --- a/src/policyengine/models/reports.py +++ b/src/policyengine/models/reports.py @@ -5,15 +5,14 @@ from __future__ import annotations -from typing import List, Optional, Any +from typing import Optional import pandas as pd from pydantic import BaseModel from .enums import OperationStatus from enum import Enum -from .report_item import ReportElementDataItem -from .aggregate import Aggregate, AggregateMetric +from enum import Enum class ReportElement(BaseModel): @@ -31,9 +30,7 @@ class ReportElement(BaseModel): country: str | None = None def run(self) -> list[BaseModel]: - raise NotImplementedError( - "ReportElement run method must be implemented by subclasses." - ) + raise NotImplementedError("ReportElement is a base-only marker.") class Report(BaseModel): @@ -45,56 +42,7 @@ class Report(BaseModel): country: str | None = None -class ChangeByBaselineGroup(ReportElementDataItem): - """Change in a variable using grouping defined by a baseline simulation. - - Captures total, relative, and per-household change within a specific group - (e.g., baseline income decile). - """ - - baseline_simulation: "Simulation" - reform_simulation: "Simulation" - variable: str - group_variable: str # e.g., household_net_income_decile - group_value: int | str - entity_level: str = "household" - time_period: int | str | None = None - - total_change: float - relative_change: float - average_change_per_entity: float +"""Data items live under `policyengine.models.report_items`. - -class VariableChangeGroupByQuantileGroup(ReportElementDataItem): - """Winners/losers share by quantile grouping based on baseline. - - Computes percent and count of entities in a change bucket per quantile group. - """ - - baseline_simulation: "Simulation" - reform_simulation: "Simulation" - variable: str - group_variable: str - quantile_group: int - quantile_group_count: int = 10 - change_lower_bound: float - change_upper_bound: float - change_bound_is_relative: bool = False - fixed_entity_count_per_quantile_group: str = "household" - percent_of_group_in_change_group: float - entities_in_group_in_change_group: float - - -class VariableChangeGroupByVariableValue(ReportElementDataItem): - """Change-group shares by exact group variable value (not quantiles).""" - - baseline_simulation: "Simulation" - reform_simulation: "Simulation" - variable: str - group_variable: str - group_variable_value: Any - fixed_entity_count_per_quantile_group: str = "household" - percent_of_group_in_change_group: float - entities_in_group_in_change_group: float - - pass +This module only contains `Report` and `ReportElement` base classes. +""" diff --git a/src/policyengine/report_elements/__init__.py b/src/policyengine/report_elements/__init__.py deleted file mode 100644 index bd424a9b..00000000 --- a/src/policyengine/report_elements/__init__.py +++ /dev/null @@ -1,13 +0,0 @@ -from .single_simulation import AggregateReportElement -from .two_simulation_comparison import ( - ChangeByBaselineGroupReportElement, - WinnersLosersByQuantileReportElement, - VariableChangeByValueReportElement, -) - -__all__ = [ - "AggregateReportElement", - "ChangeByBaselineGroupReportElement", - "WinnersLosersByQuantileReportElement", - "VariableChangeByValueReportElement", -] diff --git a/src/policyengine/report_elements/single_simulation.py b/src/policyengine/report_elements/single_simulation.py deleted file mode 100644 index 63d31569..00000000 --- a/src/policyengine/report_elements/single_simulation.py +++ /dev/null @@ -1,110 +0,0 @@ -from __future__ import annotations - -from typing import Any, Iterable - -import numpy as np -import pandas as pd - -from microdf import MicroDataFrame - -from policyengine.models.aggregate import Aggregate, AggregateMetric -from policyengine.models.reports import ReportElement -from policyengine.models.simulation import Simulation -from policyengine.models.single_year_dataset import SingleYearDataset - - -class AggregateReportElement(ReportElement): - """Compute aggregates for a variable, optionally grouped by a filter variable. - - Returns a list of `Aggregate` records. Call `Aggregate.to_dataframe(records)` to - obtain a DataFrame for charting. - """ - - simulation: Simulation - variable: str - metric: AggregateMetric = AggregateMetric.MEAN - entity_level: str = "person" - filter_variable: str | None = None - - def run(self) -> list[Aggregate]: - sim = self.simulation - if not isinstance(sim.result, (dict, SingleYearDataset)) and ( - getattr(sim, "result", None) is None - ): - return [] - - data: SingleYearDataset | None = None - if isinstance(sim.result, dict): # not expected but defensive - return [] - else: - # Simulation.result is a Dataset with .data being SingleYearDataset - try: - data = sim.result.data # type: ignore[attr-defined] - except Exception: - # If result is None or not shaped as expected - return [] - if not isinstance(data, SingleYearDataset): - return [] - - # Pick target table - table = data.tables.get(self.entity_level) - if table is None: - # fallback: find first table containing variable - for tbl in data.tables.values(): - if self.variable in tbl.columns: - table = tbl - break - if table is None or self.variable not in table.columns: - return [] - - # Use MicroDataFrame for weighted operations - use_weights = "weight_value" in table.columns - - def compute_metric_from_df(df: pd.DataFrame) -> float: - mdf = ( - MicroDataFrame(df, weights="weight_value") - if use_weights - else MicroDataFrame(df) - ) - s = mdf[self.variable] - if self.metric == AggregateMetric.MEAN: - return float(s.mean()) - if self.metric == AggregateMetric.MEDIAN: - return float(s.median()) - if self.metric == AggregateMetric.SUM: - return float(s.sum()) - return float("nan") - - results: list[Aggregate] = [] - time_period = getattr(sim.dataset.data, "year", None) - if self.filter_variable and self.filter_variable in table.columns: - for val, grp in table.groupby(self.filter_variable): - value = compute_metric_from_df(grp) - results.append( - Aggregate( - simulation=sim, - time_period=time_period, - variable=self.variable, - entity_level=self.entity_level, - filter_variable=self.filter_variable, - filter_variable_value=val, - metric=self.metric, - value=value, - ) - ) - else: - value = compute_metric_from_df(table) - results.append( - Aggregate( - simulation=sim, - time_period=time_period, - variable=self.variable, - entity_level=self.entity_level, - filter_variable=None, - filter_variable_value=None, - metric=self.metric, - value=value, - ) - ) - - return results diff --git a/src/policyengine/report_elements/two_simulation_comparison.py b/src/policyengine/report_elements/two_simulation_comparison.py deleted file mode 100644 index 3081f8ec..00000000 --- a/src/policyengine/report_elements/two_simulation_comparison.py +++ /dev/null @@ -1,271 +0,0 @@ -from __future__ import annotations - -from typing import Any, List - -import numpy as np -import pandas as pd -from microdf import MicroDataFrame - -from policyengine.models.reports import ( - ChangeByBaselineGroup, - VariableChangeGroupByQuantileGroup, - VariableChangeGroupByVariableValue, - ReportElement, -) -from policyengine.models.simulation import Simulation -from policyengine.models.single_year_dataset import SingleYearDataset - - -def _get_table(sim: Simulation, entity_level: str) -> pd.DataFrame | None: - try: - data = sim.result.data # type: ignore[attr-defined] - except Exception: - return None - if not isinstance(data, SingleYearDataset): - return None - return data.tables.get(entity_level) - - -def _align_baseline_reform( - baseline: pd.DataFrame, - reform: pd.DataFrame, - entity_level: str, -) -> pd.DataFrame: - key = f"{entity_level}_id" - if key not in baseline.columns or key not in reform.columns: - # Fall back to index alignment if no ID column exists - baseline = baseline.copy() - reform = reform.copy() - baseline["__idx"] = range(len(baseline)) - reform["__idx"] = range(len(reform)) - key = "__idx" - merged = baseline.merge( - reform, - on=key, - how="inner", - suffixes=("_base", "_ref"), - copy=False, - ) - return merged - - -class ChangeByBaselineGroupReportElement(ReportElement): - """Compute change in a variable within a group defined on baseline results.""" - - baseline: Simulation - reform: Simulation - variable: str - group_variable: str - group_value: Any - entity_level: str = "household" - - def run(self) -> list[ChangeByBaselineGroup]: - base_tbl = _get_table(self.baseline, self.entity_level) - ref_tbl = _get_table(self.reform, self.entity_level) - if base_tbl is None or ref_tbl is None: - return [] - if ( - self.variable not in base_tbl.columns - or self.variable not in ref_tbl.columns - or self.group_variable not in base_tbl.columns - ): - return [] - - merged = _align_baseline_reform(base_tbl, ref_tbl, self.entity_level) - # weights from baseline - # Build MicroDataFrame with baseline weights if available - weights_col = ( - "weight_value_base" - if "weight_value_base" in merged.columns - else None - ) - merged["__delta__"] = ( - merged[f"{self.variable}_ref"] - merged[f"{self.variable}_base"] - ) - if self.group_variable in merged.columns: - sub = merged[merged[self.group_variable] == self.group_value] - else: - sub = merged - mdf = ( - MicroDataFrame(sub, weights=weights_col) - if weights_col - else MicroDataFrame(sub) - ) - total_change = float(mdf["__delta__"].sum()) - denom = float(mdf[f"{self.variable}_base"].sum()) - relative_change = ( - float(total_change / denom) if denom != 0 else float("nan") - ) - # Sum of weights via summing a column of ones - sub = sub.copy() - sub["__ones__"] = 1.0 - mdf2 = ( - MicroDataFrame(sub, weights=weights_col) - if weights_col - else MicroDataFrame(sub) - ) - weights_sum = float(mdf2["__ones__"].sum()) - avg_change = ( - float(total_change / weights_sum) - if weights_sum != 0 - else float("nan") - ) - - period = getattr(self.baseline.dataset.data, "year", None) - rec = ChangeByBaselineGroup( - baseline_simulation=self.baseline, - reform_simulation=self.reform, - variable=self.variable, - group_variable=self.group_variable, - group_value=self.group_value, - entity_level=self.entity_level, - time_period=period, - total_change=total_change, - relative_change=relative_change, - average_change_per_entity=avg_change, - ) - return [rec] - - -class WinnersLosersByQuantileReportElement(ReportElement): - """Percent and count in change buckets by quantile groups (baseline).""" - - baseline: Simulation - reform: Simulation - variable: str - group_variable: str # a precomputed quantile label variable, e.g. *_decile - quantile_group_count: int = 10 - change_lower_bound: float = -np.inf - change_upper_bound: float = 0.0 - change_bound_is_relative: bool = False - entity_level: str = "household" - - def run(self) -> list[VariableChangeGroupByQuantileGroup]: - base_tbl = _get_table(self.baseline, self.entity_level) - ref_tbl = _get_table(self.reform, self.entity_level) - if base_tbl is None or ref_tbl is None: - return [] - if ( - self.variable not in base_tbl.columns - or self.variable not in ref_tbl.columns - or self.group_variable not in base_tbl.columns - ): - return [] - - merged = _align_baseline_reform(base_tbl, ref_tbl, self.entity_level) - merged["__delta__"] = ( - merged[f"{self.variable}_ref"] - merged[f"{self.variable}_base"] - ) - if self.change_bound_is_relative: - base = merged[f"{self.variable}_base"].replace({0.0: np.nan}).abs() - merged["__delta__"] = merged["__delta__"] / base - - results: list[VariableChangeGroupByQuantileGroup] = [] - period = getattr(self.baseline.dataset.data, "year", None) - weights_col = ( - "weight_value_base" - if "weight_value_base" in merged.columns - else None - ) - for g, grp in merged.groupby(self.group_variable): - grp = grp.copy() - grp["__in_bucket__"] = ( - (grp["__delta__"] >= self.change_lower_bound) - & (grp["__delta__"] < self.change_upper_bound) - ).astype(int) - mdf = ( - MicroDataFrame(grp, weights=weights_col) - if weights_col - else MicroDataFrame(grp) - ) - percent = float(mdf["__in_bucket__"].mean()) - entities = float(mdf["__in_bucket__"].sum()) - - results.append( - VariableChangeGroupByQuantileGroup( - baseline_simulation=self.baseline, - reform_simulation=self.reform, - variable=self.variable, - group_variable=self.group_variable, - quantile_group=int(g) - if isinstance(g, (int, np.integer)) - else g, - quantile_group_count=self.quantile_group_count, - change_lower_bound=float(self.change_lower_bound), - change_upper_bound=float(self.change_upper_bound), - change_bound_is_relative=self.change_bound_is_relative, - fixed_entity_count_per_quantile_group=self.entity_level, - percent_of_group_in_change_group=percent, - entities_in_group_in_change_group=entities, - ) - ) - - return results - - -class VariableChangeByValueReportElement(ReportElement): - """Change group shares by exact group variable value.""" - - baseline: Simulation - reform: Simulation - variable: str - group_variable: str - change_lower_bound: float = -np.inf - change_upper_bound: float = 0.0 - change_bound_is_relative: bool = False - entity_level: str = "household" - - def run(self) -> list[VariableChangeGroupByVariableValue]: - base_tbl = _get_table(self.baseline, self.entity_level) - ref_tbl = _get_table(self.reform, self.entity_level) - if base_tbl is None or ref_tbl is None: - return [] - if ( - self.variable not in base_tbl.columns - or self.variable not in ref_tbl.columns - or self.group_variable not in base_tbl.columns - ): - return [] - - merged = _align_baseline_reform(base_tbl, ref_tbl, self.entity_level) - merged["__delta__"] = ( - merged[f"{self.variable}_ref"] - merged[f"{self.variable}_base"] - ) - if self.change_bound_is_relative: - base = merged[f"{self.variable}_base"].replace({0.0: np.nan}).abs() - merged["__delta__"] = merged["__delta__"] / base - - results: list[VariableChangeGroupByVariableValue] = [] - weights_col = ( - "weight_value_base" - if "weight_value_base" in merged.columns - else None - ) - for val, grp in merged.groupby(self.group_variable): - grp = grp.copy() - grp["__in_bucket__"] = ( - (grp["__delta__"] >= self.change_lower_bound) - & (grp["__delta__"] < self.change_upper_bound) - ).astype(int) - mdf = ( - MicroDataFrame(grp, weights=weights_col) - if weights_col - else MicroDataFrame(grp) - ) - percent = float(mdf["__in_bucket__"].mean()) - entities = float(mdf["__in_bucket__"].sum()) - - results.append( - VariableChangeGroupByVariableValue( - baseline_simulation=self.baseline, - reform_simulation=self.reform, - variable=self.variable, - group_variable=self.group_variable, - group_variable_value=val, - fixed_entity_count_per_quantile_group=self.entity_level, - percent_of_group_in_change_group=percent, - entities_in_group_in_change_group=entities, - ) - ) - - return results diff --git a/tests/test_report_elements.py b/tests/test_report_elements.py index 762d56ce..986271ca 100644 --- a/tests/test_report_elements.py +++ b/tests/test_report_elements.py @@ -5,9 +5,7 @@ from policyengine.models import Dataset, DatasetType, Policy, Dynamics from policyengine.models.single_year_dataset import SingleYearDataset from policyengine.models.simulation import Simulation -from policyengine.report_elements import AggregateReportElement -from policyengine.models.reports import AggregateMetric -from policyengine.models.aggregate import Aggregate +from policyengine.models.report_items import Aggregate, AggregateMetric def _mk_sim_with_person_table( @@ -37,14 +35,13 @@ def test_aggregate_report_element_grouped_mean(): ) sim = _mk_sim_with_person_table(df) - el = AggregateReportElement( + records = Aggregate.build( simulation=sim, variable="is_in_poverty", entity_level="person", filter_variable="race_ethnicity", metric=AggregateMetric.MEAN, ) - records = el.run() assert isinstance(records, list) and all( isinstance(r, type(records[0])) for r in records ) @@ -71,8 +68,7 @@ def test_to_dataframe_flattens_simulation_columns(): sim.dataset.name = "D" sim.dynamics.name = "X" - el = AggregateReportElement(simulation=sim, variable="var") - recs = el.run() + recs = Aggregate.build(simulation=sim, variable="var") dfx = Aggregate.to_dataframe(recs) # Simulation column is flattened to policy/dataset/dynamics assert "simulation" not in dfx.columns From 1d3381f38f554d8167d41cb8ce9732386a9c6683 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Thu, 4 Sep 2025 12:00:11 +0100 Subject: [PATCH 50/97] Add migration runner --- .env.example | 16 + .gitignore | 2 + src/policyengine/countries/uk/datasets.py | 31 ++ src/policyengine/countries/us/datasets.py | 31 ++ src/policyengine/migrations/runner.py | 501 +++++++++++++++++++++- 5 files changed, 577 insertions(+), 4 deletions(-) create mode 100644 .env.example diff --git a/.env.example b/.env.example new file mode 100644 index 00000000..b1796b65 --- /dev/null +++ b/.env.example @@ -0,0 +1,16 @@ +## Copy this file to `.env` and fill in the values as needed. + +# Local development database (default if not set) +DATABASE_URL=sqlite:///policyengine.db + +# PolicyEngine live database connection pieces (used when --db-location policyengine) +# The CLI composes the URL as postgresql+psycopg2://... with sslmode=require by default. +POLICYENGINE_DB_PASSWORD= +POLICYENGINE_DB_USER=postgres +POLICYENGINE_DB_HOST=db.usugnrssspkdutcjeevk.supabase.co +POLICYENGINE_DB_PORT=5432 +POLICYENGINE_DB_NAME=postgres +POLICYENGINE_DB_SSLMODE=require + +# Optional: Hugging Face token for private repos when seeding datasets from HF +HUGGING_FACE_TOKEN= diff --git a/.gitignore b/.gitignore index 4d708339..dc335293 100644 --- a/.gitignore +++ b/.gitignore @@ -5,3 +5,5 @@ _build/ simulations/ test.* supabase/ +.env +**/review.md diff --git a/src/policyengine/countries/uk/datasets.py b/src/policyengine/countries/uk/datasets.py index 977db002..68c01b73 100644 --- a/src/policyengine/countries/uk/datasets.py +++ b/src/policyengine/countries/uk/datasets.py @@ -8,6 +8,12 @@ from policyengine.models.single_year_dataset import SingleYearDataset from policyengine.models.enums import DatasetType +UK_HUGGING_FACE_REPO = "policyengine/policyengine-uk-data-private" +UK_HUGGING_FACE_FILENAMES = [ + "enhanced_frs_2023_24.h5", + "frs_2023_24.h5", +] + def create_efrs_years(start_year: int, end_year: int) -> list[Dataset]: """Create the UK EFRS datasets for a range of years.""" @@ -20,6 +26,31 @@ def create_efrs_years(start_year: int, end_year: int) -> list[Dataset]: ] +def create_efrs_years_from_hf( + start_year: int, + end_year: int, + *, + repo: str, + filename: str, + version: str | None = None, +) -> list[Dataset]: + """Create EFRS datasets using a Hugging Face dataset file as the base year. + + Constructs a `Microsimulation` with `dataset="hf://{repo}/{filename}[@{version}]"` + and then materialises dataset rows for the requested range. + """ + from policyengine_uk import Microsimulation + + base = f"hf://{repo}/{filename}" + if version: + base = f"{base}@{version}" + sim = Microsimulation(dataset=base) + return [ + create_efrs(year=year, sim=sim) + for year in range(start_year, end_year + 1) + ] + + def create_efrs( year: int = 2029, sim: "Microsimulation" | None = None ) -> Dataset: diff --git a/src/policyengine/countries/us/datasets.py b/src/policyengine/countries/us/datasets.py index 117c2dbd..6e13060a 100644 --- a/src/policyengine/countries/us/datasets.py +++ b/src/policyengine/countries/us/datasets.py @@ -8,6 +8,11 @@ from policyengine.models.single_year_dataset import SingleYearDataset from policyengine.models.enums import DatasetType +US_HUGGING_FACE_REPO = "policyengine/policyengine-us-data" +US_HUGGING_FACE_DATASETS = [ + "enhanced_cps_2024.h5" +] + def create_ecps_years(start_year: int, end_year: int) -> list[Dataset]: from policyengine_us import Microsimulation @@ -20,6 +25,32 @@ def create_ecps_years(start_year: int, end_year: int) -> list[Dataset]: ] +def create_ecps_years_from_hf( + start_year: int, + end_year: int, + *, + repo: str, + filename: str, + version: str | None = None, +) -> list[Dataset]: + """Create ECPS datasets using a Hugging Face dataset file as the base year. + + Constructs a `Microsimulation` with `dataset="hf://{repo}/{filename}[@{version}]"` + and then materialises dataset rows for the requested range. + """ + from policyengine_us import Microsimulation + + base = f"hf://{repo}/{filename}" + if version: + base = f"{base}@{version}" + sim = Microsimulation(dataset=base) + + return [ + create_ecps(year=year, sim=sim) + for year in range(start_year, end_year + 1) + ] + + def create_ecps( year: int = 2024, sim: "Microsimulation" | None = None ) -> Dataset: diff --git a/src/policyengine/migrations/runner.py b/src/policyengine/migrations/runner.py index abfadcf1..edf5a978 100644 --- a/src/policyengine/migrations/runner.py +++ b/src/policyengine/migrations/runner.py @@ -2,6 +2,9 @@ import argparse import os +import json +from pathlib import Path +from urllib import request, error from typing import Any, Iterable try: @@ -14,6 +17,81 @@ from policyengine.database import Database +def _prompt_select(prompt: str, choices: list[str]) -> str: + """Prompt user to select from choices. Falls back to text input. + + Returns the selected value from `choices`. + """ + try: + from rich.prompt import Prompt + + return str(Prompt.ask(prompt, choices=choices)) + except Exception: + # Fallback: numeric menu + while True: + _log(f"{prompt}:") + for i, ch in enumerate(choices, start=1): + _log(f" {i}. {ch}") + try: + sel = input("Enter number: ").strip() + except EOFError: + sel = "" + if sel.isdigit(): + idx = int(sel) - 1 + if 0 <= idx < len(choices): + return choices[idx] + _log("Invalid selection, try again.") + + +def _hf_list_tags(repo: str, *, repo_type: str = "datasets") -> list[str]: + """Return tag names for a Hugging Face repo using the public API. + + Uses HUGGING_FACE_TOKEN if present for private repos. + """ + base = f"https://huggingface.co/api/{repo_type}/{repo}/refs?type=tag" + req = request.Request(base) + token = os.getenv("HUGGING_FACE_TOKEN") + if token: + req.add_header("Authorization", f"Bearer {token}") + try: + with request.urlopen(req, timeout=20) as resp: + data = json.loads(resp.read().decode("utf-8")) + except error.HTTPError as e: + _log(f"[error] Failed to fetch tags: HTTP {e.code}") + return [] + except Exception as e: # network/parse + _log(f"[error] Failed to fetch tags: {e}") + return [] + + tags: list[str] = [] + # API sometimes returns { tags: [{name:..}] } or { refs: { tags: [...] } } + if isinstance(data, dict): + if isinstance(data.get("tags"), list): + tags = [t.get("name") for t in data.get("tags", []) if t.get("name")] + elif isinstance(data.get("refs"), dict) and isinstance( + data["refs"].get("tags"), list + ): + tags = [ + t.get("name") for t in data["refs"].get("tags", []) if t.get("name") + ] + elif isinstance(data.get("refs"), list): + tags = [ + r.get("name") + for r in data.get("refs", []) + if r and r.get("name") and r.get("type") == "tag" + ] + # Sort newest-like first if semantic versions, otherwise lexicographic desc + tags = [t for t in tags if isinstance(t, str)] + try: + # Attempt to sort by version (vX.Y.Z) fallback to lexicographic + from packaging.version import Version # type: ignore + + tags.sort(key=lambda t: Version(t.lstrip("v")), reverse=True) + except Exception: + tags.sort(reverse=True) + return tags + + def _console() -> Any: return Console() if Console is not None else None @@ -26,6 +104,57 @@ def _log(msg: str) -> None: print(msg) +def _load_env_file() -> None: + """Load environment variables from a local .env file if present. + + Simple parser: lines of KEY=VALUE, ignores comments and blanks. + Does not overwrite existing environment variables. + """ + try: + env_path = Path.cwd() / ".env" + if not env_path.exists(): + return + for line in env_path.read_text().splitlines(): + line = line.strip() + if not line or line.startswith("#"): + continue + if "=" not in line: + continue + key, val = line.split("=", 1) + key = key.strip() + val = val.strip().strip('"').strip("'") + if key and key not in os.environ: + os.environ[key] = val + except Exception: + # Non-fatal if .env cannot be read + pass + + +def _policyengine_db_url() -> str: + """Construct the PolicyEngine live DB URL using password from env. + + Requires `POLICYENGINE_DB_PASSWORD` to be set in the environment or .env. + """ + pwd = os.getenv("POLICYENGINE_DB_PASSWORD") + if not pwd: + raise SystemExit( + "POLICYENGINE_DB_PASSWORD is not set. Add it to your .env." + ) + # Fixed connection parameters (no password embedded here) + user = os.getenv("POLICYENGINE_DB_USER", "postgres") + host = os.getenv( + "POLICYENGINE_DB_HOST", "db.usugnrssspkdutcjeevk.supabase.co" + ) + port = int(os.getenv("POLICYENGINE_DB_PORT", "5432")) + dbname = os.getenv("POLICYENGINE_DB_NAME", "postgres") + sslmode = os.getenv("POLICYENGINE_DB_SSLMODE", "") + # Match the expected DSN shape exactly; add sslmode only if provided + dsn = f"postgresql://{user}:{pwd}@{host}:{port}/{dbname}" + if sslmode: + dsn = f"{dsn}?sslmode={sslmode}" + return dsn + + def seed_model(db: Database, country: str) -> dict[str, int]: """Seed variables, parameters, and parameter values for a country. @@ -304,11 +433,18 @@ def main(argv: list[str] | None = None) -> None: parser.add_argument( "--db", dest="db_url", - default=os.getenv("DATABASE_URL", "sqlite:///policyengine.db"), - help="Database URL (default: env DATABASE_URL or local sqlite)", + default=None, + help="Explicit database URL (overrides --db-location)", + ) + parser.add_argument( + "--db-location", + dest="db_location", + choices=["local", "policyengine"], + default=None, + help="Shortcut for selecting the DB: local sqlite or PolicyEngine live DB", ) - sub = parser.add_subparsers(dest="cmd", required=True) + sub = parser.add_subparsers(dest="cmd", required=False) # seed-model p_model = sub.add_parser( @@ -344,6 +480,21 @@ def main(argv: list[str] | None = None) -> None: help="End year (optional)", ) + # seed-datasets-hf (interactive) + p_hf = sub.add_parser( + "seed-datasets-hf", + help="Interactively seed datasets from a Hugging Face repo", + ) + p_hf.add_argument("--country", choices=["uk", "us"], default=None) + p_hf.add_argument( + "--family", + choices=["efrs", "ecps"], + default=None, + help="Dataset family (efrs/ecps)", + ) + p_hf.add_argument("--start", dest="start_year", type=int, default=None) + p_hf.add_argument("--end", dest="end_year", type=int, default=None) + # reset p_reset = sub.add_parser( "reset", help="Drop and recreate all tables (DESTROYS DATA)" @@ -356,9 +507,31 @@ def main(argv: list[str] | None = None) -> None: help="Do not prompt for confirmation", ) + # No explicit wizard subcommand; running without subcommand triggers wizard + args = parser.parse_args(argv) - db = Database(url=args.db_url) + # Load .env early so DB/password and tokens are available + _load_env_file() + + # Resolve database URL (prompt if running interactively without a subcommand) + db_url: str | None = args.db_url + if db_url is None: + if args.db_location == "policyengine": + db_url = _policyengine_db_url() + elif args.db_location == "local": + db_url = os.getenv("DATABASE_URL", "sqlite:///policyengine.db") + elif args.cmd is None: + # Interactive selection for DB location + choice = _prompt_select("Select database", ["local", "policyengine"]) + if choice == "policyengine": + db_url = _policyengine_db_url() + else: + db_url = os.getenv("DATABASE_URL", "sqlite:///policyengine.db") + else: + # Default to env DATABASE_URL or local sqlite + db_url = os.getenv("DATABASE_URL", "sqlite:///policyengine.db") + db = Database(url=db_url) if args.cmd == "seed-model": _log(f"[migrate] Seeding model for {args.country}...") @@ -383,6 +556,130 @@ def main(argv: list[str] | None = None) -> None: _log(f"[done] datasets={n}") return + if args.cmd == "seed-datasets-hf": + # Interactive selection flow + country = getattr(args, "country", None) or _prompt_select( + "Select country", ["uk", "us"] + ) + if country == "uk": + families = ["efrs"] + elif country == "us": + families = ["ecps"] + else: + raise SystemExit(f"Unknown country: {country}") + + family = getattr(args, "family", None) or _prompt_select( + "Select dataset family", families + ) + + if country == "uk" and family == "efrs": + from policyengine.countries.uk.datasets import ( + UK_HUGGING_FACE_REPO as REPO, + UK_HUGGING_FACE_FILENAMES as FILES, + create_efrs_years_from_hf as build_years, + ) + elif country == "us" and family == "ecps": + from policyengine.countries.us.datasets import ( + US_HUGGING_FACE_REPO as REPO, + US_HUGGING_FACE_DATASETS as FILES, + create_ecps_years_from_hf as build_years, + ) + else: + raise SystemExit(f"Unknown dataset family for {country}: {family}") + + # Choose base file + filename = FILES[0] if len(FILES) == 1 else _prompt_select( + "Select base dataset file", list(FILES) + ) + + # Fetch and choose tag + _log(f"[migrate] Fetching tags from {REPO}...") + tags = _hf_list_tags(REPO, repo_type="datasets") + if not tags: + raise SystemExit("No tags found or access denied to the repo.") + version = _prompt_select("Select dataset version (git tag)", tags) + + # Year range (defaults consistent with non-HF path) + if country == "uk": + default_start, default_end = 2023, 2030 + else: + default_start, default_end = 2024, 2035 + + start_year = getattr(args, "start_year", None) + end_year = getattr(args, "end_year", None) + + try: + from rich.prompt import IntPrompt # type: ignore + + if start_year is None: + start_year = int( + IntPrompt.ask("Start year", default=str(default_start)) + ) + if end_year is None: + end_year = int( + IntPrompt.ask("End year", default=str(default_end)) + ) + except Exception: + # Fallback via input() + if start_year is None: + try: + start_year = int( + input(f"Start year [{default_start}]: ").strip() + or default_start + ) + except Exception: + start_year = default_start + if end_year is None: + try: + end_year = int( + input(f"End year [{default_end}]: ").strip() + or default_end + ) + except Exception: + end_year = default_end + + _log( + f"[migrate] Seeding {country}:{family} from HF tag '{version}' years {start_year}-{end_year}..." + ) + + # Build + datasets = build_years( + start_year, + end_year, + repo=REPO, + filename=filename, + version=version, + ) + ds_list = list(datasets) + for ds in ds_list: + try: + ds.version = version # type: ignore[attr-defined] + except Exception: + pass + + # Save with progress UI when available + if Progress is not None: + progress = Progress( + SpinnerColumn(), + TextColumn("[progress.description]{task.description}"), + transient=True, + ) + progress.start() + task = progress.add_task( + f"Saving datasets ({len(ds_list)})...", total=None + ) + if ds_list: + db.add_all(ds_list, refresh=False) + progress.update(task, completed=1) + progress.stop() + else: + _log(f"Saving datasets ({len(ds_list)})...") + if ds_list: + db.add_all(ds_list, refresh=False) + + _log(f"[done] datasets={len(ds_list)}") + return + if args.cmd == "reset": if not getattr(args, "yes", False): try: @@ -399,6 +696,202 @@ def main(argv: list[str] | None = None) -> None: _log("[done] Database reset complete.") return + # Automatic interactive wizard when no subcommand provided + if args.cmd is None: + action = _prompt_select( + "Choose action", + ["seed-model", "seed-datasets", "seed-datasets-hf", "reset"], + ) + + if action == "seed-model": + country = _prompt_select("Select country", ["uk", "us"]) + _log(f"[migrate] Seeding model for {country}...") + counts = seed_model(db, country) + _log( + f"[done] variables={counts['variables']} parameters={counts['parameters']} values≈{counts['parameter_values']}" + ) + return + + if action == "seed-datasets": + country = _prompt_select("Select country", ["uk", "us"]) + families = ["efrs"] if country == "uk" else ["ecps"] + family = _prompt_select("Select dataset family", families) + + # Optional version label + try: + from rich.prompt import Prompt # type: ignore + + version = Prompt.ask( + "Version label (optional)", default="", show_default=False + ).strip() + except Exception: + try: + version = input("Version label (optional): ").strip() + except EOFError: + version = "" + version = version or None + + # Year range defaults + if country == "uk": + default_start, default_end = 2023, 2030 + else: + default_start, default_end = 2024, 2035 + try: + from rich.prompt import IntPrompt # type: ignore + + start_year = int( + IntPrompt.ask("Start year", default=str(default_start)) + ) + end_year = int( + IntPrompt.ask("End year", default=str(default_end)) + ) + except Exception: + try: + start_year = int( + input(f"Start year [{default_start}]: ").strip() + or default_start + ) + except Exception: + start_year = default_start + try: + end_year = int( + input(f"End year [{default_end}]: ").strip() + or default_end + ) + except Exception: + end_year = default_end + + _log( + f"[migrate] Seeding datasets for {country}:{family} (version={version or '-'}) {start_year}-{end_year}..." + ) + n = seed_datasets( + db, + country, + family=family, + version=version, + start_year=start_year, + end_year=end_year, + ) + _log(f"[done] datasets={n}") + return + + if action == "seed-datasets-hf": + country = _prompt_select("Select country", ["uk", "us"]) + families = ["efrs"] if country == "uk" else ["ecps"] + family = _prompt_select("Select dataset family", families) + + if country == "uk" and family == "efrs": + from policyengine.countries.uk.datasets import ( + UK_HUGGING_FACE_REPO as REPO, + UK_HUGGING_FACE_FILENAMES as FILES, + create_efrs_years_from_hf as build_years, + ) + elif country == "us" and family == "ecps": + from policyengine.countries.us.datasets import ( + US_HUGGING_FACE_REPO as REPO, + US_HUGGING_FACE_DATASETS as FILES, + create_ecps_years_from_hf as build_years, + ) + else: + raise SystemExit( + f"Unknown dataset family for {country}: {family}" + ) + + filename = FILES[0] if len(FILES) == 1 else _prompt_select( + "Select base dataset file", list(FILES) + ) + + _log(f"[migrate] Fetching tags from {REPO}...") + tags = _hf_list_tags(REPO, repo_type="datasets") + if not tags: + raise SystemExit( + "No tags found or access denied to the repo." + ) + version = _prompt_select( + "Select dataset version (git tag)", tags + ) + + if country == "uk": + default_start, default_end = 2023, 2030 + else: + default_start, default_end = 2024, 2035 + try: + from rich.prompt import IntPrompt # type: ignore + + start_year = int( + IntPrompt.ask("Start year", default=str(default_start)) + ) + end_year = int( + IntPrompt.ask("End year", default=str(default_end)) + ) + except Exception: + try: + start_year = int( + input(f"Start year [{default_start}]: ").strip() + or default_start + ) + except Exception: + start_year = default_start + try: + end_year = int( + input(f"End year [{default_end}]: ").strip() + or default_end + ) + except Exception: + end_year = default_end + + _log( + f"[migrate] Seeding {country}:{family} from HF tag '{version}' years {start_year}-{end_year}..." + ) + datasets = build_years( + start_year, + end_year, + repo=REPO, + filename=filename, + version=version, + ) + ds_list = list(datasets) + for ds in ds_list: + try: + ds.version = version # type: ignore[attr-defined] + except Exception: + pass + if Progress is not None: + progress = Progress( + SpinnerColumn(), + TextColumn("[progress.description]{task.description}"), + transient=True, + ) + progress.start() + task = progress.add_task( + f"Saving datasets ({len(ds_list)})...", total=None + ) + if ds_list: + db.add_all(ds_list, refresh=False) + progress.update(task, completed=1) + progress.stop() + else: + _log(f"Saving datasets ({len(ds_list)})...") + if ds_list: + db.add_all(ds_list, refresh=False) + _log(f"[done] datasets={len(ds_list)}") + return + + if action == "reset": + try: + confirm = input( + "This will DELETE ALL data and recreate tables. Type 'yes' to proceed: " + ).strip() + except EOFError: + confirm = "" + if confirm.lower() != "yes": + _log("Aborted.") + return + _log("[migrate] Resetting database (drop + create all tables)...") + db.reset() + _log("[done] Database reset complete.") + return + if __name__ == "__main__": main() From 45b65a0984690f15b3b66813bcd488663647b0da Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Thu, 4 Sep 2025 13:11:50 +0100 Subject: [PATCH 51/97] Improve migration code --- .env.example | 1 - src/policyengine/database.py | 6 ++-- src/policyengine/migrations/runner.py | 47 +++++++++++---------------- 3 files changed, 21 insertions(+), 33 deletions(-) diff --git a/.env.example b/.env.example index b1796b65..413cd7c1 100644 --- a/.env.example +++ b/.env.example @@ -10,7 +10,6 @@ POLICYENGINE_DB_USER=postgres POLICYENGINE_DB_HOST=db.usugnrssspkdutcjeevk.supabase.co POLICYENGINE_DB_PORT=5432 POLICYENGINE_DB_NAME=postgres -POLICYENGINE_DB_SSLMODE=require # Optional: Hugging Face token for private repos when seeding datasets from HF HUGGING_FACE_TOKEN= diff --git a/src/policyengine/database.py b/src/policyengine/database.py index 1b69fef2..ef00cba8 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -57,7 +57,6 @@ BM = TypeVar("BM") - class Database: """Lightweight Database layer bridging BaseModels and SQLModel tables. @@ -71,11 +70,10 @@ class Database: def __init__( self, - url: str = "sqlite:///policyengine.db", - echo: bool = False, + url: str = "sqlite:///:memory:", seed_countries: Iterable[str] | None = None, ): - self.engine = create_engine(url, echo=echo, future=True) + self.engine = create_engine(url=url) SQLModel.metadata.create_all(self.engine) # Mapping between BaseModel classes and SQLModel table classes diff --git a/src/policyengine/migrations/runner.py b/src/policyengine/migrations/runner.py index edf5a978..4f73ae7e 100644 --- a/src/policyengine/migrations/runner.py +++ b/src/policyengine/migrations/runner.py @@ -18,29 +18,24 @@ def _prompt_select(prompt: str, choices: list[str]) -> str: - """Prompt user to select from choices. Falls back to text input. + """Simple numeric selection prompt. + Displays a numbered list and asks the user to enter a number. Returns the selected value from `choices`. """ - try: - from rich.prompt import Prompt - - return str(Prompt.ask(prompt, choices=choices)) - except Exception: - # Fallback: numeric menu - while True: - _log(f"{prompt}:") - for i, ch in enumerate(choices, start=1): - _log(f" {i}. {ch}") - try: - sel = input("Enter number: ").strip() - except EOFError: - sel = "" - if sel.isdigit(): - idx = int(sel) - 1 - if 0 <= idx < len(choices): - return choices[idx] - _log("Invalid selection, try again.") + while True: + _log(f"{prompt}:") + for i, ch in enumerate(choices, start=1): + _log(f" {i}. {ch}") + try: + sel = input("Enter number: ").strip() + except EOFError: + sel = "" + if sel.isdigit(): + idx = int(sel) - 1 + if 0 <= idx < len(choices): + return choices[idx] + _log("Invalid selection, try again.") def _hf_list_tags(repo: str, *, repo_type: str = "datasets") -> list[str]: @@ -141,18 +136,14 @@ def _policyengine_db_url() -> str: "POLICYENGINE_DB_PASSWORD is not set. Add it to your .env." ) # Fixed connection parameters (no password embedded here) - user = os.getenv("POLICYENGINE_DB_USER", "postgres") + user = os.getenv("POLICYENGINE_DB_USER", "postgres.usugnrssspkdutcjeevk") host = os.getenv( - "POLICYENGINE_DB_HOST", "db.usugnrssspkdutcjeevk.supabase.co" + "POLICYENGINE_DB_HOST", "aws-1-us-east-1.pooler.supabase.com" ) port = int(os.getenv("POLICYENGINE_DB_PORT", "5432")) dbname = os.getenv("POLICYENGINE_DB_NAME", "postgres") - sslmode = os.getenv("POLICYENGINE_DB_SSLMODE", "") - # Match the expected DSN shape exactly; add sslmode only if provided - dsn = f"postgresql://{user}:{pwd}@{host}:{port}/{dbname}" - if sslmode: - dsn = f"{dsn}?sslmode={sslmode}" - return dsn + # Match the expected DSN shape exactly + return f"postgresql://{user}:{pwd}@{host}:{port}/{dbname}" def seed_model(db: Database, country: str) -> dict[str, int]: From ac7c56a98cd365cce935c582355f87028cc4a3b3 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Fri, 5 Sep 2025 13:08:55 +0100 Subject: [PATCH 52/97] Add changes --- docs/00-datasets.ipynb | 109 ----- docs/03-extending.ipynb | 344 --------------- docs/04-architecture.ipynb | 355 --------------- docs/index.md | 8 + docs/models.ipynb | 29 ++ docs/myst.yml | 2 +- src/policyengine/countries/us/datasets.py | 4 +- src/policyengine/database.py | 206 ++++++++- src/policyengine/migrations/runner.py | 404 ++++++------------ src/policyengine/models/dataset.py | 2 + src/policyengine/models/dynamics.py | 2 + src/policyengine/models/parameter.py | 3 + src/policyengine/models/policy.py | 2 + .../models/report_items/aggregate.py | 138 +++--- src/policyengine/models/report_items/count.py | 71 +++ .../models/report_items/two_sim_change.py | 380 ++++++++-------- src/policyengine/models/reports.py | 3 + src/policyengine/models/simulation.py | 2 + src/policyengine/models/variable.py | 2 + src/policyengine/tables/__init__.py | 12 + src/policyengine/tables/report_items.py | 85 ++++ 21 files changed, 845 insertions(+), 1318 deletions(-) delete mode 100644 docs/00-datasets.ipynb delete mode 100644 docs/03-extending.ipynb delete mode 100644 docs/04-architecture.ipynb create mode 100644 docs/index.md create mode 100644 docs/models.ipynb create mode 100644 src/policyengine/models/report_items/count.py create mode 100644 src/policyengine/tables/report_items.py diff --git a/docs/00-datasets.ipynb b/docs/00-datasets.ipynb deleted file mode 100644 index 473697a8..00000000 --- a/docs/00-datasets.ipynb +++ /dev/null @@ -1,109 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "7fb27b941602401d91542211134fc71a", - "metadata": {}, - "source": [ - "# Datasets\n", - "\n", - "Use built-in dataset creators for national datasets or small, synthetic tables with the correct structure. Synthetic datasets run offline and are ideal for tests and examples." - ] - }, - { - "cell_type": "markdown", - "id": "acae54e37e7d407bbb7b55eff062a284", - "metadata": {}, - "source": [ - "## UK datasets\n", - "\n", - "- National: `create_efrss(year=2029)`\n", - "- Synthetic: `create_uk_synthetic(year=2029)`\n", - "\n", - "The synthetic dataset includes tables `person`, `benunit`, and `household` with required ID columns." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "9a63283cbaf04dbcab1f6479b197f3a8", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['benunit', 'household', 'person']" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from policyengine.countries.uk.datasets import create_uk_synthetic\n", - "\n", - "uk = create_uk_synthetic()\n", - "sorted(list(uk.data.tables.keys()))" - ] - }, - { - "cell_type": "markdown", - "id": "8dd0d8092fe74a7c96281538738b07e2", - "metadata": {}, - "source": [ - "## US datasets\n", - "\n", - "- National: `create_ecps()`\n", - "- Synthetic: `create_us_synthetic(year=2024)`\n", - "\n", - "The synthetic dataset includes tables `person`, `marital_unit`, `tax_unit`, `family`, `spm_unit`, and `household` with required ID columns." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "72eea5119410473aa328ad9291626812", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['family', 'household', 'marital_unit', 'person', 'spm_unit', 'tax_unit']" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from policyengine.countries.us.datasets import create_us_synthetic\n", - "\n", - "us = create_us_synthetic()\n", - "sorted(list(us.data.tables.keys()))" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "policyengine", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.13.5" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/docs/03-extending.ipynb b/docs/03-extending.ipynb deleted file mode 100644 index 855263b5..00000000 --- a/docs/03-extending.ipynb +++ /dev/null @@ -1,344 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "7fb27b941602401d91542211134fc71a", - "metadata": {}, - "source": [ - "# Extending: policies, dynamics, and reports\n", - "\n", - "This page shows how the base models fit together and how to add custom report elements that return tables." - ] - }, - { - "cell_type": "markdown", - "id": "acae54e37e7d407bbb7b55eff062a284", - "metadata": {}, - "source": [ - "## Base models in practice\n", - "\n", - "- `Dataset` wraps a `SingleYearDataset` of entity tables (e.g., person, household) for one year.\n", - "- `Policy` and `Dynamics` hold parameter changes (`ParameterValue`) and optional `simulation_modifier` callables.\n", - "- `Simulation` ties them together and runs country-specific logic to populate `simulation.result`.\n", - "- `ReportElement` subclasses compute analyses and return a pandas DataFrame.\n", - "\n", - "You can create a policy change by declaring a `Parameter` and a `ParameterValue`, then passing it to `Policy(parameter_values=[...])`. Dynamics work the same way." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "9a63283cbaf04dbcab1f6479b197f3a8", - "metadata": {}, - "outputs": [], - "source": [ - "from datetime import datetime\n", - "from policyengine.models import Policy, Dynamics, Parameter, ParameterValue\n", - "\n", - "param = Parameter(name=\"demo.parameter\", data_type=float)\n", - "pv = ParameterValue(\n", - " parameter=param,\n", - " model_version=\"1.0.0\",\n", - " start_date=datetime(2025, 1, 1),\n", - " value=1.23,\n", - ")\n", - "policy = Policy(name=\"demo policy\", parameter_values=[pv])\n", - "dynamics = Dynamics(name=\"static\")" - ] - }, - { - "cell_type": "markdown", - "id": "8dd0d8092fe74a7c96281538738b07e2", - "metadata": {}, - "source": [ - "## Custom report elements\n", - "\n", - "Subclass `ReportElement` and implement `run()` to return a table. Keep analyses table-first so results are easy to store and compare later.\n", - "\n", - "Below, we build a tiny toy dataset with a household table containing `gov_balance` and `weight_value`. We then define a report element that computes weighted means by decile." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "72eea5119410473aa328ad9291626812", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " decile mean_gov_balance\n", - "0 1 -2000.0\n", - "1 2 -500.0\n", - "2 3 0.0\n", - "3 4 250.0\n", - "4 5 500.0\n", - "5 6 750.0\n", - "6 7 1000.0\n", - "7 8 2000.0\n", - "8 9 4000.0\n", - "9 10 8000.0" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "class BalanceByDecile(ReportElement):\n", - " sim: Simulation\n", - "\n", - " def run(self) -> pd.DataFrame:\n", - " df = self.sim.result.data.tables[\"household\"][\n", - " [\"gov_balance\", \"weight_value\"]\n", - " ].copy()\n", - " # Compute deciles on gov_balance\n", - " df[\"decile\"] = pd.qcut(\n", - " df[\"gov_balance\"], 10, labels=range(1, 11), duplicates=\"drop\"\n", - " )\n", - " # Weighted mean by decile\n", - " out = (\n", - " df.groupby(\"decile\")\n", - " .apply(\n", - " lambda g: (g[\"gov_balance\"] * g[\"weight_value\"]).sum()\n", - " / g[\"weight_value\"].sum()\n", - " )\n", - " .reset_index(name=\"mean_gov_balance\")\n", - " )\n", - " return out\n", - "\n", - "\n", - "BalanceByDecile(name=\"balance by decile\", sim=sim).run()" - ] - }, - { - "cell_type": "markdown", - "id": "10185d26023b46108eb7d9f57d49d2b3", - "metadata": {}, - "source": [ - "### Notes\n", - "\n", - "- Keep report elements pure and table-focused; return a DataFrame you can store.\n", - "- You can combine multiple custom elements in a `Report` for batch runs.\n", - "- For built-in examples, see `AggregateChangeReportElement` which compares aggregates across simulations." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "policyengine", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.13.5" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/docs/04-architecture.ipynb b/docs/04-architecture.ipynb deleted file mode 100644 index 44cd78a4..00000000 --- a/docs/04-architecture.ipynb +++ /dev/null @@ -1,355 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Architecture overview\n", - "\n", - "PolicyEngine.py provides a unified interface for running tax-benefit policy simulations across countries. The architecture centres on five core models that work together to define, run, and analyse policy scenarios." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Core model relationships\n", - "\n", - "The system follows this flow:\n", - "\n", - "1. **Dataset** wraps entity tables (people, households, etc.) for one year\n", - "2. **Policy** and **Dynamics** define parameter changes and modifications\n", - "3. **Simulation** combines these and runs country-specific calculations\n", - "4. **ReportElement** subclasses analyse results and return structured tables\n", - "5. **Report** collections group multiple analyses together\n", - "\n", - "Each model uses Pydantic for validation and type safety." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Core models imported successfully\n" - ] - } - ], - "source": [ - "# Import the models to show their structure\n", - "from policyengine.models import (\n", - " Dataset,\n", - " Policy,\n", - " Dynamics,\n", - " Simulation,\n", - " Parameter,\n", - " ParameterValue,\n", - " ReportElement,\n", - " Report,\n", - ")\n", - "from policyengine.models.enums import DatasetType, OperationStatus\n", - "from datetime import datetime\n", - "\n", - "print(\"Core models imported successfully\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Dataset model\n", - "\n", - "The `Dataset` model wraps a `SingleYearDataset` containing entity tables for one fiscal year. Each table represents different units of analysis (persons, households, benefit units, tax units, etc.) with proper foreign key relationships." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dataset fields:\n", - " name: str | None\n", - " source_dataset: typing.Optional[policyengine.models.dataset.Dataset]\n", - " version: str | None\n", - " data: typing.Any | None\n", - " dataset_type: \n" - ] - } - ], - "source": [ - "# Show Dataset structure\n", - "print(\"Dataset fields:\")\n", - "for field_name, field_info in Dataset.model_fields.items():\n", - " print(f\" {field_name}: {field_info.annotation}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Datasets come in two main types:\n", - "\n", - "- **National datasets**: Full population microdata (EFRS for UK, ECPS for US)\n", - "- **Synthetic datasets**: Small, representative samples for testing and examples\n", - "\n", - "The `SingleYearDataset` handles serialisation for efficient storage and provides table-level operations like copying." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Policy and parameter system\n", - "\n", - "Policy changes work through a two-level system:\n", - "\n", - "1. **Parameter** defines a specific policy lever (e.g., personal allowance rate)\n", - "2. **ParameterValue** sets that parameter's value for a time period\n", - "3. **Policy** collects parameter values and optional simulation modifiers\n", - "\n", - "This design supports both simple parameter changes and complex policy reforms." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Created policy: Increase personal allowance\n", - "Parameter values: 1\n" - ] - } - ], - "source": [ - "# Example parameter definition\n", - "pa_param = Parameter(\n", - " name=\"gov.hmrc.income_tax.allowances.personal_allowance.amount\",\n", - " data_type=float,\n", - " label=\"Personal allowance\",\n", - " description=\"Annual income tax personal allowance\",\n", - " unit=\"GBP\",\n", - " country=\"uk\",\n", - ")\n", - "\n", - "# Parameter value for specific time period\n", - "pa_increase = ParameterValue(\n", - " parameter=pa_param,\n", - " model_version=\"1.0.0\",\n", - " start_date=datetime(2025, 4, 6),\n", - " end_date=datetime(2026, 4, 5),\n", - " value=15000.0,\n", - " country=\"uk\",\n", - ")\n", - "\n", - "policy = Policy(\n", - " name=\"Increase personal allowance\",\n", - " description=\"Increase personal allowance to £15,000\",\n", - " parameter_values=[pa_increase],\n", - " country=\"uk\",\n", - ")\n", - "\n", - "print(f\"Created policy: {policy.name}\")\n", - "print(f\"Parameter values: {len(policy.parameter_values)}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Dynamics and time-varying changes\n", - "\n", - "The `Dynamics` model handles changes that evolve over time - things like benefit uprating, tax threshold adjustments, or economic assumptions. Like policies, dynamics can include both parameter changes and simulation modifiers." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Created dynamics: Static baseline\n" - ] - } - ], - "source": [ - "# Example dynamics setup\n", - "dynamics = Dynamics(\n", - " name=\"Static baseline\",\n", - " description=\"No benefit uprating or economic growth\",\n", - " country=\"uk\",\n", - ")\n", - "\n", - "print(f\"Created dynamics: {dynamics.name}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Simulation execution\n", - "\n", - "The `Simulation` model ties everything together and provides the `run()` method that delegates to country-specific implementations. Each simulation tracks its status and timing." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Simulation fields:\n", - " dataset: \n", - " policy: \n", - " dynamics: \n", - " result: typing.Any | None\n", - " model_version: str | None\n", - " country: \n", - " status: \n", - " created_at: \n", - " completed_at: datetime.datetime | None\n", - "\n", - "Operation status options:\n", - " pending\n", - " running\n", - " completed\n", - " failed\n" - ] - } - ], - "source": [ - "# Show Simulation structure\n", - "print(\"Simulation fields:\")\n", - "for field_name, field_info in Simulation.model_fields.items():\n", - " print(f\" {field_name}: {field_info.annotation}\")\n", - "\n", - "# Show operation status options\n", - "print(\"\\nOperation status options:\")\n", - "for status in OperationStatus:\n", - " print(f\" {status.value}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Country-specific implementation\n", - "\n", - "Each country implements its own simulation runner that:\n", - "\n", - "1. Converts the generic dataset to country-specific format\n", - "2. Applies policy and dynamics parameter changes\n", - "3. Runs calculations using the country's PolicyEngine implementation\n", - "4. Stores results back in the generic format\n", - "\n", - "For the UK, this uses `policyengine_uk` with entity tables (person, benunit, household).\n", - "For the US, this uses `policyengine_us` with different entities (person, family, tax_unit, marital_unit, spm_unit, household)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Report and analysis system\n", - "\n", - "The reporting system provides a structured way to analyse simulation results:\n", - "\n", - "- **ReportElement**: Base class for individual analyses that return DataFrames\n", - "- **Report**: Collections of related report elements\n", - "- **Built-in elements**: Like `AggregateChangeReportElement` for comparing scenarios\n", - "\n", - "All analyses focus on returning structured tables that are easy to store, compare, and visualise." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "ReportElement fields:\n", - " name: str | None\n", - " description: str | None\n", - " report: typing.Optional[ForwardRef('Report')]\n", - " status: \n", - " country: str | None\n", - "\n", - "Report fields:\n", - " name: \n", - " description: str | None\n", - " elements: list[policyengine.models.reports.ReportElement]\n", - " country: str | None\n" - ] - } - ], - "source": [ - "# Show ReportElement structure\n", - "print(\"ReportElement fields:\")\n", - "for field_name, field_info in ReportElement.model_fields.items():\n", - " print(f\" {field_name}: {field_info.annotation}\")\n", - "\n", - "print(\"\\nReport fields:\")\n", - "for field_name, field_info in Report.model_fields.items():\n", - " print(f\" {field_name}: {field_info.annotation}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Key design principles\n", - "\n", - "The architecture follows several important principles:\n", - "\n", - "1. **Country agnostic**: Core models work across different tax-benefit systems\n", - "2. **Table-first analysis**: All outputs are structured DataFrames for easy storage\n", - "3. **Composable**: Policies, dynamics, and reports can be mixed and matched\n", - "4. **Type-safe**: Pydantic models provide validation and IDE support\n", - "5. **Extensible**: Custom report elements and simulation modifiers support complex analyses\n", - "\n", - "This design makes it straightforward to run comparable policy analyses across countries while maintaining the flexibility to handle country-specific requirements." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "policyengine", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.13.5" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/index.md b/docs/index.md new file mode 100644 index 00000000..d96170db --- /dev/null +++ b/docs/index.md @@ -0,0 +1,8 @@ +# policyengine.py + +This package aims to simplify and productionise the use of PolicyEngine's tax-benefit microsimulation models to flexibly produce useful information at scale, slotting into existing analysis pipelines while also standardising analysis. + +We do this by: +* Standardising around a set of core types that let us do policy analysis in an object-oriented way +* Provide a nice clean interface to put instances of these types in a database +* Exemplifying this behaviour by using this package in all PolicyEngine's production applications, and analyses diff --git a/docs/models.ipynb b/docs/models.ipynb new file mode 100644 index 00000000..a915ee1c --- /dev/null +++ b/docs/models.ipynb @@ -0,0 +1,29 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f2e7072e", + "metadata": {}, + "source": [ + "# Models\n", + "\n", + "Here, we'll walk through the different *models* at play here (types of object). After reading this, you should be able to " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e4079ada", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/myst.yml b/docs/myst.yml index cbb46e6d..0fd8297d 100644 --- a/docs/myst.yml +++ b/docs/myst.yml @@ -1,7 +1,7 @@ # See docs at: https://mystmd.org/guide/frontmatter version: 1 project: - id: d32e015e-a8cb-49e2-814a-dd8ccfd2f8d7 + id: b70ccb02-12b9-4bdb-a25b-f44bf2213d98 # title: # description: # keywords: [] diff --git a/src/policyengine/countries/us/datasets.py b/src/policyengine/countries/us/datasets.py index 6e13060a..5b79d3e4 100644 --- a/src/policyengine/countries/us/datasets.py +++ b/src/policyengine/countries/us/datasets.py @@ -9,9 +9,7 @@ from policyengine.models.enums import DatasetType US_HUGGING_FACE_REPO = "policyengine/policyengine-us-data" -US_HUGGING_FACE_DATASETS = [ - "enhanced_cps_2024.h5" -] +US_HUGGING_FACE_DATASETS = ["enhanced_cps_2024.h5"] def create_ecps_years(start_year: int, end_year: int) -> list[Dataset]: diff --git a/src/policyengine/database.py b/src/policyengine/database.py index ef00cba8..855e25e0 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -1,6 +1,7 @@ from __future__ import annotations from contextlib import contextmanager +import os from datetime import datetime from typing import ( Any, @@ -35,6 +36,16 @@ from policyengine.models.reports import Report, ReportElement from policyengine.models.variable import Variable from policyengine.models.enums import DatasetType, OperationStatus +from policyengine.models.report_items.aggregate import ( + Aggregate, + AggregateMetric, +) +from policyengine.models.report_items.count import Count +from policyengine.models.report_items.two_sim_change import ( + ChangeByBaselineGroup, + VariableChangeGroupByQuantileGroup, + VariableChangeGroupByVariableValue, +) # Table models from policyengine.tables import ( @@ -52,11 +63,17 @@ ReportTable, ReportElementTable, VariableTable, + AggregateTable, + CountTable, + ChangeByBaselineGroupTable, + VariableChangeGroupByQuantileGroupTable, + VariableChangeGroupByVariableValueTable, ) BM = TypeVar("BM") + class Database: """Lightweight Database layer bridging BaseModels and SQLModel tables. @@ -73,6 +90,23 @@ def __init__( url: str = "sqlite:///:memory:", seed_countries: Iterable[str] | None = None, ): + # Special shortcut: connect to PolicyEngine live DB using env vars + if url == "policyengine": + pwd = os.getenv("POLICYENGINE_DB_PASSWORD") + if not pwd: + raise ValueError( + "POLICYENGINE_DB_PASSWORD is not set in environment." + ) + user = os.getenv( + "POLICYENGINE_DB_USER", "postgres.usugnrssspkdutcjeevk" + ) + host = os.getenv( + "POLICYENGINE_DB_HOST", "aws-1-us-east-1.pooler.supabase.com" + ) + port = int(os.getenv("POLICYENGINE_DB_PORT", "5432")) + dbname = os.getenv("POLICYENGINE_DB_NAME", "postgres") + url = f"postgresql://{user}:{pwd}@{host}:{port}/{dbname}" + self.engine = create_engine(url=url) SQLModel.metadata.create_all(self.engine) @@ -92,6 +126,11 @@ def __init__( Report: ReportTable, ReportElement: ReportElementTable, Variable: VariableTable, + Aggregate: AggregateTable, + Count: CountTable, + ChangeByBaselineGroup: ChangeByBaselineGroupTable, + VariableChangeGroupByQuantileGroup: VariableChangeGroupByQuantileGroupTable, + VariableChangeGroupByVariableValue: VariableChangeGroupByVariableValueTable, } self._table_to_bm: Dict[type[SQLModel], type] = { @@ -623,7 +662,10 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: # Policy, Dynamics, Parameters if isinstance(obj, Policy): return PolicyTable( - name=obj.name, description=obj.description, country=obj.country + id=getattr(obj, "id", None), + name=obj.name, + description=obj.description, + country=obj.country, ) if isinstance(obj, Dynamics): @@ -632,10 +674,14 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: parent_row = self._to_table( obj.parent_dynamics, s, cascade=cascade ) + parent_row = self._upsert_row( + obj.parent_dynamics, parent_row, s + ) s.add(parent_row) s.flush() parent_id = parent_row.id return DynamicsTable( + id=getattr(obj, "id", None), name=obj.name, parent_id=parent_id, description=obj.description, @@ -648,6 +694,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: parent_id = None if obj.parent is not None and cascade: parent_row = self._to_table(obj.parent, s, cascade=cascade) + parent_row = self._upsert_row(obj.parent, parent_row, s) s.add(parent_row) s.flush() parent_id = parent_row.id @@ -657,6 +704,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: else str(obj.data_type) ) return ParameterTable( + id=getattr(obj, "id", None), name=obj.name, parent_id=parent_id, label=obj.label, @@ -719,6 +767,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: # JSON-safe value handling (inf/-inf, NaN) return ParameterValueTable( + id=getattr(obj, "id", None), policy_id=policy_id, dynamics_id=dynamics_id, parameter_id=par_row.id, # type: ignore[arg-type] @@ -736,6 +785,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: src_row = self._to_table( obj.source_dataset, s, cascade=cascade ) + src_row = self._upsert_row(obj.source_dataset, src_row, s) s.add(src_row) s.flush() source_id = src_row.id @@ -745,6 +795,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: elif isinstance(obj.data, (bytes, bytearray)): data_bytes = bytes(obj.data) return DatasetTable( + id=getattr(obj, "id", None), name=obj.name, source_dataset_id=source_id, version=obj.version, @@ -757,25 +808,30 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: dataset_id = policy_id = dynamics_id = result_dataset_id = None if obj.dataset is not None and cascade: ds_row = self._to_table(obj.dataset, s, cascade=cascade) + ds_row = self._upsert_row(obj.dataset, ds_row, s) s.add(ds_row) s.flush() dataset_id = ds_row.id if obj.policy is not None and cascade: po_row = self._to_table(obj.policy, s, cascade=cascade) + po_row = self._upsert_row(obj.policy, po_row, s) s.add(po_row) s.flush() policy_id = po_row.id if obj.dynamics is not None and cascade: dy_row = self._to_table(obj.dynamics, s, cascade=cascade) + dy_row = self._upsert_row(obj.dynamics, dy_row, s) s.add(dy_row) s.flush() dynamics_id = dy_row.id if isinstance(obj.result, Dataset) and cascade: rs_row = self._to_table(obj.result, s, cascade=cascade) + rs_row = self._upsert_row(obj.result, rs_row, s) s.add(rs_row) s.flush() result_dataset_id = rs_row.id return SimulationTable( + id=getattr(obj, "id", None), dataset_id=dataset_id, policy_id=policy_id, dynamics_id=dynamics_id, @@ -790,17 +846,22 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: # Reports if isinstance(obj, Report): return ReportTable( - name=obj.name, description=obj.description, country=obj.country + id=getattr(obj, "id", None), + name=obj.name, + description=obj.description, + country=obj.country, ) if isinstance(obj, ReportElement): report_id = None if obj.report is not None and cascade: rep_row = self._to_table(obj.report, s, cascade=cascade) + rep_row = self._upsert_row(obj.report, rep_row, s) s.add(rep_row) s.flush() report_id = rep_row.id return ReportElementTable( + id=getattr(obj, "id", None), name=obj.name, description=obj.description, report_id=report_id, @@ -808,6 +869,117 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: country=obj.country, ) + # Report item data rows + if isinstance(obj, Aggregate): + sim_row = self._to_table(obj.simulation, s, cascade=cascade) + if getattr(sim_row, "id", None) is None: + s.add(sim_row) + s.flush() + return AggregateTable( + simulation_id=sim_row.id, # type: ignore[arg-type] + time_period=str(obj.time_period) + if obj.time_period is not None + else None, + variable=obj.variable, + entity_level=obj.entity_level, + filter_variable=obj.filter_variable, + filter_variable_value=self._json_safe_value( + obj.filter_variable_value + ), + filter_variable_min_value=obj.filter_variable_min_value, + filter_variable_max_value=obj.filter_variable_max_value, + metric=str(obj.metric), + value=obj.value, + ) + + if isinstance(obj, Count): + sim_row = self._to_table(obj.simulation, s, cascade=cascade) + if getattr(sim_row, "id", None) is None: + s.add(sim_row) + s.flush() + return CountTable( + simulation_id=sim_row.id, # type: ignore[arg-type] + time_period=str(obj.time_period) + if obj.time_period is not None + else None, + variable=obj.variable, + entity_level=obj.entity_level, + equals_value=self._json_safe_value(obj.equals_value), + min_value=obj.min_value, + max_value=obj.max_value, + count=obj.count, + ) + + if isinstance(obj, ChangeByBaselineGroup): + base_row = self._to_table( + obj.baseline_simulation, s, cascade=cascade + ) + ref_row = self._to_table(obj.reform_simulation, s, cascade=cascade) + for r in (base_row, ref_row): + if getattr(r, "id", None) is None: + s.add(r) + s.flush() + return ChangeByBaselineGroupTable( + baseline_simulation_id=base_row.id, # type: ignore[arg-type] + reform_simulation_id=ref_row.id, # type: ignore[arg-type] + variable=obj.variable, + group_variable=obj.group_variable, + group_value=self._json_safe_value(obj.group_value), + entity_level=obj.entity_level, + time_period=str(obj.time_period) + if obj.time_period is not None + else None, + total_change=obj.total_change, + relative_change=obj.relative_change, + average_change_per_entity=obj.average_change_per_entity, + ) + + if isinstance(obj, VariableChangeGroupByQuantileGroup): + base_row = self._to_table( + obj.baseline_simulation, s, cascade=cascade + ) + ref_row = self._to_table(obj.reform_simulation, s, cascade=cascade) + for r in (base_row, ref_row): + if getattr(r, "id", None) is None: + s.add(r) + s.flush() + return VariableChangeGroupByQuantileGroupTable( + baseline_simulation_id=base_row.id, # type: ignore[arg-type] + reform_simulation_id=ref_row.id, # type: ignore[arg-type] + variable=obj.variable, + group_variable=obj.group_variable, + quantile_group=obj.quantile_group, + quantile_group_count=obj.quantile_group_count, + change_lower_bound=float(obj.change_lower_bound), + change_upper_bound=float(obj.change_upper_bound), + change_bound_is_relative=bool(obj.change_bound_is_relative), + fixed_entity_count_per_quantile_group=obj.fixed_entity_count_per_quantile_group, + percent_of_group_in_change_group=obj.percent_of_group_in_change_group, + entities_in_group_in_change_group=obj.entities_in_group_in_change_group, + ) + + if isinstance(obj, VariableChangeGroupByVariableValue): + base_row = self._to_table( + obj.baseline_simulation, s, cascade=cascade + ) + ref_row = self._to_table(obj.reform_simulation, s, cascade=cascade) + for r in (base_row, ref_row): + if getattr(r, "id", None) is None: + s.add(r) + s.flush() + return VariableChangeGroupByVariableValueTable( + baseline_simulation_id=base_row.id, # type: ignore[arg-type] + reform_simulation_id=ref_row.id, # type: ignore[arg-type] + variable=obj.variable, + group_variable=obj.group_variable, + group_variable_value=self._json_safe_value( + obj.group_variable_value + ), + fixed_entity_count_per_quantile_group=obj.fixed_entity_count_per_quantile_group, + percent_of_group_in_change_group=obj.percent_of_group_in_change_group, + entities_in_group_in_change_group=obj.entities_in_group_in_change_group, + ) + # Variable if isinstance(obj, Variable): data_type = ( @@ -816,6 +988,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: else str(obj.data_type) ) return VariableTable( + id=getattr(obj, "id", None), name=obj.name, label=obj.label, description=obj.description, @@ -914,7 +1087,10 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: # Policy, Dynamics, Parameters if isinstance(row, PolicyTable): return Policy( - name=row.name, description=row.description, country=row.country + id=row.id, + name=row.name, + description=row.description, + country=row.country, ) if isinstance(row, DynamicsTable): @@ -926,6 +1102,7 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: else None ) return Dynamics( + id=row.id, name=row.name, parent_dynamics=parent, description=row.description, @@ -950,6 +1127,7 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: } data_type = data_type_map.get(row.data_type, str) return Parameter( + id=row.id, name=row.name, parent=parent, label=row.label, @@ -982,6 +1160,7 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: else None ) return ParameterValue( + id=row.id, policy=policy, dynamics=dynamics, parameter=parameter, # type: ignore[arg-type] @@ -1009,6 +1188,7 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: else None ) return Dataset( + id=row.id, name=row.name, source_dataset=source, version=row.version, @@ -1049,6 +1229,7 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: else None ) return Simulation( + id=row.id, dataset=dataset, # type: ignore[arg-type] policy=policy, # type: ignore[arg-type] dynamics=dynamics, # type: ignore[arg-type] @@ -1064,6 +1245,7 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: if isinstance(row, ReportTable): # Elements are not auto-hydrated to avoid heavy joins return Report( + id=row.id, name=row.name, description=row.description, elements=[], @@ -1079,6 +1261,7 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: else None ) return ReportElement( + id=row.id, name=row.name, description=row.description, report=report, # type: ignore[arg-type] @@ -1096,6 +1279,7 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: } data_type = data_type_map.get(row.data_type, str) return Variable( + id=row.id, name=row.name, label=row.label, description=row.description, @@ -1178,6 +1362,22 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: DatasetTable, ) + # If an explicit primary key is provided on the row, prefer updating + # that row directly to avoid accidental duplication when callers + # rehydrate then persist again. + try: + row_id = getattr(new_row, "id", None) + if row_id is not None: + existing_by_id = s.get(type(new_row), row_id) + if existing_by_id is not None: + for field in getattr(new_row, "model_fields", {}).keys(): + if field == "id": + continue + setattr(existing_by_id, field, getattr(new_row, field)) + return existing_by_id + except Exception: + pass + # Policy if isinstance(new_row, PolicyTable): stmt = select(PolicyTable).where( diff --git a/src/policyengine/migrations/runner.py b/src/policyengine/migrations/runner.py index 4f73ae7e..a4effbba 100644 --- a/src/policyengine/migrations/runner.py +++ b/src/policyengine/migrations/runner.py @@ -18,73 +18,107 @@ def _prompt_select(prompt: str, choices: list[str]) -> str: - """Simple numeric selection prompt. + """Prompt using Rich with explicit choices. - Displays a numbered list and asks the user to enter a number. - Returns the selected value from `choices`. + Requires `rich` (declared as a dependency). Returns the selection. """ - while True: - _log(f"{prompt}:") - for i, ch in enumerate(choices, start=1): - _log(f" {i}. {ch}") - try: - sel = input("Enter number: ").strip() - except EOFError: - sel = "" - if sel.isdigit(): - idx = int(sel) - 1 - if 0 <= idx < len(choices): - return choices[idx] - _log("Invalid selection, try again.") + from rich.prompt import Prompt + + return str(Prompt.ask(prompt, choices=choices)) -def _hf_list_tags(repo: str, *, repo_type: str = "datasets") -> list[str]: - """Return tag names for a Hugging Face repo using the public API. +def _hf_list_tags(repo: str) -> list[str]: + """Return tag names for a Hugging Face repo. - Uses HUGGING_FACE_TOKEN if present for private repos. + Tries huggingface_hub first (dataset repo), then model; falls back to HTTP + calls against both endpoints. Uses HUGGING_FACE_TOKEN if present. """ - base = f"https://huggingface.co/api/{repo_type}/{repo}/refs?type=tag" - req = request.Request(base) token = os.getenv("HUGGING_FACE_TOKEN") - if token: - req.add_header("Authorization", f"Bearer {token}") - try: - with request.urlopen(req, timeout=20) as resp: - data = json.loads(resp.read().decode("utf-8")) - except error.HTTPError as e: - _log(f"[error] Failed to fetch tags: HTTP {e.code}") - return [] - except Exception as e: # network/parse - _log(f"[error] Failed to fetch tags: {e}") - return [] - - tags: list[str] = [] - # API sometimes returns { tags: [{name:..}] } or { refs: { tags: [...] } } - if isinstance(data, dict): - if isinstance(data.get("tags"), list): - tags = [t.get("name") for t in data.get("tags", []) if t.get("name")] - elif isinstance(data.get("refs"), dict) and isinstance( - data["refs"].get("tags"), list - ): - tags = [ - t.get("name") for t in data["refs"].get("tags", []) if t.get("name") - ] - elif isinstance(data.get("refs"), list): - tags = [ - r.get("name") - for r in data.get("refs", []) - if r and r.get("name") and r.get("type") == "tag" - ] - # Sort newest-like first if semantic versions, otherwise lexicographic desc - tags = [t for t in tags if isinstance(t, str)] - try: - # Attempt to sort by version (vX.Y.Z) fallback to lexicographic - from packaging.version import Version # type: ignore - tags.sort(key=lambda t: Version(t.lstrip("v")), reverse=True) + def _filter_sort_versions(ts: list[str]) -> list[str]: + """Keep only tags like a.b.c (optionally prefixed with 'v'), sort ascending.""" + clean: list[tuple[str, tuple[int, int, int]]] = [] + for t in ts: + if not isinstance(t, str): + continue + s = t.strip() + if s.startswith("v"): + core = s[1:] + else: + core = s + parts = core.split(".") + if len(parts) != 3 or not all(p.isdigit() for p in parts): + continue + try: + key = (int(parts[0]), int(parts[1]), int(parts[2])) + except Exception: + continue + clean.append((t, key)) + clean.sort(key=lambda x: x[1]) # ascending sequential order + return [t for t, _ in clean] + + # 1) huggingface_hub API + try: + from huggingface_hub import HfApi # type: ignore + + api = HfApi(token=token) + # Try as dataset repo + refs = api.list_repo_refs(repo, repo_type="dataset") + tags = [t.name for t in (refs.tags or [])] + tags = _filter_sort_versions(tags) + if tags: + return tags + # Try as model repo (fallback) + refs = api.list_repo_refs(repo, repo_type="model") + tags = [t.name for t in (refs.tags or [])] + tags = _filter_sort_versions(tags) + if tags: + return tags except Exception: - tags.sort(reverse=True) - return tags + pass + + # 2) HTTP fallback: try both endpoints + def _http_tags(endpoint: str) -> list[str]: + url = f"https://huggingface.co/api/{endpoint}/{repo}/refs?type=tag" + req = request.Request(url) + if token: + req.add_header("Authorization", f"Bearer {token}") + try: + with request.urlopen(req, timeout=20) as resp: + data = json.loads(resp.read().decode("utf-8")) + except Exception: + return [] + tags: list[str] = [] + if isinstance(data, dict): + if isinstance(data.get("tags"), list): + tags = [ + t.get("name") + for t in data.get("tags", []) + if t.get("name") + ] + elif isinstance(data.get("refs"), dict) and isinstance( + data["refs"].get("tags"), list + ): + tags = [ + t.get("name") + for t in data["refs"].get("tags", []) + if t.get("name") + ] + elif isinstance(data.get("refs"), list): + tags = [ + r.get("name") + for r in data.get("refs", []) + if r and r.get("name") and r.get("type") == "tag" + ] + return tags + + for endpoint in ("datasets", "models"): + tags = _http_tags(endpoint) + tags = _filter_sort_versions(tags) + if tags: + return tags + + return [] def _console() -> Any: @@ -444,47 +478,14 @@ def main(argv: list[str] | None = None) -> None: ) p_model.add_argument("country", choices=["uk", "us"], help="Country code") - # seed-datasets - p_ds = sub.add_parser( - "seed-datasets", help="Seed datasets for a country/family" - ) - p_ds.add_argument("country", choices=["uk", "us"], help="Country code") - p_ds.add_argument("family", help="Dataset family (e.g., efrs, ecps)") - p_ds.add_argument( - "--version", - dest="version", - default=None, - help="Dataset version label to store on rows", - ) - p_ds.add_argument( - "--start", - dest="start_year", - type=int, - default=None, - help="Start year (optional)", - ) - p_ds.add_argument( - "--end", - dest="end_year", - type=int, - default=None, - help="End year (optional)", - ) - - # seed-datasets-hf (interactive) - p_hf = sub.add_parser( - "seed-datasets-hf", - help="Interactively seed datasets from a Hugging Face repo", - ) - p_hf.add_argument("--country", choices=["uk", "us"], default=None) - p_hf.add_argument( - "--family", - choices=["efrs", "ecps"], - default=None, - help="Dataset family (efrs/ecps)", + # seed-dataset (Hugging Face flow only) + p_sd = sub.add_parser( + "seed-dataset", + help="Seed datasets from a Hugging Face repo (interactive)", ) - p_hf.add_argument("--start", dest="start_year", type=int, default=None) - p_hf.add_argument("--end", dest="end_year", type=int, default=None) + p_sd.add_argument("--country", choices=["uk", "us"], default=None) + p_sd.add_argument("--start", dest="start_year", type=int, default=None) + p_sd.add_argument("--end", dest="end_year", type=int, default=None) # reset p_reset = sub.add_parser( @@ -514,7 +515,9 @@ def main(argv: list[str] | None = None) -> None: db_url = os.getenv("DATABASE_URL", "sqlite:///policyengine.db") elif args.cmd is None: # Interactive selection for DB location - choice = _prompt_select("Select database", ["local", "policyengine"]) + choice = _prompt_select( + "Select database", ["local", "policyengine"] + ) if choice == "policyengine": db_url = _policyengine_db_url() else: @@ -532,60 +535,36 @@ def main(argv: list[str] | None = None) -> None: ) return - if args.cmd == "seed-datasets": - _log( - f"[migrate] Seeding datasets for {args.country}:{args.family} (version={args.version or '-'})." - ) - n = seed_datasets( - db, - args.country, - family=args.family, - version=args.version, - start_year=args.start_year, - end_year=args.end_year, - ) - _log(f"[done] datasets={n}") - return - - if args.cmd == "seed-datasets-hf": - # Interactive selection flow + if args.cmd == "seed-dataset": + # Interactive selection flow (country only) country = getattr(args, "country", None) or _prompt_select( "Select country", ["uk", "us"] ) if country == "uk": - families = ["efrs"] - elif country == "us": - families = ["ecps"] - else: - raise SystemExit(f"Unknown country: {country}") - - family = getattr(args, "family", None) or _prompt_select( - "Select dataset family", families - ) - - if country == "uk" and family == "efrs": from policyengine.countries.uk.datasets import ( UK_HUGGING_FACE_REPO as REPO, UK_HUGGING_FACE_FILENAMES as FILES, create_efrs_years_from_hf as build_years, ) - elif country == "us" and family == "ecps": + elif country == "us": from policyengine.countries.us.datasets import ( US_HUGGING_FACE_REPO as REPO, US_HUGGING_FACE_DATASETS as FILES, create_ecps_years_from_hf as build_years, ) else: - raise SystemExit(f"Unknown dataset family for {country}: {family}") + raise SystemExit(f"Unknown country: {country}") # Choose base file - filename = FILES[0] if len(FILES) == 1 else _prompt_select( - "Select base dataset file", list(FILES) + filename = ( + FILES[0] + if len(FILES) == 1 + else _prompt_select("Select base dataset file", list(FILES)) ) # Fetch and choose tag _log(f"[migrate] Fetching tags from {REPO}...") - tags = _hf_list_tags(REPO, repo_type="datasets") + tags = _hf_list_tags(REPO) if not tags: raise SystemExit("No tags found or access denied to the repo.") version = _prompt_select("Select dataset version (git tag)", tags) @@ -599,38 +578,17 @@ def main(argv: list[str] | None = None) -> None: start_year = getattr(args, "start_year", None) end_year = getattr(args, "end_year", None) - try: - from rich.prompt import IntPrompt # type: ignore + from rich.prompt import IntPrompt # type: ignore - if start_year is None: - start_year = int( - IntPrompt.ask("Start year", default=str(default_start)) - ) - if end_year is None: - end_year = int( - IntPrompt.ask("End year", default=str(default_end)) - ) - except Exception: - # Fallback via input() - if start_year is None: - try: - start_year = int( - input(f"Start year [{default_start}]: ").strip() - or default_start - ) - except Exception: - start_year = default_start - if end_year is None: - try: - end_year = int( - input(f"End year [{default_end}]: ").strip() - or default_end - ) - except Exception: - end_year = default_end + if start_year is None: + start_year = int( + IntPrompt.ask("Start year", default=str(default_start)) + ) + if end_year is None: + end_year = int(IntPrompt.ask("End year", default=str(default_end))) _log( - f"[migrate] Seeding {country}:{family} from HF tag '{version}' years {start_year}-{end_year}..." + f"[migrate] Seeding {country} from HF tag '{version}' years {start_year}-{end_year}..." ) # Build @@ -690,8 +648,7 @@ def main(argv: list[str] | None = None) -> None: # Automatic interactive wizard when no subcommand provided if args.cmd is None: action = _prompt_select( - "Choose action", - ["seed-model", "seed-datasets", "seed-datasets-hf", "reset"], + "Choose action", ["seed-model", "seed-dataset", "reset"] ) if action == "seed-model": @@ -703,136 +660,49 @@ def main(argv: list[str] | None = None) -> None: ) return - if action == "seed-datasets": + if action == "seed-dataset": + # Reuse the same HF-only flow as the subcommand (country only) country = _prompt_select("Select country", ["uk", "us"]) - families = ["efrs"] if country == "uk" else ["ecps"] - family = _prompt_select("Select dataset family", families) - - # Optional version label - try: - from rich.prompt import Prompt # type: ignore - - version = Prompt.ask( - "Version label (optional)", default="", show_default=False - ).strip() - except Exception: - try: - version = input("Version label (optional): ").strip() - except EOFError: - version = "" - version = version or None - - # Year range defaults if country == "uk": - default_start, default_end = 2023, 2030 - else: - default_start, default_end = 2024, 2035 - try: - from rich.prompt import IntPrompt # type: ignore - - start_year = int( - IntPrompt.ask("Start year", default=str(default_start)) - ) - end_year = int( - IntPrompt.ask("End year", default=str(default_end)) - ) - except Exception: - try: - start_year = int( - input(f"Start year [{default_start}]: ").strip() - or default_start - ) - except Exception: - start_year = default_start - try: - end_year = int( - input(f"End year [{default_end}]: ").strip() - or default_end - ) - except Exception: - end_year = default_end - - _log( - f"[migrate] Seeding datasets for {country}:{family} (version={version or '-'}) {start_year}-{end_year}..." - ) - n = seed_datasets( - db, - country, - family=family, - version=version, - start_year=start_year, - end_year=end_year, - ) - _log(f"[done] datasets={n}") - return - - if action == "seed-datasets-hf": - country = _prompt_select("Select country", ["uk", "us"]) - families = ["efrs"] if country == "uk" else ["ecps"] - family = _prompt_select("Select dataset family", families) - - if country == "uk" and family == "efrs": from policyengine.countries.uk.datasets import ( UK_HUGGING_FACE_REPO as REPO, UK_HUGGING_FACE_FILENAMES as FILES, create_efrs_years_from_hf as build_years, ) - elif country == "us" and family == "ecps": + elif country == "us": from policyengine.countries.us.datasets import ( US_HUGGING_FACE_REPO as REPO, US_HUGGING_FACE_DATASETS as FILES, create_ecps_years_from_hf as build_years, ) else: - raise SystemExit( - f"Unknown dataset family for {country}: {family}" - ) + raise SystemExit(f"Unknown country: {country}") - filename = FILES[0] if len(FILES) == 1 else _prompt_select( - "Select base dataset file", list(FILES) + filename = ( + FILES[0] + if len(FILES) == 1 + else _prompt_select("Select base dataset file", list(FILES)) ) _log(f"[migrate] Fetching tags from {REPO}...") - tags = _hf_list_tags(REPO, repo_type="datasets") + tags = _hf_list_tags(REPO) if not tags: - raise SystemExit( - "No tags found or access denied to the repo." - ) - version = _prompt_select( - "Select dataset version (git tag)", tags - ) + raise SystemExit("No tags found or access denied to the repo.") + version = _prompt_select("Select dataset version (git tag)", tags) if country == "uk": default_start, default_end = 2023, 2030 else: default_start, default_end = 2024, 2035 - try: - from rich.prompt import IntPrompt # type: ignore + from rich.prompt import IntPrompt # type: ignore - start_year = int( - IntPrompt.ask("Start year", default=str(default_start)) - ) - end_year = int( - IntPrompt.ask("End year", default=str(default_end)) - ) - except Exception: - try: - start_year = int( - input(f"Start year [{default_start}]: ").strip() - or default_start - ) - except Exception: - start_year = default_start - try: - end_year = int( - input(f"End year [{default_end}]: ").strip() - or default_end - ) - except Exception: - end_year = default_end + start_year = int( + IntPrompt.ask("Start year", default=str(default_start)) + ) + end_year = int(IntPrompt.ask("End year", default=str(default_end))) _log( - f"[migrate] Seeding {country}:{family} from HF tag '{version}' years {start_year}-{end_year}..." + f"[migrate] Seeding {country} from HF tag '{version}' years {start_year}-{end_year}..." ) datasets = build_years( start_year, diff --git a/src/policyengine/models/dataset.py b/src/policyengine/models/dataset.py index 7a4c628c..7cfd7ff2 100644 --- a/src/policyengine/models/dataset.py +++ b/src/policyengine/models/dataset.py @@ -6,6 +6,7 @@ from typing import Any, Optional from pydantic import BaseModel +from uuid import UUID from .enums import DatasetType @@ -13,6 +14,7 @@ class Dataset(BaseModel): """A dataset used or created by a simulation.""" + id: UUID | None = None name: str | None = None # Dataset characteristics source_dataset: Optional["Dataset"] = None diff --git a/src/policyengine/models/dynamics.py b/src/policyengine/models/dynamics.py index b674a91a..d8dd0e61 100644 --- a/src/policyengine/models/dynamics.py +++ b/src/policyengine/models/dynamics.py @@ -9,6 +9,7 @@ from typing import TYPE_CHECKING, Any from pydantic import BaseModel +from uuid import UUID if TYPE_CHECKING: # For type checking only from .parameter import ParameterValue @@ -17,6 +18,7 @@ class Dynamics(BaseModel): """Modifications made to baseline tax-benefit dynamics.""" + id: UUID | None = None name: str | None = None # Parent dynamics reference diff --git a/src/policyengine/models/parameter.py b/src/policyengine/models/parameter.py index c98fe674..5adcbd9f 100644 --- a/src/policyengine/models/parameter.py +++ b/src/policyengine/models/parameter.py @@ -9,6 +9,7 @@ from typing import TYPE_CHECKING, Any from pydantic import BaseModel +from uuid import UUID if TYPE_CHECKING: # Import to satisfy type checkers without runtime cycles from .dynamics import Dynamics @@ -18,6 +19,7 @@ class Parameter(BaseModel): """Policy parameter of the country package model.""" + id: UUID | None = None name: str parent: Parameter | None = None # For hierarchical parameters @@ -32,6 +34,7 @@ class Parameter(BaseModel): class ParameterValue(BaseModel): """Individual parameter value for some point in time.""" + id: UUID | None = None # Foreign keys policy: Policy | None = None dynamics: Dynamics | None = None diff --git a/src/policyengine/models/policy.py b/src/policyengine/models/policy.py index ac486ccd..3a3cc9e8 100644 --- a/src/policyengine/models/policy.py +++ b/src/policyengine/models/policy.py @@ -8,6 +8,7 @@ from typing import TYPE_CHECKING, Any from pydantic import BaseModel +from uuid import UUID if TYPE_CHECKING: # Avoid runtime imports/cycles from .parameter import ParameterValue @@ -16,6 +17,7 @@ class Policy(BaseModel): """Modifications made to baseline tax-benefit rules.""" + id: UUID | None = None name: str | None = None # Metadata diff --git a/src/policyengine/models/report_items/aggregate.py b/src/policyengine/models/report_items/aggregate.py index f350ce50..716d6e21 100644 --- a/src/policyengine/models/report_items/aggregate.py +++ b/src/policyengine/models/report_items/aggregate.py @@ -20,8 +20,10 @@ class AggregateMetric(str, Enum): class Aggregate(ReportElementDataItem): """Reusable aggregate record for a simulation and variable. - Use `Aggregate.build(...)` to compute a list of `Aggregate` records from a - simulation, optionally grouped by a filter variable. + Use `Aggregate.run([...])` to compute a list of `Aggregate` records for + provided items that reference a simulation and variable. Items should have + `value=None` prior to running; this method returns copies with `value` + computed. This enables batched computation for interactive use. """ simulation: "Simulation" @@ -33,73 +35,75 @@ class Aggregate(ReportElementDataItem): filter_variable_min_value: float | None = None filter_variable_max_value: float | None = None metric: AggregateMetric - value: float + value: float | None = None @staticmethod - def build( - simulation: "Simulation", - *, - variable: str, - metric: AggregateMetric = AggregateMetric.MEAN, - entity_level: str = "person", - filter_variable: str | None = None, - ) -> list["Aggregate"]: - """Compute aggregates for `variable` on `simulation`. - - Assumes the simulation result is a `SingleYearDataset` with appropriate - tables and optional `weight_value` column for weighting. + def run(items: list["Aggregate"]) -> list["Aggregate"]: + """Compute values for provided Aggregate items. + + - Assumes all items reference valid `simulation.result.data` with + `tables[entity_level]` and optional `weight_value` column. + - Returns new Aggregate instances with `time_period` and `value` set. + - Keeps implementation simple while reusing tables per entity_level. """ - # Assume shape is correct: sim.result.data is SingleYearDataset - data: SingleYearDataset = simulation.result.data # type: ignore[attr-defined] - table: pd.DataFrame = data.tables[entity_level] - - use_weights = "weight_value" in table.columns - - def compute_metric_from_df(df: pd.DataFrame) -> float: - mdf = ( - MicroDataFrame(df, weights="weight_value") - if use_weights - else MicroDataFrame(df) - ) - s = mdf[variable] - if metric == AggregateMetric.MEAN: - return float(s.mean()) - if metric == AggregateMetric.MEDIAN: - return float(s.median()) - if metric == AggregateMetric.SUM: - return float(s.sum()) - return float("nan") - - results: list[Aggregate] = [] - time_period = getattr(simulation.dataset.data, "year", None) - if filter_variable and filter_variable in table.columns: - for val, grp in table.groupby(filter_variable): - value = compute_metric_from_df(grp) - results.append( - Aggregate( - simulation=simulation, - time_period=time_period, - variable=variable, - entity_level=entity_level, - filter_variable=filter_variable, - filter_variable_value=val, - metric=metric, - value=value, - ) - ) - else: - value = compute_metric_from_df(table) - results.append( - Aggregate( - simulation=simulation, - time_period=time_period, - variable=variable, - entity_level=entity_level, - filter_variable=None, - filter_variable_value=None, - metric=metric, - value=value, + if not items: + return [] + + # Group items by entity_level to reuse the same table/mdf + by_level: dict[str, list[Aggregate]] = {} + for it in items: + by_level.setdefault(it.entity_level, []).append(it) + + out: list[Aggregate] = [] + for entity_level, group in by_level.items(): + sim = group[0].simulation + # Assume shape is correct: sim.result.data is SingleYearDataset + data: SingleYearDataset = sim.result.data # type: ignore[attr-defined] + table: pd.DataFrame = data.tables[entity_level] + time_period = getattr(sim.dataset.data, "year", None) + use_weights = "weight_value" in table.columns + + for it in group: + df = table + # Apply value and range filters if provided + if ( + it.filter_variable is not None + and it.filter_variable in df.columns + ): + mask = pd.Series(True, index=df.index) + if it.filter_variable_value is not None: + mask &= ( + df[it.filter_variable] == it.filter_variable_value + ) + if it.filter_variable_min_value is not None: + mask &= ( + df[it.filter_variable] + >= it.filter_variable_min_value + ) + if it.filter_variable_max_value is not None: + mask &= ( + df[it.filter_variable] + < it.filter_variable_max_value + ) + df = df.loc[mask] + + mdf = ( + MicroDataFrame(df, weights="weight_value") + if use_weights and "weight_value" in df.columns + else MicroDataFrame(df) ) - ) + s = mdf[it.variable] + if it.metric == AggregateMetric.MEAN: + val = float(s.mean()) + elif it.metric == AggregateMetric.MEDIAN: + val = float(s.median()) + elif it.metric == AggregateMetric.SUM: + val = float(s.sum()) + else: + val = float("nan") + + payload = it.model_dump() + payload.update({"time_period": time_period, "value": val}) + out.append(Aggregate(**payload)) - return results + return out diff --git a/src/policyengine/models/report_items/count.py b/src/policyengine/models/report_items/count.py new file mode 100644 index 00000000..7b0b7d37 --- /dev/null +++ b/src/policyengine/models/report_items/count.py @@ -0,0 +1,71 @@ +from __future__ import annotations + +from typing import Any + +import pandas as pd +from microdf import MicroDataFrame + +from policyengine.models.simulation import Simulation # ensure fwd ref +from policyengine.models.single_year_dataset import SingleYearDataset +from .base import ReportElementDataItem + + +class Count(ReportElementDataItem): + """Weighted count of entities where a variable matches a condition. + + Use `Count.run([...])` with items initialized with `count=None`. + Conditions supported: exact equality via `equals_value`, and/or range via + `min_value` (inclusive) and `max_value` (exclusive). If `equals_value` is + provided, range bounds are applied in addition (logical AND). + """ + + simulation: "Simulation" + time_period: int | str | None = None + variable: str + entity_level: str = "person" + equals_value: Any | None = None + min_value: float | None = None + max_value: float | None = None + count: float | None = None + + @staticmethod + def run(items: list["Count"]) -> list["Count"]: + if not items: + return [] + + # Group items by entity level to reuse the same table + by_level: dict[str, list[Count]] = {} + for it in items: + by_level.setdefault(it.entity_level, []).append(it) + + out: list[Count] = [] + for entity_level, group in by_level.items(): + sim = group[0].simulation + data: SingleYearDataset = sim.result.data # type: ignore[attr-defined] + table: pd.DataFrame = data.tables[entity_level] + time_period = getattr(sim.dataset.data, "year", None) + use_weights = "weight_value" in table.columns + + for it in group: + series = table[it.variable] + mask = pd.Series(True, index=table.index) + if it.equals_value is not None: + mask &= series == it.equals_value + if it.min_value is not None: + mask &= series >= it.min_value + if it.max_value is not None: + mask &= series < it.max_value + df = table.loc[mask].copy() + df["__ones__"] = 1.0 + mdf = ( + MicroDataFrame(df, weights="weight_value") + if use_weights and "weight_value" in df.columns + else MicroDataFrame(df) + ) + cnt = float(mdf["__ones__"].sum()) + + payload = it.model_dump() + payload.update({"time_period": time_period, "count": cnt}) + out.append(Count(**payload)) + + return out diff --git a/src/policyengine/models/report_items/two_sim_change.py b/src/policyengine/models/report_items/two_sim_change.py index 19583c6d..75e6aaaa 100644 --- a/src/policyengine/models/report_items/two_sim_change.py +++ b/src/policyengine/models/report_items/two_sim_change.py @@ -53,70 +53,86 @@ class ChangeByBaselineGroup(ReportElementDataItem): average_change_per_entity: float @staticmethod - def build( - baseline_simulation: "Simulation", - reform_simulation: "Simulation", - *, - variable: str, - group_variable: str, - group_value: Any, - entity_level: str = "household", + def run( + items: list["ChangeByBaselineGroup"], ) -> list["ChangeByBaselineGroup"]: - base_tbl = _get_table(baseline_simulation, entity_level) - ref_tbl = _get_table(reform_simulation, entity_level) - merged = _align_baseline_reform(base_tbl, ref_tbl, entity_level) - - weights_col = ( - "weight_value_base" - if "weight_value_base" in merged.columns - else None - ) - merged["__delta__"] = ( - merged[f"{variable}_ref"] - merged[f"{variable}_base"] - ) - sub = ( - merged[merged[group_variable] == group_value] - if group_variable in merged.columns - else merged - ) - mdf = ( - MicroDataFrame(sub, weights=weights_col) - if weights_col - else MicroDataFrame(sub) - ) - total_change = float(mdf["__delta__"].sum()) - denom = float(mdf[f"{variable}_base"].sum()) - relative_change = ( - float(total_change / denom) if denom != 0 else float("nan") - ) - - sub = sub.copy() - sub["__ones__"] = 1.0 - mdf2 = ( - MicroDataFrame(sub, weights=weights_col) - if weights_col - else MicroDataFrame(sub) - ) - weights_sum = float(mdf2["__ones__"].sum()) - avg_change = ( - float(total_change / weights_sum) if weights_sum else float("nan") - ) - - period = getattr(baseline_simulation.dataset.data, "year", None) - return [ - ChangeByBaselineGroup( - baseline_simulation=baseline_simulation, - reform_simulation=reform_simulation, - variable=variable, - group_variable=group_variable, - group_value=group_value, - entity_level=entity_level, - time_period=period, - total_change=total_change, - relative_change=relative_change, - average_change_per_entity=avg_change, + """Batch-compute change metrics for provided items. + + Assumes items share the same baseline/reform simulations for efficiency. + """ + if not items: + return [] + + # Group by (entity_level) to reuse aligned tables + grouped: dict[str, list[ChangeByBaselineGroup]] = {} + for it in items: + grouped.setdefault(it.entity_level, []).append(it) + + out: list[ChangeByBaselineGroup] = [] + for entity_level, bucket in grouped.items(): + base_sim = bucket[0].baseline_simulation + ref_sim = bucket[0].reform_simulation + base_tbl = _get_table(base_sim, entity_level) + ref_tbl = _get_table(ref_sim, entity_level) + merged = _align_baseline_reform(base_tbl, ref_tbl, entity_level) + + weights_col = ( + "weight_value_base" + if "weight_value_base" in merged.columns + else None ) - ] + + # Precompute ones for weighted counts + merged = merged.copy() + merged["__ones__"] = 1.0 + + for it in bucket: + var = it.variable + grp_var = it.group_variable + merged["__delta__"] = ( + merged[f"{var}_ref"] - merged[f"{var}_base"] + ) + sub = ( + merged[merged[grp_var] == it.group_value] + if grp_var in merged.columns + else merged + ) + mdf = ( + MicroDataFrame(sub, weights=weights_col) + if weights_col + else MicroDataFrame(sub) + ) + total_change = float(mdf["__delta__"].sum()) + denom = float(mdf[f"{var}_base"].sum()) + relative_change = ( + float(total_change / denom) if denom != 0 else float("nan") + ) + + mdf2 = ( + MicroDataFrame(sub, weights=weights_col) + if weights_col + else MicroDataFrame(sub) + ) + weights_sum = float(mdf2["__ones__"].sum()) + avg_change = ( + float(total_change / weights_sum) + if weights_sum + else float("nan") + ) + + period = getattr(base_sim.dataset.data, "year", None) + payload = it.model_dump() + payload.update( + { + "time_period": period, + "total_change": total_change, + "relative_change": relative_change, + "average_change_per_entity": avg_change, + } + ) + out.append(ChangeByBaselineGroup(**payload)) + + return out class VariableChangeGroupByQuantileGroup(ReportElementDataItem): @@ -134,66 +150,76 @@ class VariableChangeGroupByQuantileGroup(ReportElementDataItem): entities_in_group_in_change_group: float @staticmethod - def build( - baseline_simulation: "Simulation", - reform_simulation: "Simulation", - *, - variable: str, - group_variable: str, - quantile_group_count: int = 10, - change_lower_bound: float = -np.inf, - change_upper_bound: float = 0.0, - change_bound_is_relative: bool = False, - entity_level: str = "household", + def run( + items: list["VariableChangeGroupByQuantileGroup"], ) -> list["VariableChangeGroupByQuantileGroup"]: - base_tbl = _get_table(baseline_simulation, entity_level) - ref_tbl = _get_table(reform_simulation, entity_level) - merged = _align_baseline_reform(base_tbl, ref_tbl, entity_level) - merged["__delta__"] = ( - merged[f"{variable}_ref"] - merged[f"{variable}_base"] - ) - if change_bound_is_relative: - base = merged[f"{variable}_base"].replace({0.0: np.nan}).abs() - merged["__delta__"] = merged["__delta__"] / base - - results: list[VariableChangeGroupByQuantileGroup] = [] - weights_col = ( - "weight_value_base" - if "weight_value_base" in merged.columns - else None - ) - for g, grp in merged.groupby(group_variable): - grp = grp.copy() - grp["__in_bucket__"] = ( - (grp["__delta__"] >= change_lower_bound) - & (grp["__delta__"] < change_upper_bound) - ).astype(int) - mdf = ( - MicroDataFrame(grp, weights=weights_col) - if weights_col - else MicroDataFrame(grp) + """Batch-compute change-bucket shares by group. + + Items should reference the same baseline/reform simulations for best performance. + """ + if not items: + return [] + + # Group by entity_level + grouped: dict[str, list[VariableChangeGroupByQuantileGroup]] = {} + for it in items: + grouped.setdefault( + it.fixed_entity_count_per_quantile_group, [] + ).append(it) + + out: list[VariableChangeGroupByQuantileGroup] = [] + for entity_level, bucket in grouped.items(): + base_sim = bucket[0].baseline_simulation + ref_sim = bucket[0].reform_simulation + base_tbl = _get_table(base_sim, entity_level) + ref_tbl = _get_table(ref_sim, entity_level) + merged = _align_baseline_reform(base_tbl, ref_tbl, entity_level) + + weights_col = ( + "weight_value_base" + if "weight_value_base" in merged.columns + else None ) - percent = float(mdf["__in_bucket__"].mean()) - entities = float(mdf["__in_bucket__"].sum()) - results.append( - VariableChangeGroupByQuantileGroup( - baseline_simulation=baseline_simulation, - reform_simulation=reform_simulation, - variable=variable, - group_variable=group_variable, - quantile_group=int(g) - if isinstance(g, (int, np.integer)) - else g, - quantile_group_count=quantile_group_count, - change_lower_bound=float(change_lower_bound), - change_upper_bound=float(change_upper_bound), - change_bound_is_relative=change_bound_is_relative, - fixed_entity_count_per_quantile_group=entity_level, - percent_of_group_in_change_group=percent, - entities_in_group_in_change_group=entities, + merged = merged.copy() + + for it in bucket: + var = it.variable + grp_var = it.group_variable + merged["__delta__"] = ( + merged[f"{var}_ref"] - merged[f"{var}_base"] ) - ) - return results + if it.change_bound_is_relative: + base = merged[f"{var}_base"].replace({0.0: np.nan}).abs() + merged["__delta__"] = merged["__delta__"] / base + + # Compute stats only for the requested group value + # The field name is `quantile_group` in the model + target = it.quantile_group + if grp_var in merged.columns: + grp = merged[merged[grp_var] == target].copy() + else: + grp = merged.copy() + grp["__in_bucket__"] = ( + (grp["__delta__"] >= it.change_lower_bound) + & (grp["__delta__"] < it.change_upper_bound) + ).astype(int) + mdf = ( + MicroDataFrame(grp, weights=weights_col) + if weights_col + else MicroDataFrame(grp) + ) + percent = float(mdf["__in_bucket__"].mean()) + entities = float(mdf["__in_bucket__"].sum()) + payload = it.model_dump() + payload.update( + { + "percent_of_group_in_change_group": percent, + "entities_in_group_in_change_group": entities, + } + ) + out.append(VariableChangeGroupByQuantileGroup(**payload)) + + return out class VariableChangeGroupByVariableValue(ReportElementDataItem): @@ -207,56 +233,72 @@ class VariableChangeGroupByVariableValue(ReportElementDataItem): entities_in_group_in_change_group: float @staticmethod - def build( - baseline_simulation: "Simulation", - reform_simulation: "Simulation", - *, - variable: str, - group_variable: str, - change_lower_bound: float = -np.inf, - change_upper_bound: float = 0.0, - change_bound_is_relative: bool = False, - entity_level: str = "household", + def run( + items: list["VariableChangeGroupByVariableValue"], ) -> list["VariableChangeGroupByVariableValue"]: - base_tbl = _get_table(baseline_simulation, entity_level) - ref_tbl = _get_table(reform_simulation, entity_level) - merged = _align_baseline_reform(base_tbl, ref_tbl, entity_level) - merged["__delta__"] = ( - merged[f"{variable}_ref"] - merged[f"{variable}_base"] - ) - if change_bound_is_relative: - base = merged[f"{variable}_base"].replace({0.0: np.nan}).abs() - merged["__delta__"] = merged["__delta__"] / base - - results: list[VariableChangeGroupByVariableValue] = [] - weights_col = ( - "weight_value_base" - if "weight_value_base" in merged.columns - else None - ) - for val, grp in merged.groupby(group_variable): - grp = grp.copy() - grp["__in_bucket__"] = ( - (grp["__delta__"] >= change_lower_bound) - & (grp["__delta__"] < change_upper_bound) - ).astype(int) - mdf = ( - MicroDataFrame(grp, weights=weights_col) - if weights_col - else MicroDataFrame(grp) + """Batch-compute change-bucket shares by variable values. + + Assumes shared baseline/reform simulations for best performance. + """ + if not items: + return [] + + # Group by entity_level + grouped: dict[str, list[VariableChangeGroupByVariableValue]] = {} + for it in items: + grouped.setdefault( + it.fixed_entity_count_per_quantile_group, [] + ).append(it) + + out: list[VariableChangeGroupByVariableValue] = [] + for entity_level, bucket in grouped.items(): + base_sim = bucket[0].baseline_simulation + ref_sim = bucket[0].reform_simulation + base_tbl = _get_table(base_sim, entity_level) + ref_tbl = _get_table(ref_sim, entity_level) + merged = _align_baseline_reform(base_tbl, ref_tbl, entity_level) + weights_col = ( + "weight_value_base" + if "weight_value_base" in merged.columns + else None ) - percent = float(mdf["__in_bucket__"].mean()) - entities = float(mdf["__in_bucket__"].sum()) - results.append( - VariableChangeGroupByVariableValue( - baseline_simulation=baseline_simulation, - reform_simulation=reform_simulation, - variable=variable, - group_variable=group_variable, - group_variable_value=val, - fixed_entity_count_per_quantile_group=entity_level, - percent_of_group_in_change_group=percent, - entities_in_group_in_change_group=entities, + merged = merged.copy() + + for it in bucket: + var = it.variable + grp_var = it.group_variable + merged["__delta__"] = ( + merged[f"{var}_ref"] - merged[f"{var}_base"] ) - ) - return results + if it.change_bound_is_relative: + base = merged[f"{var}_base"].replace({0.0: np.nan}).abs() + merged["__delta__"] = merged["__delta__"] / base + + # Only compute for the requested group value + if grp_var in merged.columns: + grp = merged[ + merged[grp_var] == it.group_variable_value + ].copy() + else: + grp = merged.copy() + grp["__in_bucket__"] = ( + (grp["__delta__"] >= it.change_lower_bound) + & (grp["__delta__"] < it.change_upper_bound) + ).astype(int) + mdf = ( + MicroDataFrame(grp, weights=weights_col) + if weights_col + else MicroDataFrame(grp) + ) + percent = float(mdf["__in_bucket__"].mean()) + entities = float(mdf["__in_bucket__"].sum()) + payload = it.model_dump() + payload.update( + { + "percent_of_group_in_change_group": percent, + "entities_in_group_in_change_group": entities, + } + ) + out.append(VariableChangeGroupByVariableValue(**payload)) + + return out diff --git a/src/policyengine/models/reports.py b/src/policyengine/models/reports.py index 4bf9d262..e0484856 100644 --- a/src/policyengine/models/reports.py +++ b/src/policyengine/models/reports.py @@ -9,6 +9,7 @@ import pandas as pd from pydantic import BaseModel +from uuid import UUID from .enums import OperationStatus from enum import Enum @@ -23,6 +24,7 @@ class ReportElement(BaseModel): to a DataFrame using the record class' helper. """ + id: UUID | None = None name: str | None = None description: str | None = None report: Optional["Report"] = None @@ -36,6 +38,7 @@ def run(self) -> list[BaseModel]: class Report(BaseModel): """A report generated from a simulation.""" + id: UUID | None = None name: str description: str | None = None elements: list[ReportElement] = [] diff --git a/src/policyengine/models/simulation.py b/src/policyengine/models/simulation.py index fe6df23e..df1f649a 100644 --- a/src/policyengine/models/simulation.py +++ b/src/policyengine/models/simulation.py @@ -8,6 +8,7 @@ from typing import Any from pydantic import BaseModel +from uuid import UUID from .dataset import Dataset from .dynamics import Dynamics @@ -19,6 +20,7 @@ class Simulation(BaseModel): """Metadata for simulation. Re-implemented by country versions.""" + id: UUID | None = None # Foreign key references dataset: Dataset policy: Policy diff --git a/src/policyengine/models/variable.py b/src/policyengine/models/variable.py index 3a1973ef..8fdeb1ac 100644 --- a/src/policyengine/models/variable.py +++ b/src/policyengine/models/variable.py @@ -4,11 +4,13 @@ """ from pydantic import BaseModel +from uuid import UUID class Variable(BaseModel): """PolicyEngine variable concept- an attribute of an entity.""" + id: UUID | None = None name: str # Variable metadata diff --git a/src/policyengine/tables/__init__.py b/src/policyengine/tables/__init__.py index 380fac29..a1105f5c 100644 --- a/src/policyengine/tables/__init__.py +++ b/src/policyengine/tables/__init__.py @@ -12,6 +12,13 @@ from .variable import VariableTable from .reports import ReportTable, ReportElementTable from .simulation import SimulationTable +from .report_items import ( + AggregateTable, + CountTable, + ChangeByBaselineGroupTable, + VariableChangeGroupByQuantileGroupTable, + VariableChangeGroupByVariableValueTable, +) __all__ = [ "UserTable", @@ -28,4 +35,9 @@ "ReportTable", "ReportElementTable", "SimulationTable", + "AggregateTable", + "CountTable", + "ChangeByBaselineGroupTable", + "VariableChangeGroupByQuantileGroupTable", + "VariableChangeGroupByVariableValueTable", ] diff --git a/src/policyengine/tables/report_items.py b/src/policyengine/tables/report_items.py new file mode 100644 index 00000000..e4e1c487 --- /dev/null +++ b/src/policyengine/tables/report_items.py @@ -0,0 +1,85 @@ +from __future__ import annotations + +from typing import Any +from uuid import UUID, uuid4 + +from sqlalchemy import JSON +from sqlmodel import SQLModel, Field + + +class AggregateTable(SQLModel, table=True): + __tablename__ = "reportitem_aggregate" + + id: UUID = Field(default_factory=uuid4, primary_key=True) + simulation_id: UUID = Field(foreign_key="simulations.id") + time_period: str | None = None + variable: str + entity_level: str + filter_variable: str | None = None + filter_variable_value: Any | None = Field(default=None, sa_type=JSON) + filter_variable_min_value: float | None = None + filter_variable_max_value: float | None = None + metric: str + value: float + + +class CountTable(SQLModel, table=True): + __tablename__ = "reportitem_count" + + id: UUID = Field(default_factory=uuid4, primary_key=True) + simulation_id: UUID = Field(foreign_key="simulations.id") + time_period: str | None = None + variable: str + entity_level: str + equals_value: Any | None = Field(default=None, sa_type=JSON) + min_value: float | None = None + max_value: float | None = None + count: float + + +class ChangeByBaselineGroupTable(SQLModel, table=True): + __tablename__ = "reportitem_change_by_baseline_group" + + id: UUID = Field(default_factory=uuid4, primary_key=True) + baseline_simulation_id: UUID = Field(foreign_key="simulations.id") + reform_simulation_id: UUID = Field(foreign_key="simulations.id") + variable: str + group_variable: str + group_value: Any | None = Field(default=None, sa_type=JSON) + entity_level: str + time_period: str | None = None + total_change: float + relative_change: float + average_change_per_entity: float + + +class VariableChangeGroupByQuantileGroupTable(SQLModel, table=True): + __tablename__ = "reportitem_varchg_by_quantile_group" + + id: UUID = Field(default_factory=uuid4, primary_key=True) + baseline_simulation_id: UUID = Field(foreign_key="simulations.id") + reform_simulation_id: UUID = Field(foreign_key="simulations.id") + variable: str + group_variable: str + quantile_group: int + quantile_group_count: int + change_lower_bound: float + change_upper_bound: float + change_bound_is_relative: bool + fixed_entity_count_per_quantile_group: str + percent_of_group_in_change_group: float + entities_in_group_in_change_group: float + + +class VariableChangeGroupByVariableValueTable(SQLModel, table=True): + __tablename__ = "reportitem_varchg_by_value" + + id: UUID = Field(default_factory=uuid4, primary_key=True) + baseline_simulation_id: UUID = Field(foreign_key="simulations.id") + reform_simulation_id: UUID = Field(foreign_key="simulations.id") + variable: str + group_variable: str + group_variable_value: Any | None = Field(default=None, sa_type=JSON) + fixed_entity_count_per_quantile_group: str + percent_of_group_in_change_group: float + entities_in_group_in_change_group: float From 3ebdb7111c4bb08c79c95504fedbc6397d28ddfb Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Fri, 5 Sep 2025 16:06:55 +0100 Subject: [PATCH 53/97] Updates --- README.md | 11 +++- docs/models.ipynb | 29 --------- pyproject.toml | 2 +- .../models/report_items/two_sim_change.py | 63 +++++++++++++------ 4 files changed, 55 insertions(+), 50 deletions(-) delete mode 100644 docs/models.ipynb diff --git a/README.md b/README.md index cf7e7d0a..ca4f4f08 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,12 @@ # PolicyEngine.py -Users: \ No newline at end of file +Documentation + +- Parameters, variables, and values: `docs/01_parameters_variables.ipynb` +- Policies and dynamics: `docs/02_policies_dynamics.ipynb` +- Datasets: `docs/03_datasets.ipynb` +- Simulations: `docs/04_simulations.ipynb` +- Output data items: `docs/05_output_data_items.ipynb` +- Reports and users: `docs/06_reports_users.ipynb` + +Open these notebooks in Jupyter or your preferred IDE to run the examples. diff --git a/docs/models.ipynb b/docs/models.ipynb deleted file mode 100644 index a915ee1c..00000000 --- a/docs/models.ipynb +++ /dev/null @@ -1,29 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "f2e7072e", - "metadata": {}, - "source": [ - "# Models\n", - "\n", - "Here, we'll walk through the different *models* at play here (types of object). After reading this, you should be able to " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e4079ada", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "language_info": { - "name": "python" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/pyproject.toml b/pyproject.toml index 835e66f5..bdbd4e3b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -83,7 +83,7 @@ extend-exclude = ''' [tool.ruff] line-length = 79 -target-version = "py311" +target-version = "py313" [tool.ruff.lint] select = [ diff --git a/src/policyengine/models/report_items/two_sim_change.py b/src/policyengine/models/report_items/two_sim_change.py index 75e6aaaa..f0944086 100644 --- a/src/policyengine/models/report_items/two_sim_change.py +++ b/src/policyengine/models/report_items/two_sim_change.py @@ -48,9 +48,9 @@ class ChangeByBaselineGroup(ReportElementDataItem): entity_level: str = "household" time_period: int | str | None = None - total_change: float - relative_change: float - average_change_per_entity: float + total_change: float | None = None + relative_change: float | None = None + average_change_per_entity: float | None = None @staticmethod def run( @@ -92,9 +92,18 @@ def run( merged["__delta__"] = ( merged[f"{var}_ref"] - merged[f"{var}_base"] ) + # Resolve group column name (merge may suffix) + if grp_var in merged.columns: + grp_col = grp_var + elif f"{grp_var}_base" in merged.columns: + grp_col = f"{grp_var}_base" + elif f"{grp_var}_ref" in merged.columns: + grp_col = f"{grp_var}_ref" + else: + grp_col = None sub = ( - merged[merged[grp_var] == it.group_value] - if grp_var in merged.columns + merged[merged[grp_col] == it.group_value] # type: ignore[index] + if grp_col is not None else merged ) mdf = ( @@ -146,8 +155,8 @@ class VariableChangeGroupByQuantileGroup(ReportElementDataItem): change_upper_bound: float change_bound_is_relative: bool = False fixed_entity_count_per_quantile_group: str = "household" - percent_of_group_in_change_group: float - entities_in_group_in_change_group: float + percent_of_group_in_change_group: float | None = None + entities_in_group_in_change_group: float | None = None @staticmethod def run( @@ -192,13 +201,21 @@ def run( base = merged[f"{var}_base"].replace({0.0: np.nan}).abs() merged["__delta__"] = merged["__delta__"] / base - # Compute stats only for the requested group value - # The field name is `quantile_group` in the model - target = it.quantile_group + # Resolve group column name and subset to selected group if grp_var in merged.columns: - grp = merged[merged[grp_var] == target].copy() + grp_col = grp_var + elif f"{grp_var}_base" in merged.columns: + grp_col = f"{grp_var}_base" + elif f"{grp_var}_ref" in merged.columns: + grp_col = f"{grp_var}_ref" else: - grp = merged.copy() + grp_col = None + target = it.quantile_group + grp = ( + merged[merged[grp_col] == target].copy() # type: ignore[index] + if grp_col is not None + else merged.copy() + ) grp["__in_bucket__"] = ( (grp["__delta__"] >= it.change_lower_bound) & (grp["__delta__"] < it.change_upper_bound) @@ -229,8 +246,8 @@ class VariableChangeGroupByVariableValue(ReportElementDataItem): group_variable: str group_variable_value: Any fixed_entity_count_per_quantile_group: str = "household" - percent_of_group_in_change_group: float - entities_in_group_in_change_group: float + percent_of_group_in_change_group: float | None = None + entities_in_group_in_change_group: float | None = None @staticmethod def run( @@ -274,13 +291,21 @@ def run( base = merged[f"{var}_base"].replace({0.0: np.nan}).abs() merged["__delta__"] = merged["__delta__"] / base - # Only compute for the requested group value + # Resolve group column name and subset if grp_var in merged.columns: - grp = merged[ - merged[grp_var] == it.group_variable_value - ].copy() + grp_col = grp_var + elif f"{grp_var}_base" in merged.columns: + grp_col = f"{grp_var}_base" + elif f"{grp_var}_ref" in merged.columns: + grp_col = f"{grp_var}_ref" else: - grp = merged.copy() + grp_col = None + + grp = ( + merged[merged[grp_col] == it.group_variable_value].copy() # type: ignore[index] + if grp_col is not None + else merged.copy() + ) grp["__in_bucket__"] = ( (grp["__delta__"] >= it.change_lower_bound) & (grp["__delta__"] < it.change_upper_bound) From c9f81a2349fd765a94d8707ab9e1a76cdfeae6d6 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Fri, 5 Sep 2025 16:57:23 +0100 Subject: [PATCH 54/97] Add docs, rename dynamics to dynamic --- README.md | 2 +- docs/index.md | 2 + docs/models.md | 16 +++ src/policyengine/__init__.py | 4 +- src/policyengine/countries/uk/simulation.py | 10 +- src/policyengine/countries/us/simulation.py | 10 +- src/policyengine/database.py | 104 +++++++++--------- src/policyengine/migrations/runner.py | 2 +- src/policyengine/models/__init__.py | 4 +- .../models/{dynamics.py => dynamic.py} | 12 +- src/policyengine/models/parameter.py | 4 +- src/policyengine/models/report_items/base.py | 8 +- src/policyengine/models/simulation.py | 4 +- src/policyengine/tables/__init__.py | 4 +- .../tables/{dynamics.py => dynamic.py} | 6 +- src/policyengine/tables/parameter.py | 2 +- src/policyengine/tables/simulation.py | 2 +- tests/test_database.py | 6 +- tests/test_report_elements.py | 10 +- 19 files changed, 115 insertions(+), 97 deletions(-) create mode 100644 docs/models.md rename src/policyengine/models/{dynamics.py => dynamic.py} (70%) rename src/policyengine/tables/{dynamics.py => dynamic.py} (85%) diff --git a/README.md b/README.md index ca4f4f08..11d18575 100644 --- a/README.md +++ b/README.md @@ -3,7 +3,7 @@ Documentation - Parameters, variables, and values: `docs/01_parameters_variables.ipynb` -- Policies and dynamics: `docs/02_policies_dynamics.ipynb` +- Policies and dynamic: `docs/02_policies_dynamic.ipynb` - Datasets: `docs/03_datasets.ipynb` - Simulations: `docs/04_simulations.ipynb` - Output data items: `docs/05_output_data_items.ipynb` diff --git a/docs/index.md b/docs/index.md index d96170db..6e92c81c 100644 --- a/docs/index.md +++ b/docs/index.md @@ -6,3 +6,5 @@ We do this by: * Standardising around a set of core types that let us do policy analysis in an object-oriented way * Provide a nice clean interface to put instances of these types in a database * Exemplifying this behaviour by using this package in all PolicyEngine's production applications, and analyses + +In this documentation, we'll walk through the core concepts/types that this package makes available, and how you can use them to run policy analyses at scale. diff --git a/docs/models.md b/docs/models.md new file mode 100644 index 00000000..3b5e6075 --- /dev/null +++ b/docs/models.md @@ -0,0 +1,16 @@ +# Models + +We'll refer to the main classes in this package as "models". These are the main abstractions that we use to represent the key concepts in a tax-benefit microsimulation system. + +These are: +* `Parameter`: A parameter represents some global variable in the tax-benefit system. For example, the personal allowance in the UK income tax system is a parameter. +* `ParameterValue`: A parameter value represents a specific value for a parameter at a given range in time (e.g. the personal allowance between April 2023 and April 2024 is £12,570). +* `Policy`: A policy represents a set of `ParameterValue`s that together define a specific change to the tax-benefit system. For example, a policy might represent a change to the personal allowance, or a change to the rate of VAT. +* `Dynamics`: A dynamics represents a set of rules that define how the tax-benefit system changes over time. For example, a dynamics might represent the annual uprating of parameters in the tax-benefit system. +* `Dataset`: A dataset represents a set of individuals and group entities (e.g. households) that we want to run the tax-benefit system on. For example, a dataset might represent the UK population in a given year. +* `Simulation`: A simulation represents the combination of a `Policy`, `Dynamics`, and `Dataset` triplet. `Simulation.run()` runs the microsimulation model with these parameters to create a new output `result` dataset. +* Output data item models: these represent essentially output 'data points' that are the result of analysing the simulation output microdata. For example, one model is `Aggregate`, which could represent 'total income tax revenue' or 'total employment income among people aged 18-24'. The full list of these models is: + * `Aggregate` + * `Count` + * `ChangeByBaselineGroup` + * `VariableChangeGroupByQuantileGroup` diff --git a/src/policyengine/__init__.py b/src/policyengine/__init__.py index 8750fab7..e8c0c1b2 100644 --- a/src/policyengine/__init__.py +++ b/src/policyengine/__init__.py @@ -1,7 +1,7 @@ from .models import ( Dataset, DatasetType, - Dynamics, + Dynamic, OperationStatus, Parameter, ParameterValue, @@ -15,7 +15,7 @@ __all__ = [ "Dataset", "DatasetType", - "Dynamics", + "Dynamic", "OperationStatus", "Parameter", "ParameterValue", diff --git a/src/policyengine/countries/uk/simulation.py b/src/policyengine/countries/uk/simulation.py index 78380cea..86123807 100644 --- a/src/policyengine/countries/uk/simulation.py +++ b/src/policyengine/countries/uk/simulation.py @@ -45,8 +45,8 @@ def _get_simulation(simulation: Simulation): parametric_policy = apply_parametric_reform( simulation.policy.parameter_values or [] ) - parametric_dynamics = apply_parametric_reform( - simulation.dynamics.parameter_values or [] + parametric_dynamic = apply_parametric_reform( + simulation.dynamic.parameter_values or [] ) def modifier(sim): @@ -54,9 +54,9 @@ def modifier(sim): if simulation.policy.simulation_modifier: simulation.policy.simulation_modifier(sim) - parametric_dynamics.simulation_modifier(sim) - if simulation.dynamics.simulation_modifier: - simulation.dynamics.simulation_modifier(sim) + parametric_dynamic.simulation_modifier(sim) + if simulation.dynamic.simulation_modifier: + simulation.dynamic.simulation_modifier(sim) scenario = PolicyEngineUKScenario(simulation_modifier=modifier) sim = PolicyEngineUKSimulation( diff --git a/src/policyengine/countries/us/simulation.py b/src/policyengine/countries/us/simulation.py index d14efc12..e0cdd89f 100644 --- a/src/policyengine/countries/us/simulation.py +++ b/src/policyengine/countries/us/simulation.py @@ -42,8 +42,8 @@ def _get_simulation(simulation: Simulation): parametric_policy = apply_parametric_reform( simulation.policy.parameter_values or [] ) - parametric_dynamics = apply_parametric_reform( - simulation.dynamics.parameter_values or [] + parametric_dynamic = apply_parametric_reform( + simulation.dynamic.parameter_values or [] ) def modifier(sim): @@ -51,9 +51,9 @@ def modifier(sim): if simulation.policy.simulation_modifier: simulation.policy.simulation_modifier(sim) - parametric_dynamics.simulation_modifier(sim) - if simulation.dynamics.simulation_modifier: - simulation.dynamics.simulation_modifier(sim) + parametric_dynamic.simulation_modifier(sim) + if simulation.dynamic.simulation_modifier: + simulation.dynamic.simulation_modifier(sim) sim = PolicyEngineUSSimulation( dataset=convert_entity_tables_to_us_dataset(simulation.dataset.data), diff --git a/src/policyengine/database.py b/src/policyengine/database.py index 855e25e0..e6dde845 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -28,7 +28,7 @@ UserReportElement, ) from policyengine.models.policy import Policy -from policyengine.models.dynamics import Dynamics +from policyengine.models.dynamic import Dynamic from policyengine.models.parameter import Parameter, ParameterValue from policyengine.models.dataset import Dataset from policyengine.models.single_year_dataset import SingleYearDataset @@ -55,7 +55,7 @@ UserReportTable, UserReportElementTable, PolicyTable, - DynamicsTable, + DynamicTable, ParameterTable, ParameterValueTable, DatasetTable, @@ -118,7 +118,7 @@ def __init__( UserReport: UserReportTable, UserReportElement: UserReportElementTable, Policy: PolicyTable, - Dynamics: DynamicsTable, + Dynamic: DynamicTable, Parameter: ParameterTable, ParameterValue: ParameterValueTable, Dataset: DatasetTable, @@ -232,7 +232,7 @@ def add_parameter_values_bulk( ) -> None: """Replace-and-insert bulk operation for ParameterValue rows. - For each unique (parameter, model_version, policy, dynamics, country) + For each unique (parameter, model_version, policy, dynamic, country) key, deletes existing rows, then bulk inserts provided values in chunks. """ items = list(pvalues) @@ -244,7 +244,7 @@ def add_parameter_values_bulk( ParameterValueTable as PVTable, ParameterTable as PTable, PolicyTable as PoTable, - DynamicsTable as DTable, + DynamicTable as DTable, ) total = len(items) @@ -265,7 +265,7 @@ def add_parameter_values_bulk( # Caches and per-run bookkeeping param_cache: dict[tuple[str | None, str | None], Any] = {} policy_cache: dict[tuple[str | None, str | None], Any] = {} - dynamics_cache: dict[tuple[str | None, str | None], Any] = {} + dynamic_cache: dict[tuple[str | None, str | None], Any] = {} deleted_series: set[tuple[Any, str, Any, Any, Any]] = set() import uuid @@ -331,31 +331,31 @@ def add_parameter_values_bulk( pol_id = pol_row.id policy_cache[pol_key] = pol_id - # Dynamics id (optional) + # Dynamic id (optional) dyn_id = None - if obj.dynamics is not None: - dyn_key = (obj.dynamics.name, obj.dynamics.country) - dyn_id = dynamics_cache.get(dyn_key) + if obj.dynamic is not None: + dyn_key = (obj.dynamic.name, obj.dynamic.country) + dyn_id = dynamic_cache.get(dyn_key) if dyn_id is None: existing = s.exec( select(DTable).where( - DTable.name == obj.dynamics.name, - DTable.country == obj.dynamics.country, + DTable.name == obj.dynamic.name, + DTable.country == obj.dynamic.country, ) ).first() if existing is not None: dyn_id = existing.id else: dyn_row = self._to_table( - obj.dynamics, s, cascade=cascade + obj.dynamic, s, cascade=cascade ) dyn_row = self._upsert_row( - obj.dynamics, dyn_row, s + obj.dynamic, dyn_row, s ) # type: ignore[arg-type] s.add(dyn_row) s.flush() dyn_id = dyn_row.id - dynamics_cache[dyn_key] = dyn_id + dynamic_cache[dyn_key] = dyn_id series_key = ( par_id, @@ -444,7 +444,7 @@ def seed(self, countries: Iterable[str]) -> None: Accepts any subset of {"uk", "us"}. Uses country-specific metadata helpers to load Variables, Parameters (via ParameterValues), and - default Policy/Dynamics and upserts them into the DB. + default Policy/Dynamic and upserts them into the DB. """ for country in countries: country = country.lower() @@ -461,7 +461,7 @@ def seed(self, countries: Iterable[str]) -> None: f"Unknown country code for seeding: {country}" ) - # Upsert policy and dynamics anchors + # Upsert policy and dynamic anchors anchor_objs = [] if md.get("current_law") is not None: md["current_law"].country = country @@ -659,7 +659,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: description=obj.description, ) - # Policy, Dynamics, Parameters + # Policy, Dynamic, Parameters if isinstance(obj, Policy): return PolicyTable( id=getattr(obj, "id", None), @@ -668,19 +668,19 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: country=obj.country, ) - if isinstance(obj, Dynamics): + if isinstance(obj, Dynamic): parent_id = None - if obj.parent_dynamics is not None and cascade: + if obj.parent_dynamic is not None and cascade: parent_row = self._to_table( - obj.parent_dynamics, s, cascade=cascade + obj.parent_dynamic, s, cascade=cascade ) parent_row = self._upsert_row( - obj.parent_dynamics, parent_row, s + obj.parent_dynamic, parent_row, s ) s.add(parent_row) s.flush() parent_id = parent_row.id - return DynamicsTable( + return DynamicTable( id=getattr(obj, "id", None), name=obj.name, parent_id=parent_id, @@ -719,7 +719,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: from policyengine.tables import ( ParameterTable as PTable, PolicyTable as PoTable, - DynamicsTable as DTable, + DynamicTable as DTable, ) # parameter is required and must already exist (by name+country) @@ -751,9 +751,9 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: ) policy_id = pol_row.id - dynamics_id = None - if obj.dynamics is not None: - dyn = obj.dynamics + dynamic_id = None + if obj.dynamic is not None: + dyn = obj.dynamic dyn_row = s.exec( select(DTable).where( DTable.name == dyn.name, DTable.country == dyn.country @@ -761,15 +761,15 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: ).first() if dyn_row is None: raise ValueError( - f"Dynamics not found for value: {dyn.name} ({dyn.country})" + f"Dynamic not found for value: {dyn.name} ({dyn.country})" ) - dynamics_id = dyn_row.id + dynamic_id = dyn_row.id # JSON-safe value handling (inf/-inf, NaN) return ParameterValueTable( id=getattr(obj, "id", None), policy_id=policy_id, - dynamics_id=dynamics_id, + dynamics_id=dynamic_id, parameter_id=par_row.id, # type: ignore[arg-type] model_version=obj.model_version, start_date=obj.start_date, @@ -818,9 +818,9 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: s.add(po_row) s.flush() policy_id = po_row.id - if obj.dynamics is not None and cascade: - dy_row = self._to_table(obj.dynamics, s, cascade=cascade) - dy_row = self._upsert_row(obj.dynamics, dy_row, s) + if obj.dynamic is not None and cascade: + dy_row = self._to_table(obj.dynamic, s, cascade=cascade) + dy_row = self._upsert_row(obj.dynamic, dy_row, s) s.add(dy_row) s.flush() dynamics_id = dy_row.id @@ -1084,7 +1084,7 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: description=row.description, ) - # Policy, Dynamics, Parameters + # Policy, Dynamic, Parameters if isinstance(row, PolicyTable): return Policy( id=row.id, @@ -1093,18 +1093,18 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: country=row.country, ) - if isinstance(row, DynamicsTable): + if isinstance(row, DynamicTable): parent = ( self._to_model( - s.get(DynamicsTable, row.parent_id), s, cascade=False + s.get(DynamicTable, row.parent_id), s, cascade=False ) if (cascade and row.parent_id is not None) else None ) - return Dynamics( + return Dynamic( id=row.id, name=row.name, - parent_dynamics=parent, + parent_dynamic=parent, description=row.description, created_at=row.created_at, updated_at=row.updated_at, @@ -1145,9 +1145,9 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: if (cascade and row.policy_id is not None) else None ) - dynamics = ( + dynamic = ( self._to_model( - s.get(DynamicsTable, row.dynamics_id), s, cascade=False + s.get(DynamicTable, row.dynamics_id), s, cascade=False ) if (cascade and row.dynamics_id is not None) else None @@ -1162,7 +1162,7 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: return ParameterValue( id=row.id, policy=policy, - dynamics=dynamics, + dynamic=dynamic, parameter=parameter, # type: ignore[arg-type] model_version=row.model_version, start_date=row.start_date, @@ -1212,9 +1212,9 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: if row.policy_id is not None else None ) - dynamics = ( + dynamic = ( self._to_model( - s.get(DynamicsTable, row.dynamics_id), s, cascade=False + s.get(DynamicTable, row.dynamics_id), s, cascade=False ) if row.dynamics_id is not None else None @@ -1232,7 +1232,7 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: id=row.id, dataset=dataset, # type: ignore[arg-type] policy=policy, # type: ignore[arg-type] - dynamics=dynamics, # type: ignore[arg-type] + dynamic=dynamic, # type: ignore[arg-type] result=result, # type: ignore[arg-type] model_version=row.model_version, country=row.country, @@ -1347,13 +1347,13 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: - Parameter: same name+country replaces - Variable: same name+country replaces - Policy: same name+country replaces - - Dynamics: same name+country replaces - - ParameterValue: same (parameter, model_version, start/end, policy, dynamics, country) replaces + - Dynamic: same name+country replaces + - ParameterValue: same (parameter, model_version, start/end, policy, dynamic, country) replaces - Report/ReportElement: same name+country replaces (best-effort) """ from policyengine.tables import ( PolicyTable, - DynamicsTable, + DynamicTable, ParameterTable, ParameterValueTable, VariableTable, @@ -1391,11 +1391,11 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: return existing return new_row - # Dynamics - if isinstance(new_row, DynamicsTable): - stmt = select(DynamicsTable).where( - DynamicsTable.name == new_row.name, - DynamicsTable.country == new_row.country, + # Dynamic + if isinstance(new_row, DynamicTable): + stmt = select(DynamicTable).where( + DynamicTable.name == new_row.name, + DynamicTable.country == new_row.country, ) existing = s.exec(stmt).first() if existing: diff --git a/src/policyengine/migrations/runner.py b/src/policyengine/migrations/runner.py index a4effbba..f0bb0483 100644 --- a/src/policyengine/migrations/runner.py +++ b/src/policyengine/migrations/runner.py @@ -242,7 +242,7 @@ def seed_model(db: Database, country: str) -> dict[str, int]: par_count = len(unique_params) # Attach country and persist - # Anchor policy/dynamics + # Anchor policy/dynamic anchors = [] if md.get("current_law") is not None: md["current_law"].country = country diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py index 07e9ee6a..4bd65f5a 100644 --- a/src/policyengine/models/__init__.py +++ b/src/policyengine/models/__init__.py @@ -8,7 +8,7 @@ """ from .dataset import Dataset -from .dynamics import Dynamics +from .dynamic import Dynamic from .enums import DatasetType, OperationStatus from .parameter import Parameter, ParameterValue from .policy import Policy @@ -30,7 +30,7 @@ # Resolve forward references for Pydantic models that reference each other try: Policy.model_rebuild() - Dynamics.model_rebuild() + Dynamic.model_rebuild() ParameterValue.model_rebuild() Report.model_rebuild() ReportElement.model_rebuild() diff --git a/src/policyengine/models/dynamics.py b/src/policyengine/models/dynamic.py similarity index 70% rename from src/policyengine/models/dynamics.py rename to src/policyengine/models/dynamic.py index d8dd0e61..cbabb88d 100644 --- a/src/policyengine/models/dynamics.py +++ b/src/policyengine/models/dynamic.py @@ -1,6 +1,6 @@ -"""Dynamics model for PolicyEngine. +"""Dynamic model for PolicyEngine. -Encapsulates modifications to baseline tax-benefit dynamics. +Encapsulates modifications to baseline tax-benefit dynamic. """ from __future__ import annotations @@ -15,14 +15,14 @@ from .parameter import ParameterValue -class Dynamics(BaseModel): - """Modifications made to baseline tax-benefit dynamics.""" +class Dynamic(BaseModel): + """Modifications made to baseline tax-benefit dynamic.""" id: UUID | None = None name: str | None = None - # Parent dynamics reference - parent_dynamics: Dynamics | None = None + # Parent dynamic reference + parent_dynamic: Dynamic | None = None # Metadata description: str | None = None diff --git a/src/policyengine/models/parameter.py b/src/policyengine/models/parameter.py index 5adcbd9f..b0402d8b 100644 --- a/src/policyengine/models/parameter.py +++ b/src/policyengine/models/parameter.py @@ -12,7 +12,7 @@ from uuid import UUID if TYPE_CHECKING: # Import to satisfy type checkers without runtime cycles - from .dynamics import Dynamics + from .dynamic import Dynamic from .policy import Policy @@ -37,7 +37,7 @@ class ParameterValue(BaseModel): id: UUID | None = None # Foreign keys policy: Policy | None = None - dynamics: Dynamics | None = None + dynamic: Dynamic | None = None parameter: Parameter model_version: str diff --git a/src/policyengine/models/report_items/base.py b/src/policyengine/models/report_items/base.py index cd7be9ab..53f86012 100644 --- a/src/policyengine/models/report_items/base.py +++ b/src/policyengine/models/report_items/base.py @@ -21,10 +21,10 @@ def to_dataframe( """Convert records to a DataFrame. Default rule: if a field is a Simulation, replace it with columns for - policy/dataset/dynamics names. For fields named `baseline_simulation` + policy/dataset/dynamic names. For fields named `baseline_simulation` or `reform_simulation`, prefix these columns with `baseline_`/`reform_`. For a field named exactly `simulation`, use unprefixed `policy`, `dataset`, - and `dynamics`. + and `dynamic`. """ rows = [] for r in records: @@ -44,8 +44,8 @@ def to_dataframe( row[prefix + "dataset"] = getattr( getattr(v, "dataset", None), "name", None ) - row[prefix + "dynamics"] = getattr( - getattr(v, "dynamics", None), "name", None + row[prefix + "dynamic"] = getattr( + getattr(v, "dynamic", None), "name", None ) else: row[k] = v diff --git a/src/policyengine/models/simulation.py b/src/policyengine/models/simulation.py index df1f649a..dc95fe93 100644 --- a/src/policyengine/models/simulation.py +++ b/src/policyengine/models/simulation.py @@ -11,7 +11,7 @@ from uuid import UUID from .dataset import Dataset -from .dynamics import Dynamics +from .dynamic import Dynamic from .enums import OperationStatus from .policy import Policy from policyengine.utils.version import get_model_version @@ -24,7 +24,7 @@ class Simulation(BaseModel): # Foreign key references dataset: Dataset policy: Policy - dynamics: Dynamics + dynamic: Dynamic result: Any | None = None model_version: str | None = None country: str diff --git a/src/policyengine/tables/__init__.py b/src/policyengine/tables/__init__.py index a1105f5c..49d651fe 100644 --- a/src/policyengine/tables/__init__.py +++ b/src/policyengine/tables/__init__.py @@ -6,7 +6,7 @@ UserReportElementTable, ) from .policy import PolicyTable -from .dynamics import DynamicsTable +from .dynamic import DynamicTable from .parameter import ParameterTable, ParameterValueTable from .dataset import DatasetTable from .variable import VariableTable @@ -27,7 +27,7 @@ "UserReportTable", "UserReportElementTable", "PolicyTable", - "DynamicsTable", + "DynamicTable", "ParameterTable", "ParameterValueTable", "DatasetTable", diff --git a/src/policyengine/tables/dynamics.py b/src/policyengine/tables/dynamic.py similarity index 85% rename from src/policyengine/tables/dynamics.py rename to src/policyengine/tables/dynamic.py index 54ab68ef..fd17eb55 100644 --- a/src/policyengine/tables/dynamics.py +++ b/src/policyengine/tables/dynamic.py @@ -7,12 +7,12 @@ from sqlmodel import SQLModel, Field -class DynamicsTable(SQLModel, table=True): - __tablename__ = "dynamics" +class DynamicTable(SQLModel, table=True): + __tablename__ = "dynamic" id: UUID = Field(default_factory=uuid4, primary_key=True) name: str | None = None - parent_id: UUID | None = Field(default=None, foreign_key="dynamics.id") + parent_id: UUID | None = Field(default=None, foreign_key="dynamic.id") description: str | None = None created_at: datetime | None = None updated_at: datetime | None = None diff --git a/src/policyengine/tables/parameter.py b/src/policyengine/tables/parameter.py index 3f47d944..79b6d244 100644 --- a/src/policyengine/tables/parameter.py +++ b/src/policyengine/tables/parameter.py @@ -31,7 +31,7 @@ class ParameterValueTable(SQLModel, table=True): # Foreign keys policy_id: UUID | None = Field(default=None, foreign_key="policies.id") - dynamics_id: UUID | None = Field(default=None, foreign_key="dynamics.id") + dynamics_id: UUID | None = Field(default=None, foreign_key="dynamic.id") parameter_id: UUID = Field(foreign_key="parameters.id") model_version: str diff --git a/src/policyengine/tables/simulation.py b/src/policyengine/tables/simulation.py index 3722271c..680ba0bf 100644 --- a/src/policyengine/tables/simulation.py +++ b/src/policyengine/tables/simulation.py @@ -17,7 +17,7 @@ class SimulationTable(SQLModel, table=True): dataset_id: UUID | None = Field(default=None, foreign_key="datasets.id") policy_id: UUID | None = Field(default=None, foreign_key="policies.id") - dynamics_id: UUID | None = Field(default=None, foreign_key="dynamics.id") + dynamics_id: UUID | None = Field(default=None, foreign_key="dynamic.id") # Store result dataset as a dataset row to keep consistency result_dataset_id: UUID | None = Field( diff --git a/tests/test_database.py b/tests/test_database.py index 401f96b0..a4d586a9 100644 --- a/tests/test_database.py +++ b/tests/test_database.py @@ -7,7 +7,7 @@ from policyengine.database import Database from policyengine.models import ( Dataset, - Dynamics, + Dynamic, OperationStatus, Parameter, ParameterValue, @@ -58,11 +58,11 @@ def test_simulation_with_result_dataset(tmp_path): ds_out = Dataset(name="out", data=syd_out, dataset_type=DatasetType.UK) policy = Policy(name="p") - dynamics = Dynamics(name="d") + dynamic = Dynamic(name="d") sim = Simulation( dataset=ds_in, policy=policy, - dynamics=dynamics, + dynamic=dynamic, country="uk", status=OperationStatus.PENDING, ) diff --git a/tests/test_report_elements.py b/tests/test_report_elements.py index 986271ca..49bef878 100644 --- a/tests/test_report_elements.py +++ b/tests/test_report_elements.py @@ -2,7 +2,7 @@ import pandas as pd -from policyengine.models import Dataset, DatasetType, Policy, Dynamics +from policyengine.models import Dataset, DatasetType, Policy, Dynamic from policyengine.models.single_year_dataset import SingleYearDataset from policyengine.models.simulation import Simulation from policyengine.models.report_items import Aggregate, AggregateMetric @@ -16,7 +16,7 @@ def _mk_sim_with_person_table( sim = Simulation( dataset=ds, policy=Policy(), - dynamics=Dynamics(), + dynamic=Dynamic(), country="uk", ) # result mirrors dataset for reporting @@ -66,10 +66,10 @@ def test_to_dataframe_flattens_simulation_columns(): sim = _mk_sim_with_person_table(df) sim.policy.name = "P" sim.dataset.name = "D" - sim.dynamics.name = "X" + sim.dynamic.name = "X" recs = Aggregate.build(simulation=sim, variable="var") dfx = Aggregate.to_dataframe(recs) - # Simulation column is flattened to policy/dataset/dynamics + # Simulation column is flattened to policy/dataset/dynamic assert "simulation" not in dfx.columns - assert set(["policy", "dataset", "dynamics"]).issubset(dfx.columns) + assert set(["policy", "dataset", "dynamic"]).issubset(dfx.columns) From 68f7c8005a7e22244f57fd5e009c14400c0ea53e Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Fri, 5 Sep 2025 16:59:40 +0100 Subject: [PATCH 55/97] Fix tests --- .../models/report_items/aggregate.py | 45 +++++++++++++++++++ tests/test_database.py | 9 +++- tests/test_seed.py | 5 ++- 3 files changed, 56 insertions(+), 3 deletions(-) diff --git a/src/policyengine/models/report_items/aggregate.py b/src/policyengine/models/report_items/aggregate.py index 716d6e21..27665354 100644 --- a/src/policyengine/models/report_items/aggregate.py +++ b/src/policyengine/models/report_items/aggregate.py @@ -37,6 +37,51 @@ class Aggregate(ReportElementDataItem): metric: AggregateMetric value: float | None = None + @classmethod + def build( + cls, + simulation: "Simulation", + variable: str, + entity_level: str = "person", + filter_variable: str | None = None, + metric: AggregateMetric = AggregateMetric.SUM, + ) -> list["Aggregate"]: + """Build and run aggregate calculations for all unique filter values. + + If filter_variable is provided, creates one Aggregate per unique value. + Otherwise creates a single Aggregate for the entire dataset. + """ + items = [] + if filter_variable is not None: + # Get unique values of the filter variable + data: SingleYearDataset = simulation.result.data # type: ignore[attr-defined] + table: pd.DataFrame = data.tables[entity_level] + if filter_variable in table.columns: + unique_values = table[filter_variable].unique() + for value in unique_values: + items.append( + cls( + simulation=simulation, + variable=variable, + entity_level=entity_level, + filter_variable=filter_variable, + filter_variable_value=value, + metric=metric, + ) + ) + else: + items.append( + cls( + simulation=simulation, + variable=variable, + entity_level=entity_level, + metric=metric, + ) + ) + + # Run the computation + return cls.run(items) + @staticmethod def run(items: list["Aggregate"]) -> list["Aggregate"]: """Compute values for provided Aggregate items. diff --git a/tests/test_database.py b/tests/test_database.py index a4d586a9..fd3918e2 100644 --- a/tests/test_database.py +++ b/tests/test_database.py @@ -83,8 +83,13 @@ def test_simulation_with_result_dataset(tmp_path): def test_parameter_value_cascade(tmp_path): db = _mk_db(tmp_path) - param = Parameter(name="threshold", data_type=int) - policy = Policy(name="baseline") + param = Parameter(name="threshold", data_type=int, country="uk") + policy = Policy(name="baseline", country="uk") + + # Add the parameter and policy first + param_row = db.add(param) + policy_row = db.add(policy) + pv = ParameterValue( parameter=param, policy=policy, diff --git a/tests/test_seed.py b/tests/test_seed.py index e03f43f2..db30cd25 100644 --- a/tests/test_seed.py +++ b/tests/test_seed.py @@ -42,7 +42,10 @@ def test_parameter_value_infinity_roundtrip(tmp_path): db_path = tmp_path / "inf.db" db = Database(url=f"sqlite:///{db_path}") - p = Parameter(name="x", data_type=float) + p = Parameter(name="x", data_type=float, country="uk") + # Add the parameter first + db.add(p) + pv = ParameterValue( parameter=p, model_version="v", From 6412ef79f5ad44221feb3fa67b4342b44d9c38eb Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Fri, 5 Sep 2025 17:02:20 +0100 Subject: [PATCH 56/97] Fix --- src/policyengine/models/report_items/base.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/policyengine/models/report_items/base.py b/src/policyengine/models/report_items/base.py index 53f86012..26ef72bc 100644 --- a/src/policyengine/models/report_items/base.py +++ b/src/policyengine/models/report_items/base.py @@ -29,7 +29,7 @@ def to_dataframe( rows = [] for r in records: row: dict[str, object] = {} - for k in getattr(r, "model_fields").keys(): + for k in r.__class__.model_fields.keys(): v = getattr(r, k) if isinstance(v, Simulation): if k == "simulation": From f3680dacc1aaee5e8706b93eec95c078e43b0fe7 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 6 Sep 2025 12:22:44 +0100 Subject: [PATCH 57/97] Also save structural reforms --- src/policyengine/database.py | 34 ++++++++++++++++++++++++++++++ src/policyengine/models/dynamic.py | 6 +++--- src/policyengine/models/policy.py | 6 +++--- src/policyengine/tables/dynamic.py | 3 ++- src/policyengine/tables/policy.py | 3 ++- 5 files changed, 44 insertions(+), 8 deletions(-) diff --git a/src/policyengine/database.py b/src/policyengine/database.py index e6dde845..f4b2a06a 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -15,6 +15,7 @@ Union, ) from uuid import UUID +import pickle from sqlmodel import SQLModel, Session, create_engine, select from sqlalchemy import delete @@ -661,11 +662,20 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: # Policy, Dynamic, Parameters if isinstance(obj, Policy): + # Pickle simulation_modifier if provided + sim_bytes = None + try: + if obj.simulation_modifier is not None: + sim_bytes = pickle.dumps(obj.simulation_modifier) + except Exception: + # If pickling fails, store nothing; user can correct function + sim_bytes = None return PolicyTable( id=getattr(obj, "id", None), name=obj.name, description=obj.description, country=obj.country, + simulation_modifier_bytes=sim_bytes, ) if isinstance(obj, Dynamic): @@ -680,6 +690,10 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: s.add(parent_row) s.flush() parent_id = parent_row.id + # Pickle simulation_modifier if provided + sim_bytes = None + if obj.simulation_modifier is not None: + sim_bytes = pickle.dumps(obj.simulation_modifier) return DynamicTable( id=getattr(obj, "id", None), name=obj.name, @@ -688,6 +702,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: created_at=obj.created_at, updated_at=obj.updated_at, country=obj.country, + simulation_modifier_bytes=sim_bytes, ) if isinstance(obj, Parameter): @@ -1086,10 +1101,18 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: # Policy, Dynamic, Parameters if isinstance(row, PolicyTable): + # Unpickle simulation_modifier if present + sim_mod = None + if getattr(row, "simulation_modifier_bytes", None): + try: + sim_mod = pickle.loads(row.simulation_modifier_bytes) # type: ignore[arg-type] + except Exception: + sim_mod = None return Policy( id=row.id, name=row.name, description=row.description, + simulation_modifier=sim_mod, country=row.country, ) @@ -1101,6 +1124,10 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: if (cascade and row.parent_id is not None) else None ) + # Unpickle simulation_modifier if present + sim_mod = None + if row.simulation_modifier_bytes is not None: + sim_mod = pickle.loads(row.simulation_modifier_bytes) # type: ignore[arg-type] return Dynamic( id=row.id, name=row.name, @@ -1108,6 +1135,7 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: description=row.description, created_at=row.created_at, updated_at=row.updated_at, + simulation_modifier=sim_mod, country=row.country, ) @@ -1388,6 +1416,9 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: if existing: existing.description = new_row.description existing.country = new_row.country + existing.simulation_modifier_bytes = ( + new_row.simulation_modifier_bytes + ) return existing return new_row @@ -1404,6 +1435,9 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: existing.created_at = new_row.created_at existing.updated_at = new_row.updated_at existing.country = new_row.country + existing.simulation_modifier_bytes = ( + new_row.simulation_modifier_bytes + ) return existing return new_row diff --git a/src/policyengine/models/dynamic.py b/src/policyengine/models/dynamic.py index cbabb88d..b11589b0 100644 --- a/src/policyengine/models/dynamic.py +++ b/src/policyengine/models/dynamic.py @@ -8,8 +8,8 @@ from datetime import datetime from typing import TYPE_CHECKING, Any -from pydantic import BaseModel -from uuid import UUID +from pydantic import BaseModel, Field +from uuid import UUID, uuid4 if TYPE_CHECKING: # For type checking only from .parameter import ParameterValue @@ -18,7 +18,7 @@ class Dynamic(BaseModel): """Modifications made to baseline tax-benefit dynamic.""" - id: UUID | None = None + id: UUID = Field(default_factory=uuid4) name: str | None = None # Parent dynamic reference diff --git a/src/policyengine/models/policy.py b/src/policyengine/models/policy.py index 3a3cc9e8..2e38ddfd 100644 --- a/src/policyengine/models/policy.py +++ b/src/policyengine/models/policy.py @@ -7,8 +7,8 @@ from typing import TYPE_CHECKING, Any -from pydantic import BaseModel -from uuid import UUID +from pydantic import BaseModel, Field +from uuid import UUID, uuid4 if TYPE_CHECKING: # Avoid runtime imports/cycles from .parameter import ParameterValue @@ -17,7 +17,7 @@ class Policy(BaseModel): """Modifications made to baseline tax-benefit rules.""" - id: UUID | None = None + id: UUID = Field(default_factory=uuid4) name: str | None = None # Metadata diff --git a/src/policyengine/tables/dynamic.py b/src/policyengine/tables/dynamic.py index fd17eb55..031c63e8 100644 --- a/src/policyengine/tables/dynamic.py +++ b/src/policyengine/tables/dynamic.py @@ -1,7 +1,6 @@ from __future__ import annotations from datetime import datetime -from typing import Optional from uuid import UUID, uuid4 from sqlmodel import SQLModel, Field @@ -17,5 +16,7 @@ class DynamicTable(SQLModel, table=True): created_at: datetime | None = None updated_at: datetime | None = None country: str | None = None + # Pickled simulation modifier function (if provided) + simulation_modifier_bytes: bytes | None = None # No ORM relationship wiring diff --git a/src/policyengine/tables/policy.py b/src/policyengine/tables/policy.py index 414e81fd..31b0ac0f 100644 --- a/src/policyengine/tables/policy.py +++ b/src/policyengine/tables/policy.py @@ -1,6 +1,5 @@ from __future__ import annotations -from typing import Optional from uuid import UUID, uuid4 from sqlmodel import SQLModel, Field @@ -13,5 +12,7 @@ class PolicyTable(SQLModel, table=True): name: str | None = None description: str | None = None country: str | None = None + # Pickled simulation modifier function (if provided) + simulation_modifier_bytes: bytes | None = None # No ORM relationships in this minimal layer From 75b34e28f571cb71f331fd56c320feae5f312969 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 6 Sep 2025 12:22:53 +0100 Subject: [PATCH 58/97] Format --- src/policyengine/models/report_items/aggregate.py | 6 +++--- tests/test_database.py | 4 ++-- tests/test_seed.py | 2 +- 3 files changed, 6 insertions(+), 6 deletions(-) diff --git a/src/policyengine/models/report_items/aggregate.py b/src/policyengine/models/report_items/aggregate.py index 27665354..e531bfda 100644 --- a/src/policyengine/models/report_items/aggregate.py +++ b/src/policyengine/models/report_items/aggregate.py @@ -47,7 +47,7 @@ def build( metric: AggregateMetric = AggregateMetric.SUM, ) -> list["Aggregate"]: """Build and run aggregate calculations for all unique filter values. - + If filter_variable is provided, creates one Aggregate per unique value. Otherwise creates a single Aggregate for the entire dataset. """ @@ -78,10 +78,10 @@ def build( metric=metric, ) ) - + # Run the computation return cls.run(items) - + @staticmethod def run(items: list["Aggregate"]) -> list["Aggregate"]: """Compute values for provided Aggregate items. diff --git a/tests/test_database.py b/tests/test_database.py index fd3918e2..5f4e7718 100644 --- a/tests/test_database.py +++ b/tests/test_database.py @@ -85,11 +85,11 @@ def test_parameter_value_cascade(tmp_path): param = Parameter(name="threshold", data_type=int, country="uk") policy = Policy(name="baseline", country="uk") - + # Add the parameter and policy first param_row = db.add(param) policy_row = db.add(policy) - + pv = ParameterValue( parameter=param, policy=policy, diff --git a/tests/test_seed.py b/tests/test_seed.py index db30cd25..8e8099e6 100644 --- a/tests/test_seed.py +++ b/tests/test_seed.py @@ -45,7 +45,7 @@ def test_parameter_value_infinity_roundtrip(tmp_path): p = Parameter(name="x", data_type=float, country="uk") # Add the parameter first db.add(p) - + pv = ParameterValue( parameter=p, model_version="v", From 25a4245afa6402bbb758a704adf25ba3385e139d Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sun, 7 Sep 2025 11:46:46 +0100 Subject: [PATCH 59/97] Fix migration --- docs/models.md | 4 +- docs/quickstart.ipynb | 86 ++ examples/run_migration.py | 54 + src/policyengine/countries/uk/datasets.py | 374 +------ src/policyengine/countries/us/datasets.py | 493 +--------- src/policyengine/database.py | 181 +++- src/policyengine/migrations/__init__.py | 70 +- src/policyengine/migrations/runner.py | 923 ++++-------------- .../models/report_items/aggregate.py | 45 - src/policyengine/tables/dataset.py | 6 +- src/policyengine/tables/dynamic.py | 5 + src/policyengine/tables/parameter.py | 7 +- src/policyengine/tables/policy.py | 5 + src/policyengine/tables/reports.py | 9 + src/policyengine/tables/simulation.py | 2 +- src/policyengine/tables/variable.py | 5 + src/policyengine/utils/hugging_face.py | 96 ++ src/policyengine/utils/metadata.py | 4 +- tests/test_migrations.py | 186 ++++ 19 files changed, 807 insertions(+), 1748 deletions(-) create mode 100644 docs/quickstart.ipynb create mode 100644 examples/run_migration.py create mode 100644 src/policyengine/utils/hugging_face.py create mode 100644 tests/test_migrations.py diff --git a/docs/models.md b/docs/models.md index 3b5e6075..707ed539 100644 --- a/docs/models.md +++ b/docs/models.md @@ -6,9 +6,9 @@ These are: * `Parameter`: A parameter represents some global variable in the tax-benefit system. For example, the personal allowance in the UK income tax system is a parameter. * `ParameterValue`: A parameter value represents a specific value for a parameter at a given range in time (e.g. the personal allowance between April 2023 and April 2024 is £12,570). * `Policy`: A policy represents a set of `ParameterValue`s that together define a specific change to the tax-benefit system. For example, a policy might represent a change to the personal allowance, or a change to the rate of VAT. -* `Dynamics`: A dynamics represents a set of rules that define how the tax-benefit system changes over time. For example, a dynamics might represent the annual uprating of parameters in the tax-benefit system. +* `Dynamic`: A dynamic represents a set of rules that define how the tax-benefit system changes over time. For example, a dynamic might represent the annual uprating of parameters in the tax-benefit system. * `Dataset`: A dataset represents a set of individuals and group entities (e.g. households) that we want to run the tax-benefit system on. For example, a dataset might represent the UK population in a given year. -* `Simulation`: A simulation represents the combination of a `Policy`, `Dynamics`, and `Dataset` triplet. `Simulation.run()` runs the microsimulation model with these parameters to create a new output `result` dataset. +* `Simulation`: A simulation represents the combination of a `Policy`, `Dynamic`, and `Dataset` triplet. `Simulation.run()` runs the microsimulation model with these parameters to create a new output `result` dataset. * Output data item models: these represent essentially output 'data points' that are the result of analysing the simulation output microdata. For example, one model is `Aggregate`, which could represent 'total income tax revenue' or 'total employment income among people aged 18-24'. The full list of these models is: * `Aggregate` * `Count` diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb new file mode 100644 index 00000000..72d5e3ad --- /dev/null +++ b/docs/quickstart.ipynb @@ -0,0 +1,86 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "0d4e1703", + "metadata": {}, + "outputs": [], + "source": [ + "from policyengine.models import *\n", + "from policyengine.database import Database\n", + "\n", + "policyengine_db = Database(\"policyengine\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "4a9c9066", + "metadata": {}, + "outputs": [ + { + "ename": "ProgrammingError", + "evalue": "(psycopg2.errors.UndefinedColumn) column policies.simulation_modifier_bytes does not exist\nLINE 1: ...ies.name, policies.description, policies.country, policies.s...\n ^\n\n[SQL: SELECT policies.id, policies.name, policies.description, policies.country, policies.simulation_modifier_bytes \nFROM policies \nWHERE policies.name = %(name_1)s]\n[parameters: {'name_1': 'Current law'}]\n(Background on this error at: https://sqlalche.me/e/20/f405)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mUndefinedColumn\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/base.py:1967\u001b[0m, in \u001b[0;36mConnection._exec_single_context\u001b[0;34m(self, dialect, context, statement, parameters)\u001b[0m\n\u001b[1;32m 1966\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m evt_handled:\n\u001b[0;32m-> 1967\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdialect\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdo_execute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1968\u001b[0m \u001b[43m \u001b[49m\u001b[43mcursor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstr_statement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43meffective_parameters\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\n\u001b[1;32m 1969\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1971\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_has_events \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine\u001b[38;5;241m.\u001b[39m_has_events:\n", + "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/default.py:951\u001b[0m, in \u001b[0;36mDefaultDialect.do_execute\u001b[0;34m(self, cursor, statement, parameters, context)\u001b[0m\n\u001b[1;32m 950\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mdo_execute\u001b[39m(\u001b[38;5;28mself\u001b[39m, cursor, statement, parameters, context\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m--> 951\u001b[0m \u001b[43mcursor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[0;31mUndefinedColumn\u001b[0m: column policies.simulation_modifier_bytes does not exist\nLINE 1: ...ies.name, policies.description, policies.country, policies.s...\n ^\n", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mProgrammingError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m current_law \u001b[38;5;241m=\u001b[39m \u001b[43mpolicyengine_db\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43mPolicy\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mCurrent law\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/policyengine/policyengine.py/src/policyengine/database.py:574\u001b[0m, in \u001b[0;36mDatabase.get\u001b[0;34m(self, model_cls, id, cascade, **filters)\u001b[0m\n\u001b[1;32m 572\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m conds:\n\u001b[1;32m 573\u001b[0m stmt \u001b[38;5;241m=\u001b[39m stmt\u001b[38;5;241m.\u001b[39mwhere(\u001b[38;5;241m*\u001b[39mconds)\n\u001b[0;32m--> 574\u001b[0m row \u001b[38;5;241m=\u001b[39m \u001b[43ms\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexec\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstmt\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mfirst()\n\u001b[1;32m 575\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m row \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 576\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n", + "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlmodel/orm/session.py:66\u001b[0m, in \u001b[0;36mSession.exec\u001b[0;34m(self, statement, params, execution_options, bind_arguments, _parent_execute_state, _add_event)\u001b[0m\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mexec\u001b[39m(\n\u001b[1;32m 53\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 54\u001b[0m statement: Union[\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 64\u001b[0m _add_event: Optional[Any] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 65\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Union[TupleResult[_TSelectParam], ScalarResult[_TSelectParam]]:\n\u001b[0;32m---> 66\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 67\u001b[0m \u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 68\u001b[0m \u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 69\u001b[0m \u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexecution_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 70\u001b[0m \u001b[43m \u001b[49m\u001b[43mbind_arguments\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbind_arguments\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 71\u001b[0m \u001b[43m \u001b[49m\u001b[43m_parent_execute_state\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_parent_execute_state\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 72\u001b[0m \u001b[43m \u001b[49m\u001b[43m_add_event\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_add_event\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 73\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 74\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(statement, SelectOfScalar):\n\u001b[1;32m 75\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m results\u001b[38;5;241m.\u001b[39mscalars()\n", + "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/orm/session.py:2365\u001b[0m, in \u001b[0;36mSession.execute\u001b[0;34m(self, statement, params, execution_options, bind_arguments, _parent_execute_state, _add_event)\u001b[0m\n\u001b[1;32m 2305\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mexecute\u001b[39m(\n\u001b[1;32m 2306\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 2307\u001b[0m statement: Executable,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 2313\u001b[0m _add_event: Optional[Any] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 2314\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Result[Any]:\n\u001b[1;32m 2315\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"Execute a SQL expression construct.\u001b[39;00m\n\u001b[1;32m 2316\u001b[0m \n\u001b[1;32m 2317\u001b[0m \u001b[38;5;124;03m Returns a :class:`_engine.Result` object representing\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 2363\u001b[0m \n\u001b[1;32m 2364\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 2365\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute_internal\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2366\u001b[0m \u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2367\u001b[0m \u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2368\u001b[0m \u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexecution_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2369\u001b[0m \u001b[43m \u001b[49m\u001b[43mbind_arguments\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbind_arguments\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2370\u001b[0m \u001b[43m \u001b[49m\u001b[43m_parent_execute_state\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_parent_execute_state\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2371\u001b[0m \u001b[43m \u001b[49m\u001b[43m_add_event\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_add_event\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2372\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/orm/session.py:2251\u001b[0m, in \u001b[0;36mSession._execute_internal\u001b[0;34m(self, statement, params, execution_options, bind_arguments, _parent_execute_state, _add_event, _scalar_result)\u001b[0m\n\u001b[1;32m 2246\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m conn\u001b[38;5;241m.\u001b[39mscalar(\n\u001b[1;32m 2247\u001b[0m statement, params \u001b[38;5;129;01mor\u001b[39;00m {}, execution_options\u001b[38;5;241m=\u001b[39mexecution_options\n\u001b[1;32m 2248\u001b[0m )\n\u001b[1;32m 2250\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m compile_state_cls:\n\u001b[0;32m-> 2251\u001b[0m result: Result[Any] \u001b[38;5;241m=\u001b[39m \u001b[43mcompile_state_cls\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43morm_execute_statement\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2252\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2253\u001b[0m \u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2254\u001b[0m \u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2255\u001b[0m \u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2256\u001b[0m \u001b[43m \u001b[49m\u001b[43mbind_arguments\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2257\u001b[0m \u001b[43m \u001b[49m\u001b[43mconn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2258\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2259\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 2260\u001b[0m result \u001b[38;5;241m=\u001b[39m conn\u001b[38;5;241m.\u001b[39mexecute(\n\u001b[1;32m 2261\u001b[0m statement, params \u001b[38;5;129;01mor\u001b[39;00m {}, execution_options\u001b[38;5;241m=\u001b[39mexecution_options\n\u001b[1;32m 2262\u001b[0m )\n", + "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/orm/context.py:306\u001b[0m, in \u001b[0;36mAbstractORMCompileState.orm_execute_statement\u001b[0;34m(cls, session, statement, params, execution_options, bind_arguments, conn)\u001b[0m\n\u001b[1;32m 296\u001b[0m \u001b[38;5;129m@classmethod\u001b[39m\n\u001b[1;32m 297\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21morm_execute_statement\u001b[39m(\n\u001b[1;32m 298\u001b[0m \u001b[38;5;28mcls\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 304\u001b[0m conn,\n\u001b[1;32m 305\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Result:\n\u001b[0;32m--> 306\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 307\u001b[0m \u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexecution_options\u001b[49m\n\u001b[1;32m 308\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 309\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39morm_setup_cursor_result(\n\u001b[1;32m 310\u001b[0m session,\n\u001b[1;32m 311\u001b[0m statement,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 315\u001b[0m result,\n\u001b[1;32m 316\u001b[0m )\n", + "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/base.py:1419\u001b[0m, in \u001b[0;36mConnection.execute\u001b[0;34m(self, statement, parameters, execution_options)\u001b[0m\n\u001b[1;32m 1417\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\u001b[38;5;241m.\u001b[39mObjectNotExecutableError(statement) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 1418\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1419\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mmeth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1420\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1421\u001b[0m \u001b[43m \u001b[49m\u001b[43mdistilled_parameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1422\u001b[0m \u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mNO_OPTIONS\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1423\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/sql/elements.py:526\u001b[0m, in \u001b[0;36mClauseElement._execute_on_connection\u001b[0;34m(self, connection, distilled_params, execution_options)\u001b[0m\n\u001b[1;32m 524\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m TYPE_CHECKING:\n\u001b[1;32m 525\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m, Executable)\n\u001b[0;32m--> 526\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute_clauseelement\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 527\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdistilled_params\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\n\u001b[1;32m 528\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 529\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 530\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\u001b[38;5;241m.\u001b[39mObjectNotExecutableError(\u001b[38;5;28mself\u001b[39m)\n", + "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/base.py:1641\u001b[0m, in \u001b[0;36mConnection._execute_clauseelement\u001b[0;34m(self, elem, distilled_parameters, execution_options)\u001b[0m\n\u001b[1;32m 1629\u001b[0m compiled_cache: Optional[CompiledCacheType] \u001b[38;5;241m=\u001b[39m execution_options\u001b[38;5;241m.\u001b[39mget(\n\u001b[1;32m 1630\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcompiled_cache\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine\u001b[38;5;241m.\u001b[39m_compiled_cache\n\u001b[1;32m 1631\u001b[0m )\n\u001b[1;32m 1633\u001b[0m compiled_sql, extracted_params, cache_hit \u001b[38;5;241m=\u001b[39m elem\u001b[38;5;241m.\u001b[39m_compile_w_cache(\n\u001b[1;32m 1634\u001b[0m dialect\u001b[38;5;241m=\u001b[39mdialect,\n\u001b[1;32m 1635\u001b[0m compiled_cache\u001b[38;5;241m=\u001b[39mcompiled_cache,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1639\u001b[0m linting\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdialect\u001b[38;5;241m.\u001b[39mcompiler_linting \u001b[38;5;241m|\u001b[39m compiler\u001b[38;5;241m.\u001b[39mWARN_LINTING,\n\u001b[1;32m 1640\u001b[0m )\n\u001b[0;32m-> 1641\u001b[0m ret \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute_context\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1642\u001b[0m \u001b[43m \u001b[49m\u001b[43mdialect\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1643\u001b[0m \u001b[43m \u001b[49m\u001b[43mdialect\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecution_ctx_cls\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_init_compiled\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1644\u001b[0m \u001b[43m \u001b[49m\u001b[43mcompiled_sql\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1645\u001b[0m \u001b[43m \u001b[49m\u001b[43mdistilled_parameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1646\u001b[0m \u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1647\u001b[0m \u001b[43m \u001b[49m\u001b[43mcompiled_sql\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1648\u001b[0m \u001b[43m \u001b[49m\u001b[43mdistilled_parameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1649\u001b[0m \u001b[43m \u001b[49m\u001b[43melem\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1650\u001b[0m \u001b[43m \u001b[49m\u001b[43mextracted_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1651\u001b[0m \u001b[43m \u001b[49m\u001b[43mcache_hit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_hit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1652\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1653\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m has_events:\n\u001b[1;32m 1654\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdispatch\u001b[38;5;241m.\u001b[39mafter_execute(\n\u001b[1;32m 1655\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 1656\u001b[0m elem,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1660\u001b[0m ret,\n\u001b[1;32m 1661\u001b[0m )\n", + "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/base.py:1846\u001b[0m, in \u001b[0;36mConnection._execute_context\u001b[0;34m(self, dialect, constructor, statement, parameters, execution_options, *args, **kw)\u001b[0m\n\u001b[1;32m 1844\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec_insertmany_context(dialect, context)\n\u001b[1;32m 1845\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1846\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_exec_single_context\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1847\u001b[0m \u001b[43m \u001b[49m\u001b[43mdialect\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\n\u001b[1;32m 1848\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/base.py:1986\u001b[0m, in \u001b[0;36mConnection._exec_single_context\u001b[0;34m(self, dialect, context, statement, parameters)\u001b[0m\n\u001b[1;32m 1983\u001b[0m result \u001b[38;5;241m=\u001b[39m context\u001b[38;5;241m.\u001b[39m_setup_result_proxy()\n\u001b[1;32m 1985\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m-> 1986\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle_dbapi_exception\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1987\u001b[0m \u001b[43m \u001b[49m\u001b[43me\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstr_statement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43meffective_parameters\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcursor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\n\u001b[1;32m 1988\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1990\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n", + "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/base.py:2355\u001b[0m, in \u001b[0;36mConnection._handle_dbapi_exception\u001b[0;34m(self, e, statement, parameters, cursor, context, is_sub_exec)\u001b[0m\n\u001b[1;32m 2353\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m should_wrap:\n\u001b[1;32m 2354\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m sqlalchemy_exception \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m-> 2355\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m sqlalchemy_exception\u001b[38;5;241m.\u001b[39mwith_traceback(exc_info[\u001b[38;5;241m2\u001b[39m]) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01me\u001b[39;00m\n\u001b[1;32m 2356\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 2357\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m exc_info[\u001b[38;5;241m1\u001b[39m] \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n", + "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/base.py:1967\u001b[0m, in \u001b[0;36mConnection._exec_single_context\u001b[0;34m(self, dialect, context, statement, parameters)\u001b[0m\n\u001b[1;32m 1965\u001b[0m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[1;32m 1966\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m evt_handled:\n\u001b[0;32m-> 1967\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdialect\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdo_execute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1968\u001b[0m \u001b[43m \u001b[49m\u001b[43mcursor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstr_statement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43meffective_parameters\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\n\u001b[1;32m 1969\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1971\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_has_events \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine\u001b[38;5;241m.\u001b[39m_has_events:\n\u001b[1;32m 1972\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdispatch\u001b[38;5;241m.\u001b[39mafter_cursor_execute(\n\u001b[1;32m 1973\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 1974\u001b[0m cursor,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1978\u001b[0m context\u001b[38;5;241m.\u001b[39mexecutemany,\n\u001b[1;32m 1979\u001b[0m )\n", + "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/default.py:951\u001b[0m, in \u001b[0;36mDefaultDialect.do_execute\u001b[0;34m(self, cursor, statement, parameters, context)\u001b[0m\n\u001b[1;32m 950\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mdo_execute\u001b[39m(\u001b[38;5;28mself\u001b[39m, cursor, statement, parameters, context\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m--> 951\u001b[0m \u001b[43mcursor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[0;31mProgrammingError\u001b[0m: (psycopg2.errors.UndefinedColumn) column policies.simulation_modifier_bytes does not exist\nLINE 1: ...ies.name, policies.description, policies.country, policies.s...\n ^\n\n[SQL: SELECT policies.id, policies.name, policies.description, policies.country, policies.simulation_modifier_bytes \nFROM policies \nWHERE policies.name = %(name_1)s]\n[parameters: {'name_1': 'Current law'}]\n(Background on this error at: https://sqlalche.me/e/20/f405)" + ] + } + ], + "source": [ + "current_law = policyengine_db.get(Policy, name=\"Current law\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c98dc303", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "policyengine", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/run_migration.py b/examples/run_migration.py new file mode 100644 index 00000000..2035ce56 --- /dev/null +++ b/examples/run_migration.py @@ -0,0 +1,54 @@ +#!/usr/bin/env python +"""Example script showing how to run migrations to update the database.""" + +from policyengine.database import Database +from policyengine.migrations import migrate_all, migrate_country + + +def main(): + # Create an in-memory database (you can use a file path for persistence) + db = Database("sqlite:///:memory:") + # Or use a file: db = Database("sqlite:///policyengine.db") + + print("Starting database migration...") + print("-" * 50) + + # Option 1: Migrate all countries at once + print("\nMigrating all countries (UK and US)...") + migrate_all(db, countries=["uk", "us"], include_datasets=True) + + # Option 2: Migrate specific country + # migrate_country(db, "uk", include_datasets=True) + # migrate_country(db, "us", include_datasets=True) + + print("\n" + "-" * 50) + print("Migration complete!") + + # Show what was migrated + from policyengine.models import Variable, Parameter, Dataset + + variables = db.list(Variable) + parameters = db.list(Parameter) + datasets = db.list(Dataset) + + print(f"\nDatabase now contains:") + print(f" - {len(variables)} variables") + print(f" - {len(parameters)} parameters") + print(f" - {len(datasets)} datasets") + + # Show country breakdown + uk_vars = [v for v in variables if v.country == "uk"] + us_vars = [v for v in variables if v.country == "us"] + + print(f"\nBy country:") + print(f" UK: {len(uk_vars)} variables") + print(f" US: {len(us_vars)} variables") + + # Show datasets + print(f"\nDatasets:") + for ds in datasets: + print(f" - {ds.name} ({ds.dataset_type})") + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/src/policyengine/countries/uk/datasets.py b/src/policyengine/countries/uk/datasets.py index 68c01b73..b0e476a8 100644 --- a/src/policyengine/countries/uk/datasets.py +++ b/src/policyengine/countries/uk/datasets.py @@ -8,25 +8,8 @@ from policyengine.models.single_year_dataset import SingleYearDataset from policyengine.models.enums import DatasetType -UK_HUGGING_FACE_REPO = "policyengine/policyengine-uk-data-private" -UK_HUGGING_FACE_FILENAMES = [ - "enhanced_frs_2023_24.h5", - "frs_2023_24.h5", -] - -def create_efrs_years(start_year: int, end_year: int) -> list[Dataset]: - """Create the UK EFRS datasets for a range of years.""" - from policyengine_uk import Microsimulation - - sim = Microsimulation() - return [ - create_efrs(year=year, sim=sim) - for year in range(start_year, end_year + 1) - ] - - -def create_efrs_years_from_hf( +def create_dataset_years_from_hf( start_year: int, end_year: int, *, @@ -34,7 +17,7 @@ def create_efrs_years_from_hf( filename: str, version: str | None = None, ) -> list[Dataset]: - """Create EFRS datasets using a Hugging Face dataset file as the base year. + """Create datasets using a Hugging Face dataset file as the base year. Constructs a `Microsimulation` with `dataset="hf://{repo}/{filename}[@{version}]"` and then materialises dataset rows for the requested range. @@ -46,15 +29,15 @@ def create_efrs_years_from_hf( base = f"{base}@{version}" sim = Microsimulation(dataset=base) return [ - create_efrs(year=year, sim=sim) + create_dataset(year=year, sim=sim, filename=filename) for year in range(start_year, end_year + 1) ] -def create_efrs( - year: int = 2029, sim: "Microsimulation" | None = None +def create_dataset( + year: int = 2029, sim: "Microsimulation" | None = None, filename: str = None ) -> Dataset: - """Create the UK EFRS dataset for a given year (default 2029). + """Create the UK dataset for a given year (default 2029). Uses the policyengine_uk Microsimulation’s bundled dataset tables. """ @@ -77,347 +60,4 @@ def create_efrs( tables=tables, year=year, ) - return Dataset(name=f"efrs_{year}", data=data, dataset_type=DatasetType.UK) - - -def create_uk_synthetic(year: int = 2029) -> Dataset: - """Create a synthetic UK dataset with realistic structure for demonstrations. - - Creates households with diverse characteristics to demonstrate policy impacts. - """ - # Create 10 diverse households with different compositions - household_ids = [100, 101, 102, 103, 104, 105, 106, 107, 108, 109] - benunit_ids = [10, 11, 12, 13, 14, 15, 16, 17, 18, 19] - - # Person data: various ages, employment, and benefit situations - person = pd.DataFrame( - { - "person_id": list(range(1, 25)), - "person_benunit_id": [ - 10, - 10, - 10, - 10, # Family with 2 children - 11, - 11, # Working couple - 12, # Single pensioner - 13, - 13, - 13, # Single parent with 2 children - 14, - 14, # Disabled couple - 15, # High earner - 16, - 16, # Low income couple - 17, - 17, - 17, - 17, # Large family - 18, # Young professional - 19, - 19, - 19, - 19, # Middle income family (added 1 more person) - ], - "person_household_id": [ - 100, - 100, - 100, - 100, # Family household - 101, - 101, # Working couple household - 102, # Single pensioner - 103, - 103, - 103, # Single parent household - 104, - 104, # Disabled couple - 105, # High earner - 106, - 106, # Low income couple - 107, - 107, - 107, - 107, # Large family - 108, # Young professional - 109, - 109, - 109, - 109, # Middle income family (added 1 more person) - ], - "age": [ - 35, - 33, - 8, - 5, - 42, - 40, - 68, - 38, - 12, - 9, - 45, - 43, - 52, - 28, - 25, - 40, - 38, - 14, - 10, - 6, - 30, - 44, - 42, - 7, - ], - "employment_income": [ - 25000, - 20000, - 0, - 0, # Parents working, children none - 45000, - 38000, # Both working - 0, # Pensioner - 18000, - 0, - 0, # Single parent working - 0, - 0, # Disabled - 120000, # High earner - 12000, - 8000, # Low income - 32000, - 28000, - 0, - 0, # Parents working - 35000, # Young professional - 40000, - 30000, - 0, - 0, # Middle income (added child with 0 income) - ], - "pension_income": [ - 0, - 0, - 0, - 0, - 0, - 0, - 15000, # Pensioner - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, # Added one more 0 - ], - "self_employment_income": [ - 0, - 5000, - 0, - 0, # One parent has some self-employment - 0, - 0, - 0, - 3000, - 0, - 0, # Single parent has some self-employment - 0, - 0, - 0, - 0, - 0, - 8000, - 0, - 0, - 0, # One parent self-employed - 0, - 0, - 0, - 0, - 0, # Added one more 0 - ], - "is_disabled": [ - False, - False, - False, - False, - False, - False, - False, - False, - False, - False, - True, - True, # Disabled couple - False, - False, - False, - False, - False, - True, - False, # One disabled child - False, - False, - False, - False, - False, # Added one more False - ], - "dla_m_reported": [ # Disability living allowance mobility - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 400, - 400, # Disabled couple - 0, - 0, - 0, - 0, - 0, - 300, - 0, # Disabled child - 0, - 0, - 0, - 0, - 0, # Added one more 0 - ], - "dla_sc_reported": [ # Disability living allowance self-care - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 600, - 600, # Disabled couple - 0, - 0, - 0, - 0, - 0, - 450, - 0, # Disabled child - 0, - 0, - 0, - 0, - 0, # Added one more 0 - ], - } - ) - - benunit = pd.DataFrame( - { - "benunit_id": benunit_ids, - "would_claim_uc": [True] * 10, # All would claim if eligible - "would_claim_pc": [ - False, - False, - True, - True, - True, - False, - True, - True, - False, - False, - ], - "would_claim_child_benefit": [ - True, - False, - False, - True, - False, - False, - False, - True, - False, - True, - ], - } - ) - - household = pd.DataFrame( - { - "household_id": household_ids, - "council_tax": [ - 1400, - 1600, - 1200, - 1300, - 1400, - 2500, - 1100, - 1500, - 1200, - 1700, - ], - "rent": [ - 800, - 1200, - 600, - 750, - 900, - 0, - 500, - 950, - 900, - 0, - ], # Some own homes (rent=0) - "household_weight": [1.0] * 10, # Equal weights for simplicity - "region": [ - "LONDON", - "SOUTH_EAST", - "NORTH_WEST", - "SCOTLAND", - "WALES", - "LONDON", - "NORTH_EAST", - "EAST_MIDLANDS", - "SOUTH_WEST", - "WEST_MIDLANDS", - ], - "tenure_type": [ - "RENT_PRIVATELY", - "RENT_PRIVATELY", - "RENT_FROM_LA", - "RENT_FROM_HA", - "RENT_PRIVATELY", - "OWNED_OUTRIGHT", - "RENT_FROM_LA", - "RENT_PRIVATELY", - "RENT_PRIVATELY", - "OWNED_WITH_MORTGAGE", - ], - } - ) - - data = SingleYearDataset( - tables={"person": person, "benunit": benunit, "household": household}, - year=year, - ) - return Dataset(name="uk-synthetic", data=data, dataset_type="uk") + return Dataset(name=filename.replace(".h5", "") + f"/{year}", data=data, dataset_type=DatasetType.UK) diff --git a/src/policyengine/countries/us/datasets.py b/src/policyengine/countries/us/datasets.py index 5b79d3e4..2204694b 100644 --- a/src/policyengine/countries/us/datasets.py +++ b/src/policyengine/countries/us/datasets.py @@ -12,18 +12,7 @@ US_HUGGING_FACE_DATASETS = ["enhanced_cps_2024.h5"] -def create_ecps_years(start_year: int, end_year: int) -> list[Dataset]: - from policyengine_us import Microsimulation - - sim = Microsimulation() - - return [ - create_ecps(year=year, sim=sim) - for year in range(start_year, end_year + 1) - ] - - -def create_ecps_years_from_hf( +def create_dataset_years_from_hf( start_year: int, end_year: int, *, @@ -44,15 +33,15 @@ def create_ecps_years_from_hf( sim = Microsimulation(dataset=base) return [ - create_ecps(year=year, sim=sim) + create_dataset(year=year, sim=sim, filename=filename) for year in range(start_year, end_year + 1) ] -def create_ecps( - year: int = 2024, sim: "Microsimulation" | None = None +def create_dataset( + year: int = 2024, sim: "Microsimulation" | None = None, filename: str = None ) -> Dataset: - """Create the ECPS dataset for a given year using the US microsimulation. + """Create the dataset for a given year using the US microsimulation. This computes variables per entity for the requested year. This is the original behavior and differs from the UK path. @@ -74,475 +63,5 @@ def create_ecps( tables[entity][variable] = sim.calculate(variable, period=year) data = SingleYearDataset(tables=tables, year=year) - return Dataset(name=f"ecps_{year}", data=data, dataset_type=DatasetType.US) - - -def create_us_synthetic(year: int = 2024) -> Dataset: - """Create a synthetic US dataset with realistic structure for demonstrations. - - Creates diverse households to demonstrate tax and benefit policy impacts. - """ - # Create diverse household compositions - household = pd.DataFrame( - { - "household_id": [100, 101, 102, 103, 104, 105, 106, 107, 108, 109], - "state_fips": [ - 6, - 36, - 48, - 12, - 17, - 42, - 4, - 53, - 25, - 13, - ], # CA, NY, TX, FL, IL, PA, AZ, WA, MA, GA - "household_weight": [1.0] * 10, - "tenure_type": [ - "OWNER", - "RENTER", - "OWNER", - "RENTER", - "OWNER", - "RENTER", - "OWNER", - "RENTER", - "OWNER", - "RENTER", - ], - } - ) - - # SPM units (supplemental poverty measure units) - spm_unit = pd.DataFrame( - { - "spm_unit_id": [ - 1301, - 1302, - 1303, - 1304, - 1305, - 1306, - 1307, - 1308, - 1309, - 1310, - ], - "snap_reported": [ - 0, - 0, - 400, - 600, - 800, - 0, - 300, - 0, - 0, - 200, - ], # SNAP benefits - "housing_assistance": [0, 0, 500, 800, 1000, 0, 400, 0, 0, 300], - "spm_unit_pre_subsidy_childcare_expenses": [ - 0, - 8000, - 0, - 6000, - 0, - 0, - 5000, - 10000, - 0, - 4000, - ], - } - ) - - # Families - family = pd.DataFrame( - { - "family_id": [ - 1001, - 1002, - 1003, - 1004, - 1005, - 1006, - 1007, - 1008, - 1009, - 1010, - ] - } - ) - - # Tax units (can have multiple per household) - tax_unit = pd.DataFrame( - { - "tax_unit_id": list( - range(1201, 1213) - ), # 12 tax units across 10 households - "takes_up_eitc": [True] * 12, - "takes_up_dc_ptc": [True] * 12, - "cdcc_relevant_expenses": [ - 0, - 3000, - 0, - 2500, - 0, - 0, - 4000, - 5000, - 0, - 2000, - 0, - 0, - ], - } - ) - - # Marital units - marital_unit = pd.DataFrame( - { - "marital_unit_id": list(range(1101, 1118)) # 17 marital units - } - ) - - # Person data with diverse characteristics - person = pd.DataFrame( - { - "person_id": list(range(1, 31)), # 30 people - "person_household_id": [ - 100, - 100, - 100, - 100, # Family with 2 children - 101, - 101, # Working couple - 102, # Single elderly - 103, - 103, - 103, # Single parent with 2 kids - 104, - 104, - 104, - 104, # Low income family - 105, # High earner - 106, - 106, # Disabled couple - 107, - 107, - 107, - 107, - 107, # Large family - 108, - 108, # DINK (dual income no kids) - 109, - 109, - 109, # Middle income family - 101, - 103, - 104, # Additional people in some households (3 people to make 30 total) - ], - "person_spm_unit_id": [ - 1301, - 1301, - 1301, - 1301, - 1302, - 1302, - 1303, - 1304, - 1304, - 1304, - 1305, - 1305, - 1305, - 1305, - 1306, - 1307, - 1307, - 1308, - 1308, - 1308, - 1308, - 1308, - 1309, - 1309, - 1310, - 1310, - 1310, - 1302, - 1304, - 1305, - ], - "person_family_id": [ - 1001, - 1001, - 1001, - 1001, - 1002, - 1002, - 1003, - 1004, - 1004, - 1004, - 1005, - 1005, - 1005, - 1005, - 1006, - 1007, - 1007, - 1008, - 1008, - 1008, - 1008, - 1008, - 1009, - 1009, - 1010, - 1010, - 1010, - 1002, - 1004, - 1005, - ], - "person_tax_unit_id": [ - 1201, - 1201, - 1201, - 1201, - 1202, - 1202, - 1203, - 1204, - 1204, - 1204, - 1205, - 1205, - 1205, - 1205, - 1206, - 1207, - 1207, - 1208, - 1208, - 1209, - 1209, - 1209, # Large family has 2 tax units - 1210, - 1210, - 1211, - 1211, - 1211, - 1202, - 1204, - 1205, - ], - "person_marital_unit_id": [ - 1101, - 1101, - 1102, - 1103, - 1104, - 1104, - 1105, - 1106, - 1107, - 1108, - 1109, - 1109, - 1110, - 1111, - 1112, - 1113, - 1113, - 1114, - 1114, - 1115, - 1116, - 1117, - 1104, - 1104, - 1109, - 1109, - 1110, - 1104, - 1106, - 1109, - ], - "age": [ - 35, - 33, - 8, - 5, - 42, - 40, - 68, - 38, - 12, - 9, - 32, - 30, - 4, - 2, - 55, - 45, - 43, - 41, - 39, - 14, - 10, - 7, - 35, - 34, - 44, - 42, - 6, - 16, - 10, - 1, - ], - "employment_income": [ - 30000, - 25000, - 0, - 0, # Parents working - 55000, - 48000, # High earners - 0, # Retired - 22000, - 0, - 0, # Single parent - 15000, - 12000, - 0, - 0, # Low income - 150000, # Very high earner - 0, - 0, # Disabled - 35000, - 32000, - 0, - 0, - 0, # Parents in large family - 70000, - 65000, # DINK - 45000, - 38000, - 0, # Middle income - 0, - 0, - 0, # Additional dependents (3 people) - ], - "social_security": [ - 0, - 0, - 0, - 0, - 0, - 0, - 18000, # Elderly SS - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 12000, - 11000, # Disabled SS - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 0, # 3 additional people - ], - "self_employment_income": [ - 0, - 8000, - 0, - 0, # One parent self-employed - 0, - 0, - 0, - 5000, - 0, - 0, # Single parent self-employed - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 10000, - 0, - 0, - 0, - 0, # One parent self-employed - 0, - 0, - 0, - 6000, - 0, # One parent self-employed - 0, - 0, - 0, # 3 additional people - ], - "is_disabled": [ - False, - False, - False, - False, - False, - False, - False, - False, - False, - False, - False, - False, - False, - False, - False, - True, - True, # Disabled couple - False, - False, - True, - False, - False, # One disabled child - False, - False, - False, - False, - False, - False, - False, - False, # 3 additional people - ], - } - ) + return Dataset(name=filename.replace(".h5", "") + f"/{year}", data=data, dataset_type=DatasetType.US) - data = SingleYearDataset( - tables={ - "person": person, - "marital_unit": marital_unit, - "tax_unit": tax_unit, - "family": family, - "spm_unit": spm_unit, - "household": household, - }, - year=year, - ) - return Dataset(name="us-synthetic", data=data, dataset_type="us") diff --git a/src/policyengine/database.py b/src/policyengine/database.py index f4b2a06a..f38a1009 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -192,28 +192,147 @@ def add_all( if not items: return [] + # Try to use an optimized batched upsert path for uniform models results: list[SQLModel] = [] total = len(items) + + # Helper: determine table class for a base object + def _tbl_cls_for(obj: Any) -> type[SQLModel]: + return self._resolve_table_class(obj) + + first_tbl = _tbl_cls_for(items[0]) + uniform = all(_tbl_cls_for(o) is first_tbl for o in items) + + # Natural key config per table for fast batch upsert + from policyengine.tables import ( + VariableTable as VarT, + ParameterTable as ParT, + PolicyTable as PolT, + DynamicTable as DynT, + ReportTable as RepT, + ReportElementTable as RepElT, + DatasetTable as DsT, + ) + + Key = tuple[str, ...] + + # Natural keys per table; kept minimal and generic + bulk_key_fields: dict[type[SQLModel], Key] = { + VarT: ("name", "country"), + ParT: ("name", "country"), + PolT: ("name", "country"), + DynT: ("name", "country"), + RepT: ("name", "country"), + RepElT: ("name", "country"), + DsT: ("name",), + } + + use_bulk = uniform and (first_tbl in bulk_key_fields) + with self.session() as s: pbar = None if progress: - try: - from tqdm.auto import tqdm # type: ignore + from tqdm.auto import tqdm # type: ignore + + pbar = tqdm(total=total, desc="Adding", unit="row") + + if not use_bulk: + # Fallback: existing per-row upsert path + for start in range(0, total, max(1, chunk_size)): + end = min(start + chunk_size, total) + for obj in items[start:end]: + row = self._to_table(obj, s, cascade=cascade) + row = self._upsert_row(obj, row, s) + s.add(row) + results.append(row) + s.commit() + if pbar is not None: + pbar.update(end - start) + else: + # Optimized: batch fetch existing rows by natural key and update/insert + key_fields = bulk_key_fields[first_tbl] + # Derive updatable fields dynamically from table columns, excluding PKs and key fields + # This keeps behavior general (e.g., if a table adds model_version later). + table_columns = list(first_tbl.__table__.columns) + pk_names = {c.name for c in table_columns if c.primary_key} + upd_fields = tuple( + c.name + for c in table_columns + if (c.name not in pk_names) and (c.name not in key_fields) + ) - pbar = tqdm(total=total, desc="Adding", unit="row") - except Exception: - pbar = None + for start in range(0, total, max(1, chunk_size)): + end = min(start + chunk_size, total) + batch = items[start:end] + + # Convert to table rows first (to resolve FKs, etc.) + new_rows: list[SQLModel] = [ + self._to_table(obj, s, cascade=cascade) for obj in batch + ] + + # Build key -> new_row map for easy lookup + def _key_from_row(r: SQLModel) -> tuple[Any, ...]: + return tuple(getattr(r, k) for k in key_fields) + + key_to_new = {_key_from_row(r): r for r in new_rows} + + # Fetch existing rows in as few queries as possible + tbl = first_tbl + from sqlalchemy import and_, or_ + + existing_map: dict[tuple[Any, ...], SQLModel] = {} + + # For Dataset (single key) + if key_fields == ("name",): + names = {k[0] for k in key_to_new.keys()} + if names: + stmt = select(tbl).where(getattr(tbl, "name").in_(list(names))) + for r in s.exec(stmt).all(): + existing_map[(getattr(r, "name"),)] = r + else: + # Keys of form (name, country) + names = {k[0] for k in key_to_new.keys()} + countries_non_null = {k[1] for k in key_to_new.keys() if k[1] is not None} + names_null_country = {k[0] for k in key_to_new.keys() if k[1] is None} + + conds = [] + if names and countries_non_null: + conds.append( + and_( + getattr(tbl, "name").in_(list(names)), + getattr(tbl, "country").in_(list(countries_non_null)), + ) + ) + if names_null_country: + conds.append( + and_( + getattr(tbl, "name").in_(list(names_null_country)), + getattr(tbl, "country").is_(None), + ) + ) + if conds: + stmt = select(tbl).where(or_(*conds)) + for r in s.exec(stmt).all(): + key = (getattr(r, "name"), getattr(r, "country")) + if key in key_to_new: + existing_map[key] = r + + # Apply updates or stage inserts + for key, new_row in key_to_new.items(): + existing = existing_map.get(key) + if existing is not None: + # Update only the allowed fields to mirror _upsert_row + for col in upd_fields: + setattr(existing, col, getattr(new_row, col)) + results.append(existing) + else: + s.add(new_row) + results.append(new_row) + + s.commit() + if pbar is not None: + pbar.update(end - start) - for start in range(0, total, max(1, chunk_size)): - end = min(start + chunk_size, total) - for obj in items[start:end]: - row = self._to_table(obj, s, cascade=cascade) - row = self._upsert_row(obj, row, s) - s.add(row) - results.append(row) - s.commit() - if pbar is not None: - pbar.update(end - start) if pbar is not None: pbar.close() if refresh: @@ -375,7 +494,7 @@ def add_parameter_values_bulk( { "id": new_id, "policy_id": pol_id, - "dynamics_id": dyn_id, + "dynamic_id": dyn_id, "parameter_id": par_id, "model_version": obj.model_version, "start_date": obj.start_date, @@ -401,7 +520,7 @@ def add_parameter_values_bulk( parameter_id, model_version, policy_id, - dynamics_id, + dynamic_id, country, ) in keys_to_delete: conds = [ @@ -415,9 +534,9 @@ def add_parameter_values_bulk( else PVTable.policy_id == policy_id ) conds.append( - PVTable.dynamics_id.is_(None) - if dynamics_id is None - else PVTable.dynamics_id == dynamics_id + PVTable.dynamic_id.is_(None) + if dynamic_id is None + else PVTable.dynamic_id == dynamic_id ) s.exec(delete(PVTable).where(*conds)) @@ -784,7 +903,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: return ParameterValueTable( id=getattr(obj, "id", None), policy_id=policy_id, - dynamics_id=dynamic_id, + dynamic_id=dynamic_id, parameter_id=par_row.id, # type: ignore[arg-type] model_version=obj.model_version, start_date=obj.start_date, @@ -820,7 +939,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: # Simulation if isinstance(obj, Simulation): - dataset_id = policy_id = dynamics_id = result_dataset_id = None + dataset_id = policy_id = dynamic_id = result_dataset_id = None if obj.dataset is not None and cascade: ds_row = self._to_table(obj.dataset, s, cascade=cascade) ds_row = self._upsert_row(obj.dataset, ds_row, s) @@ -838,7 +957,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: dy_row = self._upsert_row(obj.dynamic, dy_row, s) s.add(dy_row) s.flush() - dynamics_id = dy_row.id + dynamic_id = dy_row.id if isinstance(obj.result, Dataset) and cascade: rs_row = self._to_table(obj.result, s, cascade=cascade) rs_row = self._upsert_row(obj.result, rs_row, s) @@ -849,7 +968,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: id=getattr(obj, "id", None), dataset_id=dataset_id, policy_id=policy_id, - dynamics_id=dynamics_id, + dynamic_id=dynamic_id, result_dataset_id=result_dataset_id, model_version=obj.model_version, country=obj.country, @@ -1175,9 +1294,9 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: ) dynamic = ( self._to_model( - s.get(DynamicTable, row.dynamics_id), s, cascade=False + s.get(DynamicTable, row.dynamic_id), s, cascade=False ) - if (cascade and row.dynamics_id is not None) + if (cascade and row.dynamic_id is not None) else None ) parameter = ( @@ -1242,9 +1361,9 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: ) dynamic = ( self._to_model( - s.get(DynamicTable, row.dynamics_id), s, cascade=False + s.get(DynamicTable, row.dynamic_id), s, cascade=False ) - if row.dynamics_id is not None + if row.dynamic_id is not None else None ) result = ( @@ -1470,9 +1589,9 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: ParameterValueTable.policy_id.is_(new_row.policy_id) if new_row.policy_id is None else ParameterValueTable.policy_id == new_row.policy_id, - ParameterValueTable.dynamics_id.is_(new_row.dynamics_id) - if new_row.dynamics_id is None - else ParameterValueTable.dynamics_id == new_row.dynamics_id, + ParameterValueTable.dynamic_id.is_(new_row.dynamic_id) + if new_row.dynamic_id is None + else ParameterValueTable.dynamic_id == new_row.dynamic_id, ParameterValueTable.country == new_row.country, ) existing = s.exec(stmt).first() diff --git a/src/policyengine/migrations/__init__.py b/src/policyengine/migrations/__init__.py index a1811157..72bcad06 100644 --- a/src/policyengine/migrations/__init__.py +++ b/src/policyengine/migrations/__init__.py @@ -1,69 +1,3 @@ -"""Simple migrations API. +from .runner import migrate_country, migrate_all -Import the functions below for programmatic use: - - from policyengine.migrations import seed_model, seed_datasets - -Or run the CLI: - - pe-migrate seed-model uk - pe-migrate seed-datasets uk efrs --version 2024.1 -""" - -from .runner import seed_model, seed_datasets, main as cli_main - - -def seed_us_model(db): - return seed_model(db, "us") - - -def seed_uk_model(db): - return seed_model(db, "uk") - - -def seed_uk_efrs_datasets( - db, - version: str | None = None, - start_year: int | None = None, - end_year: int | None = None, -): - return seed_datasets( - db, - "uk", - family="efrs", - version=version, - start_year=start_year, - end_year=end_year, - ) - - -def seed_us_ecps_datasets( - db, - version: str | None = None, - start_year: int | None = None, - end_year: int | None = None, -): - return seed_datasets( - db, - "us", - family="ecps", - version=version, - start_year=start_year, - end_year=end_year, - ) - - -__all__ = [ - "seed_model", - "seed_datasets", - "seed_us_model", - "seed_uk_model", - "seed_uk_efrs_datasets", - "seed_us_ecps_datasets", - "cli_main", -] - - -def reset_db(db): - """Drop and recreate all tables.""" - db.reset() +__all__ = ["migrate_country", "migrate_all"] \ No newline at end of file diff --git a/src/policyengine/migrations/runner.py b/src/policyengine/migrations/runner.py index f0bb0483..048e962f 100644 --- a/src/policyengine/migrations/runner.py +++ b/src/policyengine/migrations/runner.py @@ -1,758 +1,195 @@ -from __future__ import annotations - -import argparse -import os -import json -from pathlib import Path -from urllib import request, error -from typing import Any, Iterable - -try: - from rich.console import Console - from rich.progress import Progress, SpinnerColumn, TextColumn -except Exception: # rich not installed – gracefully degrade - Console = None # type: ignore - Progress = None # type: ignore +"""Migration runner for updating database with latest tax-benefit model metadata and datasets.""" +from typing import Iterable from policyengine.database import Database - - -def _prompt_select(prompt: str, choices: list[str]) -> str: - """Prompt using Rich with explicit choices. - - Requires `rich` (declared as a dependency). Returns the selection. - """ - from rich.prompt import Prompt - - return str(Prompt.ask(prompt, choices=choices)) - - -def _hf_list_tags(repo: str) -> list[str]: - """Return tag names for a Hugging Face repo. - - Tries huggingface_hub first (dataset repo), then model; falls back to HTTP - calls against both endpoints. Uses HUGGING_FACE_TOKEN if present. - """ - token = os.getenv("HUGGING_FACE_TOKEN") - - def _filter_sort_versions(ts: list[str]) -> list[str]: - """Keep only tags like a.b.c (optionally prefixed with 'v'), sort ascending.""" - clean: list[tuple[str, tuple[int, int, int]]] = [] - for t in ts: - if not isinstance(t, str): - continue - s = t.strip() - if s.startswith("v"): - core = s[1:] - else: - core = s - parts = core.split(".") - if len(parts) != 3 or not all(p.isdigit() for p in parts): - continue - try: - key = (int(parts[0]), int(parts[1]), int(parts[2])) - except Exception: - continue - clean.append((t, key)) - clean.sort(key=lambda x: x[1]) # ascending sequential order - return [t for t, _ in clean] - - # 1) huggingface_hub API - try: - from huggingface_hub import HfApi # type: ignore - - api = HfApi(token=token) - # Try as dataset repo - refs = api.list_repo_refs(repo, repo_type="dataset") - tags = [t.name for t in (refs.tags or [])] - tags = _filter_sort_versions(tags) - if tags: - return tags - # Try as model repo (fallback) - refs = api.list_repo_refs(repo, repo_type="model") - tags = [t.name for t in (refs.tags or [])] - tags = _filter_sort_versions(tags) - if tags: - return tags - except Exception: - pass - - # 2) HTTP fallback: try both endpoints - def _http_tags(endpoint: str) -> list[str]: - url = f"https://huggingface.co/api/{endpoint}/{repo}/refs?type=tag" - req = request.Request(url) - if token: - req.add_header("Authorization", f"Bearer {token}") - try: - with request.urlopen(req, timeout=20) as resp: - data = json.loads(resp.read().decode("utf-8")) - except Exception: - return [] - tags: list[str] = [] - if isinstance(data, dict): - if isinstance(data.get("tags"), list): - tags = [ - t.get("name") - for t in data.get("tags", []) - if t.get("name") - ] - elif isinstance(data.get("refs"), dict) and isinstance( - data["refs"].get("tags"), list - ): - tags = [ - t.get("name") - for t in data["refs"].get("tags", []) - if t.get("name") - ] - elif isinstance(data.get("refs"), list): - tags = [ - r.get("name") - for r in data.get("refs", []) - if r and r.get("name") and r.get("type") == "tag" - ] - return tags - - for endpoint in ("datasets", "models"): - tags = _http_tags(endpoint) - tags = _filter_sort_versions(tags) - if tags: - return tags - - return [] - - -def _console() -> Any: - return Console() if Console is not None else None - - -def _log(msg: str) -> None: - c = _console() - if c is not None: - c.print(msg) - else: - print(msg) - - -def _load_env_file() -> None: - """Load environment variables from a local .env file if present. - - Simple parser: lines of KEY=VALUE, ignores comments and blanks. - Does not overwrite existing environment variables. - """ - try: - env_path = Path.cwd() / ".env" - if not env_path.exists(): - return - for line in env_path.read_text().splitlines(): - line = line.strip() - if not line or line.startswith("#"): - continue - if "=" not in line: - continue - key, val = line.split("=", 1) - key = key.strip() - val = val.strip().strip('"').strip("'") - if key and key not in os.environ: - os.environ[key] = val - except Exception: - # Non-fatal if .env cannot be read - pass - - -def _policyengine_db_url() -> str: - """Construct the PolicyEngine live DB URL using password from env. - - Requires `POLICYENGINE_DB_PASSWORD` to be set in the environment or .env. - """ - pwd = os.getenv("POLICYENGINE_DB_PASSWORD") - if not pwd: - raise SystemExit( - "POLICYENGINE_DB_PASSWORD is not set. Add it to your .env." - ) - # Fixed connection parameters (no password embedded here) - user = os.getenv("POLICYENGINE_DB_USER", "postgres.usugnrssspkdutcjeevk") - host = os.getenv( - "POLICYENGINE_DB_HOST", "aws-1-us-east-1.pooler.supabase.com" - ) - port = int(os.getenv("POLICYENGINE_DB_PORT", "5432")) - dbname = os.getenv("POLICYENGINE_DB_NAME", "postgres") - # Match the expected DSN shape exactly - return f"postgresql://{user}:{pwd}@{host}:{port}/{dbname}" - - -def seed_model(db: Database, country: str) -> dict[str, int]: - """Seed variables, parameters, and parameter values for a country. - - Uses the installed policyengine_{country} package to derive the metadata. - Returns counts for a quick summary. +from policyengine.utils.metadata import get_metadata +from policyengine.utils.version import get_model_version +from policyengine.utils.hugging_face import hf_list_tags + + +def migrate_country(db: Database, country: str, include_datasets: bool = True) -> None: + """Migrate a specific country's metadata and datasets to the database. + + This function updates the database with the latest metadata from the installed + country package, including parameters, variables, and optionally datasets. + + Args: + db: Database instance to migrate + country: Country code ("uk" or "us") + include_datasets: Whether to also migrate datasets (default True) """ country = country.lower() - # Announce early to avoid long silence during heavy imports/metadata build - _log(f"[migrate] Loading {country.upper()} model metadata...") - - # Wrap metadata build with a spinner if rich is available - if Progress is not None: - progress = Progress( - SpinnerColumn(), - TextColumn("[progress.description]{task.description}"), - transient=True, - ) - progress.start() - task_md = progress.add_task( - "Building metadata from installed package...", total=None - ) - try: - if country == "uk": - from policyengine.countries.uk.metadata import ( - get_uk_metadata as get_md, - ) - elif country == "us": - from policyengine.countries.us.metadata import ( - get_us_metadata as get_md, - ) - else: - raise SystemExit(f"Unknown country: {country}") - md = get_md() - finally: - progress.update(task_md, completed=1) - progress.stop() + + # Get the country-specific tax-benefit system + if country == "uk": + from policyengine_uk import CountryTaxBenefitSystem + system = CountryTaxBenefitSystem() + elif country == "us": + from policyengine_us import CountryTaxBenefitSystem + system = CountryTaxBenefitSystem() else: + raise ValueError(f"Unknown country: {country}") + + # Get metadata using the helper function + metadata = get_metadata(system, country) + version = get_model_version(country) + + print(f"Migrating {country.upper()} metadata (version {version})...") + + # Migrate policy and dynamic anchors + anchor_objs = [] + if metadata.get("current_law") is not None: + metadata["current_law"].country = country + anchor_objs.append(metadata["current_law"]) + if metadata.get("static") is not None: + metadata["static"].country = country + anchor_objs.append(metadata["static"]) + if anchor_objs: + print(f" Migrating {len(anchor_objs)} policy/dynamic anchors...") + db.add_all(anchor_objs, refresh=False) + + # Migrate variables (upsert on name, country) + variables = [] + for v in metadata.get("variables", []) or []: + v.country = country + variables.append(v) + if variables: + print(f" Migrating {len(variables)} variables...") + db.add_all(variables, refresh=False, chunk_size=1000, progress=True) + + # Migrate parameters (upsert on name, country) + parameters = [] + for p in metadata.get("parameters", []) or []: + p.country = country + parameters.append(p) + if parameters: + print(f" Migrating {len(parameters)} parameters...") + db.add_all(parameters, refresh=False, chunk_size=1000, progress=True) + + # Migrate parameter values (upsert on parameter, model_version, country) + pvalues = [] + for pv in metadata.get("parameter_values", []) or []: + pv.country = country + pv.model_version = version + if pv.parameter is not None: + pv.parameter.country = country + pvalues.append(pv) + + if pvalues: + # First ensure all unique parameters exist + unique_params = {} + for pv in pvalues: + if pv.parameter is not None: + key = (pv.parameter.name, pv.parameter.country) + if key not in unique_params: + unique_params[key] = pv.parameter + + if unique_params: + print(f" Ensuring {len(unique_params)} parameters exist...") + db.add_all(unique_params.values(), refresh=False, chunk_size=1000) + + # Then add parameter values with replacement for this model version + print(f" Migrating {len(pvalues)} parameter values...") + db.add_parameter_values_bulk( + pvalues, + cascade=False, + chunk_size=2000, + progress=True, + verbose=False, + replace=True # Replace existing values for this model version + ) + + # Migrate datasets if requested + if include_datasets: if country == "uk": - from policyengine.countries.uk.metadata import ( - get_uk_metadata as get_md, - ) + hf_repo = "policyengine/policyengine-uk-data-private" + hf_filenames = ["enhanced_frs_2023_24.h5", "frs_2023_24.h5"] elif country == "us": - from policyengine.countries.us.metadata import ( - get_us_metadata as get_md, - ) + hf_repo = "policyengine/policyengine-us-data" + hf_filenames = ["enhanced_cps_2024.h5"] else: - raise SystemExit(f"Unknown country: {country}") - md = get_md() - - # Compute counts up-front - var_count = len(md.get("variables", []) or []) - pvals = list(md.get("parameter_values", []) or []) - pval_count = len(pvals) - unique_params: dict[tuple[str, str | None], Any] = {} - for pv in pvals: - if pv.parameter is not None: - keyp = (pv.parameter.name, country) - if keyp not in unique_params: - unique_params[keyp] = pv.parameter - par_count = len(unique_params) - - # Attach country and persist - # Anchor policy/dynamic - anchors = [] - if md.get("current_law") is not None: - md["current_law"].country = country - anchors.append(md["current_law"]) - if md.get("static") is not None: - md["static"].country = country - anchors.append(md["static"]) - - # Progress UI - if Progress is not None: - progress = Progress( - SpinnerColumn(), - TextColumn("[progress.description]{task.description}"), - transient=True, - ) - progress.start() - if anchors: - task_anchors = progress.add_task("Saving anchors...", total=None) - db.add_all(anchors, refresh=False) - progress.update(task_anchors, completed=1) - if var_count: - task_vars = progress.add_task( - f"Saving variables ({var_count})...", total=None - ) - variables = [] - for v in md.get("variables", []) or []: - v.country = country - variables.append(v) - if variables: - db.add_all(variables, refresh=False) - progress.update(task_vars, completed=1) - if par_count: - task_params = progress.add_task( - f"Saving parameters ({par_count})...", total=None - ) - for p in unique_params.values(): - p.country = country - if unique_params: - db.add_all( - unique_params.values(), refresh=False, chunk_size=1000 - ) - progress.update(task_params, completed=1) - if pval_count: - task_pvals = progress.add_task( - f"Saving parameter values (~{pval_count})...", total=None - ) - # Ensure country set on values and referenced params - prepared = [] - for pv in pvals: - pv.country = country - if pv.parameter is not None: - pv.parameter.country = country - prepared.append(pv) - if prepared: - db.add_parameter_values_bulk( - prepared, - cascade=False, - chunk_size=2000, - progress=True, # internal tqdm, complements rich step status - verbose=True, - replace=False, - ) - progress.update(task_pvals, completed=1) - progress.stop() - else: - # Plain output fallback - if anchors: - _log("Saving anchors...") - db.add_all(anchors, refresh=False) - if var_count: - _log(f"Saving variables ({var_count})...") - variables = [] - for v in md.get("variables", []) or []: - v.country = country - variables.append(v) - if variables: - db.add_all(variables, refresh=False) - if par_count: - _log(f"Saving parameters ({par_count})...") - for p in unique_params.values(): - p.country = country - if unique_params: - db.add_all( - unique_params.values(), refresh=False, chunk_size=1000 - ) - if pval_count: - _log(f"Saving parameter values (~{pval_count})...") - prepared = [] - for pv in pvals: - pv.country = country - if pv.parameter is not None: - pv.parameter.country = country - prepared.append(pv) - if prepared: - db.add_parameter_values_bulk( - prepared, - cascade=False, - chunk_size=2000, - progress=True, - verbose=True, - replace=False, - ) - - return { - "variables": var_count, - "parameters": par_count, - "parameter_values": pval_count, - } - - -def seed_datasets( - db: Database, - country: str, - *, - family: str, - version: str | None = None, - start_year: int | None = None, - end_year: int | None = None, -) -> int: - """Seed dataset rows for a country and family, tagging with an optional version string. - - Defaults mirror your current helpers' ranges if years are not provided. - Returns the number of inserted/updated dataset rows. + hf_repo = None + hf_filenames = [] + + if hf_repo and hf_filenames: + migrate_datasets(db, country, hf_repo, hf_filenames) + + print(f"Migration complete for {country.upper()}!") + + +def migrate_datasets(db: Database, country: str, hf_repo: str, hf_filenames: list[str], hf_version: str = None) -> None: + """Migrate datasets for a specific country. + + Args: + db: Database instance to migrate + country: Country code ("uk" or "us") """ country = country.lower() - family = family.lower() - - # Announce early to avoid silence during imports/build - _log( - f"[migrate] Preparing datasets for {country.upper()} family '{family}'..." - ) - - datasets: Iterable[Any] - # Build with spinner when available - if Progress is not None: - progress = Progress( - SpinnerColumn(), - TextColumn("[progress.description]{task.description}"), - transient=True, - ) - progress.start() - task_build = progress.add_task("Building dataset rows...", total=None) - try: - if country == "uk" and family == "efrs": - from policyengine.countries.uk.metadata import get_uk_datasets - - s = start_year if start_year is not None else 2023 - e = end_year if end_year is not None else 2030 - datasets = get_uk_datasets(s, e) - elif country == "us" and family == "ecps": - from policyengine.countries.us.metadata import get_us_datasets - - s = start_year if start_year is not None else 2024 - e = end_year if end_year is not None else 2035 - datasets = get_us_datasets(s, e) - else: - raise SystemExit( - f"Unknown dataset family for {country}: {family}" + + print(f"Migrating {country.upper()} datasets...") + + if hf_version is None: + versions = hf_list_tags(hf_repo) + hf_version = versions[-1] if versions else None + print(f" Using latest Hugging Face version: {hf_version}") + + datasets = [] + + if country == "uk": + from policyengine.countries.uk.datasets import create_dataset_years_from_hf + + # Create datasets + for filename in hf_filenames: + datasets.extend( + create_dataset_years_from_hf( + start_year=2023, + end_year=2030, + repo=hf_repo, + filename=filename, + version=hf_version, ) - finally: - progress.update(task_build, completed=1) - progress.stop() - else: - if country == "uk" and family == "efrs": - from policyengine.countries.uk.metadata import get_uk_datasets - - s = start_year if start_year is not None else 2023 - e = end_year if end_year is not None else 2030 - datasets = get_uk_datasets(s, e) - elif country == "us" and family == "ecps": - from policyengine.countries.us.metadata import get_us_datasets - - s = start_year if start_year is not None else 2024 - e = end_year if end_year is not None else 2035 - datasets = get_us_datasets(s, e) - else: - raise SystemExit(f"Unknown dataset family for {country}: {family}") - - ds_list = list(datasets) - for ds in ds_list: - if version is not None: - try: - ds.version = version # type: ignore[attr-defined] - except Exception: - pass - - if Progress is not None: - progress = Progress( - SpinnerColumn(), - TextColumn("[progress.description]{task.description}"), - transient=True, - ) - progress.start() - task = progress.add_task( - f"Saving datasets ({len(ds_list)})...", total=None - ) - if ds_list: - db.add_all(ds_list, refresh=False) - progress.update(task, completed=1) - progress.stop() - else: - _log(f"Saving datasets ({len(ds_list)})...") - if ds_list: - db.add_all(ds_list, refresh=False) - - return len(ds_list) - - -def main(argv: list[str] | None = None) -> None: - parser = argparse.ArgumentParser( - description="PolicyEngine migrations runner" - ) - parser.add_argument( - "--db", - dest="db_url", - default=None, - help="Explicit database URL (overrides --db-location)", - ) - parser.add_argument( - "--db-location", - dest="db_location", - choices=["local", "policyengine"], - default=None, - help="Shortcut for selecting the DB: local sqlite or PolicyEngine live DB", - ) - - sub = parser.add_subparsers(dest="cmd", required=False) - - # seed-model - p_model = sub.add_parser( - "seed-model", - help="Seed a country model (variables, parameters, values)", - ) - p_model.add_argument("country", choices=["uk", "us"], help="Country code") - - # seed-dataset (Hugging Face flow only) - p_sd = sub.add_parser( - "seed-dataset", - help="Seed datasets from a Hugging Face repo (interactive)", - ) - p_sd.add_argument("--country", choices=["uk", "us"], default=None) - p_sd.add_argument("--start", dest="start_year", type=int, default=None) - p_sd.add_argument("--end", dest="end_year", type=int, default=None) - - # reset - p_reset = sub.add_parser( - "reset", help="Drop and recreate all tables (DESTROYS DATA)" - ) - p_reset.add_argument( - "-y", - "--yes", - dest="yes", - action="store_true", - help="Do not prompt for confirmation", - ) - - # No explicit wizard subcommand; running without subcommand triggers wizard - - args = parser.parse_args(argv) - - # Load .env early so DB/password and tokens are available - _load_env_file() - - # Resolve database URL (prompt if running interactively without a subcommand) - db_url: str | None = args.db_url - if db_url is None: - if args.db_location == "policyengine": - db_url = _policyengine_db_url() - elif args.db_location == "local": - db_url = os.getenv("DATABASE_URL", "sqlite:///policyengine.db") - elif args.cmd is None: - # Interactive selection for DB location - choice = _prompt_select( - "Select database", ["local", "policyengine"] ) - if choice == "policyengine": - db_url = _policyengine_db_url() - else: - db_url = os.getenv("DATABASE_URL", "sqlite:///policyengine.db") - else: - # Default to env DATABASE_URL or local sqlite - db_url = os.getenv("DATABASE_URL", "sqlite:///policyengine.db") - db = Database(url=db_url) - - if args.cmd == "seed-model": - _log(f"[migrate] Seeding model for {args.country}...") - counts = seed_model(db, args.country) - _log( - f"[done] variables={counts['variables']} parameters={counts['parameters']} values≈{counts['parameter_values']}" - ) - return - - if args.cmd == "seed-dataset": - # Interactive selection flow (country only) - country = getattr(args, "country", None) or _prompt_select( - "Select country", ["uk", "us"] - ) - if country == "uk": - from policyengine.countries.uk.datasets import ( - UK_HUGGING_FACE_REPO as REPO, - UK_HUGGING_FACE_FILENAMES as FILES, - create_efrs_years_from_hf as build_years, - ) - elif country == "us": - from policyengine.countries.us.datasets import ( - US_HUGGING_FACE_REPO as REPO, - US_HUGGING_FACE_DATASETS as FILES, - create_ecps_years_from_hf as build_years, - ) - else: - raise SystemExit(f"Unknown country: {country}") - - # Choose base file - filename = ( - FILES[0] - if len(FILES) == 1 - else _prompt_select("Select base dataset file", list(FILES)) - ) - - # Fetch and choose tag - _log(f"[migrate] Fetching tags from {REPO}...") - tags = _hf_list_tags(REPO) - if not tags: - raise SystemExit("No tags found or access denied to the repo.") - version = _prompt_select("Select dataset version (git tag)", tags) - - # Year range (defaults consistent with non-HF path) - if country == "uk": - default_start, default_end = 2023, 2030 - else: - default_start, default_end = 2024, 2035 - - start_year = getattr(args, "start_year", None) - end_year = getattr(args, "end_year", None) - - from rich.prompt import IntPrompt # type: ignore - - if start_year is None: - start_year = int( - IntPrompt.ask("Start year", default=str(default_start)) - ) - if end_year is None: - end_year = int(IntPrompt.ask("End year", default=str(default_end))) - - _log( - f"[migrate] Seeding {country} from HF tag '{version}' years {start_year}-{end_year}..." - ) - - # Build - datasets = build_years( - start_year, - end_year, - repo=REPO, - filename=filename, - version=version, - ) - ds_list = list(datasets) - for ds in ds_list: - try: - ds.version = version # type: ignore[attr-defined] - except Exception: - pass - - # Save with progress UI when available - if Progress is not None: - progress = Progress( - SpinnerColumn(), - TextColumn("[progress.description]{task.description}"), - transient=True, - ) - progress.start() - task = progress.add_task( - f"Saving datasets ({len(ds_list)})...", total=None - ) - if ds_list: - db.add_all(ds_list, refresh=False) - progress.update(task, completed=1) - progress.stop() - else: - _log(f"Saving datasets ({len(ds_list)})...") - if ds_list: - db.add_all(ds_list, refresh=False) - - _log(f"[done] datasets={len(ds_list)}") - return - - if args.cmd == "reset": - if not getattr(args, "yes", False): - try: - confirm = input( - "This will DELETE ALL data and recreate tables. Type 'yes' to proceed: " - ).strip() - except EOFError: - confirm = "" - if confirm.lower() != "yes": - _log("Aborted.") - return - _log("[migrate] Resetting database (drop + create all tables)...") - db.reset() - _log("[done] Database reset complete.") - return - - # Automatic interactive wizard when no subcommand provided - if args.cmd is None: - action = _prompt_select( - "Choose action", ["seed-model", "seed-dataset", "reset"] - ) - - if action == "seed-model": - country = _prompt_select("Select country", ["uk", "us"]) - _log(f"[migrate] Seeding model for {country}...") - counts = seed_model(db, country) - _log( - f"[done] variables={counts['variables']} parameters={counts['parameters']} values≈{counts['parameter_values']}" - ) - return - - if action == "seed-dataset": - # Reuse the same HF-only flow as the subcommand (country only) - country = _prompt_select("Select country", ["uk", "us"]) - if country == "uk": - from policyengine.countries.uk.datasets import ( - UK_HUGGING_FACE_REPO as REPO, - UK_HUGGING_FACE_FILENAMES as FILES, - create_efrs_years_from_hf as build_years, - ) - elif country == "us": - from policyengine.countries.us.datasets import ( - US_HUGGING_FACE_REPO as REPO, - US_HUGGING_FACE_DATASETS as FILES, - create_ecps_years_from_hf as build_years, + + elif country == "us": + from policyengine.countries.us.datasets import create_dataset_years_from_hf + + for hf_filename in hf_filenames: + datasets.extend( + create_dataset_years_from_hf( + start_year=2024, + end_year=2030, + repo=hf_repo, + filename=hf_filename, + version=hf_version, ) - else: - raise SystemExit(f"Unknown country: {country}") - - filename = ( - FILES[0] - if len(FILES) == 1 - else _prompt_select("Select base dataset file", list(FILES)) ) - _log(f"[migrate] Fetching tags from {REPO}...") - tags = _hf_list_tags(REPO) - if not tags: - raise SystemExit("No tags found or access denied to the repo.") - version = _prompt_select("Select dataset version (git tag)", tags) - - if country == "uk": - default_start, default_end = 2023, 2030 - else: - default_start, default_end = 2024, 2035 - from rich.prompt import IntPrompt # type: ignore - - start_year = int( - IntPrompt.ask("Start year", default=str(default_start)) - ) - end_year = int(IntPrompt.ask("End year", default=str(default_end))) - - _log( - f"[migrate] Seeding {country} from HF tag '{version}' years {start_year}-{end_year}..." - ) - datasets = build_years( - start_year, - end_year, - repo=REPO, - filename=filename, - version=version, - ) - ds_list = list(datasets) - for ds in ds_list: - try: - ds.version = version # type: ignore[attr-defined] - except Exception: - pass - if Progress is not None: - progress = Progress( - SpinnerColumn(), - TextColumn("[progress.description]{task.description}"), - transient=True, - ) - progress.start() - task = progress.add_task( - f"Saving datasets ({len(ds_list)})...", total=None - ) - if ds_list: - db.add_all(ds_list, refresh=False) - progress.update(task, completed=1) - progress.stop() - else: - _log(f"Saving datasets ({len(ds_list)})...") - if ds_list: - db.add_all(ds_list, refresh=False) - _log(f"[done] datasets={len(ds_list)}") - return - - if action == "reset": - try: - confirm = input( - "This will DELETE ALL data and recreate tables. Type 'yes' to proceed: " - ).strip() - except EOFError: - confirm = "" - if confirm.lower() != "yes": - _log("Aborted.") - return - _log("[migrate] Resetting database (drop + create all tables)...") - db.reset() - _log("[done] Database reset complete.") - return - - -if __name__ == "__main__": - main() + else: + raise ValueError(f"Unknown country: {country}") + + # Upsert datasets to database + if datasets: + print(f" Adding {len(datasets)} datasets to database...") + db.add_all(datasets, refresh=False, chunk_size=100, progress=True) + print(f" Successfully migrated {len(datasets)} datasets") + + +def migrate_all(db: Database, countries: Iterable[str] | None = None, include_datasets: bool = True) -> None: + """Migrate all specified countries to the database. + + Args: + db: Database instance to migrate + countries: List of country codes to migrate (default: ["uk", "us"]) + include_datasets: Whether to also migrate datasets (default True) + """ + if countries is None: + countries = ["uk", "us"] + + for country in countries: + try: + migrate_country(db, country, include_datasets=include_datasets) + except ImportError as e: + print(f"Warning: Could not migrate {country} - package not installed: {e}") + except Exception as e: + print(f"Error migrating {country}: {e}") + raise \ No newline at end of file diff --git a/src/policyengine/models/report_items/aggregate.py b/src/policyengine/models/report_items/aggregate.py index e531bfda..716d6e21 100644 --- a/src/policyengine/models/report_items/aggregate.py +++ b/src/policyengine/models/report_items/aggregate.py @@ -37,51 +37,6 @@ class Aggregate(ReportElementDataItem): metric: AggregateMetric value: float | None = None - @classmethod - def build( - cls, - simulation: "Simulation", - variable: str, - entity_level: str = "person", - filter_variable: str | None = None, - metric: AggregateMetric = AggregateMetric.SUM, - ) -> list["Aggregate"]: - """Build and run aggregate calculations for all unique filter values. - - If filter_variable is provided, creates one Aggregate per unique value. - Otherwise creates a single Aggregate for the entire dataset. - """ - items = [] - if filter_variable is not None: - # Get unique values of the filter variable - data: SingleYearDataset = simulation.result.data # type: ignore[attr-defined] - table: pd.DataFrame = data.tables[entity_level] - if filter_variable in table.columns: - unique_values = table[filter_variable].unique() - for value in unique_values: - items.append( - cls( - simulation=simulation, - variable=variable, - entity_level=entity_level, - filter_variable=filter_variable, - filter_variable_value=value, - metric=metric, - ) - ) - else: - items.append( - cls( - simulation=simulation, - variable=variable, - entity_level=entity_level, - metric=metric, - ) - ) - - # Run the computation - return cls.run(items) - @staticmethod def run(items: list["Aggregate"]) -> list["Aggregate"]: """Compute values for provided Aggregate items. diff --git a/src/policyengine/tables/dataset.py b/src/policyengine/tables/dataset.py index 49346fec..b63257db 100644 --- a/src/policyengine/tables/dataset.py +++ b/src/policyengine/tables/dataset.py @@ -3,7 +3,7 @@ from typing import Optional from uuid import UUID, uuid4 -from sqlalchemy import LargeBinary +from sqlalchemy import LargeBinary, UniqueConstraint, Index from sqlmodel import SQLModel, Field from policyengine.models.enums import DatasetType @@ -11,6 +11,10 @@ class DatasetTable(SQLModel, table=True): __tablename__ = "datasets" + __table_args__ = ( + UniqueConstraint("name", name="uq_datasets_name"), + Index("ix_datasets_name", "name"), + ) id: UUID = Field(default_factory=uuid4, primary_key=True) name: str | None = None diff --git a/src/policyengine/tables/dynamic.py b/src/policyengine/tables/dynamic.py index 031c63e8..1d4ac72f 100644 --- a/src/policyengine/tables/dynamic.py +++ b/src/policyengine/tables/dynamic.py @@ -4,10 +4,15 @@ from uuid import UUID, uuid4 from sqlmodel import SQLModel, Field +from sqlalchemy import UniqueConstraint, Index class DynamicTable(SQLModel, table=True): __tablename__ = "dynamic" + __table_args__ = ( + UniqueConstraint("name", "country", name="uq_dynamic_name_country"), + Index("ix_dynamic_name_country", "name", "country"), + ) id: UUID = Field(default_factory=uuid4, primary_key=True) name: str | None = None diff --git a/src/policyengine/tables/parameter.py b/src/policyengine/tables/parameter.py index 79b6d244..3fd186fd 100644 --- a/src/policyengine/tables/parameter.py +++ b/src/policyengine/tables/parameter.py @@ -6,10 +6,15 @@ from sqlalchemy import JSON from sqlmodel import SQLModel, Field +from sqlalchemy import UniqueConstraint, Index class ParameterTable(SQLModel, table=True): __tablename__ = "parameters" + __table_args__ = ( + UniqueConstraint("name", "country", name="uq_parameters_name_country"), + Index("ix_parameters_name_country", "name", "country"), + ) id: UUID = Field(default_factory=uuid4, primary_key=True) name: str @@ -31,7 +36,7 @@ class ParameterValueTable(SQLModel, table=True): # Foreign keys policy_id: UUID | None = Field(default=None, foreign_key="policies.id") - dynamics_id: UUID | None = Field(default=None, foreign_key="dynamic.id") + dynamic_id: UUID | None = Field(default=None, foreign_key="dynamic.id") parameter_id: UUID = Field(foreign_key="parameters.id") model_version: str diff --git a/src/policyengine/tables/policy.py b/src/policyengine/tables/policy.py index 31b0ac0f..92e982fc 100644 --- a/src/policyengine/tables/policy.py +++ b/src/policyengine/tables/policy.py @@ -3,10 +3,15 @@ from uuid import UUID, uuid4 from sqlmodel import SQLModel, Field +from sqlalchemy import UniqueConstraint, Index class PolicyTable(SQLModel, table=True): __tablename__ = "policies" + __table_args__ = ( + UniqueConstraint("name", "country", name="uq_policies_name_country"), + Index("ix_policies_name_country", "name", "country"), + ) id: UUID = Field(default_factory=uuid4, primary_key=True) name: str | None = None diff --git a/src/policyengine/tables/reports.py b/src/policyengine/tables/reports.py index f5b1519c..2f443965 100644 --- a/src/policyengine/tables/reports.py +++ b/src/policyengine/tables/reports.py @@ -4,12 +4,17 @@ from uuid import UUID, uuid4 from sqlmodel import SQLModel, Field +from sqlalchemy import UniqueConstraint, Index from policyengine.models.enums import OperationStatus class ReportTable(SQLModel, table=True): __tablename__ = "reports" + __table_args__ = ( + UniqueConstraint("name", "country", name="uq_reports_name_country"), + Index("ix_reports_name_country", "name", "country"), + ) id: UUID = Field(default_factory=uuid4, primary_key=True) name: str @@ -21,6 +26,10 @@ class ReportTable(SQLModel, table=True): class ReportElementTable(SQLModel, table=True): __tablename__ = "report_elements" + __table_args__ = ( + UniqueConstraint("name", "country", name="uq_report_elements_name_country"), + Index("ix_report_elements_name_country", "name", "country"), + ) id: UUID = Field(default_factory=uuid4, primary_key=True) name: str | None = None diff --git a/src/policyengine/tables/simulation.py b/src/policyengine/tables/simulation.py index 680ba0bf..4531de4f 100644 --- a/src/policyengine/tables/simulation.py +++ b/src/policyengine/tables/simulation.py @@ -17,7 +17,7 @@ class SimulationTable(SQLModel, table=True): dataset_id: UUID | None = Field(default=None, foreign_key="datasets.id") policy_id: UUID | None = Field(default=None, foreign_key="policies.id") - dynamics_id: UUID | None = Field(default=None, foreign_key="dynamic.id") + dynamic_id: UUID | None = Field(default=None, foreign_key="dynamic.id") # Store result dataset as a dataset row to keep consistency result_dataset_id: UUID | None = Field( diff --git a/src/policyengine/tables/variable.py b/src/policyengine/tables/variable.py index f2d392cc..7bf23d66 100644 --- a/src/policyengine/tables/variable.py +++ b/src/policyengine/tables/variable.py @@ -4,10 +4,15 @@ from uuid import UUID, uuid4 from sqlmodel import SQLModel, Field +from sqlalchemy import UniqueConstraint, Index class VariableTable(SQLModel, table=True): __tablename__ = "variables" + __table_args__ = ( + UniqueConstraint("name", "country", name="uq_variables_name_country"), + Index("ix_variables_name_country", "name", "country"), + ) id: UUID = Field(default_factory=uuid4, primary_key=True) name: str diff --git a/src/policyengine/utils/hugging_face.py b/src/policyengine/utils/hugging_face.py new file mode 100644 index 00000000..30cac2be --- /dev/null +++ b/src/policyengine/utils/hugging_face.py @@ -0,0 +1,96 @@ +import os +import json +from urllib import request + +def hf_list_tags(repo: str) -> list[str]: + """Return tag names for a Hugging Face repo. + + Tries huggingface_hub first (dataset repo), then model; falls back to HTTP + calls against both endpoints. Uses HUGGING_FACE_TOKEN if present. + """ + token = os.getenv("HUGGING_FACE_TOKEN") + + def _filter_sort_versions(ts: list[str]) -> list[str]: + """Keep only tags like a.b.c (optionally prefixed with 'v'), sort ascending.""" + clean: list[tuple[str, tuple[int, int, int]]] = [] + for t in ts: + if not isinstance(t, str): + continue + s = t.strip() + if s.startswith("v"): + core = s[1:] + else: + core = s + parts = core.split(".") + if len(parts) != 3 or not all(p.isdigit() for p in parts): + continue + try: + key = (int(parts[0]), int(parts[1]), int(parts[2])) + except Exception: + continue + clean.append((t, key)) + clean.sort(key=lambda x: x[1]) # ascending sequential order + return [t for t, _ in clean] + + # 1) huggingface_hub API + try: + from huggingface_hub import HfApi # type: ignore + + api = HfApi(token=token) + # Try as dataset repo + refs = api.list_repo_refs(repo, repo_type="dataset") + tags = [t.name for t in (refs.tags or [])] + tags = _filter_sort_versions(tags) + if tags: + return tags + # Try as model repo (fallback) + refs = api.list_repo_refs(repo, repo_type="model") + tags = [t.name for t in (refs.tags or [])] + tags = _filter_sort_versions(tags) + if tags: + return tags + except Exception: + pass + + # 2) HTTP fallback: try both endpoints + def _http_tags(endpoint: str) -> list[str]: + url = f"https://huggingface.co/api/{endpoint}/{repo}/refs?type=tag" + req = request.Request(url) + if token: + req.add_header("Authorization", f"Bearer {token}") + try: + with request.urlopen(req, timeout=20) as resp: + data = json.loads(resp.read().decode("utf-8")) + except Exception: + return [] + tags: list[str] = [] + if isinstance(data, dict): + if isinstance(data.get("tags"), list): + tags = [ + t.get("name") + for t in data.get("tags", []) + if t.get("name") + ] + elif isinstance(data.get("refs"), dict) and isinstance( + data["refs"].get("tags"), list + ): + tags = [ + t.get("name") + for t in data["refs"].get("tags", []) + if t.get("name") + ] + elif isinstance(data.get("refs"), list): + tags = [ + r.get("name") + for r in data.get("refs", []) + if r and r.get("name") and r.get("type") == "tag" + ] + return tags + + for endpoint in ("datasets", "models"): + tags = _http_tags(endpoint) + tags = _filter_sort_versions(tags) + if tags: + return tags + + return [] \ No newline at end of file diff --git a/src/policyengine/utils/metadata.py b/src/policyengine/utils/metadata.py index 3f19d598..937e0465 100644 --- a/src/policyengine/utils/metadata.py +++ b/src/policyengine/utils/metadata.py @@ -5,7 +5,7 @@ ParameterValue, Variable, Policy, - Dynamics, + Dynamic, ) import datetime from policyengine.utils.version import get_model_version @@ -13,7 +13,7 @@ def get_metadata(system: TaxBenefitSystem, country: str): current_law = Policy(name="Current law") - static = Dynamics(name="Static") + static = Dynamic(name="Static") parameters = [] parameter_values = [] version = get_model_version(country) diff --git a/tests/test_migrations.py b/tests/test_migrations.py new file mode 100644 index 00000000..f4ddf409 --- /dev/null +++ b/tests/test_migrations.py @@ -0,0 +1,186 @@ +"""Test migrations for updating database with tax-benefit model metadata and datasets.""" + +import pytest +from policyengine.database import Database +from policyengine.migrations import migrate_country, migrate_all +from policyengine.models import Parameter, Variable, Dataset + + +def test_migrate_uk_metadata(): + """Test that UK metadata can be migrated to an in-memory database.""" + # Skip if policyengine_uk is not installed + pytest.importorskip("policyengine_uk") + + # Create in-memory database + db = Database("sqlite:///:memory:") + + # Migrate UK metadata without datasets (faster) + migrate_country(db, "uk", include_datasets=False) + + # Check that some variables were added + variables = db.list(Variable) + uk_variables = [v for v in variables if v.country == "uk"] + assert len(uk_variables) > 0, "No UK variables were migrated" + + # Check that some parameters were added + parameters = db.list(Parameter) + uk_parameters = [p for p in parameters if p.country == "uk"] + assert len(uk_parameters) > 0, "No UK parameters were migrated" + + # Check specific variable exists + income_tax = db.get(Variable, name="income_tax", country="uk") + assert income_tax is not None, "income_tax variable not found" + assert income_tax.country == "uk" + + +def test_migrate_us_metadata(): + """Test that US metadata can be migrated to an in-memory database.""" + # Skip if policyengine_us is not installed + pytest.importorskip("policyengine_us") + + # Create in-memory database + db = Database("sqlite:///:memory:") + + # Migrate US metadata without datasets (faster) + migrate_country(db, "us", include_datasets=False) + + # Check that some variables were added + variables = db.list(Variable) + us_variables = [v for v in variables if v.country == "us"] + assert len(us_variables) > 0, "No US variables were migrated" + + # Check that some parameters were added + parameters = db.list(Parameter) + us_parameters = [p for p in parameters if p.country == "us"] + assert len(us_parameters) > 0, "No US parameters were migrated" + + # Check specific variable exists + federal_tax = db.get(Variable, name="income_tax", country="us") + assert federal_tax is not None, "income_tax variable not found" + assert federal_tax.country == "us" + + +def test_migrate_uk_dataset(): + """Test that UK datasets can be migrated to an in-memory database.""" + # Skip if policyengine_uk is not installed + pytest.importorskip("policyengine_uk") + + # Create in-memory database + db = Database("sqlite:///:memory:") + + # Migrate UK with datasets + migrate_country(db, "uk", include_datasets=True) + + # Check that datasets were added + datasets = db.list(Dataset) + uk_datasets = [d for d in datasets if d.dataset_type.value == "uk"] + assert len(uk_datasets) > 0, "No UK datasets were migrated" + + # Check for specific dataset patterns + dataset_names = [d.name for d in uk_datasets] + # Should have either enhanced_frs or frs datasets for multiple years + assert any("frs" in name for name in dataset_names), "No FRS datasets found" + + +def test_migrate_us_dataset(): + """Test that US datasets can be migrated to an in-memory database.""" + # Skip if policyengine_us is not installed + pytest.importorskip("policyengine_us") + + # Create in-memory database + db = Database("sqlite:///:memory:") + + # Migrate US with datasets + migrate_country(db, "us", include_datasets=True) + + # Check that datasets were added + datasets = db.list(Dataset) + us_datasets = [d for d in datasets if d.dataset_type.value == "us"] + assert len(us_datasets) > 0, "No US datasets were migrated" + + # Check for specific dataset patterns + dataset_names = [d.name for d in us_datasets] + # Should have enhanced_cps datasets for multiple years + assert any("cps" in name for name in dataset_names), "No CPS datasets found" + + +def test_migrate_all(): + """Test that all countries can be migrated together.""" + # Create in-memory database + db = Database("sqlite:///:memory:") + + # Migrate all available countries (will skip if packages not installed) + migrate_all(db, countries=["uk", "us"], include_datasets=False) + + # Check what was migrated + variables = db.list(Variable) + parameters = db.list(Parameter) + + # At least one country should have been migrated if any package is installed + assert len(variables) > 0 or len(parameters) > 0, "No data was migrated" + + +def test_upsert_on_migration(): + """Test that migrations properly upsert data without duplicates.""" + # Skip if policyengine_uk is not installed + pytest.importorskip("policyengine_uk") + + # Create in-memory database + db = Database("sqlite:///:memory:") + + # First migration + migrate_country(db, "uk", include_datasets=False) + + # Count initial items + initial_variables = len(db.list(Variable)) + initial_parameters = len(db.list(Parameter)) + + # Second migration (should upsert, not duplicate) + migrate_country(db, "uk", include_datasets=False) + + # Count after second migration + final_variables = len(db.list(Variable)) + final_parameters = len(db.list(Parameter)) + + # Should be the same (no duplicates) + assert final_variables == initial_variables, "Variables were duplicated" + assert final_parameters == initial_parameters, "Parameters were duplicated" + + +def test_parameter_value_versioning(): + """Test that parameter values are properly versioned by model_version.""" + # Skip if policyengine_uk is not installed + pytest.importorskip("policyengine_uk") + + # Create in-memory database + db = Database("sqlite:///:memory:") + + # Migrate UK + migrate_country(db, "uk", include_datasets=False) + + # Check that parameter values have model versions + from policyengine.utils.version import get_model_version + version = get_model_version("uk") + + # Query for a specific parameter's values + from sqlmodel import select + from policyengine.tables import ParameterValueTable + + with db.session() as s: + stmt = select(ParameterValueTable).where( + ParameterValueTable.country == "uk", + ParameterValueTable.model_version == version + ).limit(10) + values = s.exec(stmt).all() + + assert len(values) > 0, f"No parameter values found for version {version}" + for v in values: + assert v.model_version == version, f"Wrong version: {v.model_version}" + + +def test_invalid_country(): + """Test that invalid country codes raise an error.""" + db = Database("sqlite:///:memory:") + + with pytest.raises(ValueError, match="Unknown country"): + migrate_country(db, "invalid_country", include_datasets=False) \ No newline at end of file From 8931b760f3ceba4c6a37bbfe698e3d8a9902c401 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sun, 7 Sep 2025 11:53:36 +0100 Subject: [PATCH 60/97] Add db constant for live db --- examples/run_migration.py | 54 --------------------------------- src/policyengine/__init__.py | 3 ++ src/policyengine/database.py | 16 +++++++++- tests/test_database_constant.py | 40 ++++++++++++++++++++++++ 4 files changed, 58 insertions(+), 55 deletions(-) delete mode 100644 examples/run_migration.py create mode 100644 tests/test_database_constant.py diff --git a/examples/run_migration.py b/examples/run_migration.py deleted file mode 100644 index 2035ce56..00000000 --- a/examples/run_migration.py +++ /dev/null @@ -1,54 +0,0 @@ -#!/usr/bin/env python -"""Example script showing how to run migrations to update the database.""" - -from policyengine.database import Database -from policyengine.migrations import migrate_all, migrate_country - - -def main(): - # Create an in-memory database (you can use a file path for persistence) - db = Database("sqlite:///:memory:") - # Or use a file: db = Database("sqlite:///policyengine.db") - - print("Starting database migration...") - print("-" * 50) - - # Option 1: Migrate all countries at once - print("\nMigrating all countries (UK and US)...") - migrate_all(db, countries=["uk", "us"], include_datasets=True) - - # Option 2: Migrate specific country - # migrate_country(db, "uk", include_datasets=True) - # migrate_country(db, "us", include_datasets=True) - - print("\n" + "-" * 50) - print("Migration complete!") - - # Show what was migrated - from policyengine.models import Variable, Parameter, Dataset - - variables = db.list(Variable) - parameters = db.list(Parameter) - datasets = db.list(Dataset) - - print(f"\nDatabase now contains:") - print(f" - {len(variables)} variables") - print(f" - {len(parameters)} parameters") - print(f" - {len(datasets)} datasets") - - # Show country breakdown - uk_vars = [v for v in variables if v.country == "uk"] - us_vars = [v for v in variables if v.country == "us"] - - print(f"\nBy country:") - print(f" UK: {len(uk_vars)} variables") - print(f" US: {len(us_vars)} variables") - - # Show datasets - print(f"\nDatasets:") - for ds in datasets: - print(f" - {ds.name} ({ds.dataset_type})") - - -if __name__ == "__main__": - main() \ No newline at end of file diff --git a/src/policyengine/__init__.py b/src/policyengine/__init__.py index e8c0c1b2..4c2045c7 100644 --- a/src/policyengine/__init__.py +++ b/src/policyengine/__init__.py @@ -1,3 +1,4 @@ +from .database import Database, POLICYENGINE_DB from .models import ( Dataset, DatasetType, @@ -13,12 +14,14 @@ ) __all__ = [ + "Database", "Dataset", "DatasetType", "Dynamic", "OperationStatus", "Parameter", "ParameterValue", + "POLICYENGINE_DB", "Policy", "Report", "ReportElement", diff --git a/src/policyengine/database.py b/src/policyengine/database.py index f38a1009..418b7ed3 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -20,6 +20,9 @@ from sqlmodel import SQLModel, Session, create_engine, select from sqlalchemy import delete +# Constants for database connection +POLICYENGINE_DB = "policyengine" # Special value to connect to PolicyEngine live DB using environment variables + # Base models from policyengine.models.user import ( User, @@ -84,6 +87,17 @@ class Database: This is intentionally pragmatic and minimal; it favors a simple mapping over enforcing every possible constraint. Extend as needs grow. + + Usage: + # In-memory database + db = Database("sqlite:///:memory:") + + # Local file database + db = Database("sqlite:///policyengine.db") + + # Connect to live PolicyEngine database (requires env vars) + from policyengine import POLICYENGINE_DB + db = Database(POLICYENGINE_DB) # Uses POLICYENGINE_DB_PASSWORD env var """ def __init__( @@ -92,7 +106,7 @@ def __init__( seed_countries: Iterable[str] | None = None, ): # Special shortcut: connect to PolicyEngine live DB using env vars - if url == "policyengine": + if url == POLICYENGINE_DB: pwd = os.getenv("POLICYENGINE_DB_PASSWORD") if not pwd: raise ValueError( diff --git a/tests/test_database_constant.py b/tests/test_database_constant.py new file mode 100644 index 00000000..419e99ee --- /dev/null +++ b/tests/test_database_constant.py @@ -0,0 +1,40 @@ +"""Test the POLICYENGINE_DB constant and database connection.""" + +import pytest +from policyengine.database import Database, POLICYENGINE_DB + + +def test_policyengine_db_constant(): + """Test that POLICYENGINE_DB constant is defined and has the correct value.""" + assert POLICYENGINE_DB == "policyengine" + + +def test_database_with_constant_no_password(): + """Test that using POLICYENGINE_DB without password raises error.""" + import os + # Make sure password is not set + old_password = os.environ.pop("POLICYENGINE_DB_PASSWORD", None) + + try: + with pytest.raises(ValueError, match="POLICYENGINE_DB_PASSWORD"): + db = Database(POLICYENGINE_DB) + finally: + # Restore password if it was set + if old_password: + os.environ["POLICYENGINE_DB_PASSWORD"] = old_password + + +def test_database_with_memory(): + """Test that regular database creation still works.""" + db = Database("sqlite:///:memory:") + assert db is not None + assert db.engine is not None + + +def test_database_import_from_main_package(): + """Test that Database and POLICYENGINE_DB can be imported from main package.""" + from policyengine import Database as DB2, POLICYENGINE_DB as PDB2 + + assert DB2 == Database + assert PDB2 == POLICYENGINE_DB + assert PDB2 == "policyengine" \ No newline at end of file From 8a601af51144ca54eb0d79a80bf4436dea8c3e30 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sun, 7 Sep 2025 14:18:10 +0100 Subject: [PATCH 61/97] Add baseline parameter table --- docs/quickstart.ipynb | 8 + src/policyengine/database.py | 434 ++++++++---------- src/policyengine/migrations/runner.py | 105 +++-- src/policyengine/models/__init__.py | 2 + src/policyengine/models/baseline_parameter.py | 38 ++ src/policyengine/tables/__init__.py | 2 + src/policyengine/tables/baseline_parameter.py | 36 ++ src/policyengine/tables/dynamic.py | 4 +- src/policyengine/tables/parameter.py | 2 +- src/policyengine/tables/simulation.py | 2 +- src/policyengine/utils/metadata.py | 7 - 11 files changed, 335 insertions(+), 305 deletions(-) create mode 100644 src/policyengine/models/baseline_parameter.py create mode 100644 src/policyengine/tables/baseline_parameter.py diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb index 72d5e3ad..81f9eea6 100644 --- a/docs/quickstart.ipynb +++ b/docs/quickstart.ipynb @@ -1,5 +1,13 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "659da6af", + "metadata": {}, + "source": [ + "# Getting started" + ] + }, { "cell_type": "code", "execution_count": 1, diff --git a/src/policyengine/database.py b/src/policyengine/database.py index 418b7ed3..77f938af 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -34,6 +34,7 @@ from policyengine.models.policy import Policy from policyengine.models.dynamic import Dynamic from policyengine.models.parameter import Parameter, ParameterValue +from policyengine.models.baseline_parameter import BaselineParameterValue from policyengine.models.dataset import Dataset from policyengine.models.single_year_dataset import SingleYearDataset from policyengine.models.simulation import Simulation @@ -62,6 +63,7 @@ DynamicTable, ParameterTable, ParameterValueTable, + BaselineParameterValueTable, DatasetTable, SimulationTable, ReportTable, @@ -136,6 +138,7 @@ def __init__( Dynamic: DynamicTable, Parameter: ParameterTable, ParameterValue: ParameterValueTable, + BaselineParameterValue: BaselineParameterValueTable, Dataset: DatasetTable, Simulation: SimulationTable, Report: ReportTable, @@ -354,223 +357,32 @@ def _key_from_row(r: SQLModel) -> tuple[Any, ...]: s.refresh(row) return results - def add_parameter_values_bulk( - self, - pvalues: Iterable[ParameterValue], - *, - cascade: bool = True, - chunk_size: int = 2000, - progress: bool = False, - verbose: bool = False, - replace: bool = False, - ) -> None: - """Replace-and-insert bulk operation for ParameterValue rows. - - For each unique (parameter, model_version, policy, dynamic, country) - key, deletes existing rows, then bulk inserts provided values in chunks. + def delete_baseline_parameter_values_by_model_version( + self, model_version: str, country: str | None = None + ) -> int: + """Delete all ParameterValue rows for a given model version and country. + + Args: + model_version: The model version to delete + country: Optional country filter + + Returns: + Number of rows deleted """ - items = list(pvalues) - if not items: - return - - from sqlalchemy import insert as sa_insert - from policyengine.tables import ( - ParameterValueTable as PVTable, - ParameterTable as PTable, - PolicyTable as PoTable, - DynamicTable as DTable, - ) - - total = len(items) - if verbose: - print(f"Preparing {total} parameter values for bulk load...") + from policyengine.tables import BaselineParameterValueTable + with self.session() as s: - pbar = None - if progress: - try: - from tqdm.auto import tqdm # type: ignore - - pbar = tqdm( - total=total, desc="Parameter values", unit="row" - ) - except Exception: - pbar = None - - # Caches and per-run bookkeeping - param_cache: dict[tuple[str | None, str | None], Any] = {} - policy_cache: dict[tuple[str | None, str | None], Any] = {} - dynamic_cache: dict[tuple[str | None, str | None], Any] = {} - deleted_series: set[tuple[Any, str, Any, Any, Any]] = set() - - import uuid - - processed = 0 - for start in range(0, total, max(1, chunk_size)): - end = min(start + chunk_size, total) - batch = items[start:end] - - # Phase 1: resolve IDs; optionally collect unique series keys needing delete - keys_to_delete: list[tuple[Any, str, Any, Any, Any]] = [] - pv_rows: list[dict[str, Any]] = [] - - for idx, obj in enumerate(batch): - # Parameter id - par_key = (obj.parameter.name, obj.parameter.country) - par_id = param_cache.get(par_key) - if par_id is None: - # Try to fetch existing first to avoid upsert overhead - existing = s.exec( - select(PTable).where( - PTable.name == obj.parameter.name, - PTable.country == obj.parameter.country, - ) - ).first() - if existing is not None: - par_id = existing.id - else: - par_row = self._to_table( - obj.parameter, s, cascade=cascade - ) - par_row = self._upsert_row( - obj.parameter, par_row, s - ) # type: ignore[arg-type] - s.add(par_row) - s.flush() - par_id = par_row.id - param_cache[par_key] = par_id - - # Policy id (optional) - pol_id = None - if obj.policy is not None: - pol_key = (obj.policy.name, obj.policy.country) - pol_id = policy_cache.get(pol_key) - if pol_id is None: - existing = s.exec( - select(PoTable).where( - PoTable.name == obj.policy.name, - PoTable.country == obj.policy.country, - ) - ).first() - if existing is not None: - pol_id = existing.id - else: - pol_row = self._to_table( - obj.policy, s, cascade=cascade - ) - pol_row = self._upsert_row( - obj.policy, pol_row, s - ) # type: ignore[arg-type] - s.add(pol_row) - s.flush() - pol_id = pol_row.id - policy_cache[pol_key] = pol_id - - # Dynamic id (optional) - dyn_id = None - if obj.dynamic is not None: - dyn_key = (obj.dynamic.name, obj.dynamic.country) - dyn_id = dynamic_cache.get(dyn_key) - if dyn_id is None: - existing = s.exec( - select(DTable).where( - DTable.name == obj.dynamic.name, - DTable.country == obj.dynamic.country, - ) - ).first() - if existing is not None: - dyn_id = existing.id - else: - dyn_row = self._to_table( - obj.dynamic, s, cascade=cascade - ) - dyn_row = self._upsert_row( - obj.dynamic, dyn_row, s - ) # type: ignore[arg-type] - s.add(dyn_row) - s.flush() - dyn_id = dyn_row.id - dynamic_cache[dyn_key] = dyn_id - - series_key = ( - par_id, - obj.model_version, - pol_id, - dyn_id, - obj.country, - ) - if replace and series_key not in deleted_series: - deleted_series.add(series_key) - keys_to_delete.append(series_key) - - # Build row dict for insert (no extra lookups) - new_id = uuid.uuid4() - pv_rows.append( - { - "id": new_id, - "policy_id": pol_id, - "dynamic_id": dyn_id, - "parameter_id": par_id, - "model_version": obj.model_version, - "start_date": obj.start_date, - "end_date": obj.end_date, - "value": self._json_safe_value(obj.value), - "country": obj.country, - } - ) - - if verbose: - if replace: - print( - f"Chunk {start}-{end}: deleting {len(keys_to_delete)} series and inserting {len(pv_rows)} rows..." - ) - else: - print( - f"Chunk {start}-{end}: inserting {len(pv_rows)} rows..." - ) - - # Phase 2: perform series deletes for this unseen set - if replace and keys_to_delete: - for ( - parameter_id, - model_version, - policy_id, - dynamic_id, - country, - ) in keys_to_delete: - conds = [ - PVTable.parameter_id == parameter_id, - PVTable.model_version == model_version, - PVTable.country == country, - ] - conds.append( - PVTable.policy_id.is_(None) - if policy_id is None - else PVTable.policy_id == policy_id - ) - conds.append( - PVTable.dynamic_id.is_(None) - if dynamic_id is None - else PVTable.dynamic_id == dynamic_id - ) - s.exec(delete(PVTable).where(*conds)) - - # Phase 3: bulk insert rows for this chunk - if pv_rows: - s.exec(sa_insert(PVTable).values(pv_rows)) - s.commit() - - processed += len(batch) - if pbar is not None: - pbar.update(len(batch)) - if verbose and processed % 10000 == 0: - print(f"Processed {processed}/{total} values...") - - if pbar is not None: - pbar.close() - if verbose: - print("Bulk load complete.") + stmt = delete(BaselineParameterValueTable).where( + BaselineParameterValueTable.model_version == model_version + ) + if country is not None: + stmt = stmt.where(BaselineParameterValueTable.country == country) - return None + result = s.exec(stmt) + deleted_count = result.rowcount + s.commit() + + return deleted_count # ------------------- Seeding ------------------- def seed(self, countries: Iterable[str]) -> None: @@ -614,37 +426,32 @@ def seed(self, countries: Iterable[str]) -> None: if variables: self.add_all(variables, refresh=False) - # Parameter values (parameters are added first; then values) - pvalues = [] + # Convert parameter values to baseline parameter values + baseline_values = [] for pv in md.get("parameter_values", []) or []: - pv.country = country if pv.parameter is not None: - pv.parameter.country = country - pvalues.append(pv) - if pvalues: - # First add all unique parameters referenced by values - unique_params = {} - for pv in pvalues: - if pv.parameter is not None: - key = (pv.parameter.name, pv.parameter.country) - if key not in unique_params: - unique_params[key] = pv.parameter - if unique_params: - self.add_all( - unique_params.values(), - refresh=False, - progress=True, - chunk_size=1000, + # Create BaselineParameterValue instead + from policyengine.models.baseline_parameter import BaselineParameterValue + + bpv = BaselineParameterValue( + policy=pv.policy, + dynamic=pv.dynamic, + parameter=pv.parameter, + model_version=pv.model_version, + start_date=pv.start_date, + end_date=pv.end_date, + value=pv.value, + country=country, ) - - # Then add values without replacement or auto-linking - self.add_parameter_values_bulk( - pvalues, - cascade=False, - chunk_size=2000, + baseline_values.append(bpv) + + if baseline_values: + print(f" Adding {len(baseline_values)} baseline parameter values...") + self.add_all( + baseline_values, + refresh=False, progress=True, - verbose=True, - replace=False, + chunk_size=1000, ) # Country datasets (default range) – sourced via dedicated helpers @@ -862,6 +669,81 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: country=obj.country, ) + if isinstance(obj, BaselineParameterValue): + # BaselineParameterValue - links to Policy or Dynamic by name lookup + from policyengine.tables import ( + PolicyTable as PoTable, + DynamicTable as DTable, + ) + + policy_id = None + if obj.policy is not None: + pol = obj.policy + pol_row = s.exec( + select(PoTable).where( + PoTable.name == pol.name, + PoTable.country == pol.country, + ) + ).first() + if pol_row is None: + # Create the policy if it doesn't exist + pol_row = self._to_table(pol, s, cascade=cascade) + pol_row = self._upsert_row(pol, pol_row, s) + s.add(pol_row) + s.flush() + policy_id = pol_row.id + + dynamic_id = None + if obj.dynamic is not None: + dyn = obj.dynamic + dyn_row = s.exec( + select(DTable).where( + DTable.name == dyn.name, DTable.country == dyn.country + ) + ).first() + if dyn_row is None: + # Create the dynamic if it doesn't exist + dyn_row = self._to_table(dyn, s, cascade=cascade) + dyn_row = self._upsert_row(dyn, dyn_row, s) + s.add(dyn_row) + s.flush() + dynamic_id = dyn_row.id + + # Handle parameter field + parameter_id = None + if obj.parameter: + param_row = self._to_table(obj.parameter, s) + if param_row.id is None: + # If parameter doesn't have an ID, try to find or create it + from policyengine.tables import ParameterTable as PTable + existing_param = s.exec( + select(PTable).where( + PTable.name == param_row.name, + PTable.country == param_row.country, + ) + ).first() + if existing_param: + parameter_id = existing_param.id + else: + param_row = self._upsert_row(obj.parameter, param_row, s) + s.add(param_row) + s.flush() + parameter_id = param_row.id + else: + parameter_id = param_row.id + + return BaselineParameterValueTable( + id=getattr(obj, "id", None), + policy_id=policy_id, + dynamic_id=dynamic_id, + parameter_id=parameter_id, + model_version=obj.model_version, + start_date=obj.start_date, + end_date=obj.end_date, + value=self._json_safe_value(obj.value), + country=obj.country, + ) + if isinstance(obj, ParameterValue): # Do not auto-create/link related rows here; only resolve by lookup. from policyengine.tables import ( @@ -1298,6 +1180,41 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: country=row.country, ) + if isinstance(row, BaselineParameterValueTable): + policy = ( + self._to_model( + s.get(PolicyTable, row.policy_id), s, cascade=False + ) + if (cascade and row.policy_id is not None) + else None + ) + dynamic = ( + self._to_model( + s.get(DynamicTable, row.dynamic_id), s, cascade=False + ) + if (cascade and row.dynamic_id is not None) + else None + ) + # Fetch the parameter + parameter = ( + self._to_model( + s.get(ParameterTable, row.parameter_id), s, cascade=False + ) + if row.parameter_id is not None + else None + ) + return BaselineParameterValue( + id=row.id, + policy=policy, + dynamic=dynamic, + parameter=parameter, + model_version=row.model_version, + start_date=row.start_date, + end_date=row.end_date, + value=self._json_restore_value(row.value), + country=row.country, + ) + if isinstance(row, ParameterValueTable): policy = ( self._to_model( @@ -1510,6 +1427,7 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: - Policy: same name+country replaces - Dynamic: same name+country replaces - ParameterValue: same (parameter, model_version, start/end, policy, dynamic, country) replaces + - BaselineParameterValue: same (parameter_id, model_version, start/end, policy, dynamic, country) replaces - Report/ReportElement: same name+country replaces (best-effort) """ from policyengine.tables import ( @@ -1517,6 +1435,7 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: DynamicTable, ParameterTable, ParameterValueTable, + BaselineParameterValueTable, VariableTable, ReportTable, ReportElementTable, @@ -1591,22 +1510,22 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: return existing return new_row - # ParameterValue - if isinstance(new_row, ParameterValueTable): - stmt = select(ParameterValueTable).where( - ParameterValueTable.parameter_id == new_row.parameter_id, - ParameterValueTable.model_version == new_row.model_version, - ParameterValueTable.start_date == new_row.start_date, - ParameterValueTable.end_date.is_(new_row.end_date) + # BaselineParameterValue + if isinstance(new_row, BaselineParameterValueTable): + stmt = select(BaselineParameterValueTable).where( + BaselineParameterValueTable.parameter_id == new_row.parameter_id, + BaselineParameterValueTable.model_version == new_row.model_version, + BaselineParameterValueTable.start_date == new_row.start_date, + BaselineParameterValueTable.end_date.is_(new_row.end_date) if new_row.end_date is None - else ParameterValueTable.end_date == new_row.end_date, - ParameterValueTable.policy_id.is_(new_row.policy_id) + else BaselineParameterValueTable.end_date == new_row.end_date, + BaselineParameterValueTable.policy_id.is_(new_row.policy_id) if new_row.policy_id is None - else ParameterValueTable.policy_id == new_row.policy_id, - ParameterValueTable.dynamic_id.is_(new_row.dynamic_id) + else BaselineParameterValueTable.policy_id == new_row.policy_id, + BaselineParameterValueTable.dynamic_id.is_(new_row.dynamic_id) if new_row.dynamic_id is None - else ParameterValueTable.dynamic_id == new_row.dynamic_id, - ParameterValueTable.country == new_row.country, + else BaselineParameterValueTable.dynamic_id == new_row.dynamic_id, + BaselineParameterValueTable.country == new_row.country, ) existing = s.exec(stmt).first() if existing: @@ -1614,6 +1533,13 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: return existing return new_row + # ParameterValue - for the simplified approach, we don't upsert these + # They should be deleted and recreated during migration + if isinstance(new_row, ParameterValueTable): + # Just return the new row without checking for duplicates + # The migration handles deletion/recreation + return new_row + # Variable if isinstance(new_row, VariableTable): stmt = select(VariableTable).where( diff --git a/src/policyengine/migrations/runner.py b/src/policyengine/migrations/runner.py index 048e962f..a275b05d 100644 --- a/src/policyengine/migrations/runner.py +++ b/src/policyengine/migrations/runner.py @@ -5,6 +5,7 @@ from policyengine.utils.metadata import get_metadata from policyengine.utils.version import get_model_version from policyengine.utils.hugging_face import hf_list_tags +from tqdm import trange def migrate_country(db: Database, country: str, include_datasets: bool = True) -> None: @@ -57,47 +58,71 @@ def migrate_country(db: Database, country: str, include_datasets: bool = True) - print(f" Migrating {len(variables)} variables...") db.add_all(variables, refresh=False, chunk_size=1000, progress=True) - # Migrate parameters (upsert on name, country) - parameters = [] - for p in metadata.get("parameters", []) or []: - p.country = country - parameters.append(p) - if parameters: - print(f" Migrating {len(parameters)} parameters...") - db.add_all(parameters, refresh=False, chunk_size=1000, progress=True) - - # Migrate parameter values (upsert on parameter, model_version, country) - pvalues = [] + # Extract unique parameters from parameter values and migrate them + unique_params = {} for pv in metadata.get("parameter_values", []) or []: - pv.country = country - pv.model_version = version if pv.parameter is not None: - pv.parameter.country = country - pvalues.append(pv) - - if pvalues: - # First ensure all unique parameters exist - unique_params = {} - for pv in pvalues: - if pv.parameter is not None: - key = (pv.parameter.name, pv.parameter.country) - if key not in unique_params: - unique_params[key] = pv.parameter - - if unique_params: - print(f" Ensuring {len(unique_params)} parameters exist...") - db.add_all(unique_params.values(), refresh=False, chunk_size=1000) - - # Then add parameter values with replacement for this model version - print(f" Migrating {len(pvalues)} parameter values...") - db.add_parameter_values_bulk( - pvalues, - cascade=False, - chunk_size=2000, - progress=True, - verbose=False, - replace=True # Replace existing values for this model version - ) + key = (pv.parameter.name, country) + if key not in unique_params: + pv.parameter.country = country + unique_params[key] = pv.parameter + + if unique_params: + print(f" Migrating {len(unique_params)} parameters...") + db.add_all(unique_params.values(), refresh=False, chunk_size=1000, progress=True) + + # Delete existing parameter values for this model version + print(f" Deleting existing parameter values for model version {version}...") + deleted_count = db.delete_baseline_parameter_values_by_model_version(version, country) + if deleted_count > 0: + print(f" Deleted {deleted_count} existing parameter values") + + # Build parameter lookup map + param_lookup = {} + from policyengine.tables import ParameterTable + from sqlmodel import select + + with db.session() as s: + for param_name in unique_params.keys(): + param_row = s.exec( + select(ParameterTable).where( + ParameterTable.name == param_name[0], + ParameterTable.country == country, + ) + ).first() + if param_row: + param_lookup[param_name[0]] = param_row.id + + # Now add new parameter values directly using bulk insert + from policyengine.tables import BaselineParameterValueTable + from sqlalchemy import insert as sa_insert + import uuid + + pv_rows = [] + for pv in metadata.get("parameter_values", []) or []: + if pv.parameter is not None and pv.parameter.name in param_lookup: + pv_rows.append({ + "id": uuid.uuid4(), + "parameter_id": param_lookup[pv.parameter.name], + "policy_id": None, # Not using policy/dynamic for now + "dynamic_id": None, + "model_version": version, + "start_date": pv.start_date, + "end_date": pv.end_date, + "value": db._json_safe_value(pv.value), + "country": country, + }) + + if pv_rows: + print(f" Adding {len(pv_rows)} new parameter values...") + with db.session() as s: + # Insert in chunks to avoid SQL limits + chunk_size = 1000 + for i in trange(0, len(pv_rows), chunk_size): + chunk = pv_rows[i:i + chunk_size] + s.exec(sa_insert(BaselineParameterValueTable).values(chunk)) + s.commit() + print(f" Successfully added {len(pv_rows)} parameter values") # Migrate datasets if requested if include_datasets: @@ -170,7 +195,7 @@ def migrate_datasets(db: Database, country: str, hf_repo: str, hf_filenames: lis # Upsert datasets to database if datasets: print(f" Adding {len(datasets)} datasets to database...") - db.add_all(datasets, refresh=False, chunk_size=100, progress=True) + db.add_all(datasets, refresh=False, chunk_size=1, progress=True) print(f" Successfully migrated {len(datasets)} datasets") diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py index 4bd65f5a..0780fccb 100644 --- a/src/policyengine/models/__init__.py +++ b/src/policyengine/models/__init__.py @@ -11,6 +11,7 @@ from .dynamic import Dynamic from .enums import DatasetType, OperationStatus from .parameter import Parameter, ParameterValue +from .baseline_parameter import BaselineParameterValue from .policy import Policy from .reports import ( Report, @@ -32,6 +33,7 @@ Policy.model_rebuild() Dynamic.model_rebuild() ParameterValue.model_rebuild() + BaselineParameterValue.model_rebuild() Report.model_rebuild() ReportElement.model_rebuild() # Data items rebuilt when their modules are imported directly diff --git a/src/policyengine/models/baseline_parameter.py b/src/policyengine/models/baseline_parameter.py new file mode 100644 index 00000000..a687753d --- /dev/null +++ b/src/policyengine/models/baseline_parameter.py @@ -0,0 +1,38 @@ +"""Baseline parameter value model for PolicyEngine. + +Defines `BaselineParameterValue` pydantic model for storing baseline tax-benefit parameter values. +""" + +from __future__ import annotations + +from datetime import datetime +from typing import TYPE_CHECKING, Any + +from pydantic import BaseModel +from uuid import UUID + +if TYPE_CHECKING: # Import to satisfy type checkers without runtime cycles + from .dynamic import Dynamic + from .policy import Policy + from .parameter import Parameter + + +class BaselineParameterValue(BaseModel): + """Baseline parameter value that links to Policy or Dynamic.""" + + id: UUID | None = None + # Foreign keys - either policy or dynamic, not both + policy: Policy | None = None + dynamic: Dynamic | None = None + + # Parameter identification + parameter: Parameter + model_version: str + + # Time period for this value + start_date: datetime + end_date: datetime | None = None + + # The actual value + value: Any # JSON-serializable value + country: str | None = None \ No newline at end of file diff --git a/src/policyengine/tables/__init__.py b/src/policyengine/tables/__init__.py index 49d651fe..69b98a7a 100644 --- a/src/policyengine/tables/__init__.py +++ b/src/policyengine/tables/__init__.py @@ -8,6 +8,7 @@ from .policy import PolicyTable from .dynamic import DynamicTable from .parameter import ParameterTable, ParameterValueTable +from .baseline_parameter import BaselineParameterValueTable from .dataset import DatasetTable from .variable import VariableTable from .reports import ReportTable, ReportElementTable @@ -30,6 +31,7 @@ "DynamicTable", "ParameterTable", "ParameterValueTable", + "BaselineParameterValueTable", "DatasetTable", "VariableTable", "ReportTable", diff --git a/src/policyengine/tables/baseline_parameter.py b/src/policyengine/tables/baseline_parameter.py new file mode 100644 index 00000000..869a8076 --- /dev/null +++ b/src/policyengine/tables/baseline_parameter.py @@ -0,0 +1,36 @@ +from __future__ import annotations + +from datetime import datetime +from typing import Optional, Any +from uuid import UUID, uuid4 + +from sqlalchemy import JSON +from sqlmodel import SQLModel, Field +from sqlalchemy import Index + + +class BaselineParameterValueTable(SQLModel, table=True): + __tablename__ = "baseline_parameter_values" + __table_args__ = ( + Index("ix_baseline_param_values_model_version", "model_version"), + Index("ix_baseline_param_values_country", "country"), + Index("ix_baseline_param_values_param_id", "parameter_id"), + ) + + id: UUID = Field(default_factory=uuid4, primary_key=True) + + # Foreign keys - either policy or dynamic, not both + policy_id: UUID | None = Field(default=None, foreign_key="policies.id") + dynamic_id: UUID | None = Field(default=None, foreign_key="dynamics.id") + + # Parameter identification + parameter_id: UUID = Field(foreign_key="parameters.id") + model_version: str + + # Time period for this value + start_date: datetime + end_date: datetime | None = None + + # The actual value + value: Any = Field(sa_type=JSON) + country: str | None = None \ No newline at end of file diff --git a/src/policyengine/tables/dynamic.py b/src/policyengine/tables/dynamic.py index 1d4ac72f..b17d82c6 100644 --- a/src/policyengine/tables/dynamic.py +++ b/src/policyengine/tables/dynamic.py @@ -8,7 +8,7 @@ class DynamicTable(SQLModel, table=True): - __tablename__ = "dynamic" + __tablename__ = "dynamics" __table_args__ = ( UniqueConstraint("name", "country", name="uq_dynamic_name_country"), Index("ix_dynamic_name_country", "name", "country"), @@ -16,7 +16,7 @@ class DynamicTable(SQLModel, table=True): id: UUID = Field(default_factory=uuid4, primary_key=True) name: str | None = None - parent_id: UUID | None = Field(default=None, foreign_key="dynamic.id") + parent_id: UUID | None = Field(default=None, foreign_key="dynamics.id") description: str | None = None created_at: datetime | None = None updated_at: datetime | None = None diff --git a/src/policyengine/tables/parameter.py b/src/policyengine/tables/parameter.py index 3fd186fd..db730653 100644 --- a/src/policyengine/tables/parameter.py +++ b/src/policyengine/tables/parameter.py @@ -36,7 +36,7 @@ class ParameterValueTable(SQLModel, table=True): # Foreign keys policy_id: UUID | None = Field(default=None, foreign_key="policies.id") - dynamic_id: UUID | None = Field(default=None, foreign_key="dynamic.id") + dynamic_id: UUID | None = Field(default=None, foreign_key="dynamics.id") parameter_id: UUID = Field(foreign_key="parameters.id") model_version: str diff --git a/src/policyengine/tables/simulation.py b/src/policyengine/tables/simulation.py index 4531de4f..58a52071 100644 --- a/src/policyengine/tables/simulation.py +++ b/src/policyengine/tables/simulation.py @@ -17,7 +17,7 @@ class SimulationTable(SQLModel, table=True): dataset_id: UUID | None = Field(default=None, foreign_key="datasets.id") policy_id: UUID | None = Field(default=None, foreign_key="policies.id") - dynamic_id: UUID | None = Field(default=None, foreign_key="dynamic.id") + dynamic_id: UUID | None = Field(default=None, foreign_key="dynamics.id") # Store result dataset as a dataset row to keep consistency result_dataset_id: UUID | None = Field( diff --git a/src/policyengine/utils/metadata.py b/src/policyengine/utils/metadata.py index 937e0465..f9a35916 100644 --- a/src/policyengine/utils/metadata.py +++ b/src/policyengine/utils/metadata.py @@ -20,13 +20,6 @@ def get_metadata(system: TaxBenefitSystem, country: str): param_tree = system.parameters - # TEMPORARY FOR DEBUGGING: RESTRICT TO A SUBSET - - if country == "uk": - param_tree = param_tree.gov.hmrc.income_tax - elif country == "us": - param_tree = param_tree.gov.irs.credits - for param in param_tree.get_descendants(): if isinstance(param, CoreParameter): p = Parameter( From 73f6dd5de388e31d51ff5e71b333344d35a86515 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sun, 7 Sep 2025 14:39:28 +0100 Subject: [PATCH 62/97] Add baseline parameter table improvements --- sim.ipynb | 345 ++++++++++++++++++ src/policyengine/database.py | 55 +-- src/policyengine/models/baseline_parameter.py | 7 +- src/policyengine/models/simulation.py | 26 +- src/policyengine/tables/baseline_parameter.py | 4 - src/policyengine/tables/simulation.py | 2 +- 6 files changed, 378 insertions(+), 61 deletions(-) create mode 100644 sim.ipynb diff --git a/sim.ipynb b/sim.ipynb new file mode 100644 index 00000000..664a8718 --- /dev/null +++ b/sim.ipynb @@ -0,0 +1,345 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "7d0c532a", + "metadata": {}, + "outputs": [], + "source": [ + "from policyengine.models import *\n", + "from policyengine.database import Database\n", + "\n", + "db = Database(url=\"postgresql://postgres:postgres@127.0.0.1:54322/postgres\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "94a62ab8", + "metadata": {}, + "outputs": [], + "source": [ + "current_law = db.get(Policy, name=\"Current law\", country=\"uk\")\n", + "static = db.get(Dynamic, name=\"Static\", country=\"uk\")\n", + "frs_2029 = db.get(Dataset, name=\"frs_2023_24/2029\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "075f7943", + "metadata": {}, + "outputs": [], + "source": [ + "sim = Simulation(\n", + " policy=current_law,\n", + " dynamic=static,\n", + " dataset=frs_2029,\n", + " country=\"uk\",\n", + " model_version=\"2\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "398abe50", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "Dataset(id=UUID('ca839fbf-e0aa-4e79-a267-8a443bacc039'), name='frs_2023_24/2029', source_dataset=None, version=None, data=SingleYearDataset(tables={'person': person_id person_benunit_id person_household_id age birth_year \\\n", + "0 1001 101 1 66.0 1957.0 \n", + "0 2003 201 2 9.0 2014.0 \n", + "1 2004 201 2 4.0 2019.0 \n", + "1 2001 201 2 33.0 1990.0 \n", + "2 2002 201 2 33.0 1990.0 \n", + "... ... ... ... ... ... \n", + "28585 16752001 1675201 16752 62.0 1961.0 \n", + "28586 16753001 1675301 16753 46.0 1977.0 \n", + "28587 16753002 1675302 16753 17.0 2006.0 \n", + "28588 16754001 1675401 16754 24.0 1999.0 \n", + "28589 16754002 1675402 16754 55.0 1968.0 \n", + "\n", + " gender hours_worked is_household_head is_benunit_head \\\n", + "0 FEMALE 2340.0 True True \n", + "0 FEMALE 0.0 False False \n", + "1 FEMALE 0.0 False False \n", + "1 FEMALE 1430.0 False False \n", + "2 MALE 1560.0 True True \n", + "... ... ... ... ... \n", + "28585 FEMALE 1924.0 True True \n", + "28586 FEMALE 2080.0 True True \n", + "28587 FEMALE 2080.0 False True \n", + "28588 MALE 2080.0 True True \n", + "28589 FEMALE 0.0 False True \n", + "\n", + " marital_status ... maintenance_expenses childcare_expenses \\\n", + "0 DIVORCED ... 0.0 0.0 \n", + "0 SINGLE ... 0.0 0.0 \n", + "1 SINGLE ... 0.0 0.0 \n", + "1 MARRIED ... 0.0 0.0 \n", + "2 MARRIED ... 0.0 0.0 \n", + "... ... ... ... ... \n", + "28585 SEPARATED ... 0.0 0.0 \n", + "28586 DIVORCED ... 0.0 0.0 \n", + "28587 SINGLE ... 0.0 0.0 \n", + "28588 SINGLE ... 0.0 0.0 \n", + "28589 SEPARATED ... 0.0 0.0 \n", + "\n", + " personal_pension_contributions employee_pension_contributions \\\n", + "0 0.0 0.000000 \n", + "0 0.0 0.000000 \n", + "1 0.0 0.000000 \n", + "1 0.0 906.949940 \n", + "2 0.0 0.000000 \n", + "... ... ... \n", + "28585 0.0 2373.247259 \n", + "28586 0.0 0.000000 \n", + "28587 0.0 0.000000 \n", + "28588 0.0 2657.468487 \n", + "28589 0.0 0.000000 \n", + "\n", + " employer_pension_contributions is_disabled_for_benefits \\\n", + "0 0.000000 False \n", + "0 0.000000 False \n", + "1 0.000000 False \n", + "1 2720.849821 False \n", + "2 0.000000 False \n", + "... ... ... \n", + "28585 7119.741776 False \n", + "28586 0.000000 False \n", + "28587 0.000000 False \n", + "28588 7972.405462 False \n", + "28589 0.000000 False \n", + "\n", + " is_enhanced_disabled_for_benefits is_severely_disabled_for_benefits \\\n", + "0 False False \n", + "0 False False \n", + "1 False False \n", + "1 False False \n", + "2 False False \n", + "... ... ... \n", + "28585 False False \n", + "28586 False False \n", + "28587 False False \n", + "28588 False False \n", + "28589 False False \n", + "\n", + " is_higher_earner attends_private_school \n", + "0 True False \n", + "0 False False \n", + "1 False False \n", + "1 True False \n", + "2 False False \n", + "... ... ... \n", + "28585 True False \n", + "28586 True False \n", + "28587 True False \n", + "28588 True False \n", + "28589 True False \n", + "\n", + "[36248 rows x 71 columns], 'benunit': benunit_id would_claim_pc would_claim_uc would_claim_child_benefit \\\n", + "0 101 False True True \n", + "1 201 False False True \n", + "2 301 False True False \n", + "3 401 True False False \n", + "4 402 False True False \n", + "... ... ... ... ... \n", + "19369 1675201 False True True \n", + "19370 1675301 False False True \n", + "19371 1675302 False False True \n", + "19372 1675401 False True True \n", + "19373 1675402 False True True \n", + "\n", + " would_claim_extended_childcare would_claim_tfc \\\n", + "0 True False \n", + "1 False False \n", + "2 True True \n", + "3 True True \n", + "4 True False \n", + "... ... ... \n", + "19369 False False \n", + "19370 True True \n", + "19371 True False \n", + "19372 False True \n", + "19373 True True \n", + "\n", + " would_claim_universal_childcare would_claim_targeted_childcare \\\n", + "0 True False \n", + "1 True False \n", + "2 False True \n", + "3 False False \n", + "4 True True \n", + "... ... ... \n", + "19369 True True \n", + "19370 False True \n", + "19371 False False \n", + "19372 False False \n", + "19373 False True \n", + "\n", + " maximum_extended_childcare_hours_usage \n", + "0 12.575289 \n", + "1 19.804017 \n", + "2 10.850478 \n", + "3 16.271099 \n", + "4 17.847392 \n", + "... ... \n", + "19369 23.113464 \n", + "19370 8.760100 \n", + "19371 4.071130 \n", + "19372 9.264017 \n", + "19373 14.533665 \n", + "\n", + "[19374 rows x 9 columns], 'household': household_id household_weight region tenure_type \\\n", + "0 1 1755.138357 SOUTH_EAST OWNED_OUTRIGHT \n", + "1 2 1632.061478 WALES OWNED_WITH_MORTGAGE \n", + "2 3 2059.210648 SOUTH_EAST OWNED_WITH_MORTGAGE \n", + "3 4 2474.982963 SOUTH_EAST RENT_FROM_COUNCIL \n", + "4 5 1613.444807 EAST_MIDLANDS RENT_PRIVATELY \n", + "... ... ... ... ... \n", + "16749 16750 1965.093034 SOUTH_EAST OWNED_WITH_MORTGAGE \n", + "16750 16751 3843.308270 EAST_OF_ENGLAND RENT_PRIVATELY \n", + "16751 16752 300.969512 NORTHERN_IRELAND OWNED_OUTRIGHT \n", + "16752 16753 2330.186634 SCOTLAND RENT_FROM_HA \n", + "16753 16754 3540.270239 EAST_OF_ENGLAND RENT_PRIVATELY \n", + "\n", + " accommodation_type council_tax council_tax_band domestic_rates \\\n", + "0 FLAT 1683.654263 C 0.0 \n", + "1 HOUSE_TERRACED 2064.398465 C 0.0 \n", + "2 HOUSE_DETACHED 2730.183800 D 0.0 \n", + "3 HOUSE_SEMI_DETACHED 2318.604092 C 0.0 \n", + "4 HOUSE_DETACHED 1813.486089 A 0.0 \n", + "... ... ... ... ... \n", + "16749 HOUSE_DETACHED 3283.063369 E 0.0 \n", + "16750 HOUSE_TERRACED 1400.752258 B 0.0 \n", + "16751 HOUSE_TERRACED 0.000000 A 572.0 \n", + "16752 HOUSE_TERRACED 2229.505929 D 0.0 \n", + "16753 FLAT 2466.954882 C 0.0 \n", + "\n", + " rent mortgage_interest_repayment mortgage_capital_repayment \\\n", + "0 0.000000 0.000000 0.000000 \n", + "1 0.000000 6324.261128 4827.284360 \n", + "2 0.000000 10155.989991 51289.896325 \n", + "3 7523.368061 0.000000 0.000000 \n", + "4 0.000000 0.000000 0.000000 \n", + "... ... ... ... \n", + "16749 0.000000 12756.622573 25343.242890 \n", + "16750 9618.785596 0.000000 0.000000 \n", + "16751 0.000000 0.000000 0.000000 \n", + "16752 9485.985815 0.000000 0.000000 \n", + "16753 17380.150525 0.000000 0.000000 \n", + "\n", + " housing_service_charges structural_insurance_payments \\\n", + "0 1351.22541 106.780738 \n", + "1 0.00000 177.635246 \n", + "2 0.00000 226.534836 \n", + "3 0.00000 0.000000 \n", + "4 0.00000 0.000000 \n", + "... ... ... \n", + "16749 0.00000 349.282787 \n", + "16750 0.00000 0.000000 \n", + "16751 0.00000 348.284836 \n", + "16752 0.00000 0.000000 \n", + "16753 0.00000 0.000000 \n", + "\n", + " water_and_sewerage_charges external_child_payments \\\n", + "0 216.019286 0.0 \n", + "1 786.331071 0.0 \n", + "2 367.858929 0.0 \n", + "3 225.933214 0.0 \n", + "4 324.028929 0.0 \n", + "... ... ... \n", + "16749 648.057857 0.0 \n", + "16750 239.499643 0.0 \n", + "16751 0.000000 0.0 \n", + "16752 477.955714 0.0 \n", + "16753 227.498571 0.0 \n", + "\n", + " brma would_evade_tv_licence_fee \\\n", + "0 CANTERBURY False \n", + "1 WREXHAM False \n", + "2 DOVER_SHEPWAY False \n", + "3 THANET False \n", + "4 LINCOLN False \n", + "... ... ... \n", + "16749 CHICHESTER False \n", + "16750 HUNTINGDON False \n", + "16751 BELFAST False \n", + "16752 ABERDEEN_AND_SHIRE True \n", + "16753 COLCHESTER False \n", + "\n", + " main_residential_property_purchased_is_first_home household_owns_tv \n", + "0 False True \n", + "1 False True \n", + "2 False True \n", + "3 False True \n", + "4 False True \n", + "... ... ... \n", + "16749 False True \n", + "16750 True True \n", + "16751 False True \n", + "16752 False True \n", + "16753 False True \n", + "\n", + "[16754 rows x 19 columns]}, year=2029), dataset_type=)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sim.run()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "36dd689a", + "metadata": {}, + "outputs": [], + "source": [ + "db.add(sim)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "policyengine", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/src/policyengine/database.py b/src/policyengine/database.py index 77f938af..a21e1f99 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -106,6 +106,7 @@ def __init__( self, url: str = "sqlite:///:memory:", seed_countries: Iterable[str] | None = None, + country: str | None = None, ): # Special shortcut: connect to PolicyEngine live DB using env vars if url == POLICYENGINE_DB: @@ -126,6 +127,7 @@ def __init__( self.engine = create_engine(url=url) SQLModel.metadata.create_all(self.engine) + self.country = country # Mapping between BaseModel classes and SQLModel table classes self._bm_to_table: Dict[type, type[SQLModel]] = { @@ -180,7 +182,6 @@ def add(self, obj: Any, *, cascade: bool = True) -> SQLModel: Returns the created/updated table instance (with primary key). """ - table_cls = self._resolve_table_class(obj) with self.session() as s: row = self._to_table(obj, s, cascade=cascade) row = self._upsert_row(obj, row, s) @@ -231,10 +232,8 @@ def _tbl_cls_for(obj: Any) -> type[SQLModel]: DatasetTable as DsT, ) - Key = tuple[str, ...] - # Natural keys per table; kept minimal and generic - bulk_key_fields: dict[type[SQLModel], Key] = { + bulk_key_fields: Dict[type[SQLModel], Tuple[str, ...]] = { VarT: ("name", "country"), ParT: ("name", "country"), PolT: ("name", "country"), @@ -491,6 +490,11 @@ def get( - get(Parameter, name="gov.ubi.amount") """ table_cls = self._resolve_table_class(model_cls) + + # Add default country if not specified and table has country field + if self.country and hasattr(table_cls, 'country') and 'country' not in filters: + filters['country'] = self.country + with self.session() as s: if id is not None: row = s.get(table_cls, id) @@ -670,45 +674,6 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: ) if isinstance(obj, BaselineParameterValue): - # BaselineParameterValue - links to Policy or Dynamic by name lookup - from policyengine.tables import ( - PolicyTable as PoTable, - DynamicTable as DTable, - ) - - policy_id = None - if obj.policy is not None: - pol = obj.policy - pol_row = s.exec( - select(PoTable).where( - PoTable.name == pol.name, - PoTable.country == pol.country, - ) - ).first() - if pol_row is None: - # Create the policy if it doesn't exist - pol_row = self._to_table(pol, s, cascade=cascade) - pol_row = self._upsert_row(pol, pol_row, s) - s.add(pol_row) - s.flush() - policy_id = pol_row.id - - dynamic_id = None - if obj.dynamic is not None: - dyn = obj.dynamic - dyn_row = s.exec( - select(DTable).where( - DTable.name == dyn.name, DTable.country == dyn.country - ) - ).first() - if dyn_row is None: - # Create the dynamic if it doesn't exist - dyn_row = self._to_table(dyn, s, cascade=cascade) - dyn_row = self._upsert_row(dyn, dyn_row, s) - s.add(dyn_row) - s.flush() - dynamic_id = dyn_row.id - # Handle parameter field parameter_id = None if obj.parameter: @@ -734,8 +699,6 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: return BaselineParameterValueTable( id=getattr(obj, "id", None), - policy_id=policy_id, - dynamic_id=dynamic_id, parameter_id=parameter_id, model_version=obj.model_version, start_date=obj.start_date, @@ -1419,7 +1382,7 @@ def _json_restore_value(self, v: Any) -> Any: return v # ------------------- Upsert helpers ------------------- - def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: + def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: # noqa: ARG002 """Apply deduplication/upsert rules per model type. - Parameter: same name+country replaces diff --git a/src/policyengine/models/baseline_parameter.py b/src/policyengine/models/baseline_parameter.py index a687753d..4562c42f 100644 --- a/src/policyengine/models/baseline_parameter.py +++ b/src/policyengine/models/baseline_parameter.py @@ -12,18 +12,13 @@ from uuid import UUID if TYPE_CHECKING: # Import to satisfy type checkers without runtime cycles - from .dynamic import Dynamic - from .policy import Policy from .parameter import Parameter class BaselineParameterValue(BaseModel): - """Baseline parameter value that links to Policy or Dynamic.""" + """Baseline parameter value for a specific parameter and model version.""" id: UUID | None = None - # Foreign keys - either policy or dynamic, not both - policy: Policy | None = None - dynamic: Dynamic | None = None # Parameter identification parameter: Parameter diff --git a/src/policyengine/models/simulation.py b/src/policyengine/models/simulation.py index dc95fe93..02c062b9 100644 --- a/src/policyengine/models/simulation.py +++ b/src/policyengine/models/simulation.py @@ -7,12 +7,12 @@ from datetime import datetime from typing import Any -from pydantic import BaseModel +from pydantic import BaseModel, field_validator, model_validator from uuid import UUID from .dataset import Dataset from .dynamic import Dynamic -from .enums import OperationStatus +from .enums import OperationStatus, DatasetType from .policy import Policy from policyengine.utils.version import get_model_version @@ -27,12 +27,28 @@ class Simulation(BaseModel): dynamic: Dynamic result: Any | None = None model_version: str | None = None - country: str + country: str | None = None # Processing metadata status: OperationStatus = OperationStatus.PENDING created_at: datetime = datetime.now() completed_at: datetime | None = None + + @model_validator(mode='after') + def infer_country_and_version(self): + """Infer country from dataset type and model_version from country package.""" + # Infer country from dataset if not provided + if self.country is None and self.dataset and hasattr(self.dataset, 'dataset_type'): + if self.dataset.dataset_type == DatasetType.UK: + self.country = 'uk' + elif self.dataset.dataset_type == DatasetType.US: + self.country = 'us' + + # Infer model_version from country package if not provided + if self.model_version is None and self.country: + self.model_version = get_model_version(self.country) + + return self def run(self) -> Dataset: """Run the simulation.""" @@ -47,5 +63,7 @@ def run(self) -> Dataset: self.status = OperationStatus.COMPLETED self.completed_at = datetime.now() - self.model_version = get_model_version(self.country) + # Model version already set by validator, but update if not set + if self.model_version is None: + self.model_version = get_model_version(self.country) return self.dataset diff --git a/src/policyengine/tables/baseline_parameter.py b/src/policyengine/tables/baseline_parameter.py index 869a8076..7570673b 100644 --- a/src/policyengine/tables/baseline_parameter.py +++ b/src/policyengine/tables/baseline_parameter.py @@ -18,10 +18,6 @@ class BaselineParameterValueTable(SQLModel, table=True): ) id: UUID = Field(default_factory=uuid4, primary_key=True) - - # Foreign keys - either policy or dynamic, not both - policy_id: UUID | None = Field(default=None, foreign_key="policies.id") - dynamic_id: UUID | None = Field(default=None, foreign_key="dynamics.id") # Parameter identification parameter_id: UUID = Field(foreign_key="parameters.id") diff --git a/src/policyengine/tables/simulation.py b/src/policyengine/tables/simulation.py index 58a52071..2f93398f 100644 --- a/src/policyengine/tables/simulation.py +++ b/src/policyengine/tables/simulation.py @@ -24,7 +24,7 @@ class SimulationTable(SQLModel, table=True): default=None, foreign_key="datasets.id" ) model_version: str | None = None - country: str + country: str | None = None status: OperationStatus = OperationStatus.PENDING created_at: datetime = datetime.now() From a54ba06098e17fca6ac3fe08fd66ec89c3ba4710 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 8 Sep 2025 09:15:18 +0100 Subject: [PATCH 63/97] Update dataset type --- pyproject.toml | 18 +- sim.ipynb | 345 ------------------ src/policyengine/countries/uk/datasets.py | 26 +- src/policyengine/countries/uk/metadata.py | 14 +- src/policyengine/countries/uk/simulation.py | 72 +++- src/policyengine/countries/us/datasets.py | 27 +- src/policyengine/countries/us/metadata.py | 14 +- src/policyengine/countries/us/simulation.py | 68 +++- src/policyengine/database.py | 113 ++++-- src/policyengine/migrations/__init__.py | 2 +- src/policyengine/migrations/runner.py | 147 +++++--- src/policyengine/models/baseline_parameter.py | 8 +- src/policyengine/models/enums.py | 4 +- .../models/report_items/aggregate.py | 14 +- src/policyengine/models/report_items/count.py | 14 +- .../models/report_items/two_sim_change.py | 24 +- src/policyengine/models/simulation.py | 22 +- src/policyengine/tables/baseline_parameter.py | 8 +- src/policyengine/tables/reports.py | 4 +- src/policyengine/utils/hugging_face.py | 3 +- src/policyengine/utils/metadata.py | 22 +- src/policyengine/utils/parametric_reforms.py | 29 +- tests/test_database.py | 10 +- tests/test_database_constant.py | 7 +- tests/test_migrations.py | 99 ++--- tests/test_report_elements.py | 4 +- 26 files changed, 547 insertions(+), 571 deletions(-) delete mode 100644 sim.ipynb diff --git a/pyproject.toml b/pyproject.toml index bdbd4e3b..aad3f85a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -13,24 +13,34 @@ authors = [ license = {file = "LICENSE"} requires-python = ">=3.13" dependencies = [ - "policyengine_core>=3.10", - "policyengine-uk", - "policyengine-us>=1.213.1", "sqlalchemy>=2.0.0", "sqlmodel>=0.0.21", "alembic>=1.13.0", "psycopg2-binary>=2.9.0", "pymysql>=1.1.0", "google-cloud-storage>=2.10.0", - "microdf_python", "getpass4", "pydantic>=2.0.0", "pandas>=2.0.0", "rich>=13.0.0", "ipywidgets>=8.0.0", + "microdf_python", ] [project.optional-dependencies] +uk = [ + "policyengine_core>=3.10", + "policyengine-uk", +] +us = [ + "policyengine_core>=3.10", + "policyengine-us>=1.213.1", +] +all = [ + "policyengine_core>=3.10", + "policyengine-uk", + "policyengine-us>=1.213.1", +] dev = [ "black", "pytest", diff --git a/sim.ipynb b/sim.ipynb deleted file mode 100644 index 664a8718..00000000 --- a/sim.ipynb +++ /dev/null @@ -1,345 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "7d0c532a", - "metadata": {}, - "outputs": [], - "source": [ - "from policyengine.models import *\n", - "from policyengine.database import Database\n", - "\n", - "db = Database(url=\"postgresql://postgres:postgres@127.0.0.1:54322/postgres\")" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "94a62ab8", - "metadata": {}, - "outputs": [], - "source": [ - "current_law = db.get(Policy, name=\"Current law\", country=\"uk\")\n", - "static = db.get(Dynamic, name=\"Static\", country=\"uk\")\n", - "frs_2029 = db.get(Dataset, name=\"frs_2023_24/2029\")" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "075f7943", - "metadata": {}, - "outputs": [], - "source": [ - "sim = Simulation(\n", - " policy=current_law,\n", - " dynamic=static,\n", - " dataset=frs_2029,\n", - " country=\"uk\",\n", - " model_version=\"2\"\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "398abe50", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "Dataset(id=UUID('ca839fbf-e0aa-4e79-a267-8a443bacc039'), name='frs_2023_24/2029', source_dataset=None, version=None, data=SingleYearDataset(tables={'person': person_id person_benunit_id person_household_id age birth_year \\\n", - "0 1001 101 1 66.0 1957.0 \n", - "0 2003 201 2 9.0 2014.0 \n", - "1 2004 201 2 4.0 2019.0 \n", - "1 2001 201 2 33.0 1990.0 \n", - "2 2002 201 2 33.0 1990.0 \n", - "... ... ... ... ... ... \n", - "28585 16752001 1675201 16752 62.0 1961.0 \n", - "28586 16753001 1675301 16753 46.0 1977.0 \n", - "28587 16753002 1675302 16753 17.0 2006.0 \n", - "28588 16754001 1675401 16754 24.0 1999.0 \n", - "28589 16754002 1675402 16754 55.0 1968.0 \n", - "\n", - " gender hours_worked is_household_head is_benunit_head \\\n", - "0 FEMALE 2340.0 True True \n", - "0 FEMALE 0.0 False False \n", - "1 FEMALE 0.0 False False \n", - "1 FEMALE 1430.0 False False \n", - "2 MALE 1560.0 True True \n", - "... ... ... ... ... \n", - "28585 FEMALE 1924.0 True True \n", - "28586 FEMALE 2080.0 True True \n", - "28587 FEMALE 2080.0 False True \n", - "28588 MALE 2080.0 True True \n", - "28589 FEMALE 0.0 False True \n", - "\n", - " marital_status ... maintenance_expenses childcare_expenses \\\n", - "0 DIVORCED ... 0.0 0.0 \n", - "0 SINGLE ... 0.0 0.0 \n", - "1 SINGLE ... 0.0 0.0 \n", - "1 MARRIED ... 0.0 0.0 \n", - "2 MARRIED ... 0.0 0.0 \n", - "... ... ... ... ... \n", - "28585 SEPARATED ... 0.0 0.0 \n", - "28586 DIVORCED ... 0.0 0.0 \n", - "28587 SINGLE ... 0.0 0.0 \n", - "28588 SINGLE ... 0.0 0.0 \n", - "28589 SEPARATED ... 0.0 0.0 \n", - "\n", - " personal_pension_contributions employee_pension_contributions \\\n", - "0 0.0 0.000000 \n", - "0 0.0 0.000000 \n", - "1 0.0 0.000000 \n", - "1 0.0 906.949940 \n", - "2 0.0 0.000000 \n", - "... ... ... \n", - "28585 0.0 2373.247259 \n", - "28586 0.0 0.000000 \n", - "28587 0.0 0.000000 \n", - "28588 0.0 2657.468487 \n", - "28589 0.0 0.000000 \n", - "\n", - " employer_pension_contributions is_disabled_for_benefits \\\n", - "0 0.000000 False \n", - "0 0.000000 False \n", - "1 0.000000 False \n", - "1 2720.849821 False \n", - "2 0.000000 False \n", - "... ... ... \n", - "28585 7119.741776 False \n", - "28586 0.000000 False \n", - "28587 0.000000 False \n", - "28588 7972.405462 False \n", - "28589 0.000000 False \n", - "\n", - " is_enhanced_disabled_for_benefits is_severely_disabled_for_benefits \\\n", - "0 False False \n", - "0 False False \n", - "1 False False \n", - "1 False False \n", - "2 False False \n", - "... ... ... \n", - "28585 False False \n", - "28586 False False \n", - "28587 False False \n", - "28588 False False \n", - "28589 False False \n", - "\n", - " is_higher_earner attends_private_school \n", - "0 True False \n", - "0 False False \n", - "1 False False \n", - "1 True False \n", - "2 False False \n", - "... ... ... \n", - "28585 True False \n", - "28586 True False \n", - "28587 True False \n", - "28588 True False \n", - "28589 True False \n", - "\n", - "[36248 rows x 71 columns], 'benunit': benunit_id would_claim_pc would_claim_uc would_claim_child_benefit \\\n", - "0 101 False True True \n", - "1 201 False False True \n", - "2 301 False True False \n", - "3 401 True False False \n", - "4 402 False True False \n", - "... ... ... ... ... \n", - "19369 1675201 False True True \n", - "19370 1675301 False False True \n", - "19371 1675302 False False True \n", - "19372 1675401 False True True \n", - "19373 1675402 False True True \n", - "\n", - " would_claim_extended_childcare would_claim_tfc \\\n", - "0 True False \n", - "1 False False \n", - "2 True True \n", - "3 True True \n", - "4 True False \n", - "... ... ... \n", - "19369 False False \n", - "19370 True True \n", - "19371 True False \n", - "19372 False True \n", - "19373 True True \n", - "\n", - " would_claim_universal_childcare would_claim_targeted_childcare \\\n", - "0 True False \n", - "1 True False \n", - "2 False True \n", - "3 False False \n", - "4 True True \n", - "... ... ... \n", - "19369 True True \n", - "19370 False True \n", - "19371 False False \n", - "19372 False False \n", - "19373 False True \n", - "\n", - " maximum_extended_childcare_hours_usage \n", - "0 12.575289 \n", - "1 19.804017 \n", - "2 10.850478 \n", - "3 16.271099 \n", - "4 17.847392 \n", - "... ... \n", - "19369 23.113464 \n", - "19370 8.760100 \n", - "19371 4.071130 \n", - "19372 9.264017 \n", - "19373 14.533665 \n", - "\n", - "[19374 rows x 9 columns], 'household': household_id household_weight region tenure_type \\\n", - "0 1 1755.138357 SOUTH_EAST OWNED_OUTRIGHT \n", - "1 2 1632.061478 WALES OWNED_WITH_MORTGAGE \n", - "2 3 2059.210648 SOUTH_EAST OWNED_WITH_MORTGAGE \n", - "3 4 2474.982963 SOUTH_EAST RENT_FROM_COUNCIL \n", - "4 5 1613.444807 EAST_MIDLANDS RENT_PRIVATELY \n", - "... ... ... ... ... \n", - "16749 16750 1965.093034 SOUTH_EAST OWNED_WITH_MORTGAGE \n", - "16750 16751 3843.308270 EAST_OF_ENGLAND RENT_PRIVATELY \n", - "16751 16752 300.969512 NORTHERN_IRELAND OWNED_OUTRIGHT \n", - "16752 16753 2330.186634 SCOTLAND RENT_FROM_HA \n", - "16753 16754 3540.270239 EAST_OF_ENGLAND RENT_PRIVATELY \n", - "\n", - " accommodation_type council_tax council_tax_band domestic_rates \\\n", - "0 FLAT 1683.654263 C 0.0 \n", - "1 HOUSE_TERRACED 2064.398465 C 0.0 \n", - "2 HOUSE_DETACHED 2730.183800 D 0.0 \n", - "3 HOUSE_SEMI_DETACHED 2318.604092 C 0.0 \n", - "4 HOUSE_DETACHED 1813.486089 A 0.0 \n", - "... ... ... ... ... \n", - "16749 HOUSE_DETACHED 3283.063369 E 0.0 \n", - "16750 HOUSE_TERRACED 1400.752258 B 0.0 \n", - "16751 HOUSE_TERRACED 0.000000 A 572.0 \n", - "16752 HOUSE_TERRACED 2229.505929 D 0.0 \n", - "16753 FLAT 2466.954882 C 0.0 \n", - "\n", - " rent mortgage_interest_repayment mortgage_capital_repayment \\\n", - "0 0.000000 0.000000 0.000000 \n", - "1 0.000000 6324.261128 4827.284360 \n", - "2 0.000000 10155.989991 51289.896325 \n", - "3 7523.368061 0.000000 0.000000 \n", - "4 0.000000 0.000000 0.000000 \n", - "... ... ... ... \n", - "16749 0.000000 12756.622573 25343.242890 \n", - "16750 9618.785596 0.000000 0.000000 \n", - "16751 0.000000 0.000000 0.000000 \n", - "16752 9485.985815 0.000000 0.000000 \n", - "16753 17380.150525 0.000000 0.000000 \n", - "\n", - " housing_service_charges structural_insurance_payments \\\n", - "0 1351.22541 106.780738 \n", - "1 0.00000 177.635246 \n", - "2 0.00000 226.534836 \n", - "3 0.00000 0.000000 \n", - "4 0.00000 0.000000 \n", - "... ... ... \n", - "16749 0.00000 349.282787 \n", - "16750 0.00000 0.000000 \n", - "16751 0.00000 348.284836 \n", - "16752 0.00000 0.000000 \n", - "16753 0.00000 0.000000 \n", - "\n", - " water_and_sewerage_charges external_child_payments \\\n", - "0 216.019286 0.0 \n", - "1 786.331071 0.0 \n", - "2 367.858929 0.0 \n", - "3 225.933214 0.0 \n", - "4 324.028929 0.0 \n", - "... ... ... \n", - "16749 648.057857 0.0 \n", - "16750 239.499643 0.0 \n", - "16751 0.000000 0.0 \n", - "16752 477.955714 0.0 \n", - "16753 227.498571 0.0 \n", - "\n", - " brma would_evade_tv_licence_fee \\\n", - "0 CANTERBURY False \n", - "1 WREXHAM False \n", - "2 DOVER_SHEPWAY False \n", - "3 THANET False \n", - "4 LINCOLN False \n", - "... ... ... \n", - "16749 CHICHESTER False \n", - "16750 HUNTINGDON False \n", - "16751 BELFAST False \n", - "16752 ABERDEEN_AND_SHIRE True \n", - "16753 COLCHESTER False \n", - "\n", - " main_residential_property_purchased_is_first_home household_owns_tv \n", - "0 False True \n", - "1 False True \n", - "2 False True \n", - "3 False True \n", - "4 False True \n", - "... ... ... \n", - "16749 False True \n", - "16750 True True \n", - "16751 False True \n", - "16752 False True \n", - "16753 False True \n", - "\n", - "[16754 rows x 19 columns]}, year=2029), dataset_type=)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sim.run()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "36dd689a", - "metadata": {}, - "outputs": [], - "source": [ - "db.add(sim)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "policyengine", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.13.5" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/src/policyengine/countries/uk/datasets.py b/src/policyengine/countries/uk/datasets.py index b0e476a8..c49ed0b5 100644 --- a/src/policyengine/countries/uk/datasets.py +++ b/src/policyengine/countries/uk/datasets.py @@ -22,7 +22,13 @@ def create_dataset_years_from_hf( Constructs a `Microsimulation` with `dataset="hf://{repo}/{filename}[@{version}]"` and then materialises dataset rows for the requested range. """ - from policyengine_uk import Microsimulation + try: + from policyengine_uk import Microsimulation + except ImportError: + raise ImportError( + "policyengine-uk is not installed. " + "Install it with: pip install 'policyengine[uk]' or pip install policyengine-uk" + ) base = f"hf://{repo}/{filename}" if version: @@ -35,14 +41,22 @@ def create_dataset_years_from_hf( def create_dataset( - year: int = 2029, sim: "Microsimulation" | None = None, filename: str = None + year: int = 2029, + sim: "Microsimulation" | None = None, + filename: str = None, ) -> Dataset: """Create the UK dataset for a given year (default 2029). Uses the policyengine_uk Microsimulation’s bundled dataset tables. """ if sim is None: - from policyengine_uk import Microsimulation + try: + from policyengine_uk import Microsimulation + except ImportError: + raise ImportError( + "policyengine-uk is not installed. " + "Install it with: pip install 'policyengine[uk]' or pip install policyengine-uk" + ) sim = Microsimulation() tables = dict( @@ -60,4 +74,8 @@ def create_dataset( tables=tables, year=year, ) - return Dataset(name=filename.replace(".h5", "") + f"/{year}", data=data, dataset_type=DatasetType.UK) + return Dataset( + name=filename.replace(".h5", "") + f"/{year}", + data=data, + dataset_type=DatasetType.UK_SINGLE_YEAR, + ) diff --git a/src/policyengine/countries/uk/metadata.py b/src/policyengine/countries/uk/metadata.py index 8415378c..95879994 100644 --- a/src/policyengine/countries/uk/metadata.py +++ b/src/policyengine/countries/uk/metadata.py @@ -1,10 +1,22 @@ -from policyengine_uk.tax_benefit_system import system +try: + from policyengine_uk.tax_benefit_system import system + + UK_AVAILABLE = True +except ImportError: + UK_AVAILABLE = False + system = None + from policyengine.utils.metadata import get_metadata from policyengine.countries.uk.datasets import create_efrs_years def get_uk_metadata(): """Return UK model metadata (variables, parameters, values) only.""" + if not UK_AVAILABLE: + raise ImportError( + "policyengine-uk is not installed. " + "Install it with: pip install 'policyengine[uk]' or pip install policyengine-uk" + ) return get_metadata(system, country="uk") diff --git a/src/policyengine/countries/uk/simulation.py b/src/policyengine/countries/uk/simulation.py index 86123807..ec10e3fe 100644 --- a/src/policyengine/countries/uk/simulation.py +++ b/src/policyengine/countries/uk/simulation.py @@ -1,19 +1,36 @@ -from policyengine_uk import Simulation as PolicyEngineUKSimulation -from policyengine_uk.data.dataset_schema import ( - UKSingleYearDataset as PolicyEngineUKSingleYearDataset, -) -from policyengine_uk.model_api import Scenario as PolicyEngineUKScenario +try: + from policyengine_uk import Simulation as PolicyEngineUKSimulation + from policyengine_uk.data.dataset_schema import ( + UKSingleYearDataset as PolicyEngineUKSingleYearDataset, + ) + from policyengine_uk.model_api import Scenario as PolicyEngineUKScenario -from policyengine.models import Dataset, Simulation -from policyengine.utils.parametric_reforms import apply_parametric_reform + UK_AVAILABLE = True +except ImportError: + UK_AVAILABLE = False + PolicyEngineUKSimulation = None + PolicyEngineUKSingleYearDataset = None + PolicyEngineUKScenario = None +from policyengine.models import Dataset, Simulation from policyengine.models.single_year_dataset import SingleYearDataset -from microdf import MicroDataFrame +try: + from microdf import MicroDataFrame + + MICRODF_AVAILABLE = True +except ImportError: + MICRODF_AVAILABLE = False + MicroDataFrame = None def run_uk_simulation(simulation: Simulation) -> Dataset: """Run the UK-specific simulation.""" + if not UK_AVAILABLE: + raise ImportError( + "policyengine-uk is not installed. " + "Install it with: pip install 'policyengine[uk]' or pip install policyengine-uk" + ) # Implement UK-specific simulation logic here sim = _get_simulation(simulation) @@ -41,20 +58,41 @@ def run_uk_simulation(simulation: Simulation) -> Dataset: ) -def _get_simulation(simulation: Simulation): - parametric_policy = apply_parametric_reform( - simulation.policy.parameter_values or [] - ) - parametric_dynamic = apply_parametric_reform( - simulation.dynamic.parameter_values or [] - ) +def _apply_uk_parametric_reform(provisions, sim): + """Apply parametric reforms to UK simulation.""" + try: + from policyengine_core.periods import instant + except ImportError: + raise ImportError( + "policyengine-core is not installed. " + "Install it with: pip install 'policyengine[uk]'" + ) + + for provision in provisions: + parameter_name = provision.parameter.name + sim.tax_benefit_system.parameters.get_child(parameter_name).update( + start=instant(provision.start_date.strftime("%Y-%m-%d")), + stop=instant(provision.end_date.strftime("%Y-%m-%d")) + if provision.end_date + else None, + value=provision.value, + ) + +def _get_simulation(simulation: Simulation): def modifier(sim): - parametric_policy.simulation_modifier(sim) + # Apply parametric reforms + if simulation.policy.parameter_values: + _apply_uk_parametric_reform( + simulation.policy.parameter_values, sim + ) if simulation.policy.simulation_modifier: simulation.policy.simulation_modifier(sim) - parametric_dynamic.simulation_modifier(sim) + if simulation.dynamic.parameter_values: + _apply_uk_parametric_reform( + simulation.dynamic.parameter_values, sim + ) if simulation.dynamic.simulation_modifier: simulation.dynamic.simulation_modifier(sim) diff --git a/src/policyengine/countries/us/datasets.py b/src/policyengine/countries/us/datasets.py index 2204694b..8a75d534 100644 --- a/src/policyengine/countries/us/datasets.py +++ b/src/policyengine/countries/us/datasets.py @@ -25,7 +25,13 @@ def create_dataset_years_from_hf( Constructs a `Microsimulation` with `dataset="hf://{repo}/{filename}[@{version}]"` and then materialises dataset rows for the requested range. """ - from policyengine_us import Microsimulation + try: + from policyengine_us import Microsimulation + except ImportError: + raise ImportError( + "policyengine-us is not installed. " + "Install it with: pip install 'policyengine[us]' or pip install policyengine-us" + ) base = f"hf://{repo}/{filename}" if version: @@ -39,7 +45,9 @@ def create_dataset_years_from_hf( def create_dataset( - year: int = 2024, sim: "Microsimulation" | None = None, filename: str = None + year: int = 2024, + sim: "Microsimulation" | None = None, + filename: str = None, ) -> Dataset: """Create the dataset for a given year using the US microsimulation. @@ -47,7 +55,13 @@ def create_dataset( original behavior and differs from the UK path. """ if sim is None: - from policyengine_us import Microsimulation + try: + from policyengine_us import Microsimulation + except ImportError: + raise ImportError( + "policyengine-us is not installed. " + "Install it with: pip install 'policyengine[us]' or pip install policyengine-us" + ) sim = Microsimulation() tables: Dict[str, pd.DataFrame] = {} @@ -63,5 +77,8 @@ def create_dataset( tables[entity][variable] = sim.calculate(variable, period=year) data = SingleYearDataset(tables=tables, year=year) - return Dataset(name=filename.replace(".h5", "") + f"/{year}", data=data, dataset_type=DatasetType.US) - + return Dataset( + name=filename.replace(".h5", "") + f"/{year}", + data=data, + dataset_type=DatasetType.US_SINGLE_YEAR, + ) diff --git a/src/policyengine/countries/us/metadata.py b/src/policyengine/countries/us/metadata.py index 9c473cca..8598e263 100644 --- a/src/policyengine/countries/us/metadata.py +++ b/src/policyengine/countries/us/metadata.py @@ -1,10 +1,22 @@ -from policyengine_us.system import system +try: + from policyengine_us.system import system + + US_AVAILABLE = True +except ImportError: + US_AVAILABLE = False + system = None + from policyengine.utils.metadata import get_metadata from policyengine.countries.us.datasets import create_ecps_years def get_us_metadata(): """Return US model metadata (variables, parameters, values) only.""" + if not US_AVAILABLE: + raise ImportError( + "policyengine-us is not installed. " + "Install it with: pip install 'policyengine[us]' or pip install policyengine-us" + ) return get_metadata(system, country="us") diff --git a/src/policyengine/countries/us/simulation.py b/src/policyengine/countries/us/simulation.py index e0cdd89f..fbdeccaa 100644 --- a/src/policyengine/countries/us/simulation.py +++ b/src/policyengine/countries/us/simulation.py @@ -1,18 +1,35 @@ -from policyengine_us import Simulation as PolicyEngineUSSimulation -from policyengine_core.data import Dataset +try: + from policyengine_us import Simulation as PolicyEngineUSSimulation -from policyengine.models import Dataset, Simulation -from policyengine.utils.parametric_reforms import apply_parametric_reform + US_AVAILABLE = True +except ImportError: + US_AVAILABLE = False + PolicyEngineUSSimulation = None + +# Note: Dataset import is from policyengine.models, not policyengine_core +from policyengine.models import Dataset, Simulation from policyengine.models.single_year_dataset import SingleYearDataset -from microdf import MicroDataFrame +try: + from microdf import MicroDataFrame + + MICRODF_AVAILABLE = True +except ImportError: + MICRODF_AVAILABLE = False + MicroDataFrame = None + import pandas as pd def run_us_simulation(simulation: Simulation) -> Dataset: """Run the US-specific simulation.""" - # Implement UK-specific simulation logic here + if not US_AVAILABLE: + raise ImportError( + "policyengine-us is not installed. " + "Install it with: pip install 'policyengine[us]' or pip install policyengine-us" + ) + # Implement US-specific simulation logic here sim = _get_simulation(simulation) output = simulation.dataset.data.copy() @@ -38,20 +55,41 @@ def run_us_simulation(simulation: Simulation) -> Dataset: ) -def _get_simulation(simulation: Simulation): - parametric_policy = apply_parametric_reform( - simulation.policy.parameter_values or [] - ) - parametric_dynamic = apply_parametric_reform( - simulation.dynamic.parameter_values or [] - ) +def _apply_us_parametric_reform(provisions, sim): + """Apply parametric reforms to US simulation.""" + try: + from policyengine_core.periods import instant + except ImportError: + raise ImportError( + "policyengine-core is not installed. " + "Install it with: pip install 'policyengine[us]'" + ) + for provision in provisions: + parameter_name = provision.parameter.name + sim.tax_benefit_system.parameters.get_child(parameter_name).update( + start=instant(provision.start_date.strftime("%Y-%m-%d")), + stop=instant(provision.end_date.strftime("%Y-%m-%d")) + if provision.end_date + else None, + value=provision.value, + ) + + +def _get_simulation(simulation: Simulation): def modifier(sim): - parametric_policy.simulation_modifier(sim) + # Apply parametric reforms + if simulation.policy.parameter_values: + _apply_us_parametric_reform( + simulation.policy.parameter_values, sim + ) if simulation.policy.simulation_modifier: simulation.policy.simulation_modifier(sim) - parametric_dynamic.simulation_modifier(sim) + if simulation.dynamic.parameter_values: + _apply_us_parametric_reform( + simulation.dynamic.parameter_values, sim + ) if simulation.dynamic.simulation_modifier: simulation.dynamic.simulation_modifier(sim) diff --git a/src/policyengine/database.py b/src/policyengine/database.py index a21e1f99..e15ee991 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -89,14 +89,14 @@ class Database: This is intentionally pragmatic and minimal; it favors a simple mapping over enforcing every possible constraint. Extend as needs grow. - + Usage: # In-memory database db = Database("sqlite:///:memory:") - + # Local file database db = Database("sqlite:///policyengine.db") - + # Connect to live PolicyEngine database (requires env vars) from policyengine import POLICYENGINE_DB db = Database(POLICYENGINE_DB) # Uses POLICYENGINE_DB_PASSWORD env var @@ -283,7 +283,8 @@ def _tbl_cls_for(obj: Any) -> type[SQLModel]: # Convert to table rows first (to resolve FKs, etc.) new_rows: list[SQLModel] = [ - self._to_table(obj, s, cascade=cascade) for obj in batch + self._to_table(obj, s, cascade=cascade) + for obj in batch ] # Build key -> new_row map for easy lookup @@ -302,34 +303,47 @@ def _key_from_row(r: SQLModel) -> tuple[Any, ...]: if key_fields == ("name",): names = {k[0] for k in key_to_new.keys()} if names: - stmt = select(tbl).where(getattr(tbl, "name").in_(list(names))) + stmt = select(tbl).where( + getattr(tbl, "name").in_(list(names)) + ) for r in s.exec(stmt).all(): existing_map[(getattr(r, "name"),)] = r else: # Keys of form (name, country) names = {k[0] for k in key_to_new.keys()} - countries_non_null = {k[1] for k in key_to_new.keys() if k[1] is not None} - names_null_country = {k[0] for k in key_to_new.keys() if k[1] is None} + countries_non_null = { + k[1] for k in key_to_new.keys() if k[1] is not None + } + names_null_country = { + k[0] for k in key_to_new.keys() if k[1] is None + } conds = [] if names and countries_non_null: conds.append( and_( getattr(tbl, "name").in_(list(names)), - getattr(tbl, "country").in_(list(countries_non_null)), + getattr(tbl, "country").in_( + list(countries_non_null) + ), ) ) if names_null_country: conds.append( and_( - getattr(tbl, "name").in_(list(names_null_country)), + getattr(tbl, "name").in_( + list(names_null_country) + ), getattr(tbl, "country").is_(None), ) ) if conds: stmt = select(tbl).where(or_(*conds)) for r in s.exec(stmt).all(): - key = (getattr(r, "name"), getattr(r, "country")) + key = ( + getattr(r, "name"), + getattr(r, "country"), + ) if key in key_to_new: existing_map[key] = r @@ -360,27 +374,29 @@ def delete_baseline_parameter_values_by_model_version( self, model_version: str, country: str | None = None ) -> int: """Delete all ParameterValue rows for a given model version and country. - + Args: model_version: The model version to delete country: Optional country filter - + Returns: Number of rows deleted """ from policyengine.tables import BaselineParameterValueTable - + with self.session() as s: stmt = delete(BaselineParameterValueTable).where( BaselineParameterValueTable.model_version == model_version ) if country is not None: - stmt = stmt.where(BaselineParameterValueTable.country == country) + stmt = stmt.where( + BaselineParameterValueTable.country == country + ) result = s.exec(stmt) deleted_count = result.rowcount s.commit() - + return deleted_count # ------------------- Seeding ------------------- @@ -394,13 +410,29 @@ def seed(self, countries: Iterable[str]) -> None: for country in countries: country = country.lower() if country == "uk": - from policyengine.countries.uk.metadata import get_uk_metadata + try: + from policyengine.countries.uk.metadata import ( + get_uk_metadata, + ) - md = get_uk_metadata() + md = get_uk_metadata() + except ImportError: + print( + f"Warning: policyengine-uk not installed, skipping UK seeding" + ) + continue elif country == "us": - from policyengine.countries.us.metadata import get_us_metadata + try: + from policyengine.countries.us.metadata import ( + get_us_metadata, + ) - md = get_us_metadata() + md = get_us_metadata() + except ImportError: + print( + f"Warning: policyengine-us not installed, skipping US seeding" + ) + continue else: raise ValueError( f"Unknown country code for seeding: {country}" @@ -430,8 +462,10 @@ def seed(self, countries: Iterable[str]) -> None: for pv in md.get("parameter_values", []) or []: if pv.parameter is not None: # Create BaselineParameterValue instead - from policyengine.models.baseline_parameter import BaselineParameterValue - + from policyengine.models.baseline_parameter import ( + BaselineParameterValue, + ) + bpv = BaselineParameterValue( policy=pv.policy, dynamic=pv.dynamic, @@ -443,9 +477,11 @@ def seed(self, countries: Iterable[str]) -> None: country=country, ) baseline_values.append(bpv) - + if baseline_values: - print(f" Adding {len(baseline_values)} baseline parameter values...") + print( + f" Adding {len(baseline_values)} baseline parameter values..." + ) self.add_all( baseline_values, refresh=False, @@ -490,11 +526,15 @@ def get( - get(Parameter, name="gov.ubi.amount") """ table_cls = self._resolve_table_class(model_cls) - + # Add default country if not specified and table has country field - if self.country and hasattr(table_cls, 'country') and 'country' not in filters: - filters['country'] = self.country - + if ( + self.country + and hasattr(table_cls, "country") + and "country" not in filters + ): + filters["country"] = self.country + with self.session() as s: if id is not None: row = s.get(table_cls, id) @@ -681,6 +721,7 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: if param_row.id is None: # If parameter doesn't have an ID, try to find or create it from policyengine.tables import ParameterTable as PTable + existing_param = s.exec( select(PTable).where( PTable.name == param_row.name, @@ -690,13 +731,15 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: if existing_param: parameter_id = existing_param.id else: - param_row = self._upsert_row(obj.parameter, param_row, s) + param_row = self._upsert_row( + obj.parameter, param_row, s + ) s.add(param_row) s.flush() parameter_id = param_row.id else: parameter_id = param_row.id - + return BaselineParameterValueTable( id=getattr(obj, "id", None), parameter_id=parameter_id, @@ -1476,18 +1519,22 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: # n # BaselineParameterValue if isinstance(new_row, BaselineParameterValueTable): stmt = select(BaselineParameterValueTable).where( - BaselineParameterValueTable.parameter_id == new_row.parameter_id, - BaselineParameterValueTable.model_version == new_row.model_version, + BaselineParameterValueTable.parameter_id + == new_row.parameter_id, + BaselineParameterValueTable.model_version + == new_row.model_version, BaselineParameterValueTable.start_date == new_row.start_date, BaselineParameterValueTable.end_date.is_(new_row.end_date) if new_row.end_date is None else BaselineParameterValueTable.end_date == new_row.end_date, BaselineParameterValueTable.policy_id.is_(new_row.policy_id) if new_row.policy_id is None - else BaselineParameterValueTable.policy_id == new_row.policy_id, + else BaselineParameterValueTable.policy_id + == new_row.policy_id, BaselineParameterValueTable.dynamic_id.is_(new_row.dynamic_id) if new_row.dynamic_id is None - else BaselineParameterValueTable.dynamic_id == new_row.dynamic_id, + else BaselineParameterValueTable.dynamic_id + == new_row.dynamic_id, BaselineParameterValueTable.country == new_row.country, ) existing = s.exec(stmt).first() diff --git a/src/policyengine/migrations/__init__.py b/src/policyengine/migrations/__init__.py index 72bcad06..a045431a 100644 --- a/src/policyengine/migrations/__init__.py +++ b/src/policyengine/migrations/__init__.py @@ -1,3 +1,3 @@ from .runner import migrate_country, migrate_all -__all__ = ["migrate_country", "migrate_all"] \ No newline at end of file +__all__ = ["migrate_country", "migrate_all"] diff --git a/src/policyengine/migrations/runner.py b/src/policyengine/migrations/runner.py index a275b05d..9ac8a0b6 100644 --- a/src/policyengine/migrations/runner.py +++ b/src/policyengine/migrations/runner.py @@ -8,35 +8,51 @@ from tqdm import trange -def migrate_country(db: Database, country: str, include_datasets: bool = True) -> None: +def migrate_country( + db: Database, country: str, include_datasets: bool = True +) -> None: """Migrate a specific country's metadata and datasets to the database. - + This function updates the database with the latest metadata from the installed country package, including parameters, variables, and optionally datasets. - + Args: db: Database instance to migrate country: Country code ("uk" or "us") include_datasets: Whether to also migrate datasets (default True) """ country = country.lower() - + # Get the country-specific tax-benefit system if country == "uk": - from policyengine_uk import CountryTaxBenefitSystem - system = CountryTaxBenefitSystem() + try: + from policyengine_uk import CountryTaxBenefitSystem + + system = CountryTaxBenefitSystem() + except ImportError: + raise ImportError( + "policyengine-uk is not installed. " + "Install it with: pip install 'policyengine[uk]' or pip install policyengine-uk" + ) elif country == "us": - from policyengine_us import CountryTaxBenefitSystem - system = CountryTaxBenefitSystem() + try: + from policyengine_us import CountryTaxBenefitSystem + + system = CountryTaxBenefitSystem() + except ImportError: + raise ImportError( + "policyengine-us is not installed. " + "Install it with: pip install 'policyengine[us]' or pip install policyengine-us" + ) else: raise ValueError(f"Unknown country: {country}") - + # Get metadata using the helper function metadata = get_metadata(system, country) version = get_model_version(country) - + print(f"Migrating {country.upper()} metadata (version {version})...") - + # Migrate policy and dynamic anchors anchor_objs = [] if metadata.get("current_law") is not None: @@ -48,7 +64,7 @@ def migrate_country(db: Database, country: str, include_datasets: bool = True) - if anchor_objs: print(f" Migrating {len(anchor_objs)} policy/dynamic anchors...") db.add_all(anchor_objs, refresh=False) - + # Migrate variables (upsert on name, country) variables = [] for v in metadata.get("variables", []) or []: @@ -57,7 +73,7 @@ def migrate_country(db: Database, country: str, include_datasets: bool = True) - if variables: print(f" Migrating {len(variables)} variables...") db.add_all(variables, refresh=False, chunk_size=1000, progress=True) - + # Extract unique parameters from parameter values and migrate them unique_params = {} for pv in metadata.get("parameter_values", []) or []: @@ -66,22 +82,31 @@ def migrate_country(db: Database, country: str, include_datasets: bool = True) - if key not in unique_params: pv.parameter.country = country unique_params[key] = pv.parameter - + if unique_params: print(f" Migrating {len(unique_params)} parameters...") - db.add_all(unique_params.values(), refresh=False, chunk_size=1000, progress=True) - + db.add_all( + unique_params.values(), + refresh=False, + chunk_size=1000, + progress=True, + ) + # Delete existing parameter values for this model version - print(f" Deleting existing parameter values for model version {version}...") - deleted_count = db.delete_baseline_parameter_values_by_model_version(version, country) + print( + f" Deleting existing parameter values for model version {version}..." + ) + deleted_count = db.delete_baseline_parameter_values_by_model_version( + version, country + ) if deleted_count > 0: print(f" Deleted {deleted_count} existing parameter values") - + # Build parameter lookup map param_lookup = {} from policyengine.tables import ParameterTable from sqlmodel import select - + with db.session() as s: for param_name in unique_params.keys(): param_row = s.exec( @@ -92,38 +117,40 @@ def migrate_country(db: Database, country: str, include_datasets: bool = True) - ).first() if param_row: param_lookup[param_name[0]] = param_row.id - + # Now add new parameter values directly using bulk insert from policyengine.tables import BaselineParameterValueTable from sqlalchemy import insert as sa_insert import uuid - + pv_rows = [] for pv in metadata.get("parameter_values", []) or []: if pv.parameter is not None and pv.parameter.name in param_lookup: - pv_rows.append({ - "id": uuid.uuid4(), - "parameter_id": param_lookup[pv.parameter.name], - "policy_id": None, # Not using policy/dynamic for now - "dynamic_id": None, - "model_version": version, - "start_date": pv.start_date, - "end_date": pv.end_date, - "value": db._json_safe_value(pv.value), - "country": country, - }) - + pv_rows.append( + { + "id": uuid.uuid4(), + "parameter_id": param_lookup[pv.parameter.name], + "policy_id": None, # Not using policy/dynamic for now + "dynamic_id": None, + "model_version": version, + "start_date": pv.start_date, + "end_date": pv.end_date, + "value": db._json_safe_value(pv.value), + "country": country, + } + ) + if pv_rows: print(f" Adding {len(pv_rows)} new parameter values...") with db.session() as s: # Insert in chunks to avoid SQL limits chunk_size = 1000 for i in trange(0, len(pv_rows), chunk_size): - chunk = pv_rows[i:i + chunk_size] + chunk = pv_rows[i : i + chunk_size] s.exec(sa_insert(BaselineParameterValueTable).values(chunk)) s.commit() print(f" Successfully added {len(pv_rows)} parameter values") - + # Migrate datasets if requested if include_datasets: if country == "uk": @@ -135,22 +162,28 @@ def migrate_country(db: Database, country: str, include_datasets: bool = True) - else: hf_repo = None hf_filenames = [] - + if hf_repo and hf_filenames: migrate_datasets(db, country, hf_repo, hf_filenames) - + print(f"Migration complete for {country.upper()}!") -def migrate_datasets(db: Database, country: str, hf_repo: str, hf_filenames: list[str], hf_version: str = None) -> None: +def migrate_datasets( + db: Database, + country: str, + hf_repo: str, + hf_filenames: list[str], + hf_version: str = None, +) -> None: """Migrate datasets for a specific country. - + Args: db: Database instance to migrate country: Country code ("uk" or "us") """ country = country.lower() - + print(f"Migrating {country.upper()} datasets...") if hf_version is None: @@ -159,10 +192,12 @@ def migrate_datasets(db: Database, country: str, hf_repo: str, hf_filenames: lis print(f" Using latest Hugging Face version: {hf_version}") datasets = [] - + if country == "uk": - from policyengine.countries.uk.datasets import create_dataset_years_from_hf - + from policyengine.countries.uk.datasets import ( + create_dataset_years_from_hf, + ) + # Create datasets for filename in hf_filenames: datasets.extend( @@ -174,10 +209,12 @@ def migrate_datasets(db: Database, country: str, hf_repo: str, hf_filenames: lis version=hf_version, ) ) - + elif country == "us": - from policyengine.countries.us.datasets import create_dataset_years_from_hf - + from policyengine.countries.us.datasets import ( + create_dataset_years_from_hf, + ) + for hf_filename in hf_filenames: datasets.extend( create_dataset_years_from_hf( @@ -199,9 +236,13 @@ def migrate_datasets(db: Database, country: str, hf_repo: str, hf_filenames: lis print(f" Successfully migrated {len(datasets)} datasets") -def migrate_all(db: Database, countries: Iterable[str] | None = None, include_datasets: bool = True) -> None: +def migrate_all( + db: Database, + countries: Iterable[str] | None = None, + include_datasets: bool = True, +) -> None: """Migrate all specified countries to the database. - + Args: db: Database instance to migrate countries: List of country codes to migrate (default: ["uk", "us"]) @@ -209,12 +250,14 @@ def migrate_all(db: Database, countries: Iterable[str] | None = None, include_da """ if countries is None: countries = ["uk", "us"] - + for country in countries: try: migrate_country(db, country, include_datasets=include_datasets) except ImportError as e: - print(f"Warning: Could not migrate {country} - package not installed: {e}") + print( + f"Warning: Could not migrate {country} - package not installed: {e}" + ) except Exception as e: print(f"Error migrating {country}: {e}") - raise \ No newline at end of file + raise diff --git a/src/policyengine/models/baseline_parameter.py b/src/policyengine/models/baseline_parameter.py index 4562c42f..24d7a61c 100644 --- a/src/policyengine/models/baseline_parameter.py +++ b/src/policyengine/models/baseline_parameter.py @@ -19,15 +19,15 @@ class BaselineParameterValue(BaseModel): """Baseline parameter value for a specific parameter and model version.""" id: UUID | None = None - + # Parameter identification parameter: Parameter model_version: str - + # Time period for this value start_date: datetime end_date: datetime | None = None - + # The actual value value: Any # JSON-serializable value - country: str | None = None \ No newline at end of file + country: str | None = None diff --git a/src/policyengine/models/enums.py b/src/policyengine/models/enums.py index 31756228..74af9c52 100644 --- a/src/policyengine/models/enums.py +++ b/src/policyengine/models/enums.py @@ -15,5 +15,5 @@ class OperationStatus(str, Enum): class DatasetType(str, Enum): """Data types for dataset fields.""" - UK = "uk" - US = "us" + UK_SINGLE_YEAR = "uk_single_year" + US_SINGLE_YEAR = "us_single_year" diff --git a/src/policyengine/models/report_items/aggregate.py b/src/policyengine/models/report_items/aggregate.py index 716d6e21..0e04f85d 100644 --- a/src/policyengine/models/report_items/aggregate.py +++ b/src/policyengine/models/report_items/aggregate.py @@ -2,7 +2,14 @@ from enum import Enum import pandas as pd -from microdf import MicroDataFrame + +try: + from microdf import MicroDataFrame + + MICRODF_AVAILABLE = True +except ImportError: + MICRODF_AVAILABLE = False + MicroDataFrame = None from policyengine.models.simulation import ( Simulation, ) # ensure forward ref resolution @@ -87,6 +94,11 @@ def run(items: list["Aggregate"]) -> list["Aggregate"]: ) df = df.loc[mask] + if not MICRODF_AVAILABLE: + raise ImportError( + "microdf is not installed. " + "Install it with: pip install 'policyengine[core]'" + ) mdf = ( MicroDataFrame(df, weights="weight_value") if use_weights and "weight_value" in df.columns diff --git a/src/policyengine/models/report_items/count.py b/src/policyengine/models/report_items/count.py index 7b0b7d37..fd72a168 100644 --- a/src/policyengine/models/report_items/count.py +++ b/src/policyengine/models/report_items/count.py @@ -3,7 +3,14 @@ from typing import Any import pandas as pd -from microdf import MicroDataFrame + +try: + from microdf import MicroDataFrame + + MICRODF_AVAILABLE = True +except ImportError: + MICRODF_AVAILABLE = False + MicroDataFrame = None from policyengine.models.simulation import Simulation # ensure fwd ref from policyengine.models.single_year_dataset import SingleYearDataset @@ -57,6 +64,11 @@ def run(items: list["Count"]) -> list["Count"]: mask &= series < it.max_value df = table.loc[mask].copy() df["__ones__"] = 1.0 + if not MICRODF_AVAILABLE: + raise ImportError( + "microdf is not installed. " + "Install it with: pip install 'policyengine[core]'" + ) mdf = ( MicroDataFrame(df, weights="weight_value") if use_weights and "weight_value" in df.columns diff --git a/src/policyengine/models/report_items/two_sim_change.py b/src/policyengine/models/report_items/two_sim_change.py index f0944086..55dac4a3 100644 --- a/src/policyengine/models/report_items/two_sim_change.py +++ b/src/policyengine/models/report_items/two_sim_change.py @@ -4,7 +4,14 @@ import numpy as np import pandas as pd -from microdf import MicroDataFrame + +try: + from microdf import MicroDataFrame + + MICRODF_AVAILABLE = True +except ImportError: + MICRODF_AVAILABLE = False + MicroDataFrame = None from policyengine.models.simulation import ( Simulation, ) # ensure forward ref resolution @@ -106,6 +113,11 @@ def run( if grp_col is not None else merged ) + if not MICRODF_AVAILABLE: + raise ImportError( + "microdf is not installed. " + "Install it with: pip install 'policyengine[core]'" + ) mdf = ( MicroDataFrame(sub, weights=weights_col) if weights_col @@ -220,6 +232,11 @@ def run( (grp["__delta__"] >= it.change_lower_bound) & (grp["__delta__"] < it.change_upper_bound) ).astype(int) + if not MICRODF_AVAILABLE: + raise ImportError( + "microdf is not installed. " + "Install it with: pip install 'policyengine[core]'" + ) mdf = ( MicroDataFrame(grp, weights=weights_col) if weights_col @@ -310,6 +327,11 @@ def run( (grp["__delta__"] >= it.change_lower_bound) & (grp["__delta__"] < it.change_upper_bound) ).astype(int) + if not MICRODF_AVAILABLE: + raise ImportError( + "microdf is not installed. " + "Install it with: pip install 'policyengine[core]'" + ) mdf = ( MicroDataFrame(grp, weights=weights_col) if weights_col diff --git a/src/policyengine/models/simulation.py b/src/policyengine/models/simulation.py index 02c062b9..b7637b34 100644 --- a/src/policyengine/models/simulation.py +++ b/src/policyengine/models/simulation.py @@ -33,21 +33,25 @@ class Simulation(BaseModel): status: OperationStatus = OperationStatus.PENDING created_at: datetime = datetime.now() completed_at: datetime | None = None - - @model_validator(mode='after') + + @model_validator(mode="after") def infer_country_and_version(self): """Infer country from dataset type and model_version from country package.""" # Infer country from dataset if not provided - if self.country is None and self.dataset and hasattr(self.dataset, 'dataset_type'): - if self.dataset.dataset_type == DatasetType.UK: - self.country = 'uk' - elif self.dataset.dataset_type == DatasetType.US: - self.country = 'us' - + if ( + self.country is None + and self.dataset + and hasattr(self.dataset, "dataset_type") + ): + if self.dataset.dataset_type == DatasetType.UK_SINGLE_YEAR: + self.country = "uk" + elif self.dataset.dataset_type == DatasetType.US_SINGLE_YEAR: + self.country = "us" + # Infer model_version from country package if not provided if self.model_version is None and self.country: self.model_version = get_model_version(self.country) - + return self def run(self) -> Dataset: diff --git a/src/policyengine/tables/baseline_parameter.py b/src/policyengine/tables/baseline_parameter.py index 7570673b..742bff48 100644 --- a/src/policyengine/tables/baseline_parameter.py +++ b/src/policyengine/tables/baseline_parameter.py @@ -18,15 +18,15 @@ class BaselineParameterValueTable(SQLModel, table=True): ) id: UUID = Field(default_factory=uuid4, primary_key=True) - + # Parameter identification parameter_id: UUID = Field(foreign_key="parameters.id") model_version: str - + # Time period for this value start_date: datetime end_date: datetime | None = None - + # The actual value value: Any = Field(sa_type=JSON) - country: str | None = None \ No newline at end of file + country: str | None = None diff --git a/src/policyengine/tables/reports.py b/src/policyengine/tables/reports.py index 2f443965..d8e6304f 100644 --- a/src/policyengine/tables/reports.py +++ b/src/policyengine/tables/reports.py @@ -27,7 +27,9 @@ class ReportTable(SQLModel, table=True): class ReportElementTable(SQLModel, table=True): __tablename__ = "report_elements" __table_args__ = ( - UniqueConstraint("name", "country", name="uq_report_elements_name_country"), + UniqueConstraint( + "name", "country", name="uq_report_elements_name_country" + ), Index("ix_report_elements_name_country", "name", "country"), ) diff --git a/src/policyengine/utils/hugging_face.py b/src/policyengine/utils/hugging_face.py index 30cac2be..aa76c222 100644 --- a/src/policyengine/utils/hugging_face.py +++ b/src/policyengine/utils/hugging_face.py @@ -2,6 +2,7 @@ import json from urllib import request + def hf_list_tags(repo: str) -> list[str]: """Return tag names for a Hugging Face repo. @@ -93,4 +94,4 @@ def _http_tags(endpoint: str) -> list[str]: if tags: return tags - return [] \ No newline at end of file + return [] diff --git a/src/policyengine/utils/metadata.py b/src/policyengine/utils/metadata.py index f9a35916..02d190ae 100644 --- a/src/policyengine/utils/metadata.py +++ b/src/policyengine/utils/metadata.py @@ -1,5 +1,12 @@ -from policyengine_core.taxbenefitsystems import TaxBenefitSystem -from policyengine_core.parameters import Parameter as CoreParameter +try: + from policyengine_core.taxbenefitsystems import TaxBenefitSystem + from policyengine_core.parameters import Parameter as CoreParameter + + CORE_AVAILABLE = True +except ImportError: + CORE_AVAILABLE = False + TaxBenefitSystem = None + CoreParameter = None from policyengine.models import ( Parameter, ParameterValue, @@ -11,7 +18,16 @@ from policyengine.utils.version import get_model_version -def get_metadata(system: TaxBenefitSystem, country: str): +def get_metadata(system, country: str): + if not CORE_AVAILABLE: + raise ImportError( + "policyengine-core is not installed. " + "Install it with: pip install 'policyengine[core]'" + ) + + if system is None: + raise ValueError("System parameter cannot be None") + current_law = Policy(name="Current law") static = Dynamic(name="Static") parameters = [] diff --git a/src/policyengine/utils/parametric_reforms.py b/src/policyengine/utils/parametric_reforms.py index 4e8f1b78..e857f78b 100644 --- a/src/policyengine/utils/parametric_reforms.py +++ b/src/policyengine/utils/parametric_reforms.py @@ -1,19 +1,18 @@ -from policyengine_core.periods import instant -from policyengine_uk import Scenario, Simulation +"""Parametric reform utilities. -from policyengine.models import ParameterValue +Note: This module is deprecated. Use the country-specific implementations +in the simulation modules instead. +""" +from typing import TYPE_CHECKING -def apply_parametric_reform(provisions: list[ParameterValue]) -> Scenario: - def modifier(sim: Simulation): - for provision in provisions: - parameter_name = provision.parameter.name - sim.tax_benefit_system.parameters.get_child(parameter_name).update( - start=instant(provision.start_date.strftime("%Y-%m-%d")), - stop=instant(provision.end_date.strftime("%Y-%m-%d")) - if provision.end_date - else None, - value=provision.value, - ) +if TYPE_CHECKING: + from policyengine.models import ParameterValue - return Scenario(simulation_modifier=modifier) + +def apply_parametric_reform(provisions: list["ParameterValue"]) -> None: + """Deprecated. Use country-specific implementations instead.""" + raise NotImplementedError( + "apply_parametric_reform has been moved to country-specific modules. " + "This function should not be called directly." + ) diff --git a/tests/test_database.py b/tests/test_database.py index 5f4e7718..43c7a930 100644 --- a/tests/test_database.py +++ b/tests/test_database.py @@ -30,7 +30,7 @@ def test_dataset_serialization_roundtrip(tmp_path): person = pd.DataFrame({"person_id": [1, 2], "age": [30, 40]}) syd = SingleYearDataset(tables={"person": person}, year=2024) - ds = Dataset(name="syd", data=syd, dataset_type=DatasetType.UK) + ds = Dataset(name="syd", data=syd, dataset_type=DatasetType.UK_SINGLE_YEAR) row = db.add(ds) assert getattr(row, "id", None) is not None @@ -50,12 +50,16 @@ def test_simulation_with_result_dataset(tmp_path): # Input dataset household = pd.DataFrame({"household_id": [1], "household_weight": [1.0]}) syd_in = SingleYearDataset(tables={"household": household}, year=2029) - ds_in = Dataset(name="in", data=syd_in, dataset_type=DatasetType.UK) + ds_in = Dataset( + name="in", data=syd_in, dataset_type=DatasetType.UK_SINGLE_YEAR + ) # Result dataset person = pd.DataFrame({"person_id": [1], "gov_tax": [123.0]}) syd_out = SingleYearDataset(tables={"person": person}, year=2029) - ds_out = Dataset(name="out", data=syd_out, dataset_type=DatasetType.UK) + ds_out = Dataset( + name="out", data=syd_out, dataset_type=DatasetType.UK_SINGLE_YEAR + ) policy = Policy(name="p") dynamic = Dynamic(name="d") diff --git a/tests/test_database_constant.py b/tests/test_database_constant.py index 419e99ee..43ee4b5a 100644 --- a/tests/test_database_constant.py +++ b/tests/test_database_constant.py @@ -12,9 +12,10 @@ def test_policyengine_db_constant(): def test_database_with_constant_no_password(): """Test that using POLICYENGINE_DB without password raises error.""" import os + # Make sure password is not set old_password = os.environ.pop("POLICYENGINE_DB_PASSWORD", None) - + try: with pytest.raises(ValueError, match="POLICYENGINE_DB_PASSWORD"): db = Database(POLICYENGINE_DB) @@ -34,7 +35,7 @@ def test_database_with_memory(): def test_database_import_from_main_package(): """Test that Database and POLICYENGINE_DB can be imported from main package.""" from policyengine import Database as DB2, POLICYENGINE_DB as PDB2 - + assert DB2 == Database assert PDB2 == POLICYENGINE_DB - assert PDB2 == "policyengine" \ No newline at end of file + assert PDB2 == "policyengine" diff --git a/tests/test_migrations.py b/tests/test_migrations.py index f4ddf409..7690c980 100644 --- a/tests/test_migrations.py +++ b/tests/test_migrations.py @@ -10,23 +10,23 @@ def test_migrate_uk_metadata(): """Test that UK metadata can be migrated to an in-memory database.""" # Skip if policyengine_uk is not installed pytest.importorskip("policyengine_uk") - + # Create in-memory database db = Database("sqlite:///:memory:") - + # Migrate UK metadata without datasets (faster) migrate_country(db, "uk", include_datasets=False) - + # Check that some variables were added variables = db.list(Variable) uk_variables = [v for v in variables if v.country == "uk"] assert len(uk_variables) > 0, "No UK variables were migrated" - + # Check that some parameters were added parameters = db.list(Parameter) uk_parameters = [p for p in parameters if p.country == "uk"] assert len(uk_parameters) > 0, "No UK parameters were migrated" - + # Check specific variable exists income_tax = db.get(Variable, name="income_tax", country="uk") assert income_tax is not None, "income_tax variable not found" @@ -37,23 +37,23 @@ def test_migrate_us_metadata(): """Test that US metadata can be migrated to an in-memory database.""" # Skip if policyengine_us is not installed pytest.importorskip("policyengine_us") - + # Create in-memory database db = Database("sqlite:///:memory:") - + # Migrate US metadata without datasets (faster) migrate_country(db, "us", include_datasets=False) - + # Check that some variables were added variables = db.list(Variable) us_variables = [v for v in variables if v.country == "us"] assert len(us_variables) > 0, "No US variables were migrated" - + # Check that some parameters were added parameters = db.list(Parameter) us_parameters = [p for p in parameters if p.country == "us"] assert len(us_parameters) > 0, "No US parameters were migrated" - + # Check specific variable exists federal_tax = db.get(Variable, name="income_tax", country="us") assert federal_tax is not None, "income_tax variable not found" @@ -64,58 +64,62 @@ def test_migrate_uk_dataset(): """Test that UK datasets can be migrated to an in-memory database.""" # Skip if policyengine_uk is not installed pytest.importorskip("policyengine_uk") - + # Create in-memory database db = Database("sqlite:///:memory:") - + # Migrate UK with datasets migrate_country(db, "uk", include_datasets=True) - + # Check that datasets were added datasets = db.list(Dataset) uk_datasets = [d for d in datasets if d.dataset_type.value == "uk"] assert len(uk_datasets) > 0, "No UK datasets were migrated" - + # Check for specific dataset patterns dataset_names = [d.name for d in uk_datasets] # Should have either enhanced_frs or frs datasets for multiple years - assert any("frs" in name for name in dataset_names), "No FRS datasets found" + assert any("frs" in name for name in dataset_names), ( + "No FRS datasets found" + ) def test_migrate_us_dataset(): """Test that US datasets can be migrated to an in-memory database.""" # Skip if policyengine_us is not installed pytest.importorskip("policyengine_us") - + # Create in-memory database db = Database("sqlite:///:memory:") - + # Migrate US with datasets migrate_country(db, "us", include_datasets=True) - + # Check that datasets were added datasets = db.list(Dataset) us_datasets = [d for d in datasets if d.dataset_type.value == "us"] assert len(us_datasets) > 0, "No US datasets were migrated" - + # Check for specific dataset patterns dataset_names = [d.name for d in us_datasets] # Should have enhanced_cps datasets for multiple years - assert any("cps" in name for name in dataset_names), "No CPS datasets found" + assert any("cps" in name for name in dataset_names), ( + "No CPS datasets found" + ) def test_migrate_all(): """Test that all countries can be migrated together.""" # Create in-memory database db = Database("sqlite:///:memory:") - + # Migrate all available countries (will skip if packages not installed) migrate_all(db, countries=["uk", "us"], include_datasets=False) - + # Check what was migrated variables = db.list(Variable) parameters = db.list(Parameter) - + # At least one country should have been migrated if any package is installed assert len(variables) > 0 or len(parameters) > 0, "No data was migrated" @@ -124,24 +128,24 @@ def test_upsert_on_migration(): """Test that migrations properly upsert data without duplicates.""" # Skip if policyengine_uk is not installed pytest.importorskip("policyengine_uk") - + # Create in-memory database db = Database("sqlite:///:memory:") - + # First migration migrate_country(db, "uk", include_datasets=False) - + # Count initial items initial_variables = len(db.list(Variable)) initial_parameters = len(db.list(Parameter)) - + # Second migration (should upsert, not duplicate) migrate_country(db, "uk", include_datasets=False) - + # Count after second migration final_variables = len(db.list(Variable)) final_parameters = len(db.list(Parameter)) - + # Should be the same (no duplicates) assert final_variables == initial_variables, "Variables were duplicated" assert final_parameters == initial_parameters, "Parameters were duplicated" @@ -151,36 +155,45 @@ def test_parameter_value_versioning(): """Test that parameter values are properly versioned by model_version.""" # Skip if policyengine_uk is not installed pytest.importorskip("policyengine_uk") - + # Create in-memory database db = Database("sqlite:///:memory:") - + # Migrate UK migrate_country(db, "uk", include_datasets=False) - + # Check that parameter values have model versions from policyengine.utils.version import get_model_version + version = get_model_version("uk") - + # Query for a specific parameter's values from sqlmodel import select from policyengine.tables import ParameterValueTable - + with db.session() as s: - stmt = select(ParameterValueTable).where( - ParameterValueTable.country == "uk", - ParameterValueTable.model_version == version - ).limit(10) + stmt = ( + select(ParameterValueTable) + .where( + ParameterValueTable.country == "uk", + ParameterValueTable.model_version == version, + ) + .limit(10) + ) values = s.exec(stmt).all() - - assert len(values) > 0, f"No parameter values found for version {version}" + + assert len(values) > 0, ( + f"No parameter values found for version {version}" + ) for v in values: - assert v.model_version == version, f"Wrong version: {v.model_version}" + assert v.model_version == version, ( + f"Wrong version: {v.model_version}" + ) def test_invalid_country(): """Test that invalid country codes raise an error.""" db = Database("sqlite:///:memory:") - + with pytest.raises(ValueError, match="Unknown country"): - migrate_country(db, "invalid_country", include_datasets=False) \ No newline at end of file + migrate_country(db, "invalid_country", include_datasets=False) diff --git a/tests/test_report_elements.py b/tests/test_report_elements.py index 49bef878..140ce230 100644 --- a/tests/test_report_elements.py +++ b/tests/test_report_elements.py @@ -12,7 +12,7 @@ def _mk_sim_with_person_table( df: pd.DataFrame, year: int = 2025 ) -> Simulation: syd = SingleYearDataset(tables={"person": df}, year=year) - ds = Dataset(name="ds", data=syd, dataset_type=DatasetType.UK) + ds = Dataset(name="ds", data=syd, dataset_type=DatasetType.UK_SINGLE_YEAR) sim = Simulation( dataset=ds, policy=Policy(), @@ -20,7 +20,7 @@ def _mk_sim_with_person_table( country="uk", ) # result mirrors dataset for reporting - sim.result = Dataset(dataset_type=DatasetType.UK, data=syd) + sim.result = Dataset(dataset_type=DatasetType.UK_SINGLE_YEAR, data=syd) return sim From 9d9ace822eb971f43b3984eb23df943938258175 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 8 Sep 2025 09:30:40 +0100 Subject: [PATCH 64/97] Add policy/dynamic missing links --- src/policyengine/models/baseline_parameter.py | 6 ++++++ src/policyengine/tables/baseline_parameter.py | 4 ++++ 2 files changed, 10 insertions(+) diff --git a/src/policyengine/models/baseline_parameter.py b/src/policyengine/models/baseline_parameter.py index 24d7a61c..cea22af3 100644 --- a/src/policyengine/models/baseline_parameter.py +++ b/src/policyengine/models/baseline_parameter.py @@ -13,6 +13,8 @@ if TYPE_CHECKING: # Import to satisfy type checkers without runtime cycles from .parameter import Parameter + from .dynamic import Dynamic + from .policy import Policy class BaselineParameterValue(BaseModel): @@ -23,6 +25,10 @@ class BaselineParameterValue(BaseModel): # Parameter identification parameter: Parameter model_version: str + + # Optional links to policy or dynamic + policy: Policy | None = None + dynamic: Dynamic | None = None # Time period for this value start_date: datetime diff --git a/src/policyengine/tables/baseline_parameter.py b/src/policyengine/tables/baseline_parameter.py index 742bff48..08d2afbc 100644 --- a/src/policyengine/tables/baseline_parameter.py +++ b/src/policyengine/tables/baseline_parameter.py @@ -22,6 +22,10 @@ class BaselineParameterValueTable(SQLModel, table=True): # Parameter identification parameter_id: UUID = Field(foreign_key="parameters.id") model_version: str + + # Optional foreign keys for policy or dynamic + policy_id: UUID | None = Field(default=None, foreign_key="policies.id") + dynamic_id: UUID | None = Field(default=None, foreign_key="dynamics.id") # Time period for this value start_date: datetime From f127db221a04ec40caf68ee4057b91dc678868ad Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 8 Sep 2025 09:49:32 +0100 Subject: [PATCH 65/97] Improve migration --- src/policyengine/countries/uk/datasets.py | 4 ++- src/policyengine/countries/us/datasets.py | 4 ++- src/policyengine/migrations/runner.py | 26 +++++++++++-------- src/policyengine/models/baseline_parameter.py | 6 ----- src/policyengine/tables/baseline_parameter.py | 4 --- 5 files changed, 21 insertions(+), 23 deletions(-) diff --git a/src/policyengine/countries/uk/datasets.py b/src/policyengine/countries/uk/datasets.py index c49ed0b5..3389cb75 100644 --- a/src/policyengine/countries/uk/datasets.py +++ b/src/policyengine/countries/uk/datasets.py @@ -35,7 +35,7 @@ def create_dataset_years_from_hf( base = f"{base}@{version}" sim = Microsimulation(dataset=base) return [ - create_dataset(year=year, sim=sim, filename=filename) + create_dataset(year=year, sim=sim, filename=filename, version=version) for year in range(start_year, end_year + 1) ] @@ -44,6 +44,7 @@ def create_dataset( year: int = 2029, sim: "Microsimulation" | None = None, filename: str = None, + version: str | None = None, ) -> Dataset: """Create the UK dataset for a given year (default 2029). @@ -78,4 +79,5 @@ def create_dataset( name=filename.replace(".h5", "") + f"/{year}", data=data, dataset_type=DatasetType.UK_SINGLE_YEAR, + version=version, ) diff --git a/src/policyengine/countries/us/datasets.py b/src/policyengine/countries/us/datasets.py index 8a75d534..b70d919f 100644 --- a/src/policyengine/countries/us/datasets.py +++ b/src/policyengine/countries/us/datasets.py @@ -39,7 +39,7 @@ def create_dataset_years_from_hf( sim = Microsimulation(dataset=base) return [ - create_dataset(year=year, sim=sim, filename=filename) + create_dataset(year=year, sim=sim, filename=filename, version=version) for year in range(start_year, end_year + 1) ] @@ -48,6 +48,7 @@ def create_dataset( year: int = 2024, sim: "Microsimulation" | None = None, filename: str = None, + version: str | None = None, ) -> Dataset: """Create the dataset for a given year using the US microsimulation. @@ -81,4 +82,5 @@ def create_dataset( name=filename.replace(".h5", "") + f"/{year}", data=data, dataset_type=DatasetType.US_SINGLE_YEAR, + version=version, ) diff --git a/src/policyengine/migrations/runner.py b/src/policyengine/migrations/runner.py index 9ac8a0b6..b85b348b 100644 --- a/src/policyengine/migrations/runner.py +++ b/src/policyengine/migrations/runner.py @@ -103,20 +103,26 @@ def migrate_country( print(f" Deleted {deleted_count} existing parameter values") # Build parameter lookup map + print(f" Building parameter lookup map...") param_lookup = {} from policyengine.tables import ParameterTable from sqlmodel import select with db.session() as s: - for param_name in unique_params.keys(): - param_row = s.exec( - select(ParameterTable).where( - ParameterTable.name == param_name[0], - ParameterTable.country == country, - ) - ).first() - if param_row: - param_lookup[param_name[0]] = param_row.id + # Get all parameters for this country in a single query + param_names = [name[0] for name in unique_params.keys()] + all_params = s.exec( + select(ParameterTable).where( + ParameterTable.name.in_(param_names), + ParameterTable.country == country, + ) + ).all() + + # Build lookup map from query results + for param in all_params: + param_lookup[param.name] = param.id + + print(f" Found {len(param_lookup)} parameters in database") # Now add new parameter values directly using bulk insert from policyengine.tables import BaselineParameterValueTable @@ -130,8 +136,6 @@ def migrate_country( { "id": uuid.uuid4(), "parameter_id": param_lookup[pv.parameter.name], - "policy_id": None, # Not using policy/dynamic for now - "dynamic_id": None, "model_version": version, "start_date": pv.start_date, "end_date": pv.end_date, diff --git a/src/policyengine/models/baseline_parameter.py b/src/policyengine/models/baseline_parameter.py index cea22af3..24d7a61c 100644 --- a/src/policyengine/models/baseline_parameter.py +++ b/src/policyengine/models/baseline_parameter.py @@ -13,8 +13,6 @@ if TYPE_CHECKING: # Import to satisfy type checkers without runtime cycles from .parameter import Parameter - from .dynamic import Dynamic - from .policy import Policy class BaselineParameterValue(BaseModel): @@ -25,10 +23,6 @@ class BaselineParameterValue(BaseModel): # Parameter identification parameter: Parameter model_version: str - - # Optional links to policy or dynamic - policy: Policy | None = None - dynamic: Dynamic | None = None # Time period for this value start_date: datetime diff --git a/src/policyengine/tables/baseline_parameter.py b/src/policyengine/tables/baseline_parameter.py index 08d2afbc..742bff48 100644 --- a/src/policyengine/tables/baseline_parameter.py +++ b/src/policyengine/tables/baseline_parameter.py @@ -22,10 +22,6 @@ class BaselineParameterValueTable(SQLModel, table=True): # Parameter identification parameter_id: UUID = Field(foreign_key="parameters.id") model_version: str - - # Optional foreign keys for policy or dynamic - policy_id: UUID | None = Field(default=None, foreign_key="policies.id") - dynamic_id: UUID | None = Field(default=None, foreign_key="dynamics.id") # Time period for this value start_date: datetime From 9dc0093bae5ff54562b31fc8e6177431d9b69c84 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 8 Sep 2025 11:19:27 +0100 Subject: [PATCH 66/97] Update agg and count --- .../models/report_items/aggregate.py | 68 +++++++++++++------ src/policyengine/models/report_items/count.py | 27 +++++++- 2 files changed, 74 insertions(+), 21 deletions(-) diff --git a/src/policyengine/models/report_items/aggregate.py b/src/policyengine/models/report_items/aggregate.py index 0e04f85d..7de5f0b8 100644 --- a/src/policyengine/models/report_items/aggregate.py +++ b/src/policyengine/models/report_items/aggregate.py @@ -73,26 +73,54 @@ def run(items: list["Aggregate"]) -> list["Aggregate"]: for it in group: df = table # Apply value and range filters if provided - if ( - it.filter_variable is not None - and it.filter_variable in df.columns - ): - mask = pd.Series(True, index=df.index) - if it.filter_variable_value is not None: - mask &= ( - df[it.filter_variable] == it.filter_variable_value - ) - if it.filter_variable_min_value is not None: - mask &= ( - df[it.filter_variable] - >= it.filter_variable_min_value - ) - if it.filter_variable_max_value is not None: - mask &= ( - df[it.filter_variable] - < it.filter_variable_max_value - ) - df = df.loc[mask] + if it.filter_variable is not None: + # Check if filter variable is in current entity's columns + if it.filter_variable in df.columns: + mask = pd.Series(True, index=df.index) + if it.filter_variable_value is not None: + mask &= ( + df[it.filter_variable] == it.filter_variable_value + ) + if it.filter_variable_min_value is not None: + mask &= ( + df[it.filter_variable] + >= it.filter_variable_min_value + ) + if it.filter_variable_max_value is not None: + mask &= ( + df[it.filter_variable] + < it.filter_variable_max_value + ) + df = df.loc[mask] + else: + # Filter variable is on a different entity level + # Try to find it in other entity tables and map via foreign keys + found = False + for other_entity, other_table in data.tables.items(): + if other_entity != entity_level and it.filter_variable in other_table.columns: + # Found the filter variable in another entity + # Check if we have a foreign key relationship + fk_col = f"{entity_level}_{other_entity}_id" + if fk_col in df.columns: + # Map filter from other entity to current entity + other_df = other_table.set_index(f"{other_entity}_id") + mapped_filter = other_df.loc[df[fk_col], it.filter_variable].values + + mask = pd.Series(True, index=df.index) + if it.filter_variable_value is not None: + mask &= mapped_filter == it.filter_variable_value + if it.filter_variable_min_value is not None: + mask &= mapped_filter >= it.filter_variable_min_value + if it.filter_variable_max_value is not None: + mask &= mapped_filter < it.filter_variable_max_value + df = df.loc[mask] + found = True + break + + if not found: + # Could not find filter variable or foreign key relationship + # Skip filtering or raise warning + pass if not MICRODF_AVAILABLE: raise ImportError( diff --git a/src/policyengine/models/report_items/count.py b/src/policyengine/models/report_items/count.py index fd72a168..b7130763 100644 --- a/src/policyengine/models/report_items/count.py +++ b/src/policyengine/models/report_items/count.py @@ -54,7 +54,32 @@ def run(items: list["Count"]) -> list["Count"]: use_weights = "weight_value" in table.columns for it in group: - series = table[it.variable] + # Check if variable is in current entity's columns + if it.variable in table.columns: + series = table[it.variable] + else: + # Variable is on a different entity level + # Try to find it in other entity tables and map via foreign keys + series = None + for other_entity, other_table in data.tables.items(): + if other_entity != entity_level and it.variable in other_table.columns: + # Found the variable in another entity + # Check if we have a foreign key relationship + fk_col = f"{entity_level}_{other_entity}_id" + if fk_col in table.columns: + # Map variable from other entity to current entity + other_df = other_table.set_index(f"{other_entity}_id") + series = pd.Series( + other_df.loc[table[fk_col], it.variable].values, + index=table.index + ) + break + + if series is None: + # Could not find variable or foreign key relationship + # Use empty mask to count nothing + series = pd.Series(float('nan'), index=table.index) + mask = pd.Series(True, index=table.index) if it.equals_value is not None: mask &= series == it.equals_value From 40bca1c8042c19e20a6eae69af85f19c7222bdb7 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 8 Sep 2025 12:33:06 +0100 Subject: [PATCH 67/97] Format --- docs/quickstart.ipynb | 161 +++++++++++------- pyproject.toml | 1 + src/policyengine/countries/uk/simulation.py | 10 +- src/policyengine/countries/us/simulation.py | 10 +- src/policyengine/database.py | 61 ++++--- src/policyengine/migrations/runner.py | 4 +- .../models/report_items/aggregate.py | 45 +++-- src/policyengine/models/report_items/count.py | 21 ++- src/policyengine/utils/version.py | 4 +- tests/test_migrations.py | 24 +-- uv.lock | 30 +++- 11 files changed, 244 insertions(+), 127 deletions(-) diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb index 81f9eea6..b9ffd961 100644 --- a/docs/quickstart.ipynb +++ b/docs/quickstart.ipynb @@ -15,80 +15,125 @@ "metadata": {}, "outputs": [], "source": [ - "from policyengine.models import *\n", - "from policyengine.database import Database\n", + "from policyengine.models import Policy, Dynamic, Simulation, Dataset\n", + "from policyengine.database import Database, POLICYENGINE_DB\n", "\n", - "policyengine_db = Database(\"policyengine\")" + "policyengine = Database(url=POLICYENGINE_DB)\n", + "db = Database(url=\"postgresql://postgres:postgres@127.0.0.1:54322/postgres\")" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 9, "id": "4a9c9066", "metadata": {}, "outputs": [ { - "ename": "ProgrammingError", - "evalue": "(psycopg2.errors.UndefinedColumn) column policies.simulation_modifier_bytes does not exist\nLINE 1: ...ies.name, policies.description, policies.country, policies.s...\n ^\n\n[SQL: SELECT policies.id, policies.name, policies.description, policies.country, policies.simulation_modifier_bytes \nFROM policies \nWHERE policies.name = %(name_1)s]\n[parameters: {'name_1': 'Current law'}]\n(Background on this error at: https://sqlalche.me/e/20/f405)", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mUndefinedColumn\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/base.py:1967\u001b[0m, in \u001b[0;36mConnection._exec_single_context\u001b[0;34m(self, dialect, context, statement, parameters)\u001b[0m\n\u001b[1;32m 1966\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m evt_handled:\n\u001b[0;32m-> 1967\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdialect\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdo_execute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1968\u001b[0m \u001b[43m \u001b[49m\u001b[43mcursor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstr_statement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43meffective_parameters\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\n\u001b[1;32m 1969\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1971\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_has_events \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine\u001b[38;5;241m.\u001b[39m_has_events:\n", - "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/default.py:951\u001b[0m, in \u001b[0;36mDefaultDialect.do_execute\u001b[0;34m(self, cursor, statement, parameters, context)\u001b[0m\n\u001b[1;32m 950\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mdo_execute\u001b[39m(\u001b[38;5;28mself\u001b[39m, cursor, statement, parameters, context\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m--> 951\u001b[0m \u001b[43mcursor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[0;31mUndefinedColumn\u001b[0m: column policies.simulation_modifier_bytes does not exist\nLINE 1: ...ies.name, policies.description, policies.country, policies.s...\n ^\n", - "\nThe above exception was the direct cause of the following exception:\n", - "\u001b[0;31mProgrammingError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m current_law \u001b[38;5;241m=\u001b[39m \u001b[43mpolicyengine_db\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[43mPolicy\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mCurrent law\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/policyengine/policyengine.py/src/policyengine/database.py:574\u001b[0m, in \u001b[0;36mDatabase.get\u001b[0;34m(self, model_cls, id, cascade, **filters)\u001b[0m\n\u001b[1;32m 572\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m conds:\n\u001b[1;32m 573\u001b[0m stmt \u001b[38;5;241m=\u001b[39m stmt\u001b[38;5;241m.\u001b[39mwhere(\u001b[38;5;241m*\u001b[39mconds)\n\u001b[0;32m--> 574\u001b[0m row \u001b[38;5;241m=\u001b[39m \u001b[43ms\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexec\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstmt\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mfirst()\n\u001b[1;32m 575\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m row \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 576\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n", - "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlmodel/orm/session.py:66\u001b[0m, in \u001b[0;36mSession.exec\u001b[0;34m(self, statement, params, execution_options, bind_arguments, _parent_execute_state, _add_event)\u001b[0m\n\u001b[1;32m 52\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mexec\u001b[39m(\n\u001b[1;32m 53\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 54\u001b[0m statement: Union[\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 64\u001b[0m _add_event: Optional[Any] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 65\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Union[TupleResult[_TSelectParam], ScalarResult[_TSelectParam]]:\n\u001b[0;32m---> 66\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 67\u001b[0m \u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 68\u001b[0m \u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 69\u001b[0m \u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexecution_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 70\u001b[0m \u001b[43m \u001b[49m\u001b[43mbind_arguments\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbind_arguments\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 71\u001b[0m \u001b[43m \u001b[49m\u001b[43m_parent_execute_state\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_parent_execute_state\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 72\u001b[0m \u001b[43m \u001b[49m\u001b[43m_add_event\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_add_event\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 73\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 74\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(statement, SelectOfScalar):\n\u001b[1;32m 75\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m results\u001b[38;5;241m.\u001b[39mscalars()\n", - "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/orm/session.py:2365\u001b[0m, in \u001b[0;36mSession.execute\u001b[0;34m(self, statement, params, execution_options, bind_arguments, _parent_execute_state, _add_event)\u001b[0m\n\u001b[1;32m 2305\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mexecute\u001b[39m(\n\u001b[1;32m 2306\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 2307\u001b[0m statement: Executable,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 2313\u001b[0m _add_event: Optional[Any] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 2314\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Result[Any]:\n\u001b[1;32m 2315\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"Execute a SQL expression construct.\u001b[39;00m\n\u001b[1;32m 2316\u001b[0m \n\u001b[1;32m 2317\u001b[0m \u001b[38;5;124;03m Returns a :class:`_engine.Result` object representing\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 2363\u001b[0m \n\u001b[1;32m 2364\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 2365\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute_internal\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2366\u001b[0m \u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2367\u001b[0m \u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2368\u001b[0m \u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexecution_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2369\u001b[0m \u001b[43m \u001b[49m\u001b[43mbind_arguments\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbind_arguments\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2370\u001b[0m \u001b[43m \u001b[49m\u001b[43m_parent_execute_state\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_parent_execute_state\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2371\u001b[0m \u001b[43m \u001b[49m\u001b[43m_add_event\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m_add_event\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2372\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/orm/session.py:2251\u001b[0m, in \u001b[0;36mSession._execute_internal\u001b[0;34m(self, statement, params, execution_options, bind_arguments, _parent_execute_state, _add_event, _scalar_result)\u001b[0m\n\u001b[1;32m 2246\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m conn\u001b[38;5;241m.\u001b[39mscalar(\n\u001b[1;32m 2247\u001b[0m statement, params \u001b[38;5;129;01mor\u001b[39;00m {}, execution_options\u001b[38;5;241m=\u001b[39mexecution_options\n\u001b[1;32m 2248\u001b[0m )\n\u001b[1;32m 2250\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m compile_state_cls:\n\u001b[0;32m-> 2251\u001b[0m result: Result[Any] \u001b[38;5;241m=\u001b[39m \u001b[43mcompile_state_cls\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43morm_execute_statement\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 2252\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2253\u001b[0m \u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2254\u001b[0m \u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2255\u001b[0m \u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2256\u001b[0m \u001b[43m \u001b[49m\u001b[43mbind_arguments\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2257\u001b[0m \u001b[43m \u001b[49m\u001b[43mconn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 2258\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2259\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 2260\u001b[0m result \u001b[38;5;241m=\u001b[39m conn\u001b[38;5;241m.\u001b[39mexecute(\n\u001b[1;32m 2261\u001b[0m statement, params \u001b[38;5;129;01mor\u001b[39;00m {}, execution_options\u001b[38;5;241m=\u001b[39mexecution_options\n\u001b[1;32m 2262\u001b[0m )\n", - "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/orm/context.py:306\u001b[0m, in \u001b[0;36mAbstractORMCompileState.orm_execute_statement\u001b[0;34m(cls, session, statement, params, execution_options, bind_arguments, conn)\u001b[0m\n\u001b[1;32m 296\u001b[0m \u001b[38;5;129m@classmethod\u001b[39m\n\u001b[1;32m 297\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21morm_execute_statement\u001b[39m(\n\u001b[1;32m 298\u001b[0m \u001b[38;5;28mcls\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 304\u001b[0m conn,\n\u001b[1;32m 305\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Result:\n\u001b[0;32m--> 306\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 307\u001b[0m \u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparams\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mexecution_options\u001b[49m\n\u001b[1;32m 308\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 309\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39morm_setup_cursor_result(\n\u001b[1;32m 310\u001b[0m session,\n\u001b[1;32m 311\u001b[0m statement,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 315\u001b[0m result,\n\u001b[1;32m 316\u001b[0m )\n", - "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/base.py:1419\u001b[0m, in \u001b[0;36mConnection.execute\u001b[0;34m(self, statement, parameters, execution_options)\u001b[0m\n\u001b[1;32m 1417\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\u001b[38;5;241m.\u001b[39mObjectNotExecutableError(statement) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 1418\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1419\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mmeth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1420\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1421\u001b[0m \u001b[43m \u001b[49m\u001b[43mdistilled_parameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1422\u001b[0m \u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mNO_OPTIONS\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1423\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/sql/elements.py:526\u001b[0m, in \u001b[0;36mClauseElement._execute_on_connection\u001b[0;34m(self, connection, distilled_params, execution_options)\u001b[0m\n\u001b[1;32m 524\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m TYPE_CHECKING:\n\u001b[1;32m 525\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m, Executable)\n\u001b[0;32m--> 526\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mconnection\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute_clauseelement\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 527\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdistilled_params\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\n\u001b[1;32m 528\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 529\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 530\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\u001b[38;5;241m.\u001b[39mObjectNotExecutableError(\u001b[38;5;28mself\u001b[39m)\n", - "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/base.py:1641\u001b[0m, in \u001b[0;36mConnection._execute_clauseelement\u001b[0;34m(self, elem, distilled_parameters, execution_options)\u001b[0m\n\u001b[1;32m 1629\u001b[0m compiled_cache: Optional[CompiledCacheType] \u001b[38;5;241m=\u001b[39m execution_options\u001b[38;5;241m.\u001b[39mget(\n\u001b[1;32m 1630\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcompiled_cache\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine\u001b[38;5;241m.\u001b[39m_compiled_cache\n\u001b[1;32m 1631\u001b[0m )\n\u001b[1;32m 1633\u001b[0m compiled_sql, extracted_params, cache_hit \u001b[38;5;241m=\u001b[39m elem\u001b[38;5;241m.\u001b[39m_compile_w_cache(\n\u001b[1;32m 1634\u001b[0m dialect\u001b[38;5;241m=\u001b[39mdialect,\n\u001b[1;32m 1635\u001b[0m compiled_cache\u001b[38;5;241m=\u001b[39mcompiled_cache,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1639\u001b[0m linting\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdialect\u001b[38;5;241m.\u001b[39mcompiler_linting \u001b[38;5;241m|\u001b[39m compiler\u001b[38;5;241m.\u001b[39mWARN_LINTING,\n\u001b[1;32m 1640\u001b[0m )\n\u001b[0;32m-> 1641\u001b[0m ret \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execute_context\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1642\u001b[0m \u001b[43m \u001b[49m\u001b[43mdialect\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1643\u001b[0m \u001b[43m \u001b[49m\u001b[43mdialect\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecution_ctx_cls\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_init_compiled\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1644\u001b[0m \u001b[43m \u001b[49m\u001b[43mcompiled_sql\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1645\u001b[0m \u001b[43m \u001b[49m\u001b[43mdistilled_parameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1646\u001b[0m \u001b[43m \u001b[49m\u001b[43mexecution_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1647\u001b[0m \u001b[43m \u001b[49m\u001b[43mcompiled_sql\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1648\u001b[0m \u001b[43m \u001b[49m\u001b[43mdistilled_parameters\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1649\u001b[0m \u001b[43m \u001b[49m\u001b[43melem\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1650\u001b[0m \u001b[43m \u001b[49m\u001b[43mextracted_params\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1651\u001b[0m \u001b[43m \u001b[49m\u001b[43mcache_hit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_hit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1652\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1653\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m has_events:\n\u001b[1;32m 1654\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdispatch\u001b[38;5;241m.\u001b[39mafter_execute(\n\u001b[1;32m 1655\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 1656\u001b[0m elem,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1660\u001b[0m ret,\n\u001b[1;32m 1661\u001b[0m )\n", - "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/base.py:1846\u001b[0m, in \u001b[0;36mConnection._execute_context\u001b[0;34m(self, dialect, constructor, statement, parameters, execution_options, *args, **kw)\u001b[0m\n\u001b[1;32m 1844\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_exec_insertmany_context(dialect, context)\n\u001b[1;32m 1845\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1846\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_exec_single_context\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1847\u001b[0m \u001b[43m \u001b[49m\u001b[43mdialect\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\n\u001b[1;32m 1848\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/base.py:1986\u001b[0m, in \u001b[0;36mConnection._exec_single_context\u001b[0;34m(self, dialect, context, statement, parameters)\u001b[0m\n\u001b[1;32m 1983\u001b[0m result \u001b[38;5;241m=\u001b[39m context\u001b[38;5;241m.\u001b[39m_setup_result_proxy()\n\u001b[1;32m 1985\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m-> 1986\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_handle_dbapi_exception\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1987\u001b[0m \u001b[43m \u001b[49m\u001b[43me\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstr_statement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43meffective_parameters\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcursor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\n\u001b[1;32m 1988\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1990\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n", - "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/base.py:2355\u001b[0m, in \u001b[0;36mConnection._handle_dbapi_exception\u001b[0;34m(self, e, statement, parameters, cursor, context, is_sub_exec)\u001b[0m\n\u001b[1;32m 2353\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m should_wrap:\n\u001b[1;32m 2354\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m sqlalchemy_exception \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m-> 2355\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m sqlalchemy_exception\u001b[38;5;241m.\u001b[39mwith_traceback(exc_info[\u001b[38;5;241m2\u001b[39m]) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01me\u001b[39;00m\n\u001b[1;32m 2356\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 2357\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m exc_info[\u001b[38;5;241m1\u001b[39m] \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n", - "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/base.py:1967\u001b[0m, in \u001b[0;36mConnection._exec_single_context\u001b[0;34m(self, dialect, context, statement, parameters)\u001b[0m\n\u001b[1;32m 1965\u001b[0m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[1;32m 1966\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m evt_handled:\n\u001b[0;32m-> 1967\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdialect\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdo_execute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1968\u001b[0m \u001b[43m \u001b[49m\u001b[43mcursor\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstr_statement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43meffective_parameters\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\n\u001b[1;32m 1969\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1971\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_has_events \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mengine\u001b[38;5;241m.\u001b[39m_has_events:\n\u001b[1;32m 1972\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdispatch\u001b[38;5;241m.\u001b[39mafter_cursor_execute(\n\u001b[1;32m 1973\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 1974\u001b[0m cursor,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1978\u001b[0m context\u001b[38;5;241m.\u001b[39mexecutemany,\n\u001b[1;32m 1979\u001b[0m )\n", - "File \u001b[0;32m~/policyengine/.venv/lib/python3.13/site-packages/sqlalchemy/engine/default.py:951\u001b[0m, in \u001b[0;36mDefaultDialect.do_execute\u001b[0;34m(self, cursor, statement, parameters, context)\u001b[0m\n\u001b[1;32m 950\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21mdo_execute\u001b[39m(\u001b[38;5;28mself\u001b[39m, cursor, statement, parameters, context\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m--> 951\u001b[0m \u001b[43mcursor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexecute\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstatement\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mparameters\u001b[49m\u001b[43m)\u001b[49m\n", - "\u001b[0;31mProgrammingError\u001b[0m: (psycopg2.errors.UndefinedColumn) column policies.simulation_modifier_bytes does not exist\nLINE 1: ...ies.name, policies.description, policies.country, policies.s...\n ^\n\n[SQL: SELECT policies.id, policies.name, policies.description, policies.country, policies.simulation_modifier_bytes \nFROM policies \nWHERE policies.name = %(name_1)s]\n[parameters: {'name_1': 'Current law'}]\n(Background on this error at: https://sqlalche.me/e/20/f405)" - ] + "data": { + "text/plain": [ + "Policy(id=UUID('a7f87926-95d5-4a1a-a435-f2feddc78cbe'), name='Current law', description=None, parameter_values=None, simulation_modifier=None, country='uk')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "current_law = policyengine_db.get(Policy, name=\"Current law\")" + "current_law = policyengine.get(Policy, name=\"Current law\")\n", + "current_law" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "c98dc303", "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "policyengine", - "language": "python", - "name": "python3" + "outputs": [ + { + "data": { + "text/plain": [ + "Dynamic(id=UUID('7cd47aab-08a6-4562-9760-a297e8474317'), name='Static', parent_dynamic=None, description=None, created_at=None, updated_at=None, parameter_values=None, simulation_modifier=None, country='uk')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "static = policyengine.get(Dynamic, name=\"Static\")\n", + "static" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a39ae27b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Dataset(id=UUID('a87e51bc-9847-480e-8eda-e9accc013311'), name='enhanced_frs_2023_24/2029', source_dataset=None, version='1.17.10', data=SingleYearDataset(tables={'person': person_id person_benunit_id ... nhs_outpatient_spending capital_gains\n", + "0 1001 101 ... 1072.321533 0.000000\n", + "1 2003 201 ... 397.872646 0.000000\n", + "2 2004 201 ... 449.060889 0.000000\n", + "3 2001 201 ... 1136.512339 0.000000\n", + "4 2002 201 ... 313.128746 0.000000\n", + "... ... ... ... ... ...\n", + "115607 67013010 6701310 ... 279.816982 -18904.881630\n", + "115608 67015010 6701510 ... 861.234176 45210.088435\n", + "115609 67015011 6701511 ... 528.034036 0.000000\n", + "115610 67016010 6701610 ... 270.629374 0.000000\n", + "115611 67016011 6701611 ... 902.695738 35536.674911\n", + "\n", + "[115612 rows x 78 columns], 'benunit': benunit_id ... maximum_extended_childcare_hours_usage\n", + "0 101 ... 12.575289\n", + "1 201 ... 19.804017\n", + "2 301 ... 10.850478\n", + "3 401 ... 16.271099\n", + "4 402 ... 17.847392\n", + "... ... ... ...\n", + "61853 6701310 ... 15.441003\n", + "61854 6701510 ... 8.760100\n", + "61855 6701511 ... 4.071130\n", + "61856 6701610 ... 9.264017\n", + "61857 6701611 ... 14.533665\n", + "\n", + "[61858 rows x 9 columns], 'household': household_id ... bus_subsidy_spending\n", + "0 1 ... 106.747406\n", + "1 2 ... 0.000000\n", + "2 3 ... 0.000000\n", + "3 4 ... 213.494813\n", + "4 5 ... 213.494813\n", + "... ... ... ...\n", + "53503 67012 ... 213.494813\n", + "53504 67015 ... 0.000000\n", + "53505 67016 ... 0.000000\n", + "53506 67018 ... 0.000000\n", + "53507 67019 ... 0.000000\n", + "\n", + "[53508 rows x 47 columns]}, year=2029), dataset_type=)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "efrs_2029 = policyengine.get(Dataset, name=\"enhanced_frs_2023_24/2029\")\n", + "efrs_2029" + ] }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.13.5" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} + { + "cell_type": "code", + "execution_count": 13, + "id": "8e7a30d8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DatasetTable(id=UUID('a87e51bc-9847-480e-8eda-e9accc013311'), version='1.17.10', dataset_type=, name='enhanced_frs_2023_24/2029', source_dataset_id=None, 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\ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index aad3f85a..565b223d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -25,6 +25,7 @@ dependencies = [ "rich>=13.0.0", "ipywidgets>=8.0.0", "microdf_python", + "tqdm>=4.67.1", ] [project.optional-dependencies] diff --git a/src/policyengine/countries/uk/simulation.py b/src/policyengine/countries/uk/simulation.py index ec10e3fe..17dfa04c 100644 --- a/src/policyengine/countries/uk/simulation.py +++ b/src/policyengine/countries/uk/simulation.py @@ -53,7 +53,7 @@ def run_uk_simulation(simulation: Simulation) -> Dataset: ) simulation.result = Dataset( - dataset_type="uk", + dataset_type="uk_single_year", data=output, ) @@ -72,9 +72,11 @@ def _apply_uk_parametric_reform(provisions, sim): parameter_name = provision.parameter.name sim.tax_benefit_system.parameters.get_child(parameter_name).update( start=instant(provision.start_date.strftime("%Y-%m-%d")), - stop=instant(provision.end_date.strftime("%Y-%m-%d")) - if provision.end_date - else None, + stop=( + instant(provision.end_date.strftime("%Y-%m-%d")) + if provision.end_date + else None + ), value=provision.value, ) diff --git a/src/policyengine/countries/us/simulation.py b/src/policyengine/countries/us/simulation.py index fbdeccaa..abf08d35 100644 --- a/src/policyengine/countries/us/simulation.py +++ b/src/policyengine/countries/us/simulation.py @@ -50,7 +50,7 @@ def run_us_simulation(simulation: Simulation) -> Dataset: ) simulation.result = Dataset( - dataset_type="us", + dataset_type="us_single_year", data=output, ) @@ -69,9 +69,11 @@ def _apply_us_parametric_reform(provisions, sim): parameter_name = provision.parameter.name sim.tax_benefit_system.parameters.get_child(parameter_name).update( start=instant(provision.start_date.strftime("%Y-%m-%d")), - stop=instant(provision.end_date.strftime("%Y-%m-%d")) - if provision.end_date - else None, + stop=( + instant(provision.end_date.strftime("%Y-%m-%d")) + if provision.end_date + else None + ), value=provision.value, ) diff --git a/src/policyengine/database.py b/src/policyengine/database.py index e15ee991..8ce692a5 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -913,9 +913,11 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: s.flush() return AggregateTable( simulation_id=sim_row.id, # type: ignore[arg-type] - time_period=str(obj.time_period) - if obj.time_period is not None - else None, + time_period=( + str(obj.time_period) + if obj.time_period is not None + else None + ), variable=obj.variable, entity_level=obj.entity_level, filter_variable=obj.filter_variable, @@ -935,9 +937,11 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: s.flush() return CountTable( simulation_id=sim_row.id, # type: ignore[arg-type] - time_period=str(obj.time_period) - if obj.time_period is not None - else None, + time_period=( + str(obj.time_period) + if obj.time_period is not None + else None + ), variable=obj.variable, entity_level=obj.entity_level, equals_value=self._json_safe_value(obj.equals_value), @@ -962,9 +966,11 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: group_variable=obj.group_variable, group_value=self._json_safe_value(obj.group_value), entity_level=obj.entity_level, - time_period=str(obj.time_period) - if obj.time_period is not None - else None, + time_period=( + str(obj.time_period) + if obj.time_period is not None + else None + ), total_change=obj.total_change, relative_change=obj.relative_change, average_change_per_entity=obj.average_change_per_entity, @@ -1425,7 +1431,9 @@ def _json_restore_value(self, v: Any) -> Any: return v # ------------------- Upsert helpers ------------------- - def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: # noqa: ARG002 + def _upsert_row( + self, obj: Any, new_row: SQLModel, s: Session + ) -> SQLModel: # noqa: ARG002 """Apply deduplication/upsert rules per model type. - Parameter: same name+country replaces @@ -1524,17 +1532,28 @@ def _upsert_row(self, obj: Any, new_row: SQLModel, s: Session) -> SQLModel: # n BaselineParameterValueTable.model_version == new_row.model_version, BaselineParameterValueTable.start_date == new_row.start_date, - BaselineParameterValueTable.end_date.is_(new_row.end_date) - if new_row.end_date is None - else BaselineParameterValueTable.end_date == new_row.end_date, - BaselineParameterValueTable.policy_id.is_(new_row.policy_id) - if new_row.policy_id is None - else BaselineParameterValueTable.policy_id - == new_row.policy_id, - BaselineParameterValueTable.dynamic_id.is_(new_row.dynamic_id) - if new_row.dynamic_id is None - else BaselineParameterValueTable.dynamic_id - == new_row.dynamic_id, + ( + BaselineParameterValueTable.end_date.is_(new_row.end_date) + if new_row.end_date is None + else BaselineParameterValueTable.end_date + == new_row.end_date + ), + ( + BaselineParameterValueTable.policy_id.is_( + new_row.policy_id + ) + if new_row.policy_id is None + else BaselineParameterValueTable.policy_id + == new_row.policy_id + ), + ( + BaselineParameterValueTable.dynamic_id.is_( + new_row.dynamic_id + ) + if new_row.dynamic_id is None + else BaselineParameterValueTable.dynamic_id + == new_row.dynamic_id + ), BaselineParameterValueTable.country == new_row.country, ) existing = s.exec(stmt).first() diff --git a/src/policyengine/migrations/runner.py b/src/policyengine/migrations/runner.py index b85b348b..f77f2fc4 100644 --- a/src/policyengine/migrations/runner.py +++ b/src/policyengine/migrations/runner.py @@ -117,11 +117,11 @@ def migrate_country( ParameterTable.country == country, ) ).all() - + # Build lookup map from query results for param in all_params: param_lookup[param.name] = param.id - + print(f" Found {len(param_lookup)} parameters in database") # Now add new parameter values directly using bulk insert diff --git a/src/policyengine/models/report_items/aggregate.py b/src/policyengine/models/report_items/aggregate.py index 7de5f0b8..0fc5b5a2 100644 --- a/src/policyengine/models/report_items/aggregate.py +++ b/src/policyengine/models/report_items/aggregate.py @@ -79,7 +79,8 @@ def run(items: list["Aggregate"]) -> list["Aggregate"]: mask = pd.Series(True, index=df.index) if it.filter_variable_value is not None: mask &= ( - df[it.filter_variable] == it.filter_variable_value + df[it.filter_variable] + == it.filter_variable_value ) if it.filter_variable_min_value is not None: mask &= ( @@ -97,26 +98,48 @@ def run(items: list["Aggregate"]) -> list["Aggregate"]: # Try to find it in other entity tables and map via foreign keys found = False for other_entity, other_table in data.tables.items(): - if other_entity != entity_level and it.filter_variable in other_table.columns: + if ( + other_entity != entity_level + and it.filter_variable in other_table.columns + ): # Found the filter variable in another entity # Check if we have a foreign key relationship fk_col = f"{entity_level}_{other_entity}_id" if fk_col in df.columns: # Map filter from other entity to current entity - other_df = other_table.set_index(f"{other_entity}_id") - mapped_filter = other_df.loc[df[fk_col], it.filter_variable].values - + other_df = other_table.set_index( + f"{other_entity}_id" + ) + mapped_filter = other_df.loc[ + df[fk_col], it.filter_variable + ].values + mask = pd.Series(True, index=df.index) if it.filter_variable_value is not None: - mask &= mapped_filter == it.filter_variable_value - if it.filter_variable_min_value is not None: - mask &= mapped_filter >= it.filter_variable_min_value - if it.filter_variable_max_value is not None: - mask &= mapped_filter < it.filter_variable_max_value + mask &= ( + mapped_filter + == it.filter_variable_value + ) + if ( + it.filter_variable_min_value + is not None + ): + mask &= ( + mapped_filter + >= it.filter_variable_min_value + ) + if ( + it.filter_variable_max_value + is not None + ): + mask &= ( + mapped_filter + < it.filter_variable_max_value + ) df = df.loc[mask] found = True break - + if not found: # Could not find filter variable or foreign key relationship # Skip filtering or raise warning diff --git a/src/policyengine/models/report_items/count.py b/src/policyengine/models/report_items/count.py index b7130763..f2147839 100644 --- a/src/policyengine/models/report_items/count.py +++ b/src/policyengine/models/report_items/count.py @@ -62,24 +62,31 @@ def run(items: list["Count"]) -> list["Count"]: # Try to find it in other entity tables and map via foreign keys series = None for other_entity, other_table in data.tables.items(): - if other_entity != entity_level and it.variable in other_table.columns: + if ( + other_entity != entity_level + and it.variable in other_table.columns + ): # Found the variable in another entity # Check if we have a foreign key relationship fk_col = f"{entity_level}_{other_entity}_id" if fk_col in table.columns: # Map variable from other entity to current entity - other_df = other_table.set_index(f"{other_entity}_id") + other_df = other_table.set_index( + f"{other_entity}_id" + ) series = pd.Series( - other_df.loc[table[fk_col], it.variable].values, - index=table.index + other_df.loc[ + table[fk_col], it.variable + ].values, + index=table.index, ) break - + if series is None: # Could not find variable or foreign key relationship # Use empty mask to count nothing - series = pd.Series(float('nan'), index=table.index) - + series = pd.Series(float("nan"), index=table.index) + mask = pd.Series(True, index=table.index) if it.equals_value is not None: mask &= series == it.equals_value diff --git a/src/policyengine/utils/version.py b/src/policyengine/utils/version.py index fe7c8065..e8a3cece 100644 --- a/src/policyengine/utils/version.py +++ b/src/policyengine/utils/version.py @@ -11,6 +11,8 @@ def get_model_version(country: str): # Fallback if importlib.metadata is unavailable/old env import pkg_resources # type: ignore - return pkg_resources.get_distribution(package_name).version # noqa: F401 + return pkg_resources.get_distribution( + package_name + ).version # noqa: F401 except Exception: return "unknown" diff --git a/tests/test_migrations.py b/tests/test_migrations.py index 7690c980..5c185a3a 100644 --- a/tests/test_migrations.py +++ b/tests/test_migrations.py @@ -79,9 +79,9 @@ def test_migrate_uk_dataset(): # Check for specific dataset patterns dataset_names = [d.name for d in uk_datasets] # Should have either enhanced_frs or frs datasets for multiple years - assert any("frs" in name for name in dataset_names), ( - "No FRS datasets found" - ) + assert any( + "frs" in name for name in dataset_names + ), "No FRS datasets found" def test_migrate_us_dataset(): @@ -103,9 +103,9 @@ def test_migrate_us_dataset(): # Check for specific dataset patterns dataset_names = [d.name for d in us_datasets] # Should have enhanced_cps datasets for multiple years - assert any("cps" in name for name in dataset_names), ( - "No CPS datasets found" - ) + assert any( + "cps" in name for name in dataset_names + ), "No CPS datasets found" def test_migrate_all(): @@ -182,13 +182,13 @@ def test_parameter_value_versioning(): ) values = s.exec(stmt).all() - assert len(values) > 0, ( - f"No parameter values found for version {version}" - ) + assert ( + len(values) > 0 + ), f"No parameter values found for version {version}" for v in values: - assert v.model_version == version, ( - f"Wrong version: {v.model_version}" - ) + assert ( + v.model_version == version + ), f"Wrong version: {v.model_version}" def test_invalid_country(): diff --git a/uv.lock b/uv.lock index 503dc9d7..2a86b6cd 100644 --- a/uv.lock +++ b/uv.lock @@ -1277,18 +1277,21 @@ dependencies = [ { name = "ipywidgets" }, { name = "microdf-python" }, { name = "pandas" }, - { name = "policyengine-core" }, - { name = "policyengine-uk" }, - { name = "policyengine-us" }, { name = "psycopg2-binary" }, { name = "pydantic" }, { name = "pymysql" }, { name = "rich" }, { name = "sqlalchemy" }, { name = "sqlmodel" }, + { name = "tqdm" }, ] [package.optional-dependencies] +all = [ + { name = "policyengine-core" }, + { name = "policyengine-uk" }, + { name = "policyengine-us" }, +] dev = [ { name = "autodoc-pydantic" }, { name = "black" }, @@ -1301,6 +1304,14 @@ dev = [ { name = "ruff" }, { name = "yaml-changelog" }, ] +uk = [ + { name = "policyengine-core" }, + { name = "policyengine-uk" }, +] +us = [ + { name = "policyengine-core" }, + { name = "policyengine-us" }, +] [package.metadata] requires-dist = [ @@ -1316,9 +1327,13 @@ requires-dist = [ { name = "jupyter-book", marker = "extra == 'dev'" }, { name = "microdf-python" }, { name = "pandas", specifier = ">=2.0.0" }, - { name = "policyengine-core", specifier = ">=3.10" }, - { name = "policyengine-uk" }, - { name = "policyengine-us", specifier = ">=1.213.1" }, + { name = "policyengine-core", marker = "extra == 'all'", specifier = ">=3.10" }, + { name = "policyengine-core", marker = "extra == 'uk'", specifier = ">=3.10" }, + { name = "policyengine-core", marker = "extra == 'us'", specifier = ">=3.10" }, + { name = "policyengine-uk", marker = "extra == 'all'" }, + { name = "policyengine-uk", marker = "extra == 'uk'" }, + { name = "policyengine-us", marker = "extra == 'all'", specifier = ">=1.213.1" }, + { name = "policyengine-us", marker = "extra == 'us'", specifier = ">=1.213.1" }, { name = "psycopg2-binary", specifier = ">=2.9.0" }, { name = "pydantic", specifier = ">=2.0.0" }, { name = "pymysql", specifier = ">=1.1.0" }, @@ -1328,9 +1343,10 @@ requires-dist = [ { name = "ruff", marker = "extra == 'dev'", specifier = ">=0.5.0" }, { name = "sqlalchemy", specifier = ">=2.0.0" }, { name = "sqlmodel", specifier = ">=0.0.21" }, + { name = "tqdm", specifier = ">=4.67.1" }, { name = "yaml-changelog", marker = "extra == 'dev'", specifier = ">=0.1.7" }, ] -provides-extras = ["dev"] +provides-extras = ["uk", "us", "all", "dev"] [[package]] name = "policyengine-core" From 84037172fbf36902afde1ed6732b98db06ea05b4 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 8 Sep 2025 16:59:11 +0100 Subject: [PATCH 68/97] Remove quickstart nb --- docs/quickstart.ipynb | 139 ------------------------------------------ 1 file changed, 139 deletions(-) delete mode 100644 docs/quickstart.ipynb diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb deleted file mode 100644 index b9ffd961..00000000 --- a/docs/quickstart.ipynb +++ /dev/null @@ -1,139 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "659da6af", - "metadata": {}, - "source": [ - "# Getting started" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "0d4e1703", - "metadata": {}, - "outputs": [], - "source": [ - "from policyengine.models import Policy, Dynamic, Simulation, Dataset\n", - "from policyengine.database import Database, POLICYENGINE_DB\n", - "\n", - "policyengine = Database(url=POLICYENGINE_DB)\n", - "db = Database(url=\"postgresql://postgres:postgres@127.0.0.1:54322/postgres\")" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "4a9c9066", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Policy(id=UUID('a7f87926-95d5-4a1a-a435-f2feddc78cbe'), name='Current law', description=None, parameter_values=None, simulation_modifier=None, country='uk')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "current_law = policyengine.get(Policy, name=\"Current law\")\n", - "current_law" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "c98dc303", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Dynamic(id=UUID('7cd47aab-08a6-4562-9760-a297e8474317'), name='Static', parent_dynamic=None, description=None, created_at=None, updated_at=None, parameter_values=None, simulation_modifier=None, country='uk')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "static = policyengine.get(Dynamic, name=\"Static\")\n", - "static" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "a39ae27b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Dataset(id=UUID('a87e51bc-9847-480e-8eda-e9accc013311'), name='enhanced_frs_2023_24/2029', source_dataset=None, version='1.17.10', data=SingleYearDataset(tables={'person': person_id person_benunit_id ... nhs_outpatient_spending capital_gains\n", - "0 1001 101 ... 1072.321533 0.000000\n", - "1 2003 201 ... 397.872646 0.000000\n", - "2 2004 201 ... 449.060889 0.000000\n", - "3 2001 201 ... 1136.512339 0.000000\n", - "4 2002 201 ... 313.128746 0.000000\n", - "... ... ... ... ... ...\n", - "115607 67013010 6701310 ... 279.816982 -18904.881630\n", - "115608 67015010 6701510 ... 861.234176 45210.088435\n", - "115609 67015011 6701511 ... 528.034036 0.000000\n", - "115610 67016010 6701610 ... 270.629374 0.000000\n", - "115611 67016011 6701611 ... 902.695738 35536.674911\n", - "\n", - "[115612 rows x 78 columns], 'benunit': benunit_id ... maximum_extended_childcare_hours_usage\n", - "0 101 ... 12.575289\n", - "1 201 ... 19.804017\n", - "2 301 ... 10.850478\n", - "3 401 ... 16.271099\n", - "4 402 ... 17.847392\n", - "... ... ... ...\n", - "61853 6701310 ... 15.441003\n", - "61854 6701510 ... 8.760100\n", - "61855 6701511 ... 4.071130\n", - "61856 6701610 ... 9.264017\n", - "61857 6701611 ... 14.533665\n", - "\n", - "[61858 rows x 9 columns], 'household': household_id ... bus_subsidy_spending\n", - "0 1 ... 106.747406\n", - "1 2 ... 0.000000\n", - "2 3 ... 0.000000\n", - "3 4 ... 213.494813\n", - "4 5 ... 213.494813\n", - "... ... ... ...\n", - "53503 67012 ... 213.494813\n", - "53504 67015 ... 0.000000\n", - "53505 67016 ... 0.000000\n", - "53506 67018 ... 0.000000\n", - "53507 67019 ... 0.000000\n", - "\n", - "[53508 rows x 47 columns]}, year=2029), dataset_type=)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "efrs_2029 = policyengine.get(Dataset, name=\"enhanced_frs_2023_24/2029\")\n", - "efrs_2029" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "8e7a30d8", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "DatasetTable(id=UUID('a87e51bc-9847-480e-8eda-e9accc013311'), version='1.17.10', dataset_type=, name='enhanced_frs_2023_24/2029', source_dataset_id=None, 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\ No newline at end of file From 129fadf2ddc440195a917c13017e777d05f768e4 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 10 Sep 2025 12:07:58 +0100 Subject: [PATCH 69/97] Add output tables --- docs/custom_outputs.md | 247 ++++++++++++++++++ examples/custom_report_item.py | 207 +++++++++++++++ src/policyengine/database.py | 139 ++++++++-- .../models/report_items/__init__.py | 2 + .../models/report_items/aggregate.py | 1 + src/policyengine/models/report_items/count.py | 1 + .../models/report_items/mapping.py | 163 ++++++++++++ .../models/report_items/registry.py | 101 +++++++ .../models/report_items/two_sim_change.py | 6 + src/policyengine/tables/report_items.py | 26 +- src/policyengine/tables/simulation.py | 14 +- 11 files changed, 876 insertions(+), 31 deletions(-) create mode 100644 docs/custom_outputs.md create mode 100644 examples/custom_report_item.py create mode 100644 src/policyengine/models/report_items/mapping.py create mode 100644 src/policyengine/models/report_items/registry.py diff --git a/docs/custom_outputs.md b/docs/custom_outputs.md new file mode 100644 index 00000000..7db4465f --- /dev/null +++ b/docs/custom_outputs.md @@ -0,0 +1,247 @@ +# Creating custom output tables and models + +PolicyEngine now supports adding custom output tables and models without modifying core code. This allows you to extend the system with domain-specific metrics and analyses. + +## Overview + +The custom output system consists of: +- **Models**: Pydantic classes that define the data structure and computation logic +- **Tables**: SQLModel classes that define database storage +- **Registry**: A central system that manages model/table mappings +- **Mappers**: Optional functions to convert between models and tables + +## Basic example + +Here's how to create a custom poverty gap metric: + +```python +from policyengine.models.report_items import ReportElementDataItem +from sqlmodel import SQLModel, Field +from uuid import UUID, uuid4 + +# 1. Define your database table +class PovertyGapTable(SQLModel, table=True): + __tablename__ = "reportitem_poverty_gap" + + id: UUID = Field(default_factory=uuid4, primary_key=True) + simulation_id: UUID = Field(foreign_key="simulations.id") + country: str + poverty_line: float + poverty_gap_index: float + +# 2. Define your model +class PovertyGap(ReportElementDataItem): + simulation: Simulation + country: str + poverty_line: float + poverty_gap_index: float | None = None + + @staticmethod + def run(items: list["PovertyGap"]) -> list["PovertyGap"]: + # Implement computation logic + results = [] + for item in items: + # Calculate poverty gap from simulation data + # ... + results.append(item) + return results +``` + +## Step-by-step guide + +### 1. Create your table class + +Your table must inherit from `SQLModel` with `table=True`: + +```python +from sqlmodel import SQLModel, Field +from uuid import UUID, uuid4 + +class MyCustomTable(SQLModel, table=True): + __tablename__ = "reportitem_my_custom" + + id: UUID = Field(default_factory=uuid4, primary_key=True) + simulation_id: UUID = Field(foreign_key="simulations.id") + # Add your fields here + value: float + metadata: dict = Field(default={}, sa_type=JSON) +``` + +### 2. Create your model class + +Your model must inherit from `ReportElementDataItem`: + +```python +from policyengine.models.report_items import ReportElementDataItem +from policyengine.models.simulation import Simulation + +class MyCustomMetric(ReportElementDataItem): + simulation: Simulation + value: float | None = None + + @staticmethod + def run(items: list["MyCustomMetric"]) -> list["MyCustomMetric"]: + """Compute values for provided items.""" + results = [] + for item in items: + # Access simulation data + data = item.simulation.result.data + + # Perform calculations + computed_value = calculate_something(data) + + # Return new instance with computed value + results.append(MyCustomMetric( + simulation=item.simulation, + value=computed_value, + )) + return results +``` + +### 3. Register your custom type + +Register with the database: + +```python +from policyengine.database import Database + +db = Database("sqlite:///my_database.db") +db.register_custom_mapping( + model_class=MyCustomMetric, + table_class=MyCustomTable, +) +``` + +### 4. Use your custom type + +Once registered, use it like any built-in type: + +```python +# Create instances +metric = MyCustomMetric( + simulation=my_simulation, + # ... other fields +) + +# Compute values +results = MyCustomMetric.run([metric]) + +# Store in database +db.add(results[0]) + +# Query from database +stored = db.get(MyCustomMetric, id=some_id) +``` + +## Advanced features + +### Custom mappers + +For complex conversions between models and tables, provide custom mapper functions: + +```python +def my_metric_to_table(item: MyCustomMetric, session, cascade: bool) -> MyCustomTable: + """Convert model to table with custom logic.""" + # Custom conversion logic + return MyCustomTable( + simulation_id=item.simulation.id, + value=item.value, + # Transform data as needed + ) + +def my_metric_from_table(row: MyCustomTable, session, cascade: bool) -> MyCustomMetric: + """Convert table to model with custom logic.""" + # Custom reconstruction logic + return MyCustomMetric( + simulation=get_simulation(row.simulation_id), + value=row.value, + ) + +# Register with the database including mappers +db.register_custom_mapping( + model_class=MyCustomMetric, + table_class=MyCustomTable, + to_table_mapper=my_metric_to_table, + from_table_mapper=my_metric_from_table, +) +``` + +### Accessing simulation data + +Within your `run` method, access simulation result data: + +```python +@staticmethod +def run(items: list["MyMetric"]) -> list["MyMetric"]: + for item in items: + # Get SingleYearDataset from simulation + data = item.simulation.result.data + + # Access entity tables + person_table = data.tables["person"] + household_table = data.tables["household"] + + # Use weights if available + if "weight_value" in person_table.columns: + weights = person_table["weight_value"] + + # Access variables + income = person_table["employment_income"] + + # Perform calculations... +``` + +### Working with filters and aggregations + +Follow the pattern of built-in types like `Aggregate`: + +```python +class FilteredMetric(ReportElementDataItem): + simulation: Simulation + variable: str + filter_variable: str | None = None + filter_value: Any | None = None + + @staticmethod + def run(items: list["FilteredMetric"]) -> list["FilteredMetric"]: + for item in items: + data = item.simulation.result.data + df = data.tables["person"] + + # Apply filters + if item.filter_variable and item.filter_value is not None: + mask = df[item.filter_variable] == item.filter_value + df = df[mask] + + # Compute metric on filtered data + result_value = df[item.variable].mean() + # ... +``` + +## Best practices + +1. **Inherit from ReportElementDataItem**: This provides standard DataFrame conversion methods +2. **Implement the run method**: Batch computation for efficiency +3. **Use UUID primary keys**: Consistent with PolicyEngine's schema +4. **Include simulation_id foreign key**: Links your data to simulations +5. **Handle missing data gracefully**: Check for None values and missing columns +6. **Document your metrics**: Include docstrings explaining what your metric measures +7. **Test thoroughly**: Ensure your custom types work with different data scenarios + +## Complete example + +See `examples/custom_report_item.py` for a complete working example of a poverty gap metric that: +- Defines table and model classes +- Implements computation logic +- Provides custom mappers +- Demonstrates usage patterns + +## Troubleshooting + +**Table not created**: Ensure you've called `db.register_custom_mapping()` before trying to store data. + +**Import errors**: Make sure your custom classes are imported before using them with the database. + +**Computation errors**: Check that simulation result data is available and has expected structure. + +**Foreign key errors**: Ensure the simulation is saved to the database before saving custom metrics that reference it. \ No newline at end of file diff --git a/examples/custom_report_item.py b/examples/custom_report_item.py new file mode 100644 index 00000000..63c60355 --- /dev/null +++ b/examples/custom_report_item.py @@ -0,0 +1,207 @@ +"""Example of creating a custom report item for PolicyEngine. + +This example shows how to create a custom poverty gap metric that +can be computed and stored in the database alongside built-in metrics. +""" + +from __future__ import annotations + +from typing import Optional +from uuid import UUID, uuid4 + +import pandas as pd +from pydantic import BaseModel +from sqlalchemy import JSON +from sqlmodel import SQLModel, Field + +from policyengine.models.report_items import ReportElementDataItem +from policyengine.models.simulation import Simulation +from policyengine.models.single_year_dataset import SingleYearDataset + + +# Define the SQLModel table for storing poverty gap data +class PovertyGapTable(SQLModel, table=True): + __tablename__ = "reportitem_poverty_gap" + + id: UUID = Field(default_factory=uuid4, primary_key=True) + simulation_id: UUID = Field(foreign_key="simulations.id") + time_period: str | None = None + country: str + poverty_line: float + income_variable: str + entity_level: str = "person" + + # Results + poverty_gap_index: float + average_gap: float + total_gap: float + people_in_poverty: float + + +# Define the mapper functions (optional, but recommended for complex conversions) +def poverty_gap_to_table( + item: "PovertyGap", + session, # SQLAlchemy session + cascade: bool = False, +) -> PovertyGapTable: + """Convert PovertyGap model to database table.""" + # Get simulation ID (assuming it's already in the database) + from policyengine.database import Database + + # We need to ensure the simulation is stored first + if hasattr(item.simulation, 'id') and item.simulation.id: + sim_id = item.simulation.id + else: + # This would need proper handling in a real implementation + raise ValueError("Simulation must be saved to database first") + + return PovertyGapTable( + simulation_id=sim_id, + time_period=str(item.time_period) if item.time_period else None, + country=item.country, + poverty_line=item.poverty_line, + income_variable=item.income_variable, + entity_level=item.entity_level, + poverty_gap_index=item.poverty_gap_index, + average_gap=item.average_gap, + total_gap=item.total_gap, + people_in_poverty=item.people_in_poverty, + ) + + +def poverty_gap_from_table( + row: PovertyGapTable, + session, + cascade: bool = False, +) -> "PovertyGap": + """Convert database table to PovertyGap model.""" + from policyengine.tables.simulation import SimulationTable + + # Fetch the simulation if needed + sim = None + if cascade and row.simulation_id: + sim_row = session.get(SimulationTable, row.simulation_id) + if sim_row: + # Convert to Simulation model (simplified) + sim = Simulation(id=sim_row.id) + + return PovertyGap( + simulation=sim, + time_period=row.time_period, + country=row.country, + poverty_line=row.poverty_line, + income_variable=row.income_variable, + entity_level=row.entity_level, + poverty_gap_index=row.poverty_gap_index, + average_gap=row.average_gap, + total_gap=row.total_gap, + people_in_poverty=row.people_in_poverty, + ) + + +# Define the Pydantic model +class PovertyGap(ReportElementDataItem): + """Custom report item for calculating poverty gap metrics. + + The poverty gap measures how far below the poverty line + the poor population falls on average. + """ + + simulation: Simulation + time_period: int | str | None = None + country: str + poverty_line: float + income_variable: str = "household_net_income" + entity_level: str = "person" + + # Results (computed by run method) + poverty_gap_index: float | None = None + average_gap: float | None = None + total_gap: float | None = None + people_in_poverty: float | None = None + + @staticmethod + def run(items: list["PovertyGap"]) -> list["PovertyGap"]: + """Compute poverty gap metrics for provided items. + + This method calculates: + - Poverty gap index: average shortfall as % of poverty line + - Average gap: average income shortfall for those in poverty + - Total gap: sum of all income shortfalls + - People in poverty: weighted count below poverty line + """ + if not items: + return [] + + results = [] + for item in items: + # Get the simulation result data + data: SingleYearDataset = item.simulation.result.data + + # Get the relevant entity table + table: pd.DataFrame = data.tables[item.entity_level] + + # Get income and weights + income = table[item.income_variable].values + weights = table.get("weight_value", pd.Series(1, index=table.index)).values + + # Calculate poverty metrics + in_poverty = income < item.poverty_line + gap = (item.poverty_line - income) * in_poverty + + # Weighted calculations + people_in_poverty = float((weights * in_poverty).sum()) + total_gap = float((weights * gap).sum()) + total_people = float(weights.sum()) + + if people_in_poverty > 0: + average_gap = total_gap / people_in_poverty + poverty_gap_index = (total_gap / (item.poverty_line * total_people)) * 100 + else: + average_gap = 0.0 + poverty_gap_index = 0.0 + + # Create result with computed values + result = PovertyGap( + **item.model_dump(), + poverty_gap_index=poverty_gap_index, + average_gap=average_gap, + total_gap=total_gap, + people_in_poverty=people_in_poverty, + ) + results.append(result) + + return results + + +# Example usage +if __name__ == "__main__": + from policyengine.database import Database + + # Create database and register the custom type + db = Database("sqlite:///example.db") + + # Register the custom type with the database + db.register_custom_mapping( + model_class=PovertyGap, + table_class=PovertyGapTable, + to_table_mapper=poverty_gap_to_table, + from_table_mapper=poverty_gap_from_table, + ) + + # Now you can use PovertyGap just like built-in report items + print("Custom poverty gap report item registered successfully!") + + # Example of creating a poverty gap item (would need real simulation) + # poverty_gap = PovertyGap( + # simulation=my_simulation, + # country="uk", + # poverty_line=15000, + # income_variable="household_net_income", + # ) + + # Compute the metrics + # results = PovertyGap.run([poverty_gap]) + + # Store in database + # db.add(results[0]) \ No newline at end of file diff --git a/src/policyengine/database.py b/src/policyengine/database.py index 8ce692a5..7e124856 100644 --- a/src/policyengine/database.py +++ b/src/policyengine/database.py @@ -5,6 +5,7 @@ from datetime import datetime from typing import ( Any, + Callable, Dict, Generator, Iterable, @@ -51,6 +52,7 @@ VariableChangeGroupByQuantileGroup, VariableChangeGroupByVariableValue, ) +from policyengine.models.report_items.registry import ReportItemRegistry # Table models from policyengine.tables import ( @@ -157,10 +159,79 @@ def __init__( v: k for k, v in self._bm_to_table.items() } + # Register built-in report items with the registry + self._register_builtin_report_items() + # Optionally seed metadata on init if seed_countries: self.seed(seed_countries) + def _register_builtin_report_items(self) -> None: + """Register built-in report item types with the registry.""" + # Clear any existing registrations + ReportItemRegistry.clear() + + # Register built-in types + ReportItemRegistry.register( + name="aggregate", + model_class=Aggregate, + table_class=AggregateTable, + ) + ReportItemRegistry.register( + name="count", + model_class=Count, + table_class=CountTable, + ) + ReportItemRegistry.register( + name="change_by_baseline_group", + model_class=ChangeByBaselineGroup, + table_class=ChangeByBaselineGroupTable, + ) + ReportItemRegistry.register( + name="variable_change_by_quantile", + model_class=VariableChangeGroupByQuantileGroup, + table_class=VariableChangeGroupByQuantileGroupTable, + ) + ReportItemRegistry.register( + name="variable_change_by_value", + model_class=VariableChangeGroupByVariableValue, + table_class=VariableChangeGroupByVariableValueTable, + ) + + def register_custom_mapping( + self, + model_class: type, + table_class: type[SQLModel], + to_table_mapper: Optional[Callable] = None, + from_table_mapper: Optional[Callable] = None, + ) -> None: + """Register a custom model/table mapping at runtime. + + Args: + model_class: The Pydantic model class + table_class: The SQLModel table class + to_table_mapper: Optional custom function to convert model to table + from_table_mapper: Optional custom function to convert table to model + """ + # Add to internal mappings + self._bm_to_table[model_class] = table_class + self._table_to_bm[table_class] = model_class + + # If it's a ReportElementDataItem subclass, also register with the registry + from policyengine.models.report_items.base import ReportElementDataItem + if issubclass(model_class, ReportElementDataItem): + name = f"custom_{model_class.__name__.lower()}" + ReportItemRegistry.register( + name=name, + model_class=model_class, + table_class=table_class, + to_table_mapper=to_table_mapper, + from_table_mapper=from_table_mapper, + ) + + # Create the table if it doesn't exist + SQLModel.metadata.create_all(self.engine, tables=[table_class.__table__]) + def reset(self) -> None: """Drop and recreate all tables, clearing all data. @@ -591,6 +662,13 @@ def _resolve_table_class( # Specific mappers. These keep relationships simple and optional. def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: + # Check if this is a custom registered type + from policyengine.models.report_items.base import ReportElementDataItem + if isinstance(obj, ReportElementDataItem): + registration = ReportItemRegistry.get_by_model(type(obj)) + if registration and registration["to_table"]: + # Use custom mapper + return registration["to_table"](obj, s, cascade=cascade) # Users and links if isinstance(obj, User): return UserTable(id=obj.id, name=obj.name, email=obj.email) @@ -841,37 +919,57 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: # Simulation if isinstance(obj, Simulation): - dataset_id = policy_id = dynamic_id = result_dataset_id = None + dataset_id = policy_id = dynamic_id = None + dataset_type = None + result_bytes = None + if obj.dataset is not None and cascade: ds_row = self._to_table(obj.dataset, s, cascade=cascade) ds_row = self._upsert_row(obj.dataset, ds_row, s) s.add(ds_row) s.flush() dataset_id = ds_row.id + # Get dataset type from the dataset + if hasattr(obj.dataset, 'dataset_type'): + dataset_type = obj.dataset.dataset_type + if obj.policy is not None and cascade: po_row = self._to_table(obj.policy, s, cascade=cascade) po_row = self._upsert_row(obj.policy, po_row, s) s.add(po_row) s.flush() policy_id = po_row.id + if obj.dynamic is not None and cascade: dy_row = self._to_table(obj.dynamic, s, cascade=cascade) dy_row = self._upsert_row(obj.dynamic, dy_row, s) s.add(dy_row) s.flush() dynamic_id = dy_row.id - if isinstance(obj.result, Dataset) and cascade: - rs_row = self._to_table(obj.result, s, cascade=cascade) - rs_row = self._upsert_row(obj.result, rs_row, s) - s.add(rs_row) - s.flush() - result_dataset_id = rs_row.id + + # Store result as bytes directly in simulation table + if obj.result is not None: + if isinstance(obj.result, Dataset): + # If result is a Dataset, serialize its data + if hasattr(obj.result, 'data') and obj.result.data is not None: + if hasattr(obj.result.data, 'serialise'): + result_bytes = obj.result.data.serialise() + elif isinstance(obj.result.data, (bytes, bytearray)): + result_bytes = bytes(obj.result.data) + elif isinstance(obj.result, (bytes, bytearray)): + # Direct bytes result + result_bytes = bytes(obj.result) + elif hasattr(obj.result, 'serialise'): + # SingleYearDataset or similar + result_bytes = obj.result.serialise() + return SimulationTable( id=getattr(obj, "id", None), dataset_id=dataset_id, policy_id=policy_id, dynamic_id=dynamic_id, - result_dataset_id=result_dataset_id, + dataset_type=dataset_type, + result=result_bytes, model_version=obj.model_version, country=obj.country, status=obj.status, @@ -1048,6 +1146,11 @@ def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: raise ValueError(f"Unsupported object type for to_table: {type(obj)}") def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: + # Check if this is a custom registered table type + registration = ReportItemRegistry.get_by_table(type(row)) + if registration and registration["from_table"]: + # Use custom mapper + return registration["from_table"](row, s, cascade=cascade) # Users and links if isinstance(row, UserTable): return User(id=row.id or 0, name=row.name, email=row.email) @@ -1309,15 +1412,19 @@ def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: if row.dynamic_id is not None else None ) - result = ( - self._to_model( - s.get(DatasetTable, row.result_dataset_id), - s, - cascade=False, + + # Reconstruct result from bytes stored in simulation table + result = None + if row.result is not None: + # Create a Dataset object with SingleYearDataset data + result_data = SingleYearDataset(serialised_bytes=row.result) + # Create a Dataset wrapper for the result + result = Dataset( + name=f"simulation_{row.id}_result", + data=result_data, + dataset_type=row.dataset_type, ) - if row.result_dataset_id is not None - else None - ) + return Simulation( id=row.id, dataset=dataset, # type: ignore[arg-type] diff --git a/src/policyengine/models/report_items/__init__.py b/src/policyengine/models/report_items/__init__.py index e85cacd2..e2e565d2 100644 --- a/src/policyengine/models/report_items/__init__.py +++ b/src/policyengine/models/report_items/__init__.py @@ -5,6 +5,7 @@ VariableChangeGroupByQuantileGroup, VariableChangeGroupByVariableValue, ) +from .registry import ReportItemRegistry __all__ = [ "ReportElementDataItem", @@ -13,6 +14,7 @@ "ChangeByBaselineGroup", "VariableChangeGroupByQuantileGroup", "VariableChangeGroupByVariableValue", + "ReportItemRegistry", ] # Ensure Pydantic forward references are resolved when this package is imported diff --git a/src/policyengine/models/report_items/aggregate.py b/src/policyengine/models/report_items/aggregate.py index 0fc5b5a2..9cda9ec1 100644 --- a/src/policyengine/models/report_items/aggregate.py +++ b/src/policyengine/models/report_items/aggregate.py @@ -35,6 +35,7 @@ class Aggregate(ReportElementDataItem): simulation: "Simulation" time_period: int | str | None = None + country: str variable: str entity_level: str = "person" filter_variable: str | None = None diff --git a/src/policyengine/models/report_items/count.py b/src/policyengine/models/report_items/count.py index f2147839..a5fb60d6 100644 --- a/src/policyengine/models/report_items/count.py +++ b/src/policyengine/models/report_items/count.py @@ -28,6 +28,7 @@ class Count(ReportElementDataItem): simulation: "Simulation" time_period: int | str | None = None + country: str variable: str entity_level: str = "person" equals_value: Any | None = None diff --git a/src/policyengine/models/report_items/mapping.py b/src/policyengine/models/report_items/mapping.py new file mode 100644 index 00000000..ef7b2b9c --- /dev/null +++ b/src/policyengine/models/report_items/mapping.py @@ -0,0 +1,163 @@ +"""Mapping utilities between report item models and database tables. + +This module provides functions to convert between: +- Pydantic models that use variable names (for computation) +- Database tables that use variable_id UUIDs (for storage) +""" + +from __future__ import annotations + +from typing import Any, Optional +from uuid import UUID + +from sqlalchemy.orm import Session + +from policyengine.tables.variable import VariableTable +from policyengine.tables.report_items import ( + AggregateTable, + CountTable, + ChangeByBaselineGroupTable, + VariableChangeGroupByQuantileGroupTable, + VariableChangeGroupByVariableValueTable, +) +from policyengine.models.report_items.aggregate import Aggregate +from policyengine.models.report_items.count import Count +from policyengine.models.report_items.two_sim_change import ( + ChangeByBaselineGroup, + VariableChangeGroupByQuantileGroup, + VariableChangeGroupByVariableValue, +) + + +def get_variable_id( + session: Session, variable_name: str, country: str +) -> UUID | None: + """Get variable ID from name and country.""" + variable = session.query(VariableTable).filter( + VariableTable.name == variable_name, + VariableTable.country == country + ).first() + return variable.id if variable else None + + +def aggregate_to_table( + item: Aggregate, session: Session, simulation_id: UUID +) -> AggregateTable: + """Convert Aggregate model to database table entry.""" + variable_id = get_variable_id(session, item.variable, item.country) + filter_variable_id = None + if item.filter_variable: + filter_variable_id = get_variable_id( + session, item.filter_variable, item.country + ) + + return AggregateTable( + simulation_id=simulation_id, + time_period=str(item.time_period) if item.time_period else None, + country=item.country, + variable_id=variable_id, + entity_level=item.entity_level, + filter_variable_id=filter_variable_id, + filter_variable_value=item.filter_variable_value, + filter_variable_min_value=item.filter_variable_min_value, + filter_variable_max_value=item.filter_variable_max_value, + metric=item.metric.value, + value=item.value, + ) + + +def count_to_table( + item: Count, session: Session, simulation_id: UUID +) -> CountTable: + """Convert Count model to database table entry.""" + variable_id = get_variable_id(session, item.variable, item.country) + + return CountTable( + simulation_id=simulation_id, + time_period=str(item.time_period) if item.time_period else None, + country=item.country, + variable_id=variable_id, + entity_level=item.entity_level, + equals_value=item.equals_value, + min_value=item.min_value, + max_value=item.max_value, + count=item.count, + ) + + +def change_by_baseline_group_to_table( + item: ChangeByBaselineGroup, + session: Session, + baseline_simulation_id: UUID, + reform_simulation_id: UUID, +) -> ChangeByBaselineGroupTable: + """Convert ChangeByBaselineGroup model to database table entry.""" + variable_id = get_variable_id(session, item.variable, item.country) + group_variable_id = get_variable_id(session, item.group_variable, item.country) + + return ChangeByBaselineGroupTable( + baseline_simulation_id=baseline_simulation_id, + reform_simulation_id=reform_simulation_id, + country=item.country, + variable_id=variable_id, + group_variable_id=group_variable_id, + group_value=item.group_value, + entity_level=item.entity_level, + time_period=str(item.time_period) if item.time_period else None, + total_change=item.total_change, + relative_change=item.relative_change, + average_change_per_entity=item.average_change_per_entity, + ) + + +def variable_change_group_by_quantile_to_table( + item: VariableChangeGroupByQuantileGroup, + session: Session, + baseline_simulation_id: UUID, + reform_simulation_id: UUID, +) -> VariableChangeGroupByQuantileGroupTable: + """Convert VariableChangeGroupByQuantileGroup model to database table entry.""" + variable_id = get_variable_id(session, item.variable, item.country) + group_variable_id = get_variable_id(session, item.group_variable, item.country) + + return VariableChangeGroupByQuantileGroupTable( + baseline_simulation_id=baseline_simulation_id, + reform_simulation_id=reform_simulation_id, + country=item.country, + variable_id=variable_id, + group_variable_id=group_variable_id, + quantile_group=item.quantile_group, + quantile_group_count=item.quantile_group_count, + change_lower_bound=item.change_lower_bound, + change_upper_bound=item.change_upper_bound, + change_bound_is_relative=item.change_bound_is_relative, + fixed_entity_count_per_quantile_group=item.fixed_entity_count_per_quantile_group, + percent_of_group_in_change_group=item.percent_of_group_in_change_group, + entities_in_group_in_change_group=item.entities_in_group_in_change_group, + ) + + +def variable_change_group_by_value_to_table( + item: VariableChangeGroupByVariableValue, + session: Session, + baseline_simulation_id: UUID, + reform_simulation_id: UUID, +) -> VariableChangeGroupByVariableValueTable: + """Convert VariableChangeGroupByVariableValue model to database table entry.""" + variable_id = get_variable_id(session, item.variable, item.country) + group_variable_id = get_variable_id(session, item.group_variable, item.country) + + return VariableChangeGroupByVariableValueTable( + baseline_simulation_id=baseline_simulation_id, + reform_simulation_id=reform_simulation_id, + country=item.country, + variable_id=variable_id, + group_variable_id=group_variable_id, + group_variable_value=item.group_variable_value, + change_lower_bound=item.change_lower_bound, + change_upper_bound=item.change_upper_bound, + change_bound_is_relative=item.change_bound_is_relative, + fixed_entity_count_per_quantile_group=item.fixed_entity_count_per_quantile_group, + percent_of_group_in_change_group=item.percent_of_group_in_change_group, + entities_in_group_in_change_group=item.entities_in_group_in_change_group, + ) \ No newline at end of file diff --git a/src/policyengine/models/report_items/registry.py b/src/policyengine/models/report_items/registry.py new file mode 100644 index 00000000..e38c729c --- /dev/null +++ b/src/policyengine/models/report_items/registry.py @@ -0,0 +1,101 @@ +"""Registry system for custom report items. + +This module provides a plugin system that allows users to register +custom report item types without modifying core PolicyEngine code. +""" + +from __future__ import annotations + +from typing import Any, Callable, Dict, Optional, Type, TYPE_CHECKING +from uuid import UUID + +if TYPE_CHECKING: + from sqlalchemy.orm import Session + from sqlmodel import SQLModel + from .base import ReportElementDataItem + + +class ReportItemRegistry: + """Central registry for report item types. + + This registry maintains mappings between: + - Model classes (Pydantic models for computation) + - Table classes (SQLModel tables for storage) + - Mapper functions (conversion between models and tables) + """ + + _items: Dict[str, Dict[str, Any]] = {} + _model_to_name: Dict[type, str] = {} + _table_to_name: Dict[type, str] = {} + + @classmethod + def register( + cls, + name: str, + model_class: Type["ReportElementDataItem"], + table_class: Type["SQLModel"], + to_table_mapper: Optional[Callable] = None, + from_table_mapper: Optional[Callable] = None, + ) -> None: + """Register a custom report item type. + + Args: + name: Unique identifier for this report item type + model_class: Pydantic model class for computation + table_class: SQLModel table class for storage + to_table_mapper: Function to convert model to table + Signature: (item: model_class, session: Session, **kwargs) -> table_class + from_table_mapper: Function to convert table to model + Signature: (row: table_class, session: Session) -> model_class + """ + if name in cls._items: + raise ValueError(f"Report item type '{name}' is already registered") + + cls._items[name] = { + "model": model_class, + "table": table_class, + "to_table": to_table_mapper, + "from_table": from_table_mapper, + } + + cls._model_to_name[model_class] = name + cls._table_to_name[table_class] = name + + @classmethod + def get_by_name(cls, name: str) -> Optional[Dict[str, Any]]: + """Get report item registration by name.""" + return cls._items.get(name) + + @classmethod + def get_by_model(cls, model_class: type) -> Optional[Dict[str, Any]]: + """Get report item registration by model class.""" + name = cls._model_to_name.get(model_class) + return cls._items.get(name) if name else None + + @classmethod + def get_by_table(cls, table_class: type) -> Optional[Dict[str, Any]]: + """Get report item registration by table class.""" + name = cls._table_to_name.get(table_class) + return cls._items.get(name) if name else None + + @classmethod + def list_registered(cls) -> list[str]: + """List all registered report item types.""" + return list(cls._items.keys()) + + @classmethod + def is_registered_model(cls, model_class: type) -> bool: + """Check if a model class is registered.""" + return model_class in cls._model_to_name + + @classmethod + def is_registered_table(cls, table_class: type) -> bool: + """Check if a table class is registered.""" + return table_class in cls._table_to_name + + @classmethod + def clear(cls) -> None: + """Clear all registrations (useful for testing).""" + cls._items.clear() + cls._model_to_name.clear() + cls._table_to_name.clear() \ No newline at end of file diff --git a/src/policyengine/models/report_items/two_sim_change.py b/src/policyengine/models/report_items/two_sim_change.py index 55dac4a3..d2569bcc 100644 --- a/src/policyengine/models/report_items/two_sim_change.py +++ b/src/policyengine/models/report_items/two_sim_change.py @@ -49,6 +49,7 @@ def _align_baseline_reform( class ChangeByBaselineGroup(ReportElementDataItem): baseline_simulation: "Simulation" reform_simulation: "Simulation" + country: str variable: str group_variable: str group_value: int | str @@ -159,6 +160,7 @@ def run( class VariableChangeGroupByQuantileGroup(ReportElementDataItem): baseline_simulation: "Simulation" reform_simulation: "Simulation" + country: str variable: str group_variable: str quantile_group: int @@ -259,9 +261,13 @@ def run( class VariableChangeGroupByVariableValue(ReportElementDataItem): baseline_simulation: "Simulation" reform_simulation: "Simulation" + country: str variable: str group_variable: str group_variable_value: Any + change_lower_bound: float + change_upper_bound: float + change_bound_is_relative: bool = False fixed_entity_count_per_quantile_group: str = "household" percent_of_group_in_change_group: float | None = None entities_in_group_in_change_group: float | None = None diff --git a/src/policyengine/tables/report_items.py b/src/policyengine/tables/report_items.py index e4e1c487..7a0c4c7b 100644 --- a/src/policyengine/tables/report_items.py +++ b/src/policyengine/tables/report_items.py @@ -13,9 +13,10 @@ class AggregateTable(SQLModel, table=True): id: UUID = Field(default_factory=uuid4, primary_key=True) simulation_id: UUID = Field(foreign_key="simulations.id") time_period: str | None = None - variable: str + country: str + variable_id: UUID = Field(foreign_key="variables.id") entity_level: str - filter_variable: str | None = None + filter_variable_id: UUID | None = Field(default=None, foreign_key="variables.id") filter_variable_value: Any | None = Field(default=None, sa_type=JSON) filter_variable_min_value: float | None = None filter_variable_max_value: float | None = None @@ -29,7 +30,8 @@ class CountTable(SQLModel, table=True): id: UUID = Field(default_factory=uuid4, primary_key=True) simulation_id: UUID = Field(foreign_key="simulations.id") time_period: str | None = None - variable: str + country: str + variable_id: UUID = Field(foreign_key="variables.id") entity_level: str equals_value: Any | None = Field(default=None, sa_type=JSON) min_value: float | None = None @@ -43,8 +45,9 @@ class ChangeByBaselineGroupTable(SQLModel, table=True): id: UUID = Field(default_factory=uuid4, primary_key=True) baseline_simulation_id: UUID = Field(foreign_key="simulations.id") reform_simulation_id: UUID = Field(foreign_key="simulations.id") - variable: str - group_variable: str + country: str + variable_id: UUID = Field(foreign_key="variables.id") + group_variable_id: UUID = Field(foreign_key="variables.id") group_value: Any | None = Field(default=None, sa_type=JSON) entity_level: str time_period: str | None = None @@ -59,8 +62,9 @@ class VariableChangeGroupByQuantileGroupTable(SQLModel, table=True): id: UUID = Field(default_factory=uuid4, primary_key=True) baseline_simulation_id: UUID = Field(foreign_key="simulations.id") reform_simulation_id: UUID = Field(foreign_key="simulations.id") - variable: str - group_variable: str + country: str + variable_id: UUID = Field(foreign_key="variables.id") + group_variable_id: UUID = Field(foreign_key="variables.id") quantile_group: int quantile_group_count: int change_lower_bound: float @@ -77,9 +81,13 @@ class VariableChangeGroupByVariableValueTable(SQLModel, table=True): id: UUID = Field(default_factory=uuid4, primary_key=True) baseline_simulation_id: UUID = Field(foreign_key="simulations.id") reform_simulation_id: UUID = Field(foreign_key="simulations.id") - variable: str - group_variable: str + country: str + variable_id: UUID = Field(foreign_key="variables.id") + group_variable_id: UUID = Field(foreign_key="variables.id") group_variable_value: Any | None = Field(default=None, sa_type=JSON) + change_lower_bound: float + change_upper_bound: float + change_bound_is_relative: bool fixed_entity_count_per_quantile_group: str percent_of_group_in_change_group: float entities_in_group_in_change_group: float diff --git a/src/policyengine/tables/simulation.py b/src/policyengine/tables/simulation.py index 2f93398f..090bf011 100644 --- a/src/policyengine/tables/simulation.py +++ b/src/policyengine/tables/simulation.py @@ -4,10 +4,10 @@ from typing import Optional, Any from uuid import UUID, uuid4 -from sqlalchemy import JSON +from sqlalchemy import JSON, LargeBinary from sqlmodel import SQLModel, Field, Relationship -from policyengine.models.enums import OperationStatus +from policyengine.models.enums import OperationStatus, DatasetType class SimulationTable(SQLModel, table=True): @@ -19,10 +19,12 @@ class SimulationTable(SQLModel, table=True): policy_id: UUID | None = Field(default=None, foreign_key="policies.id") dynamic_id: UUID | None = Field(default=None, foreign_key="dynamics.id") - # Store result dataset as a dataset row to keep consistency - result_dataset_id: UUID | None = Field( - default=None, foreign_key="datasets.id" - ) + # Dataset type for the input dataset + dataset_type: DatasetType | None = None + + # Store simulation results directly in the simulation table + result: bytes | None = Field(default=None, sa_type=LargeBinary) + model_version: str | None = None country: str | None = None From 787d2c1306ff4ab0c64347d58a2c847f7070265a Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 10 Sep 2025 12:08:19 +0100 Subject: [PATCH 70/97] Remove example --- examples/custom_report_item.py | 207 --------------------------------- 1 file changed, 207 deletions(-) delete mode 100644 examples/custom_report_item.py diff --git a/examples/custom_report_item.py b/examples/custom_report_item.py deleted file mode 100644 index 63c60355..00000000 --- a/examples/custom_report_item.py +++ /dev/null @@ -1,207 +0,0 @@ -"""Example of creating a custom report item for PolicyEngine. - -This example shows how to create a custom poverty gap metric that -can be computed and stored in the database alongside built-in metrics. -""" - -from __future__ import annotations - -from typing import Optional -from uuid import UUID, uuid4 - -import pandas as pd -from pydantic import BaseModel -from sqlalchemy import JSON -from sqlmodel import SQLModel, Field - -from policyengine.models.report_items import ReportElementDataItem -from policyengine.models.simulation import Simulation -from policyengine.models.single_year_dataset import SingleYearDataset - - -# Define the SQLModel table for storing poverty gap data -class PovertyGapTable(SQLModel, table=True): - __tablename__ = "reportitem_poverty_gap" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - simulation_id: UUID = Field(foreign_key="simulations.id") - time_period: str | None = None - country: str - poverty_line: float - income_variable: str - entity_level: str = "person" - - # Results - poverty_gap_index: float - average_gap: float - total_gap: float - people_in_poverty: float - - -# Define the mapper functions (optional, but recommended for complex conversions) -def poverty_gap_to_table( - item: "PovertyGap", - session, # SQLAlchemy session - cascade: bool = False, -) -> PovertyGapTable: - """Convert PovertyGap model to database table.""" - # Get simulation ID (assuming it's already in the database) - from policyengine.database import Database - - # We need to ensure the simulation is stored first - if hasattr(item.simulation, 'id') and item.simulation.id: - sim_id = item.simulation.id - else: - # This would need proper handling in a real implementation - raise ValueError("Simulation must be saved to database first") - - return PovertyGapTable( - simulation_id=sim_id, - time_period=str(item.time_period) if item.time_period else None, - country=item.country, - poverty_line=item.poverty_line, - income_variable=item.income_variable, - entity_level=item.entity_level, - poverty_gap_index=item.poverty_gap_index, - average_gap=item.average_gap, - total_gap=item.total_gap, - people_in_poverty=item.people_in_poverty, - ) - - -def poverty_gap_from_table( - row: PovertyGapTable, - session, - cascade: bool = False, -) -> "PovertyGap": - """Convert database table to PovertyGap model.""" - from policyengine.tables.simulation import SimulationTable - - # Fetch the simulation if needed - sim = None - if cascade and row.simulation_id: - sim_row = session.get(SimulationTable, row.simulation_id) - if sim_row: - # Convert to Simulation model (simplified) - sim = Simulation(id=sim_row.id) - - return PovertyGap( - simulation=sim, - time_period=row.time_period, - country=row.country, - poverty_line=row.poverty_line, - income_variable=row.income_variable, - entity_level=row.entity_level, - poverty_gap_index=row.poverty_gap_index, - average_gap=row.average_gap, - total_gap=row.total_gap, - people_in_poverty=row.people_in_poverty, - ) - - -# Define the Pydantic model -class PovertyGap(ReportElementDataItem): - """Custom report item for calculating poverty gap metrics. - - The poverty gap measures how far below the poverty line - the poor population falls on average. - """ - - simulation: Simulation - time_period: int | str | None = None - country: str - poverty_line: float - income_variable: str = "household_net_income" - entity_level: str = "person" - - # Results (computed by run method) - poverty_gap_index: float | None = None - average_gap: float | None = None - total_gap: float | None = None - people_in_poverty: float | None = None - - @staticmethod - def run(items: list["PovertyGap"]) -> list["PovertyGap"]: - """Compute poverty gap metrics for provided items. - - This method calculates: - - Poverty gap index: average shortfall as % of poverty line - - Average gap: average income shortfall for those in poverty - - Total gap: sum of all income shortfalls - - People in poverty: weighted count below poverty line - """ - if not items: - return [] - - results = [] - for item in items: - # Get the simulation result data - data: SingleYearDataset = item.simulation.result.data - - # Get the relevant entity table - table: pd.DataFrame = data.tables[item.entity_level] - - # Get income and weights - income = table[item.income_variable].values - weights = table.get("weight_value", pd.Series(1, index=table.index)).values - - # Calculate poverty metrics - in_poverty = income < item.poverty_line - gap = (item.poverty_line - income) * in_poverty - - # Weighted calculations - people_in_poverty = float((weights * in_poverty).sum()) - total_gap = float((weights * gap).sum()) - total_people = float(weights.sum()) - - if people_in_poverty > 0: - average_gap = total_gap / people_in_poverty - poverty_gap_index = (total_gap / (item.poverty_line * total_people)) * 100 - else: - average_gap = 0.0 - poverty_gap_index = 0.0 - - # Create result with computed values - result = PovertyGap( - **item.model_dump(), - poverty_gap_index=poverty_gap_index, - average_gap=average_gap, - total_gap=total_gap, - people_in_poverty=people_in_poverty, - ) - results.append(result) - - return results - - -# Example usage -if __name__ == "__main__": - from policyengine.database import Database - - # Create database and register the custom type - db = Database("sqlite:///example.db") - - # Register the custom type with the database - db.register_custom_mapping( - model_class=PovertyGap, - table_class=PovertyGapTable, - to_table_mapper=poverty_gap_to_table, - from_table_mapper=poverty_gap_from_table, - ) - - # Now you can use PovertyGap just like built-in report items - print("Custom poverty gap report item registered successfully!") - - # Example of creating a poverty gap item (would need real simulation) - # poverty_gap = PovertyGap( - # simulation=my_simulation, - # country="uk", - # poverty_line=15000, - # income_variable="household_net_income", - # ) - - # Compute the metrics - # results = PovertyGap.run([poverty_gap]) - - # Store in database - # db.add(results[0]) \ No newline at end of file From db68cda9234f9f87e083a0392b7e1b00d4c622a6 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Wed, 10 Sep 2025 12:28:24 +0100 Subject: [PATCH 71/97] Update UK simulation runner to include all variables by default --- src/policyengine/countries/uk/simulation.py | 37 ++++++++++++++++++--- 1 file changed, 32 insertions(+), 5 deletions(-) diff --git a/src/policyengine/countries/uk/simulation.py b/src/policyengine/countries/uk/simulation.py index 17dfa04c..fbf72363 100644 --- a/src/policyengine/countries/uk/simulation.py +++ b/src/policyengine/countries/uk/simulation.py @@ -34,12 +34,39 @@ def run_uk_simulation(simulation: Simulation) -> Dataset: # Implement UK-specific simulation logic here sim = _get_simulation(simulation) + # Hack for now: skip explicit calculation of + # long-running variables (they're still calculated in lsr sims) + + blacklist = [ + "is_uc_entitled_baseline", + "income_elasticity_lsr", + "child_benefit_opts_out", + "housing_benefit_baseline_entitlement", + "baseline_ctc_entitlement", + "pre_budget_change_household_tax", + "pre_budget_change_household_net_income", + "is_on_cliff", + "marginal_tax_rate_on_capital_gains", + "relative_capital_gains_mtr_change", + "pre_budget_change_ons_equivalised_income_decile", + "substitution_elasticity", + "marginal_tax_rate", + "cliff_evaluated", + "cliff_gap", + "substitution_elasticity_lsr", + "relative_wage_change", + "relative_income_change", + "pre_budget_change_household_benefits", + ] + output = simulation.dataset.data.copy() - output.tables["household"]["gov_tax"] = sim.calculate( - "gov_tax", - ) - output.tables["household"]["gov_spending"] = sim.calculate("gov_spending") - output.tables["household"]["gov_balance"] = sim.calculate("gov_balance") + + for variable in sim.tax_benefit_system.variables.values(): + if variable in blacklist: + continue + output.tables[variable.entity.key][variable.name] = sim.calculate( + variable.name + ) # Cast to microdf output.tables["person"]["weight_value"] = sim.calculate( From 6c23bdf4a1429692a592a8e1febf8b49736cb332 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sun, 14 Sep 2025 18:27:00 +0200 Subject: [PATCH 72/97] Refactor --- docs/custom_outputs.md | 247 --- docs/models.md | 16 - docs/myst.yml | 6 + src/policyengine/__init__.py | 30 - src/policyengine/countries/uk/datasets.py | 83 - src/policyengine/countries/uk/metadata.py | 25 - src/policyengine/countries/uk/simulation.py | 139 -- src/policyengine/countries/us/datasets.py | 86 - src/policyengine/countries/us/metadata.py | 25 - src/policyengine/countries/us/simulation.py | 124 -- src/policyengine/database.py | 1740 ----------------- src/policyengine/migrations/__init__.py | 3 - src/policyengine/migrations/runner.py | 267 --- src/policyengine/models/__init__.py | 46 - src/policyengine/models/baseline_parameter.py | 33 - src/policyengine/models/dataset.py | 23 - src/policyengine/models/dynamic.py | 35 - src/policyengine/models/enums.py | 19 - src/policyengine/models/parameter.py | 50 - src/policyengine/models/policy.py | 28 - .../models/report_items/__init__.py | 27 - .../models/report_items/aggregate.py | 173 -- src/policyengine/models/report_items/base.py | 58 - src/policyengine/models/report_items/count.py | 116 -- .../models/report_items/mapping.py | 163 -- .../models/report_items/registry.py | 101 - .../models/report_items/two_sim_change.py | 357 ---- src/policyengine/models/reports.py | 51 - src/policyengine/models/simulation.py | 73 - .../models/single_year_dataset.py | 42 - src/policyengine/models/user.py | 37 - src/policyengine/models/variable.py | 23 - src/policyengine/tables/__init__.py | 45 - src/policyengine/tables/baseline_parameter.py | 32 - src/policyengine/tables/dataset.py | 27 - src/policyengine/tables/dynamic.py | 27 - src/policyengine/tables/parameter.py | 51 - src/policyengine/tables/policy.py | 23 - src/policyengine/tables/report_items.py | 93 - src/policyengine/tables/reports.py | 43 - src/policyengine/tables/simulation.py | 35 - src/policyengine/tables/user.py | 64 - src/policyengine/tables/variable.py | 27 - src/policyengine/utils/__init__.py | 0 src/policyengine/utils/dataframe_storage.py | 42 - src/policyengine/utils/hugging_face.py | 97 - src/policyengine/utils/metadata.py | 131 -- src/policyengine/utils/parametric_reforms.py | 18 - src/policyengine/utils/version.py | 18 - 49 files changed, 6 insertions(+), 5013 deletions(-) delete mode 100644 docs/custom_outputs.md delete mode 100644 docs/models.md delete mode 100644 src/policyengine/countries/uk/datasets.py delete mode 100644 src/policyengine/countries/uk/metadata.py delete mode 100644 src/policyengine/countries/uk/simulation.py delete mode 100644 src/policyengine/countries/us/datasets.py delete mode 100644 src/policyengine/countries/us/metadata.py delete mode 100644 src/policyengine/countries/us/simulation.py delete mode 100644 src/policyengine/database.py delete mode 100644 src/policyengine/migrations/__init__.py delete mode 100644 src/policyengine/migrations/runner.py delete mode 100644 src/policyengine/models/__init__.py delete mode 100644 src/policyengine/models/baseline_parameter.py delete mode 100644 src/policyengine/models/dataset.py delete mode 100644 src/policyengine/models/dynamic.py delete mode 100644 src/policyengine/models/enums.py delete mode 100644 src/policyengine/models/parameter.py delete mode 100644 src/policyengine/models/policy.py delete mode 100644 src/policyengine/models/report_items/__init__.py delete mode 100644 src/policyengine/models/report_items/aggregate.py delete mode 100644 src/policyengine/models/report_items/base.py delete mode 100644 src/policyengine/models/report_items/count.py delete mode 100644 src/policyengine/models/report_items/mapping.py delete mode 100644 src/policyengine/models/report_items/registry.py delete mode 100644 src/policyengine/models/report_items/two_sim_change.py delete mode 100644 src/policyengine/models/reports.py delete mode 100644 src/policyengine/models/simulation.py delete mode 100644 src/policyengine/models/single_year_dataset.py delete mode 100644 src/policyengine/models/user.py delete mode 100644 src/policyengine/models/variable.py delete mode 100644 src/policyengine/tables/__init__.py delete mode 100644 src/policyengine/tables/baseline_parameter.py delete mode 100644 src/policyengine/tables/dataset.py delete mode 100644 src/policyengine/tables/dynamic.py delete mode 100644 src/policyengine/tables/parameter.py delete mode 100644 src/policyengine/tables/policy.py delete mode 100644 src/policyengine/tables/report_items.py delete mode 100644 src/policyengine/tables/reports.py delete mode 100644 src/policyengine/tables/simulation.py delete mode 100644 src/policyengine/tables/user.py delete mode 100644 src/policyengine/tables/variable.py delete mode 100644 src/policyengine/utils/__init__.py delete mode 100644 src/policyengine/utils/dataframe_storage.py delete mode 100644 src/policyengine/utils/hugging_face.py delete mode 100644 src/policyengine/utils/metadata.py delete mode 100644 src/policyengine/utils/parametric_reforms.py delete mode 100644 src/policyengine/utils/version.py diff --git a/docs/custom_outputs.md b/docs/custom_outputs.md deleted file mode 100644 index 7db4465f..00000000 --- a/docs/custom_outputs.md +++ /dev/null @@ -1,247 +0,0 @@ -# Creating custom output tables and models - -PolicyEngine now supports adding custom output tables and models without modifying core code. This allows you to extend the system with domain-specific metrics and analyses. - -## Overview - -The custom output system consists of: -- **Models**: Pydantic classes that define the data structure and computation logic -- **Tables**: SQLModel classes that define database storage -- **Registry**: A central system that manages model/table mappings -- **Mappers**: Optional functions to convert between models and tables - -## Basic example - -Here's how to create a custom poverty gap metric: - -```python -from policyengine.models.report_items import ReportElementDataItem -from sqlmodel import SQLModel, Field -from uuid import UUID, uuid4 - -# 1. Define your database table -class PovertyGapTable(SQLModel, table=True): - __tablename__ = "reportitem_poverty_gap" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - simulation_id: UUID = Field(foreign_key="simulations.id") - country: str - poverty_line: float - poverty_gap_index: float - -# 2. Define your model -class PovertyGap(ReportElementDataItem): - simulation: Simulation - country: str - poverty_line: float - poverty_gap_index: float | None = None - - @staticmethod - def run(items: list["PovertyGap"]) -> list["PovertyGap"]: - # Implement computation logic - results = [] - for item in items: - # Calculate poverty gap from simulation data - # ... - results.append(item) - return results -``` - -## Step-by-step guide - -### 1. Create your table class - -Your table must inherit from `SQLModel` with `table=True`: - -```python -from sqlmodel import SQLModel, Field -from uuid import UUID, uuid4 - -class MyCustomTable(SQLModel, table=True): - __tablename__ = "reportitem_my_custom" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - simulation_id: UUID = Field(foreign_key="simulations.id") - # Add your fields here - value: float - metadata: dict = Field(default={}, sa_type=JSON) -``` - -### 2. Create your model class - -Your model must inherit from `ReportElementDataItem`: - -```python -from policyengine.models.report_items import ReportElementDataItem -from policyengine.models.simulation import Simulation - -class MyCustomMetric(ReportElementDataItem): - simulation: Simulation - value: float | None = None - - @staticmethod - def run(items: list["MyCustomMetric"]) -> list["MyCustomMetric"]: - """Compute values for provided items.""" - results = [] - for item in items: - # Access simulation data - data = item.simulation.result.data - - # Perform calculations - computed_value = calculate_something(data) - - # Return new instance with computed value - results.append(MyCustomMetric( - simulation=item.simulation, - value=computed_value, - )) - return results -``` - -### 3. Register your custom type - -Register with the database: - -```python -from policyengine.database import Database - -db = Database("sqlite:///my_database.db") -db.register_custom_mapping( - model_class=MyCustomMetric, - table_class=MyCustomTable, -) -``` - -### 4. Use your custom type - -Once registered, use it like any built-in type: - -```python -# Create instances -metric = MyCustomMetric( - simulation=my_simulation, - # ... other fields -) - -# Compute values -results = MyCustomMetric.run([metric]) - -# Store in database -db.add(results[0]) - -# Query from database -stored = db.get(MyCustomMetric, id=some_id) -``` - -## Advanced features - -### Custom mappers - -For complex conversions between models and tables, provide custom mapper functions: - -```python -def my_metric_to_table(item: MyCustomMetric, session, cascade: bool) -> MyCustomTable: - """Convert model to table with custom logic.""" - # Custom conversion logic - return MyCustomTable( - simulation_id=item.simulation.id, - value=item.value, - # Transform data as needed - ) - -def my_metric_from_table(row: MyCustomTable, session, cascade: bool) -> MyCustomMetric: - """Convert table to model with custom logic.""" - # Custom reconstruction logic - return MyCustomMetric( - simulation=get_simulation(row.simulation_id), - value=row.value, - ) - -# Register with the database including mappers -db.register_custom_mapping( - model_class=MyCustomMetric, - table_class=MyCustomTable, - to_table_mapper=my_metric_to_table, - from_table_mapper=my_metric_from_table, -) -``` - -### Accessing simulation data - -Within your `run` method, access simulation result data: - -```python -@staticmethod -def run(items: list["MyMetric"]) -> list["MyMetric"]: - for item in items: - # Get SingleYearDataset from simulation - data = item.simulation.result.data - - # Access entity tables - person_table = data.tables["person"] - household_table = data.tables["household"] - - # Use weights if available - if "weight_value" in person_table.columns: - weights = person_table["weight_value"] - - # Access variables - income = person_table["employment_income"] - - # Perform calculations... -``` - -### Working with filters and aggregations - -Follow the pattern of built-in types like `Aggregate`: - -```python -class FilteredMetric(ReportElementDataItem): - simulation: Simulation - variable: str - filter_variable: str | None = None - filter_value: Any | None = None - - @staticmethod - def run(items: list["FilteredMetric"]) -> list["FilteredMetric"]: - for item in items: - data = item.simulation.result.data - df = data.tables["person"] - - # Apply filters - if item.filter_variable and item.filter_value is not None: - mask = df[item.filter_variable] == item.filter_value - df = df[mask] - - # Compute metric on filtered data - result_value = df[item.variable].mean() - # ... -``` - -## Best practices - -1. **Inherit from ReportElementDataItem**: This provides standard DataFrame conversion methods -2. **Implement the run method**: Batch computation for efficiency -3. **Use UUID primary keys**: Consistent with PolicyEngine's schema -4. **Include simulation_id foreign key**: Links your data to simulations -5. **Handle missing data gracefully**: Check for None values and missing columns -6. **Document your metrics**: Include docstrings explaining what your metric measures -7. **Test thoroughly**: Ensure your custom types work with different data scenarios - -## Complete example - -See `examples/custom_report_item.py` for a complete working example of a poverty gap metric that: -- Defines table and model classes -- Implements computation logic -- Provides custom mappers -- Demonstrates usage patterns - -## Troubleshooting - -**Table not created**: Ensure you've called `db.register_custom_mapping()` before trying to store data. - -**Import errors**: Make sure your custom classes are imported before using them with the database. - -**Computation errors**: Check that simulation result data is available and has expected structure. - -**Foreign key errors**: Ensure the simulation is saved to the database before saving custom metrics that reference it. \ No newline at end of file diff --git a/docs/models.md b/docs/models.md deleted file mode 100644 index 707ed539..00000000 --- a/docs/models.md +++ /dev/null @@ -1,16 +0,0 @@ -# Models - -We'll refer to the main classes in this package as "models". These are the main abstractions that we use to represent the key concepts in a tax-benefit microsimulation system. - -These are: -* `Parameter`: A parameter represents some global variable in the tax-benefit system. For example, the personal allowance in the UK income tax system is a parameter. -* `ParameterValue`: A parameter value represents a specific value for a parameter at a given range in time (e.g. the personal allowance between April 2023 and April 2024 is £12,570). -* `Policy`: A policy represents a set of `ParameterValue`s that together define a specific change to the tax-benefit system. For example, a policy might represent a change to the personal allowance, or a change to the rate of VAT. -* `Dynamic`: A dynamic represents a set of rules that define how the tax-benefit system changes over time. For example, a dynamic might represent the annual uprating of parameters in the tax-benefit system. -* `Dataset`: A dataset represents a set of individuals and group entities (e.g. households) that we want to run the tax-benefit system on. For example, a dataset might represent the UK population in a given year. -* `Simulation`: A simulation represents the combination of a `Policy`, `Dynamic`, and `Dataset` triplet. `Simulation.run()` runs the microsimulation model with these parameters to create a new output `result` dataset. -* Output data item models: these represent essentially output 'data points' that are the result of analysing the simulation output microdata. For example, one model is `Aggregate`, which could represent 'total income tax revenue' or 'total employment income among people aged 18-24'. The full list of these models is: - * `Aggregate` - * `Count` - * `ChangeByBaselineGroup` - * `VariableChangeGroupByQuantileGroup` diff --git a/docs/myst.yml b/docs/myst.yml index 0fd8297d..a4554c1e 100644 --- a/docs/myst.yml +++ b/docs/myst.yml @@ -8,6 +8,12 @@ project: # authors: [] github: https://github.com/PolicyEngine/policyengine.py # To autogenerate a Table of Contents, run "jupyter book init --write-toc" + toc: + # Auto-generated by `myst init --write-toc` + - file: index.md + - file: models.md + - file: custom_outputs.md + site: template: book-theme # options: diff --git a/src/policyengine/__init__.py b/src/policyengine/__init__.py index 4c2045c7..e69de29b 100644 --- a/src/policyengine/__init__.py +++ b/src/policyengine/__init__.py @@ -1,30 +0,0 @@ -from .database import Database, POLICYENGINE_DB -from .models import ( - Dataset, - DatasetType, - Dynamic, - OperationStatus, - Parameter, - ParameterValue, - Policy, - Report, - ReportElement, - Simulation, - Variable, -) - -__all__ = [ - "Database", - "Dataset", - "DatasetType", - "Dynamic", - "OperationStatus", - "Parameter", - "ParameterValue", - "POLICYENGINE_DB", - "Policy", - "Report", - "ReportElement", - "Simulation", - "Variable", -] diff --git a/src/policyengine/countries/uk/datasets.py b/src/policyengine/countries/uk/datasets.py deleted file mode 100644 index 3389cb75..00000000 --- a/src/policyengine/countries/uk/datasets.py +++ /dev/null @@ -1,83 +0,0 @@ -from __future__ import annotations - -from typing import Dict - -import pandas as pd - -from policyengine.models.dataset import Dataset -from policyengine.models.single_year_dataset import SingleYearDataset -from policyengine.models.enums import DatasetType - - -def create_dataset_years_from_hf( - start_year: int, - end_year: int, - *, - repo: str, - filename: str, - version: str | None = None, -) -> list[Dataset]: - """Create datasets using a Hugging Face dataset file as the base year. - - Constructs a `Microsimulation` with `dataset="hf://{repo}/{filename}[@{version}]"` - and then materialises dataset rows for the requested range. - """ - try: - from policyengine_uk import Microsimulation - except ImportError: - raise ImportError( - "policyengine-uk is not installed. " - "Install it with: pip install 'policyengine[uk]' or pip install policyengine-uk" - ) - - base = f"hf://{repo}/{filename}" - if version: - base = f"{base}@{version}" - sim = Microsimulation(dataset=base) - return [ - create_dataset(year=year, sim=sim, filename=filename, version=version) - for year in range(start_year, end_year + 1) - ] - - -def create_dataset( - year: int = 2029, - sim: "Microsimulation" | None = None, - filename: str = None, - version: str | None = None, -) -> Dataset: - """Create the UK dataset for a given year (default 2029). - - Uses the policyengine_uk Microsimulation’s bundled dataset tables. - """ - if sim is None: - try: - from policyengine_uk import Microsimulation - except ImportError: - raise ImportError( - "policyengine-uk is not installed. " - "Install it with: pip install 'policyengine[uk]' or pip install policyengine-uk" - ) - - sim = Microsimulation() - tables = dict( - person=getattr(sim.dataset[year], "person", None), - benunit=getattr( - sim.dataset[year], - "benunit", - getattr(sim.dataset[year], "benefit_unit", None), - ), - household=getattr(sim.dataset[year], "household", None), - ) - # Drop any missing tables to avoid serialising Nones - tables = {k: v for k, v in tables.items() if v is not None} - data = SingleYearDataset( - tables=tables, - year=year, - ) - return Dataset( - name=filename.replace(".h5", "") + f"/{year}", - data=data, - dataset_type=DatasetType.UK_SINGLE_YEAR, - version=version, - ) diff --git a/src/policyengine/countries/uk/metadata.py b/src/policyengine/countries/uk/metadata.py deleted file mode 100644 index 95879994..00000000 --- a/src/policyengine/countries/uk/metadata.py +++ /dev/null @@ -1,25 +0,0 @@ -try: - from policyengine_uk.tax_benefit_system import system - - UK_AVAILABLE = True -except ImportError: - UK_AVAILABLE = False - system = None - -from policyengine.utils.metadata import get_metadata -from policyengine.countries.uk.datasets import create_efrs_years - - -def get_uk_metadata(): - """Return UK model metadata (variables, parameters, values) only.""" - if not UK_AVAILABLE: - raise ImportError( - "policyengine-uk is not installed. " - "Install it with: pip install 'policyengine[uk]' or pip install policyengine-uk" - ) - return get_metadata(system, country="uk") - - -def get_uk_datasets(start_year: int = 2023, end_year: int = 2030): - """Return UK dataset rows for the given range (default 2023–2030).""" - return create_efrs_years(start_year, end_year) diff --git a/src/policyengine/countries/uk/simulation.py b/src/policyengine/countries/uk/simulation.py deleted file mode 100644 index fbf72363..00000000 --- a/src/policyengine/countries/uk/simulation.py +++ /dev/null @@ -1,139 +0,0 @@ -try: - from policyengine_uk import Simulation as PolicyEngineUKSimulation - from policyengine_uk.data.dataset_schema import ( - UKSingleYearDataset as PolicyEngineUKSingleYearDataset, - ) - from policyengine_uk.model_api import Scenario as PolicyEngineUKScenario - - UK_AVAILABLE = True -except ImportError: - UK_AVAILABLE = False - PolicyEngineUKSimulation = None - PolicyEngineUKSingleYearDataset = None - PolicyEngineUKScenario = None - -from policyengine.models import Dataset, Simulation -from policyengine.models.single_year_dataset import SingleYearDataset - -try: - from microdf import MicroDataFrame - - MICRODF_AVAILABLE = True -except ImportError: - MICRODF_AVAILABLE = False - MicroDataFrame = None - - -def run_uk_simulation(simulation: Simulation) -> Dataset: - """Run the UK-specific simulation.""" - if not UK_AVAILABLE: - raise ImportError( - "policyengine-uk is not installed. " - "Install it with: pip install 'policyengine[uk]' or pip install policyengine-uk" - ) - # Implement UK-specific simulation logic here - sim = _get_simulation(simulation) - - # Hack for now: skip explicit calculation of - # long-running variables (they're still calculated in lsr sims) - - blacklist = [ - "is_uc_entitled_baseline", - "income_elasticity_lsr", - "child_benefit_opts_out", - "housing_benefit_baseline_entitlement", - "baseline_ctc_entitlement", - "pre_budget_change_household_tax", - "pre_budget_change_household_net_income", - "is_on_cliff", - "marginal_tax_rate_on_capital_gains", - "relative_capital_gains_mtr_change", - "pre_budget_change_ons_equivalised_income_decile", - "substitution_elasticity", - "marginal_tax_rate", - "cliff_evaluated", - "cliff_gap", - "substitution_elasticity_lsr", - "relative_wage_change", - "relative_income_change", - "pre_budget_change_household_benefits", - ] - - output = simulation.dataset.data.copy() - - for variable in sim.tax_benefit_system.variables.values(): - if variable in blacklist: - continue - output.tables[variable.entity.key][variable.name] = sim.calculate( - variable.name - ) - - # Cast to microdf - output.tables["person"]["weight_value"] = sim.calculate( - "household_weight", map_to="person" - ) - output.tables["benunit"]["weight_value"] = sim.calculate( - "household_weight", map_to="benunit" - ) - output.tables["household"]["weight_value"] = sim.calculate( - "household_weight", map_to="household" - ) - - simulation.result = Dataset( - dataset_type="uk_single_year", - data=output, - ) - - -def _apply_uk_parametric_reform(provisions, sim): - """Apply parametric reforms to UK simulation.""" - try: - from policyengine_core.periods import instant - except ImportError: - raise ImportError( - "policyengine-core is not installed. " - "Install it with: pip install 'policyengine[uk]'" - ) - - for provision in provisions: - parameter_name = provision.parameter.name - sim.tax_benefit_system.parameters.get_child(parameter_name).update( - start=instant(provision.start_date.strftime("%Y-%m-%d")), - stop=( - instant(provision.end_date.strftime("%Y-%m-%d")) - if provision.end_date - else None - ), - value=provision.value, - ) - - -def _get_simulation(simulation: Simulation): - def modifier(sim): - # Apply parametric reforms - if simulation.policy.parameter_values: - _apply_uk_parametric_reform( - simulation.policy.parameter_values, sim - ) - if simulation.policy.simulation_modifier: - simulation.policy.simulation_modifier(sim) - - if simulation.dynamic.parameter_values: - _apply_uk_parametric_reform( - simulation.dynamic.parameter_values, sim - ) - if simulation.dynamic.simulation_modifier: - simulation.dynamic.simulation_modifier(sim) - - scenario = PolicyEngineUKScenario(simulation_modifier=modifier) - sim = PolicyEngineUKSimulation( - dataset=PolicyEngineUKSingleYearDataset( - person=simulation.dataset.data.tables["person"], - benunit=simulation.dataset.data.tables["benunit"], - household=simulation.dataset.data.tables["household"], - fiscal_year=simulation.dataset.data.year, - ), - scenario=scenario, - ) - sim.default_calculation_period = simulation.dataset.data.year - return sim diff --git a/src/policyengine/countries/us/datasets.py b/src/policyengine/countries/us/datasets.py deleted file mode 100644 index b70d919f..00000000 --- a/src/policyengine/countries/us/datasets.py +++ /dev/null @@ -1,86 +0,0 @@ -from __future__ import annotations - -from typing import Dict - -import pandas as pd - -from policyengine.models.dataset import Dataset -from policyengine.models.single_year_dataset import SingleYearDataset -from policyengine.models.enums import DatasetType - -US_HUGGING_FACE_REPO = "policyengine/policyengine-us-data" -US_HUGGING_FACE_DATASETS = ["enhanced_cps_2024.h5"] - - -def create_dataset_years_from_hf( - start_year: int, - end_year: int, - *, - repo: str, - filename: str, - version: str | None = None, -) -> list[Dataset]: - """Create ECPS datasets using a Hugging Face dataset file as the base year. - - Constructs a `Microsimulation` with `dataset="hf://{repo}/{filename}[@{version}]"` - and then materialises dataset rows for the requested range. - """ - try: - from policyengine_us import Microsimulation - except ImportError: - raise ImportError( - "policyengine-us is not installed. " - "Install it with: pip install 'policyengine[us]' or pip install policyengine-us" - ) - - base = f"hf://{repo}/{filename}" - if version: - base = f"{base}@{version}" - sim = Microsimulation(dataset=base) - - return [ - create_dataset(year=year, sim=sim, filename=filename, version=version) - for year in range(start_year, end_year + 1) - ] - - -def create_dataset( - year: int = 2024, - sim: "Microsimulation" | None = None, - filename: str = None, - version: str | None = None, -) -> Dataset: - """Create the dataset for a given year using the US microsimulation. - - This computes variables per entity for the requested year. This is the - original behavior and differs from the UK path. - """ - if sim is None: - try: - from policyengine_us import Microsimulation - except ImportError: - raise ImportError( - "policyengine-us is not installed. " - "Install it with: pip install 'policyengine[us]' or pip install policyengine-us" - ) - - sim = Microsimulation() - tables: Dict[str, pd.DataFrame] = {} - - for entity in sim.tax_benefit_system.entities_by_singular().keys(): - for variable in sim.tax_benefit_system.variables: - if sim.tax_benefit_system.variables[variable].entity.key != entity: - continue - known_periods = set(map(str, sim.get_known_periods(variable))) - if str(year) in known_periods: - if entity not in tables: - tables[entity] = pd.DataFrame() - tables[entity][variable] = sim.calculate(variable, period=year) - - data = SingleYearDataset(tables=tables, year=year) - return Dataset( - name=filename.replace(".h5", "") + f"/{year}", - data=data, - dataset_type=DatasetType.US_SINGLE_YEAR, - version=version, - ) diff --git a/src/policyengine/countries/us/metadata.py b/src/policyengine/countries/us/metadata.py deleted file mode 100644 index 8598e263..00000000 --- a/src/policyengine/countries/us/metadata.py +++ /dev/null @@ -1,25 +0,0 @@ -try: - from policyengine_us.system import system - - US_AVAILABLE = True -except ImportError: - US_AVAILABLE = False - system = None - -from policyengine.utils.metadata import get_metadata -from policyengine.countries.us.datasets import create_ecps_years - - -def get_us_metadata(): - """Return US model metadata (variables, parameters, values) only.""" - if not US_AVAILABLE: - raise ImportError( - "policyengine-us is not installed. " - "Install it with: pip install 'policyengine[us]' or pip install policyengine-us" - ) - return get_metadata(system, country="us") - - -def get_us_datasets(start_year: int = 2024, end_year: int = 2035): - """Return US dataset rows for the given range (default 2024–2035).""" - return create_ecps_years(start_year, end_year) diff --git a/src/policyengine/countries/us/simulation.py b/src/policyengine/countries/us/simulation.py deleted file mode 100644 index abf08d35..00000000 --- a/src/policyengine/countries/us/simulation.py +++ /dev/null @@ -1,124 +0,0 @@ -try: - from policyengine_us import Simulation as PolicyEngineUSSimulation - - US_AVAILABLE = True -except ImportError: - US_AVAILABLE = False - PolicyEngineUSSimulation = None - -# Note: Dataset import is from policyengine.models, not policyengine_core - -from policyengine.models import Dataset, Simulation -from policyengine.models.single_year_dataset import SingleYearDataset - -try: - from microdf import MicroDataFrame - - MICRODF_AVAILABLE = True -except ImportError: - MICRODF_AVAILABLE = False - MicroDataFrame = None - -import pandas as pd - - -def run_us_simulation(simulation: Simulation) -> Dataset: - """Run the US-specific simulation.""" - if not US_AVAILABLE: - raise ImportError( - "policyengine-us is not installed. " - "Install it with: pip install 'policyengine[us]' or pip install policyengine-us" - ) - # Implement US-specific simulation logic here - sim = _get_simulation(simulation) - - output = simulation.dataset.data.copy() - output.tables["tax_unit"]["income_tax"] = sim.calculate( - "income_tax", - ) - - for entity in [ - "person", - "family", - "tax_unit", - "marital_unit", - "spm_unit", - "household", - ]: - output.tables[entity]["weight_value"] = sim.calculate( - "household_weight", map_to=entity - ) - - simulation.result = Dataset( - dataset_type="us_single_year", - data=output, - ) - - -def _apply_us_parametric_reform(provisions, sim): - """Apply parametric reforms to US simulation.""" - try: - from policyengine_core.periods import instant - except ImportError: - raise ImportError( - "policyengine-core is not installed. " - "Install it with: pip install 'policyengine[us]'" - ) - - for provision in provisions: - parameter_name = provision.parameter.name - sim.tax_benefit_system.parameters.get_child(parameter_name).update( - start=instant(provision.start_date.strftime("%Y-%m-%d")), - stop=( - instant(provision.end_date.strftime("%Y-%m-%d")) - if provision.end_date - else None - ), - value=provision.value, - ) - - -def _get_simulation(simulation: Simulation): - def modifier(sim): - # Apply parametric reforms - if simulation.policy.parameter_values: - _apply_us_parametric_reform( - simulation.policy.parameter_values, sim - ) - if simulation.policy.simulation_modifier: - simulation.policy.simulation_modifier(sim) - - if simulation.dynamic.parameter_values: - _apply_us_parametric_reform( - simulation.dynamic.parameter_values, sim - ) - if simulation.dynamic.simulation_modifier: - simulation.dynamic.simulation_modifier(sim) - - sim = PolicyEngineUSSimulation( - dataset=convert_entity_tables_to_us_dataset(simulation.dataset.data), - ) - modifier(sim) - sim.default_calculation_period = simulation.dataset.data.year - return sim - - -def convert_entity_tables_to_us_dataset( - dataset: SingleYearDataset, -) -> pd.DataFrame: - person_df = pd.DataFrame() - - for table_name, table in dataset.tables.items(): - if table_name == "person": - for col in table.columns: - person_df[f"{col}__{dataset.year}"] = table[col].values - else: - foreign_key = dataset.tables["person"][f"person_{table_name}_id"] - primary_key = dataset.tables[table_name][f"{table_name}_id"] - - projected = table.set_index(primary_key).loc[foreign_key] - - for col in projected.columns: - person_df[f"{col}__{dataset.year}"] = projected[col].values - - return person_df diff --git a/src/policyengine/database.py b/src/policyengine/database.py deleted file mode 100644 index 7e124856..00000000 --- a/src/policyengine/database.py +++ /dev/null @@ -1,1740 +0,0 @@ -from __future__ import annotations - -from contextlib import contextmanager -import os -from datetime import datetime -from typing import ( - Any, - Callable, - Dict, - Generator, - Iterable, - Optional, - Tuple, - Type, - TypeVar, - Union, -) -from uuid import UUID -import pickle - -from sqlmodel import SQLModel, Session, create_engine, select -from sqlalchemy import delete - -# Constants for database connection -POLICYENGINE_DB = "policyengine" # Special value to connect to PolicyEngine live DB using environment variables - -# Base models -from policyengine.models.user import ( - User, - UserPolicy, - UserSimulation, - UserReport, - UserReportElement, -) -from policyengine.models.policy import Policy -from policyengine.models.dynamic import Dynamic -from policyengine.models.parameter import Parameter, ParameterValue -from policyengine.models.baseline_parameter import BaselineParameterValue -from policyengine.models.dataset import Dataset -from policyengine.models.single_year_dataset import SingleYearDataset -from policyengine.models.simulation import Simulation -from policyengine.models.reports import Report, ReportElement -from policyengine.models.variable import Variable -from policyengine.models.enums import DatasetType, OperationStatus -from policyengine.models.report_items.aggregate import ( - Aggregate, - AggregateMetric, -) -from policyengine.models.report_items.count import Count -from policyengine.models.report_items.two_sim_change import ( - ChangeByBaselineGroup, - VariableChangeGroupByQuantileGroup, - VariableChangeGroupByVariableValue, -) -from policyengine.models.report_items.registry import ReportItemRegistry - -# Table models -from policyengine.tables import ( - UserTable, - UserPolicyTable, - UserSimulationTable, - UserReportTable, - UserReportElementTable, - PolicyTable, - DynamicTable, - ParameterTable, - ParameterValueTable, - BaselineParameterValueTable, - DatasetTable, - SimulationTable, - ReportTable, - ReportElementTable, - VariableTable, - AggregateTable, - CountTable, - ChangeByBaselineGroupTable, - VariableChangeGroupByQuantileGroupTable, - VariableChangeGroupByVariableValueTable, -) - - -BM = TypeVar("BM") - - -class Database: - """Lightweight Database layer bridging BaseModels and SQLModel tables. - - - Creates and manages an engine + sessions - - Converts BaseModels to their SQLModel equivalents and persists them - - Rehydrates BaseModels from stored SQLModel rows - - This is intentionally pragmatic and minimal; it favors a simple mapping - over enforcing every possible constraint. Extend as needs grow. - - Usage: - # In-memory database - db = Database("sqlite:///:memory:") - - # Local file database - db = Database("sqlite:///policyengine.db") - - # Connect to live PolicyEngine database (requires env vars) - from policyengine import POLICYENGINE_DB - db = Database(POLICYENGINE_DB) # Uses POLICYENGINE_DB_PASSWORD env var - """ - - def __init__( - self, - url: str = "sqlite:///:memory:", - seed_countries: Iterable[str] | None = None, - country: str | None = None, - ): - # Special shortcut: connect to PolicyEngine live DB using env vars - if url == POLICYENGINE_DB: - pwd = os.getenv("POLICYENGINE_DB_PASSWORD") - if not pwd: - raise ValueError( - "POLICYENGINE_DB_PASSWORD is not set in environment." - ) - user = os.getenv( - "POLICYENGINE_DB_USER", "postgres.usugnrssspkdutcjeevk" - ) - host = os.getenv( - "POLICYENGINE_DB_HOST", "aws-1-us-east-1.pooler.supabase.com" - ) - port = int(os.getenv("POLICYENGINE_DB_PORT", "5432")) - dbname = os.getenv("POLICYENGINE_DB_NAME", "postgres") - url = f"postgresql://{user}:{pwd}@{host}:{port}/{dbname}" - - self.engine = create_engine(url=url) - SQLModel.metadata.create_all(self.engine) - self.country = country - - # Mapping between BaseModel classes and SQLModel table classes - self._bm_to_table: Dict[type, type[SQLModel]] = { - User: UserTable, - UserPolicy: UserPolicyTable, - UserSimulation: UserSimulationTable, - UserReport: UserReportTable, - UserReportElement: UserReportElementTable, - Policy: PolicyTable, - Dynamic: DynamicTable, - Parameter: ParameterTable, - ParameterValue: ParameterValueTable, - BaselineParameterValue: BaselineParameterValueTable, - Dataset: DatasetTable, - Simulation: SimulationTable, - Report: ReportTable, - ReportElement: ReportElementTable, - Variable: VariableTable, - Aggregate: AggregateTable, - Count: CountTable, - ChangeByBaselineGroup: ChangeByBaselineGroupTable, - VariableChangeGroupByQuantileGroup: VariableChangeGroupByQuantileGroupTable, - VariableChangeGroupByVariableValue: VariableChangeGroupByVariableValueTable, - } - - self._table_to_bm: Dict[type[SQLModel], type] = { - v: k for k, v in self._bm_to_table.items() - } - - # Register built-in report items with the registry - self._register_builtin_report_items() - - # Optionally seed metadata on init - if seed_countries: - self.seed(seed_countries) - - def _register_builtin_report_items(self) -> None: - """Register built-in report item types with the registry.""" - # Clear any existing registrations - ReportItemRegistry.clear() - - # Register built-in types - ReportItemRegistry.register( - name="aggregate", - model_class=Aggregate, - table_class=AggregateTable, - ) - ReportItemRegistry.register( - name="count", - model_class=Count, - table_class=CountTable, - ) - ReportItemRegistry.register( - name="change_by_baseline_group", - model_class=ChangeByBaselineGroup, - table_class=ChangeByBaselineGroupTable, - ) - ReportItemRegistry.register( - name="variable_change_by_quantile", - model_class=VariableChangeGroupByQuantileGroup, - table_class=VariableChangeGroupByQuantileGroupTable, - ) - ReportItemRegistry.register( - name="variable_change_by_value", - model_class=VariableChangeGroupByVariableValue, - table_class=VariableChangeGroupByVariableValueTable, - ) - - def register_custom_mapping( - self, - model_class: type, - table_class: type[SQLModel], - to_table_mapper: Optional[Callable] = None, - from_table_mapper: Optional[Callable] = None, - ) -> None: - """Register a custom model/table mapping at runtime. - - Args: - model_class: The Pydantic model class - table_class: The SQLModel table class - to_table_mapper: Optional custom function to convert model to table - from_table_mapper: Optional custom function to convert table to model - """ - # Add to internal mappings - self._bm_to_table[model_class] = table_class - self._table_to_bm[table_class] = model_class - - # If it's a ReportElementDataItem subclass, also register with the registry - from policyengine.models.report_items.base import ReportElementDataItem - if issubclass(model_class, ReportElementDataItem): - name = f"custom_{model_class.__name__.lower()}" - ReportItemRegistry.register( - name=name, - model_class=model_class, - table_class=table_class, - to_table_mapper=to_table_mapper, - from_table_mapper=from_table_mapper, - ) - - # Create the table if it doesn't exist - SQLModel.metadata.create_all(self.engine, tables=[table_class.__table__]) - - def reset(self) -> None: - """Drop and recreate all tables, clearing all data. - - Use with care. This removes all rows from every table by - dropping the schema and recreating it. - """ - # Ensure models are loaded so metadata is complete - SQLModel.metadata.drop_all(self.engine) - SQLModel.metadata.create_all(self.engine) - - @contextmanager - def session(self) -> Generator[Session, None, None]: - with Session(self.engine) as s: - yield s - - # ------------------- Public API ------------------- - def add(self, obj: Any, *, cascade: bool = True) -> SQLModel: - """Persist a BaseModel by mapping it to its table model. - - Returns the created/updated table instance (with primary key). - """ - with self.session() as s: - row = self._to_table(obj, s, cascade=cascade) - row = self._upsert_row(obj, row, s) - s.add(row) - s.commit() - s.refresh(row) - return row - - def add_all( - self, - objs: Iterable[Any], - *, - cascade: bool = True, - refresh: bool = True, - chunk_size: int = 500, - progress: bool = False, - ) -> list[SQLModel]: - """Insert or upsert a collection of BaseModel objects, generically. - - - Processes items in chunks, committing per chunk. - - Optional lightweight progress output for visibility. - - For specialized bulk behavior (e.g., ParameterValue series replacement), - use a dedicated method instead of overloading this generic one. - """ - items = list(objs) - if not items: - return [] - - # Try to use an optimized batched upsert path for uniform models - results: list[SQLModel] = [] - total = len(items) - - # Helper: determine table class for a base object - def _tbl_cls_for(obj: Any) -> type[SQLModel]: - return self._resolve_table_class(obj) - - first_tbl = _tbl_cls_for(items[0]) - uniform = all(_tbl_cls_for(o) is first_tbl for o in items) - - # Natural key config per table for fast batch upsert - from policyengine.tables import ( - VariableTable as VarT, - ParameterTable as ParT, - PolicyTable as PolT, - DynamicTable as DynT, - ReportTable as RepT, - ReportElementTable as RepElT, - DatasetTable as DsT, - ) - - # Natural keys per table; kept minimal and generic - bulk_key_fields: Dict[type[SQLModel], Tuple[str, ...]] = { - VarT: ("name", "country"), - ParT: ("name", "country"), - PolT: ("name", "country"), - DynT: ("name", "country"), - RepT: ("name", "country"), - RepElT: ("name", "country"), - DsT: ("name",), - } - - use_bulk = uniform and (first_tbl in bulk_key_fields) - - with self.session() as s: - pbar = None - if progress: - from tqdm.auto import tqdm # type: ignore - - pbar = tqdm(total=total, desc="Adding", unit="row") - - if not use_bulk: - # Fallback: existing per-row upsert path - for start in range(0, total, max(1, chunk_size)): - end = min(start + chunk_size, total) - for obj in items[start:end]: - row = self._to_table(obj, s, cascade=cascade) - row = self._upsert_row(obj, row, s) - s.add(row) - results.append(row) - s.commit() - if pbar is not None: - pbar.update(end - start) - else: - # Optimized: batch fetch existing rows by natural key and update/insert - key_fields = bulk_key_fields[first_tbl] - # Derive updatable fields dynamically from table columns, excluding PKs and key fields - # This keeps behavior general (e.g., if a table adds model_version later). - table_columns = list(first_tbl.__table__.columns) - pk_names = {c.name for c in table_columns if c.primary_key} - upd_fields = tuple( - c.name - for c in table_columns - if (c.name not in pk_names) and (c.name not in key_fields) - ) - - for start in range(0, total, max(1, chunk_size)): - end = min(start + chunk_size, total) - batch = items[start:end] - - # Convert to table rows first (to resolve FKs, etc.) - new_rows: list[SQLModel] = [ - self._to_table(obj, s, cascade=cascade) - for obj in batch - ] - - # Build key -> new_row map for easy lookup - def _key_from_row(r: SQLModel) -> tuple[Any, ...]: - return tuple(getattr(r, k) for k in key_fields) - - key_to_new = {_key_from_row(r): r for r in new_rows} - - # Fetch existing rows in as few queries as possible - tbl = first_tbl - from sqlalchemy import and_, or_ - - existing_map: dict[tuple[Any, ...], SQLModel] = {} - - # For Dataset (single key) - if key_fields == ("name",): - names = {k[0] for k in key_to_new.keys()} - if names: - stmt = select(tbl).where( - getattr(tbl, "name").in_(list(names)) - ) - for r in s.exec(stmt).all(): - existing_map[(getattr(r, "name"),)] = r - else: - # Keys of form (name, country) - names = {k[0] for k in key_to_new.keys()} - countries_non_null = { - k[1] for k in key_to_new.keys() if k[1] is not None - } - names_null_country = { - k[0] for k in key_to_new.keys() if k[1] is None - } - - conds = [] - if names and countries_non_null: - conds.append( - and_( - getattr(tbl, "name").in_(list(names)), - getattr(tbl, "country").in_( - list(countries_non_null) - ), - ) - ) - if names_null_country: - conds.append( - and_( - getattr(tbl, "name").in_( - list(names_null_country) - ), - getattr(tbl, "country").is_(None), - ) - ) - if conds: - stmt = select(tbl).where(or_(*conds)) - for r in s.exec(stmt).all(): - key = ( - getattr(r, "name"), - getattr(r, "country"), - ) - if key in key_to_new: - existing_map[key] = r - - # Apply updates or stage inserts - for key, new_row in key_to_new.items(): - existing = existing_map.get(key) - if existing is not None: - # Update only the allowed fields to mirror _upsert_row - for col in upd_fields: - setattr(existing, col, getattr(new_row, col)) - results.append(existing) - else: - s.add(new_row) - results.append(new_row) - - s.commit() - if pbar is not None: - pbar.update(end - start) - - if pbar is not None: - pbar.close() - if refresh: - for row in results: - s.refresh(row) - return results - - def delete_baseline_parameter_values_by_model_version( - self, model_version: str, country: str | None = None - ) -> int: - """Delete all ParameterValue rows for a given model version and country. - - Args: - model_version: The model version to delete - country: Optional country filter - - Returns: - Number of rows deleted - """ - from policyengine.tables import BaselineParameterValueTable - - with self.session() as s: - stmt = delete(BaselineParameterValueTable).where( - BaselineParameterValueTable.model_version == model_version - ) - if country is not None: - stmt = stmt.where( - BaselineParameterValueTable.country == country - ) - - result = s.exec(stmt) - deleted_count = result.rowcount - s.commit() - - return deleted_count - - # ------------------- Seeding ------------------- - def seed(self, countries: Iterable[str]) -> None: - """Seed database with metadata for selected countries. - - Accepts any subset of {"uk", "us"}. Uses country-specific metadata - helpers to load Variables, Parameters (via ParameterValues), and - default Policy/Dynamic and upserts them into the DB. - """ - for country in countries: - country = country.lower() - if country == "uk": - try: - from policyengine.countries.uk.metadata import ( - get_uk_metadata, - ) - - md = get_uk_metadata() - except ImportError: - print( - f"Warning: policyengine-uk not installed, skipping UK seeding" - ) - continue - elif country == "us": - try: - from policyengine.countries.us.metadata import ( - get_us_metadata, - ) - - md = get_us_metadata() - except ImportError: - print( - f"Warning: policyengine-us not installed, skipping US seeding" - ) - continue - else: - raise ValueError( - f"Unknown country code for seeding: {country}" - ) - - # Upsert policy and dynamic anchors - anchor_objs = [] - if md.get("current_law") is not None: - md["current_law"].country = country - anchor_objs.append(md["current_law"]) - if md.get("static") is not None: - md["static"].country = country - anchor_objs.append(md["static"]) - if anchor_objs: - self.add_all(anchor_objs, refresh=False) - - # Variables - variables = [] - for v in md.get("variables", []) or []: - v.country = country - variables.append(v) - if variables: - self.add_all(variables, refresh=False) - - # Convert parameter values to baseline parameter values - baseline_values = [] - for pv in md.get("parameter_values", []) or []: - if pv.parameter is not None: - # Create BaselineParameterValue instead - from policyengine.models.baseline_parameter import ( - BaselineParameterValue, - ) - - bpv = BaselineParameterValue( - policy=pv.policy, - dynamic=pv.dynamic, - parameter=pv.parameter, - model_version=pv.model_version, - start_date=pv.start_date, - end_date=pv.end_date, - value=pv.value, - country=country, - ) - baseline_values.append(bpv) - - if baseline_values: - print( - f" Adding {len(baseline_values)} baseline parameter values..." - ) - self.add_all( - baseline_values, - refresh=False, - progress=True, - chunk_size=1000, - ) - - # Country datasets (default range) – sourced via dedicated helpers - try: - if country == "uk": - from policyengine.countries.uk.metadata import ( - get_uk_datasets, - ) - - datasets = get_uk_datasets(2023, 2030) - elif country == "us": - from policyengine.countries.us.metadata import ( - get_us_datasets, - ) - - datasets = get_us_datasets(2024, 2035) - else: - datasets = [] - except Exception: - datasets = [] - if datasets: - self.add_all(datasets, refresh=False) - - def get( - self, - model_cls: Type[BM], - id: Any | None = None, - *, - cascade: bool = False, - **filters: Any, - ) -> BM | None: - """Load a BaseModel by primary key or by attribute filters. - - Examples: - - get(Dataset, id) - - get(Policy, name="Current law", country="uk") - - get(Parameter, name="gov.ubi.amount") - """ - table_cls = self._resolve_table_class(model_cls) - - # Add default country if not specified and table has country field - if ( - self.country - and hasattr(table_cls, "country") - and "country" not in filters - ): - filters["country"] = self.country - - with self.session() as s: - if id is not None: - row = s.get(table_cls, id) - if row is None: - return None - return self._to_model(row, s, cascade=cascade) - stmt = select(table_cls) - conds = [] - for key, value in filters.items(): - if not hasattr(table_cls, key): - raise ValueError( - f"Unknown field for {table_cls.__name__}: {key}" - ) - col = getattr(table_cls, key) - if value is None: - conds.append(col.is_(None)) - else: - conds.append(col == value) - if conds: - stmt = stmt.where(*conds) - row = s.exec(stmt).first() - if row is None: - return None - return self._to_model(row, s, cascade=cascade) - - def list( - self, model_cls: Type[BM], *, limit: int | None = None - ) -> list[BM]: - """List BaseModel instances for a given class.""" - table_cls = self._resolve_table_class(model_cls) - with self.session() as s: - stmt = select(table_cls) - if limit is not None: - stmt = stmt.limit(limit) - rows = s.exec(stmt).all() - return [self._to_model(r, s, cascade=False) for r in rows] - - # ------------------- Mapping helpers ------------------- - def _resolve_table_class( - self, obj_or_cls: Union[Any, type] - ) -> type[SQLModel]: - if isinstance(obj_or_cls, type): - if obj_or_cls in self._bm_to_table: - return self._bm_to_table[obj_or_cls] - if obj_or_cls in self._table_to_bm: - return obj_or_cls # already a table class - raise ValueError(f"No table mapping for class: {obj_or_cls}") - obj_type = type(obj_or_cls) - if obj_type in self._bm_to_table: - return self._bm_to_table[obj_type] - if obj_type in self._table_to_bm: - return obj_type - raise ValueError(f"No table mapping for instance of: {obj_type}") - - # Specific mappers. These keep relationships simple and optional. - def _to_table(self, obj: Any, s: Session, *, cascade: bool) -> SQLModel: - # Check if this is a custom registered type - from policyengine.models.report_items.base import ReportElementDataItem - if isinstance(obj, ReportElementDataItem): - registration = ReportItemRegistry.get_by_model(type(obj)) - if registration and registration["to_table"]: - # Use custom mapper - return registration["to_table"](obj, s, cascade=cascade) - # Users and links - if isinstance(obj, User): - return UserTable(id=obj.id, name=obj.name, email=obj.email) - - if isinstance(obj, UserPolicy): - # policy is required - policy_row = self._to_table(obj.policy, s, cascade=cascade) - if getattr(policy_row, "id", None) is None: - s.add(policy_row) - s.flush() - return UserPolicyTable( - user_id=obj.user.id, - policy_id=policy_row.id, # type: ignore[arg-type] - label=obj.label, - description=obj.description, - ) - - if isinstance(obj, UserSimulation): - sim_row = self._to_table(obj.simulation, s, cascade=cascade) - if getattr(sim_row, "id", None) is None: - s.add(sim_row) - s.flush() - return UserSimulationTable( - user_id=obj.user.id, - simulation_id=sim_row.id, # type: ignore[arg-type] - label=obj.label, - description=obj.description, - ) - - if isinstance(obj, UserReport): - report_row = self._to_table(obj.report, s, cascade=cascade) - if getattr(report_row, "id", None) is None: - s.add(report_row) - s.flush() - return UserReportTable( - user_id=obj.user.id, - report_id=report_row.id, # type: ignore[arg-type] - label=obj.label, - description=obj.description, - ) - - if isinstance(obj, UserReportElement): - el_row = self._to_table(obj.report_element, s, cascade=cascade) - if getattr(el_row, "id", None) is None: - s.add(el_row) - s.flush() - return UserReportElementTable( - user_id=obj.user.id, - report_element_id=el_row.id, # type: ignore[arg-type] - label=obj.label, - description=obj.description, - ) - - # Policy, Dynamic, Parameters - if isinstance(obj, Policy): - # Pickle simulation_modifier if provided - sim_bytes = None - try: - if obj.simulation_modifier is not None: - sim_bytes = pickle.dumps(obj.simulation_modifier) - except Exception: - # If pickling fails, store nothing; user can correct function - sim_bytes = None - return PolicyTable( - id=getattr(obj, "id", None), - name=obj.name, - description=obj.description, - country=obj.country, - simulation_modifier_bytes=sim_bytes, - ) - - if isinstance(obj, Dynamic): - parent_id = None - if obj.parent_dynamic is not None and cascade: - parent_row = self._to_table( - obj.parent_dynamic, s, cascade=cascade - ) - parent_row = self._upsert_row( - obj.parent_dynamic, parent_row, s - ) - s.add(parent_row) - s.flush() - parent_id = parent_row.id - # Pickle simulation_modifier if provided - sim_bytes = None - if obj.simulation_modifier is not None: - sim_bytes = pickle.dumps(obj.simulation_modifier) - return DynamicTable( - id=getattr(obj, "id", None), - name=obj.name, - parent_id=parent_id, - description=obj.description, - created_at=obj.created_at, - updated_at=obj.updated_at, - country=obj.country, - simulation_modifier_bytes=sim_bytes, - ) - - if isinstance(obj, Parameter): - parent_id = None - if obj.parent is not None and cascade: - parent_row = self._to_table(obj.parent, s, cascade=cascade) - parent_row = self._upsert_row(obj.parent, parent_row, s) - s.add(parent_row) - s.flush() - parent_id = parent_row.id - data_type = ( - obj.data_type.__name__ - if isinstance(obj.data_type, type) - else str(obj.data_type) - ) - return ParameterTable( - id=getattr(obj, "id", None), - name=obj.name, - parent_id=parent_id, - label=obj.label, - description=obj.description, - unit=obj.unit, - data_type=data_type, - country=obj.country, - ) - - if isinstance(obj, BaselineParameterValue): - # Handle parameter field - parameter_id = None - if obj.parameter: - param_row = self._to_table(obj.parameter, s) - if param_row.id is None: - # If parameter doesn't have an ID, try to find or create it - from policyengine.tables import ParameterTable as PTable - - existing_param = s.exec( - select(PTable).where( - PTable.name == param_row.name, - PTable.country == param_row.country, - ) - ).first() - if existing_param: - parameter_id = existing_param.id - else: - param_row = self._upsert_row( - obj.parameter, param_row, s - ) - s.add(param_row) - s.flush() - parameter_id = param_row.id - else: - parameter_id = param_row.id - - return BaselineParameterValueTable( - id=getattr(obj, "id", None), - parameter_id=parameter_id, - model_version=obj.model_version, - start_date=obj.start_date, - end_date=obj.end_date, - value=self._json_safe_value(obj.value), - country=obj.country, - ) - - if isinstance(obj, ParameterValue): - # Do not auto-create/link related rows here; only resolve by lookup. - from policyengine.tables import ( - ParameterTable as PTable, - PolicyTable as PoTable, - DynamicTable as DTable, - ) - - # parameter is required and must already exist (by name+country) - if obj.parameter is None: - raise ValueError("ParameterValue.parameter is required") - par = obj.parameter - par_row = s.exec( - select(PTable).where( - PTable.name == par.name, PTable.country == par.country - ) - ).first() - if par_row is None: - raise ValueError( - f"Parameter not found for value: {par.name} ({par.country})" - ) - - policy_id = None - if obj.policy is not None: - pol = obj.policy - pol_row = s.exec( - select(PoTable).where( - PoTable.name == pol.name, - PoTable.country == pol.country, - ) - ).first() - if pol_row is None: - raise ValueError( - f"Policy not found for value: {pol.name} ({pol.country})" - ) - policy_id = pol_row.id - - dynamic_id = None - if obj.dynamic is not None: - dyn = obj.dynamic - dyn_row = s.exec( - select(DTable).where( - DTable.name == dyn.name, DTable.country == dyn.country - ) - ).first() - if dyn_row is None: - raise ValueError( - f"Dynamic not found for value: {dyn.name} ({dyn.country})" - ) - dynamic_id = dyn_row.id - - # JSON-safe value handling (inf/-inf, NaN) - return ParameterValueTable( - id=getattr(obj, "id", None), - policy_id=policy_id, - dynamic_id=dynamic_id, - parameter_id=par_row.id, # type: ignore[arg-type] - model_version=obj.model_version, - start_date=obj.start_date, - end_date=obj.end_date, - value=self._json_safe_value(obj.value), - country=obj.country, - ) - - # Dataset - if isinstance(obj, Dataset): - source_id = None - if obj.source_dataset is not None and cascade: - src_row = self._to_table( - obj.source_dataset, s, cascade=cascade - ) - src_row = self._upsert_row(obj.source_dataset, src_row, s) - s.add(src_row) - s.flush() - source_id = src_row.id - data_bytes = None - if isinstance(obj.data, SingleYearDataset): - data_bytes = obj.data.serialise() - elif isinstance(obj.data, (bytes, bytearray)): - data_bytes = bytes(obj.data) - return DatasetTable( - id=getattr(obj, "id", None), - name=obj.name, - source_dataset_id=source_id, - version=obj.version, - data_bytes=data_bytes, - dataset_type=obj.dataset_type, - ) - - # Simulation - if isinstance(obj, Simulation): - dataset_id = policy_id = dynamic_id = None - dataset_type = None - result_bytes = None - - if obj.dataset is not None and cascade: - ds_row = self._to_table(obj.dataset, s, cascade=cascade) - ds_row = self._upsert_row(obj.dataset, ds_row, s) - s.add(ds_row) - s.flush() - dataset_id = ds_row.id - # Get dataset type from the dataset - if hasattr(obj.dataset, 'dataset_type'): - dataset_type = obj.dataset.dataset_type - - if obj.policy is not None and cascade: - po_row = self._to_table(obj.policy, s, cascade=cascade) - po_row = self._upsert_row(obj.policy, po_row, s) - s.add(po_row) - s.flush() - policy_id = po_row.id - - if obj.dynamic is not None and cascade: - dy_row = self._to_table(obj.dynamic, s, cascade=cascade) - dy_row = self._upsert_row(obj.dynamic, dy_row, s) - s.add(dy_row) - s.flush() - dynamic_id = dy_row.id - - # Store result as bytes directly in simulation table - if obj.result is not None: - if isinstance(obj.result, Dataset): - # If result is a Dataset, serialize its data - if hasattr(obj.result, 'data') and obj.result.data is not None: - if hasattr(obj.result.data, 'serialise'): - result_bytes = obj.result.data.serialise() - elif isinstance(obj.result.data, (bytes, bytearray)): - result_bytes = bytes(obj.result.data) - elif isinstance(obj.result, (bytes, bytearray)): - # Direct bytes result - result_bytes = bytes(obj.result) - elif hasattr(obj.result, 'serialise'): - # SingleYearDataset or similar - result_bytes = obj.result.serialise() - - return SimulationTable( - id=getattr(obj, "id", None), - dataset_id=dataset_id, - policy_id=policy_id, - dynamic_id=dynamic_id, - dataset_type=dataset_type, - result=result_bytes, - model_version=obj.model_version, - country=obj.country, - status=obj.status, - created_at=obj.created_at, - completed_at=obj.completed_at, - ) - - # Reports - if isinstance(obj, Report): - return ReportTable( - id=getattr(obj, "id", None), - name=obj.name, - description=obj.description, - country=obj.country, - ) - - if isinstance(obj, ReportElement): - report_id = None - if obj.report is not None and cascade: - rep_row = self._to_table(obj.report, s, cascade=cascade) - rep_row = self._upsert_row(obj.report, rep_row, s) - s.add(rep_row) - s.flush() - report_id = rep_row.id - return ReportElementTable( - id=getattr(obj, "id", None), - name=obj.name, - description=obj.description, - report_id=report_id, - status=obj.status, - country=obj.country, - ) - - # Report item data rows - if isinstance(obj, Aggregate): - sim_row = self._to_table(obj.simulation, s, cascade=cascade) - if getattr(sim_row, "id", None) is None: - s.add(sim_row) - s.flush() - return AggregateTable( - simulation_id=sim_row.id, # type: ignore[arg-type] - time_period=( - str(obj.time_period) - if obj.time_period is not None - else None - ), - variable=obj.variable, - entity_level=obj.entity_level, - filter_variable=obj.filter_variable, - filter_variable_value=self._json_safe_value( - obj.filter_variable_value - ), - filter_variable_min_value=obj.filter_variable_min_value, - filter_variable_max_value=obj.filter_variable_max_value, - metric=str(obj.metric), - value=obj.value, - ) - - if isinstance(obj, Count): - sim_row = self._to_table(obj.simulation, s, cascade=cascade) - if getattr(sim_row, "id", None) is None: - s.add(sim_row) - s.flush() - return CountTable( - simulation_id=sim_row.id, # type: ignore[arg-type] - time_period=( - str(obj.time_period) - if obj.time_period is not None - else None - ), - variable=obj.variable, - entity_level=obj.entity_level, - equals_value=self._json_safe_value(obj.equals_value), - min_value=obj.min_value, - max_value=obj.max_value, - count=obj.count, - ) - - if isinstance(obj, ChangeByBaselineGroup): - base_row = self._to_table( - obj.baseline_simulation, s, cascade=cascade - ) - ref_row = self._to_table(obj.reform_simulation, s, cascade=cascade) - for r in (base_row, ref_row): - if getattr(r, "id", None) is None: - s.add(r) - s.flush() - return ChangeByBaselineGroupTable( - baseline_simulation_id=base_row.id, # type: ignore[arg-type] - reform_simulation_id=ref_row.id, # type: ignore[arg-type] - variable=obj.variable, - group_variable=obj.group_variable, - group_value=self._json_safe_value(obj.group_value), - entity_level=obj.entity_level, - time_period=( - str(obj.time_period) - if obj.time_period is not None - else None - ), - total_change=obj.total_change, - relative_change=obj.relative_change, - average_change_per_entity=obj.average_change_per_entity, - ) - - if isinstance(obj, VariableChangeGroupByQuantileGroup): - base_row = self._to_table( - obj.baseline_simulation, s, cascade=cascade - ) - ref_row = self._to_table(obj.reform_simulation, s, cascade=cascade) - for r in (base_row, ref_row): - if getattr(r, "id", None) is None: - s.add(r) - s.flush() - return VariableChangeGroupByQuantileGroupTable( - baseline_simulation_id=base_row.id, # type: ignore[arg-type] - reform_simulation_id=ref_row.id, # type: ignore[arg-type] - variable=obj.variable, - group_variable=obj.group_variable, - quantile_group=obj.quantile_group, - quantile_group_count=obj.quantile_group_count, - change_lower_bound=float(obj.change_lower_bound), - change_upper_bound=float(obj.change_upper_bound), - change_bound_is_relative=bool(obj.change_bound_is_relative), - fixed_entity_count_per_quantile_group=obj.fixed_entity_count_per_quantile_group, - percent_of_group_in_change_group=obj.percent_of_group_in_change_group, - entities_in_group_in_change_group=obj.entities_in_group_in_change_group, - ) - - if isinstance(obj, VariableChangeGroupByVariableValue): - base_row = self._to_table( - obj.baseline_simulation, s, cascade=cascade - ) - ref_row = self._to_table(obj.reform_simulation, s, cascade=cascade) - for r in (base_row, ref_row): - if getattr(r, "id", None) is None: - s.add(r) - s.flush() - return VariableChangeGroupByVariableValueTable( - baseline_simulation_id=base_row.id, # type: ignore[arg-type] - reform_simulation_id=ref_row.id, # type: ignore[arg-type] - variable=obj.variable, - group_variable=obj.group_variable, - group_variable_value=self._json_safe_value( - obj.group_variable_value - ), - fixed_entity_count_per_quantile_group=obj.fixed_entity_count_per_quantile_group, - percent_of_group_in_change_group=obj.percent_of_group_in_change_group, - entities_in_group_in_change_group=obj.entities_in_group_in_change_group, - ) - - # Variable - if isinstance(obj, Variable): - data_type = ( - obj.data_type.__name__ - if isinstance(obj.data_type, type) - else str(obj.data_type) - ) - return VariableTable( - id=getattr(obj, "id", None), - name=obj.name, - label=obj.label, - description=obj.description, - unit=obj.unit, - data_type=data_type, - entity=obj.entity, - definition_period=obj.definition_period, - country=obj.country, - ) - - # Already a table object - if isinstance(obj, SQLModel): - return obj - - raise ValueError(f"Unsupported object type for to_table: {type(obj)}") - - def _to_model(self, row: SQLModel, s: Session, *, cascade: bool) -> Any: - # Check if this is a custom registered table type - registration = ReportItemRegistry.get_by_table(type(row)) - if registration and registration["from_table"]: - # Use custom mapper - return registration["from_table"](row, s, cascade=cascade) - # Users and links - if isinstance(row, UserTable): - return User(id=row.id or 0, name=row.name, email=row.email) - - if isinstance(row, UserPolicyTable): - user = self._to_model( - s.get(UserTable, row.user_id), s, cascade=False - ) - policy = ( - self._to_model( - s.get(PolicyTable, row.policy_id), s, cascade=False - ) - if row.policy_id is not None - else None - ) - return UserPolicy( - user=user, - policy=policy, - label=row.label, - description=row.description, - ) - - if isinstance(row, UserSimulationTable): - user = self._to_model( - s.get(UserTable, row.user_id), s, cascade=False - ) - sim = ( - self._to_model( - s.get(SimulationTable, row.simulation_id), s, cascade=False - ) - if row.simulation_id is not None - else None - ) - return UserSimulation( - user=user, - simulation=sim, - label=row.label, - description=row.description, - ) - - if isinstance(row, UserReportTable): - user = self._to_model( - s.get(UserTable, row.user_id), s, cascade=False - ) - report = ( - self._to_model( - s.get(ReportTable, row.report_id), s, cascade=False - ) - if row.report_id is not None - else None - ) - return UserReport( - user=user, - report=report, - label=row.label, - description=row.description, - ) - - if isinstance(row, UserReportElementTable): - user = self._to_model( - s.get(UserTable, row.user_id), s, cascade=False - ) - el = ( - self._to_model( - s.get(ReportElementTable, row.report_element_id), - s, - cascade=False, - ) - if row.report_element_id is not None - else None - ) - return UserReportElement( - user=user, - report_element=el, - label=row.label, - description=row.description, - ) - - # Policy, Dynamic, Parameters - if isinstance(row, PolicyTable): - # Unpickle simulation_modifier if present - sim_mod = None - if getattr(row, "simulation_modifier_bytes", None): - try: - sim_mod = pickle.loads(row.simulation_modifier_bytes) # type: ignore[arg-type] - except Exception: - sim_mod = None - return Policy( - id=row.id, - name=row.name, - description=row.description, - simulation_modifier=sim_mod, - country=row.country, - ) - - if isinstance(row, DynamicTable): - parent = ( - self._to_model( - s.get(DynamicTable, row.parent_id), s, cascade=False - ) - if (cascade and row.parent_id is not None) - else None - ) - # Unpickle simulation_modifier if present - sim_mod = None - if row.simulation_modifier_bytes is not None: - sim_mod = pickle.loads(row.simulation_modifier_bytes) # type: ignore[arg-type] - return Dynamic( - id=row.id, - name=row.name, - parent_dynamic=parent, - description=row.description, - created_at=row.created_at, - updated_at=row.updated_at, - simulation_modifier=sim_mod, - country=row.country, - ) - - if isinstance(row, ParameterTable): - parent = ( - self._to_model( - s.get(ParameterTable, row.parent_id), s, cascade=False - ) - if (cascade and row.parent_id is not None) - else None - ) - data_type_map = { - "float": float, - "int": int, - "bool": bool, - "string": str, - } - data_type = data_type_map.get(row.data_type, str) - return Parameter( - id=row.id, - name=row.name, - parent=parent, - label=row.label, - description=row.description, - unit=row.unit, - data_type=data_type, - country=row.country, - ) - - if isinstance(row, BaselineParameterValueTable): - policy = ( - self._to_model( - s.get(PolicyTable, row.policy_id), s, cascade=False - ) - if (cascade and row.policy_id is not None) - else None - ) - dynamic = ( - self._to_model( - s.get(DynamicTable, row.dynamic_id), s, cascade=False - ) - if (cascade and row.dynamic_id is not None) - else None - ) - # Fetch the parameter - parameter = ( - self._to_model( - s.get(ParameterTable, row.parameter_id), s, cascade=False - ) - if row.parameter_id is not None - else None - ) - return BaselineParameterValue( - id=row.id, - policy=policy, - dynamic=dynamic, - parameter=parameter, - model_version=row.model_version, - start_date=row.start_date, - end_date=row.end_date, - value=self._json_restore_value(row.value), - country=row.country, - ) - - if isinstance(row, ParameterValueTable): - policy = ( - self._to_model( - s.get(PolicyTable, row.policy_id), s, cascade=False - ) - if (cascade and row.policy_id is not None) - else None - ) - dynamic = ( - self._to_model( - s.get(DynamicTable, row.dynamic_id), s, cascade=False - ) - if (cascade and row.dynamic_id is not None) - else None - ) - parameter = ( - self._to_model( - s.get(ParameterTable, row.parameter_id), s, cascade=False - ) - if row.parameter_id is not None - else None - ) - return ParameterValue( - id=row.id, - policy=policy, - dynamic=dynamic, - parameter=parameter, # type: ignore[arg-type] - model_version=row.model_version, - start_date=row.start_date, - end_date=row.end_date, - value=self._json_restore_value(row.value), - country=row.country, - ) - - # Dataset - if isinstance(row, DatasetTable): - source = ( - self._to_model( - s.get(DatasetTable, row.source_dataset_id), - s, - cascade=False, - ) - if (cascade and row.source_dataset_id is not None) - else None - ) - data = ( - SingleYearDataset(serialised_bytes=row.data_bytes) - if row.data_bytes is not None - else None - ) - return Dataset( - id=row.id, - name=row.name, - source_dataset=source, - version=row.version, - data=data, - dataset_type=row.dataset_type, - ) - - # Simulation - if isinstance(row, SimulationTable): - dataset = ( - self._to_model( - s.get(DatasetTable, row.dataset_id), s, cascade=False - ) - if row.dataset_id is not None - else None - ) - policy = ( - self._to_model( - s.get(PolicyTable, row.policy_id), s, cascade=False - ) - if row.policy_id is not None - else None - ) - dynamic = ( - self._to_model( - s.get(DynamicTable, row.dynamic_id), s, cascade=False - ) - if row.dynamic_id is not None - else None - ) - - # Reconstruct result from bytes stored in simulation table - result = None - if row.result is not None: - # Create a Dataset object with SingleYearDataset data - result_data = SingleYearDataset(serialised_bytes=row.result) - # Create a Dataset wrapper for the result - result = Dataset( - name=f"simulation_{row.id}_result", - data=result_data, - dataset_type=row.dataset_type, - ) - - return Simulation( - id=row.id, - dataset=dataset, # type: ignore[arg-type] - policy=policy, # type: ignore[arg-type] - dynamic=dynamic, # type: ignore[arg-type] - result=result, # type: ignore[arg-type] - model_version=row.model_version, - country=row.country, - status=row.status, - created_at=row.created_at, - completed_at=row.completed_at, - ) - - # Reports - if isinstance(row, ReportTable): - # Elements are not auto-hydrated to avoid heavy joins - return Report( - id=row.id, - name=row.name, - description=row.description, - elements=[], - country=row.country, - ) - - if isinstance(row, ReportElementTable): - report = ( - self._to_model( - s.get(ReportTable, row.report_id), s, cascade=False - ) - if (cascade and row.report_id is not None) - else None - ) - return ReportElement( - id=row.id, - name=row.name, - description=row.description, - report=report, # type: ignore[arg-type] - status=row.status, - country=row.country, - ) - - # Variable - if isinstance(row, VariableTable): - data_type_map = { - "float": float, - "int": int, - "bool": bool, - "string": str, - } - data_type = data_type_map.get(row.data_type, str) - return Variable( - id=row.id, - name=row.name, - label=row.label, - description=row.description, - unit=row.unit, - data_type=data_type, - entity=row.entity, - definition_period=row.definition_period, - country=row.country, - ) - - # If already a BaseModel instance or unknown - if isinstance(row, SQLModel): - raise ValueError(f"No mapper for table row type: {type(row)}") - return row - - # ------------------- JSON helpers ------------------- - def _json_safe_value(self, v: Any) -> Any: - """Make a JSON-compatible value while preserving inf/-inf/NaN semantics. - - - float('inf') -> "Infinity" - - float('-inf') -> "-Infinity" - - float('nan') -> "NaN" - Recurses into lists/tuples/dicts. - """ - import math - - if isinstance(v, float): - if math.isinf(v): - return "Infinity" if v > 0 else "-Infinity" - if math.isnan(v): - return "NaN" - return v - if isinstance(v, (list, tuple)): - return [self._json_safe_value(x) for x in v] - if isinstance(v, dict): - return {k: self._json_safe_value(val) for k, val in v.items()} - return v - - def _json_restore_value(self, v: Any) -> Any: - """Restore special float markers from JSON back to Python floats. - - - "Infinity" -> float('inf') - - "-Infinity" -> float('-inf') - - "NaN" -> float('nan') - Recurses into lists/tuples/dicts. - """ - if isinstance(v, str): - if v == "Infinity": - return float("inf") - if v == "-Infinity": - return float("-inf") - if v == "NaN": - return float("nan") - return v - if isinstance(v, list): - return [self._json_restore_value(x) for x in v] - if isinstance(v, dict): - return {k: self._json_restore_value(val) for k, val in v.items()} - return v - - # ------------------- Upsert helpers ------------------- - def _upsert_row( - self, obj: Any, new_row: SQLModel, s: Session - ) -> SQLModel: # noqa: ARG002 - """Apply deduplication/upsert rules per model type. - - - Parameter: same name+country replaces - - Variable: same name+country replaces - - Policy: same name+country replaces - - Dynamic: same name+country replaces - - ParameterValue: same (parameter, model_version, start/end, policy, dynamic, country) replaces - - BaselineParameterValue: same (parameter_id, model_version, start/end, policy, dynamic, country) replaces - - Report/ReportElement: same name+country replaces (best-effort) - """ - from policyengine.tables import ( - PolicyTable, - DynamicTable, - ParameterTable, - ParameterValueTable, - BaselineParameterValueTable, - VariableTable, - ReportTable, - ReportElementTable, - DatasetTable, - ) - - # If an explicit primary key is provided on the row, prefer updating - # that row directly to avoid accidental duplication when callers - # rehydrate then persist again. - try: - row_id = getattr(new_row, "id", None) - if row_id is not None: - existing_by_id = s.get(type(new_row), row_id) - if existing_by_id is not None: - for field in getattr(new_row, "model_fields", {}).keys(): - if field == "id": - continue - setattr(existing_by_id, field, getattr(new_row, field)) - return existing_by_id - except Exception: - pass - - # Policy - if isinstance(new_row, PolicyTable): - stmt = select(PolicyTable).where( - PolicyTable.name == new_row.name, - PolicyTable.country == new_row.country, - ) - existing = s.exec(stmt).first() - if existing: - existing.description = new_row.description - existing.country = new_row.country - existing.simulation_modifier_bytes = ( - new_row.simulation_modifier_bytes - ) - return existing - return new_row - - # Dynamic - if isinstance(new_row, DynamicTable): - stmt = select(DynamicTable).where( - DynamicTable.name == new_row.name, - DynamicTable.country == new_row.country, - ) - existing = s.exec(stmt).first() - if existing: - existing.parent_id = new_row.parent_id - existing.description = new_row.description - existing.created_at = new_row.created_at - existing.updated_at = new_row.updated_at - existing.country = new_row.country - existing.simulation_modifier_bytes = ( - new_row.simulation_modifier_bytes - ) - return existing - return new_row - - # Parameter - if isinstance(new_row, ParameterTable): - stmt = select(ParameterTable).where( - ParameterTable.name == new_row.name, - ParameterTable.country == new_row.country, - ) - existing = s.exec(stmt).first() - if existing: - existing.parent_id = new_row.parent_id - existing.label = new_row.label - existing.description = new_row.description - existing.unit = new_row.unit - existing.data_type = new_row.data_type - existing.country = new_row.country - return existing - return new_row - - # BaselineParameterValue - if isinstance(new_row, BaselineParameterValueTable): - stmt = select(BaselineParameterValueTable).where( - BaselineParameterValueTable.parameter_id - == new_row.parameter_id, - BaselineParameterValueTable.model_version - == new_row.model_version, - BaselineParameterValueTable.start_date == new_row.start_date, - ( - BaselineParameterValueTable.end_date.is_(new_row.end_date) - if new_row.end_date is None - else BaselineParameterValueTable.end_date - == new_row.end_date - ), - ( - BaselineParameterValueTable.policy_id.is_( - new_row.policy_id - ) - if new_row.policy_id is None - else BaselineParameterValueTable.policy_id - == new_row.policy_id - ), - ( - BaselineParameterValueTable.dynamic_id.is_( - new_row.dynamic_id - ) - if new_row.dynamic_id is None - else BaselineParameterValueTable.dynamic_id - == new_row.dynamic_id - ), - BaselineParameterValueTable.country == new_row.country, - ) - existing = s.exec(stmt).first() - if existing: - existing.value = new_row.value - return existing - return new_row - - # ParameterValue - for the simplified approach, we don't upsert these - # They should be deleted and recreated during migration - if isinstance(new_row, ParameterValueTable): - # Just return the new row without checking for duplicates - # The migration handles deletion/recreation - return new_row - - # Variable - if isinstance(new_row, VariableTable): - stmt = select(VariableTable).where( - VariableTable.name == new_row.name, - VariableTable.country == new_row.country, - ) - existing = s.exec(stmt).first() - if existing: - existing.label = new_row.label - existing.description = new_row.description - existing.unit = new_row.unit - existing.data_type = new_row.data_type - existing.entity = new_row.entity - existing.definition_period = new_row.definition_period - existing.country = new_row.country - return existing - return new_row - - # Reports - if isinstance(new_row, ReportTable): - stmt = select(ReportTable).where( - ReportTable.name == new_row.name, - ReportTable.country == new_row.country, - ) - existing = s.exec(stmt).first() - if existing: - existing.description = new_row.description - existing.country = new_row.country - return existing - return new_row - - if isinstance(new_row, ReportElementTable): - stmt = select(ReportElementTable).where( - ReportElementTable.name == new_row.name, - ReportElementTable.country == new_row.country, - ) - existing = s.exec(stmt).first() - if existing: - existing.description = new_row.description - existing.report_id = new_row.report_id - existing.status = new_row.status - existing.country = new_row.country - return existing - return new_row - - # Dataset - if isinstance(new_row, DatasetTable): - # Deduplicate by dataset name; update payload - stmt = select(DatasetTable).where( - DatasetTable.name == new_row.name - ) - existing = s.exec(stmt).first() - if existing: - existing.source_dataset_id = new_row.source_dataset_id - existing.version = new_row.version - existing.data_bytes = new_row.data_bytes - existing.dataset_type = new_row.dataset_type - return existing - return new_row - - # Default: no special upsert, insert as-is - return new_row diff --git a/src/policyengine/migrations/__init__.py b/src/policyengine/migrations/__init__.py deleted file mode 100644 index a045431a..00000000 --- a/src/policyengine/migrations/__init__.py +++ /dev/null @@ -1,3 +0,0 @@ -from .runner import migrate_country, migrate_all - -__all__ = ["migrate_country", "migrate_all"] diff --git a/src/policyengine/migrations/runner.py b/src/policyengine/migrations/runner.py deleted file mode 100644 index f77f2fc4..00000000 --- a/src/policyengine/migrations/runner.py +++ /dev/null @@ -1,267 +0,0 @@ -"""Migration runner for updating database with latest tax-benefit model metadata and datasets.""" - -from typing import Iterable -from policyengine.database import Database -from policyengine.utils.metadata import get_metadata -from policyengine.utils.version import get_model_version -from policyengine.utils.hugging_face import hf_list_tags -from tqdm import trange - - -def migrate_country( - db: Database, country: str, include_datasets: bool = True -) -> None: - """Migrate a specific country's metadata and datasets to the database. - - This function updates the database with the latest metadata from the installed - country package, including parameters, variables, and optionally datasets. - - Args: - db: Database instance to migrate - country: Country code ("uk" or "us") - include_datasets: Whether to also migrate datasets (default True) - """ - country = country.lower() - - # Get the country-specific tax-benefit system - if country == "uk": - try: - from policyengine_uk import CountryTaxBenefitSystem - - system = CountryTaxBenefitSystem() - except ImportError: - raise ImportError( - "policyengine-uk is not installed. " - "Install it with: pip install 'policyengine[uk]' or pip install policyengine-uk" - ) - elif country == "us": - try: - from policyengine_us import CountryTaxBenefitSystem - - system = CountryTaxBenefitSystem() - except ImportError: - raise ImportError( - "policyengine-us is not installed. " - "Install it with: pip install 'policyengine[us]' or pip install policyengine-us" - ) - else: - raise ValueError(f"Unknown country: {country}") - - # Get metadata using the helper function - metadata = get_metadata(system, country) - version = get_model_version(country) - - print(f"Migrating {country.upper()} metadata (version {version})...") - - # Migrate policy and dynamic anchors - anchor_objs = [] - if metadata.get("current_law") is not None: - metadata["current_law"].country = country - anchor_objs.append(metadata["current_law"]) - if metadata.get("static") is not None: - metadata["static"].country = country - anchor_objs.append(metadata["static"]) - if anchor_objs: - print(f" Migrating {len(anchor_objs)} policy/dynamic anchors...") - db.add_all(anchor_objs, refresh=False) - - # Migrate variables (upsert on name, country) - variables = [] - for v in metadata.get("variables", []) or []: - v.country = country - variables.append(v) - if variables: - print(f" Migrating {len(variables)} variables...") - db.add_all(variables, refresh=False, chunk_size=1000, progress=True) - - # Extract unique parameters from parameter values and migrate them - unique_params = {} - for pv in metadata.get("parameter_values", []) or []: - if pv.parameter is not None: - key = (pv.parameter.name, country) - if key not in unique_params: - pv.parameter.country = country - unique_params[key] = pv.parameter - - if unique_params: - print(f" Migrating {len(unique_params)} parameters...") - db.add_all( - unique_params.values(), - refresh=False, - chunk_size=1000, - progress=True, - ) - - # Delete existing parameter values for this model version - print( - f" Deleting existing parameter values for model version {version}..." - ) - deleted_count = db.delete_baseline_parameter_values_by_model_version( - version, country - ) - if deleted_count > 0: - print(f" Deleted {deleted_count} existing parameter values") - - # Build parameter lookup map - print(f" Building parameter lookup map...") - param_lookup = {} - from policyengine.tables import ParameterTable - from sqlmodel import select - - with db.session() as s: - # Get all parameters for this country in a single query - param_names = [name[0] for name in unique_params.keys()] - all_params = s.exec( - select(ParameterTable).where( - ParameterTable.name.in_(param_names), - ParameterTable.country == country, - ) - ).all() - - # Build lookup map from query results - for param in all_params: - param_lookup[param.name] = param.id - - print(f" Found {len(param_lookup)} parameters in database") - - # Now add new parameter values directly using bulk insert - from policyengine.tables import BaselineParameterValueTable - from sqlalchemy import insert as sa_insert - import uuid - - pv_rows = [] - for pv in metadata.get("parameter_values", []) or []: - if pv.parameter is not None and pv.parameter.name in param_lookup: - pv_rows.append( - { - "id": uuid.uuid4(), - "parameter_id": param_lookup[pv.parameter.name], - "model_version": version, - "start_date": pv.start_date, - "end_date": pv.end_date, - "value": db._json_safe_value(pv.value), - "country": country, - } - ) - - if pv_rows: - print(f" Adding {len(pv_rows)} new parameter values...") - with db.session() as s: - # Insert in chunks to avoid SQL limits - chunk_size = 1000 - for i in trange(0, len(pv_rows), chunk_size): - chunk = pv_rows[i : i + chunk_size] - s.exec(sa_insert(BaselineParameterValueTable).values(chunk)) - s.commit() - print(f" Successfully added {len(pv_rows)} parameter values") - - # Migrate datasets if requested - if include_datasets: - if country == "uk": - hf_repo = "policyengine/policyengine-uk-data-private" - hf_filenames = ["enhanced_frs_2023_24.h5", "frs_2023_24.h5"] - elif country == "us": - hf_repo = "policyengine/policyengine-us-data" - hf_filenames = ["enhanced_cps_2024.h5"] - else: - hf_repo = None - hf_filenames = [] - - if hf_repo and hf_filenames: - migrate_datasets(db, country, hf_repo, hf_filenames) - - print(f"Migration complete for {country.upper()}!") - - -def migrate_datasets( - db: Database, - country: str, - hf_repo: str, - hf_filenames: list[str], - hf_version: str = None, -) -> None: - """Migrate datasets for a specific country. - - Args: - db: Database instance to migrate - country: Country code ("uk" or "us") - """ - country = country.lower() - - print(f"Migrating {country.upper()} datasets...") - - if hf_version is None: - versions = hf_list_tags(hf_repo) - hf_version = versions[-1] if versions else None - print(f" Using latest Hugging Face version: {hf_version}") - - datasets = [] - - if country == "uk": - from policyengine.countries.uk.datasets import ( - create_dataset_years_from_hf, - ) - - # Create datasets - for filename in hf_filenames: - datasets.extend( - create_dataset_years_from_hf( - start_year=2023, - end_year=2030, - repo=hf_repo, - filename=filename, - version=hf_version, - ) - ) - - elif country == "us": - from policyengine.countries.us.datasets import ( - create_dataset_years_from_hf, - ) - - for hf_filename in hf_filenames: - datasets.extend( - create_dataset_years_from_hf( - start_year=2024, - end_year=2030, - repo=hf_repo, - filename=hf_filename, - version=hf_version, - ) - ) - - else: - raise ValueError(f"Unknown country: {country}") - - # Upsert datasets to database - if datasets: - print(f" Adding {len(datasets)} datasets to database...") - db.add_all(datasets, refresh=False, chunk_size=1, progress=True) - print(f" Successfully migrated {len(datasets)} datasets") - - -def migrate_all( - db: Database, - countries: Iterable[str] | None = None, - include_datasets: bool = True, -) -> None: - """Migrate all specified countries to the database. - - Args: - db: Database instance to migrate - countries: List of country codes to migrate (default: ["uk", "us"]) - include_datasets: Whether to also migrate datasets (default True) - """ - if countries is None: - countries = ["uk", "us"] - - for country in countries: - try: - migrate_country(db, country, include_datasets=include_datasets) - except ImportError as e: - print( - f"Warning: Could not migrate {country} - package not installed: {e}" - ) - except Exception as e: - print(f"Error migrating {country}: {e}") - raise diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py deleted file mode 100644 index 0780fccb..00000000 --- a/src/policyengine/models/__init__.py +++ /dev/null @@ -1,46 +0,0 @@ -"""PolicyEngine models package. - -This package splits the previous single-module models into submodules while -preserving the original import surface. You can continue using: - - from policyengine.models import Simulation, Dataset, ... - -""" - -from .dataset import Dataset -from .dynamic import Dynamic -from .enums import DatasetType, OperationStatus -from .parameter import Parameter, ParameterValue -from .baseline_parameter import BaselineParameterValue -from .policy import Policy -from .reports import ( - Report, - ReportElement, -) -from .simulation import Simulation -from .variable import Variable -from .single_year_dataset import SingleYearDataset -from .user import ( - User, - UserPolicy, - UserSimulation, - UserReport, - UserReportElement, -) - -# Resolve forward references for Pydantic models that reference each other -try: - Policy.model_rebuild() - Dynamic.model_rebuild() - ParameterValue.model_rebuild() - BaselineParameterValue.model_rebuild() - Report.model_rebuild() - ReportElement.model_rebuild() - # Data items rebuilt when their modules are imported directly - UserPolicy.model_rebuild() - UserSimulation.model_rebuild() - UserReport.model_rebuild() - UserReportElement.model_rebuild() -except Exception: - # In case of partial imports during docs or static analysis - pass diff --git a/src/policyengine/models/baseline_parameter.py b/src/policyengine/models/baseline_parameter.py deleted file mode 100644 index 24d7a61c..00000000 --- a/src/policyengine/models/baseline_parameter.py +++ /dev/null @@ -1,33 +0,0 @@ -"""Baseline parameter value model for PolicyEngine. - -Defines `BaselineParameterValue` pydantic model for storing baseline tax-benefit parameter values. -""" - -from __future__ import annotations - -from datetime import datetime -from typing import TYPE_CHECKING, Any - -from pydantic import BaseModel -from uuid import UUID - -if TYPE_CHECKING: # Import to satisfy type checkers without runtime cycles - from .parameter import Parameter - - -class BaselineParameterValue(BaseModel): - """Baseline parameter value for a specific parameter and model version.""" - - id: UUID | None = None - - # Parameter identification - parameter: Parameter - model_version: str - - # Time period for this value - start_date: datetime - end_date: datetime | None = None - - # The actual value - value: Any # JSON-serializable value - country: str | None = None diff --git a/src/policyengine/models/dataset.py b/src/policyengine/models/dataset.py deleted file mode 100644 index 7cfd7ff2..00000000 --- a/src/policyengine/models/dataset.py +++ /dev/null @@ -1,23 +0,0 @@ -"""Dataset model for PolicyEngine. - -Defines the `Dataset` pydantic model and its basic fields. -""" - -from typing import Any, Optional - -from pydantic import BaseModel -from uuid import UUID - -from .enums import DatasetType - - -class Dataset(BaseModel): - """A dataset used or created by a simulation.""" - - id: UUID | None = None - name: str | None = None - # Dataset characteristics - source_dataset: Optional["Dataset"] = None - version: str | None = None - data: Any | None = None - dataset_type: DatasetType diff --git a/src/policyengine/models/dynamic.py b/src/policyengine/models/dynamic.py deleted file mode 100644 index b11589b0..00000000 --- a/src/policyengine/models/dynamic.py +++ /dev/null @@ -1,35 +0,0 @@ -"""Dynamic model for PolicyEngine. - -Encapsulates modifications to baseline tax-benefit dynamic. -""" - -from __future__ import annotations - -from datetime import datetime -from typing import TYPE_CHECKING, Any - -from pydantic import BaseModel, Field -from uuid import UUID, uuid4 - -if TYPE_CHECKING: # For type checking only - from .parameter import ParameterValue - - -class Dynamic(BaseModel): - """Modifications made to baseline tax-benefit dynamic.""" - - id: UUID = Field(default_factory=uuid4) - name: str | None = None - - # Parent dynamic reference - parent_dynamic: Dynamic | None = None - - # Metadata - description: str | None = None - created_at: datetime | None = None - # Should automatically be current datetime - updated_at: datetime | None = None - - parameter_values: list[ParameterValue] | None = None - simulation_modifier: Any | None = None - country: str | None = None diff --git a/src/policyengine/models/enums.py b/src/policyengine/models/enums.py deleted file mode 100644 index 74af9c52..00000000 --- a/src/policyengine/models/enums.py +++ /dev/null @@ -1,19 +0,0 @@ -"""Enum types for PolicyEngine models.""" - -from enum import Enum - - -class OperationStatus(str, Enum): - """Status of simulation processing.""" - - PENDING = "pending" - RUNNING = "running" - COMPLETED = "completed" - FAILED = "failed" - - -class DatasetType(str, Enum): - """Data types for dataset fields.""" - - UK_SINGLE_YEAR = "uk_single_year" - US_SINGLE_YEAR = "us_single_year" diff --git a/src/policyengine/models/parameter.py b/src/policyengine/models/parameter.py deleted file mode 100644 index b0402d8b..00000000 --- a/src/policyengine/models/parameter.py +++ /dev/null @@ -1,50 +0,0 @@ -"""Parameter models for PolicyEngine. - -Defines `Parameter` and `ParameterValue` pydantic models. -""" - -from __future__ import annotations - -from datetime import datetime -from typing import TYPE_CHECKING, Any - -from pydantic import BaseModel -from uuid import UUID - -if TYPE_CHECKING: # Import to satisfy type checkers without runtime cycles - from .dynamic import Dynamic - from .policy import Policy - - -class Parameter(BaseModel): - """Policy parameter of the country package model.""" - - id: UUID | None = None - name: str - parent: Parameter | None = None # For hierarchical parameters - - # Parameter metadata - label: str | None = None - description: str | None = None - unit: str | None = None - data_type: type | None # "float", "int", "bool", "string" - country: str | None = None - - -class ParameterValue(BaseModel): - """Individual parameter value for some point in time.""" - - id: UUID | None = None - # Foreign keys - policy: Policy | None = None - dynamic: Dynamic | None = None - parameter: Parameter - model_version: str - - # Time period for this change - start_date: datetime - end_date: datetime | None = None - - # The actual change - value: Any # JSON-serializable value - country: str | None = None diff --git a/src/policyengine/models/policy.py b/src/policyengine/models/policy.py deleted file mode 100644 index 2e38ddfd..00000000 --- a/src/policyengine/models/policy.py +++ /dev/null @@ -1,28 +0,0 @@ -"""Policy model for PolicyEngine. - -Contains the `Policy` pydantic model representing policy changes. -""" - -from __future__ import annotations - -from typing import TYPE_CHECKING, Any - -from pydantic import BaseModel, Field -from uuid import UUID, uuid4 - -if TYPE_CHECKING: # Avoid runtime imports/cycles - from .parameter import ParameterValue - - -class Policy(BaseModel): - """Modifications made to baseline tax-benefit rules.""" - - id: UUID = Field(default_factory=uuid4) - name: str | None = None - - # Metadata - description: str | None = None - - parameter_values: list[ParameterValue] | None = None - simulation_modifier: Any | None = None - country: str | None = None diff --git a/src/policyengine/models/report_items/__init__.py b/src/policyengine/models/report_items/__init__.py deleted file mode 100644 index e2e565d2..00000000 --- a/src/policyengine/models/report_items/__init__.py +++ /dev/null @@ -1,27 +0,0 @@ -from .base import ReportElementDataItem -from .aggregate import Aggregate, AggregateMetric -from .two_sim_change import ( - ChangeByBaselineGroup, - VariableChangeGroupByQuantileGroup, - VariableChangeGroupByVariableValue, -) -from .registry import ReportItemRegistry - -__all__ = [ - "ReportElementDataItem", - "Aggregate", - "AggregateMetric", - "ChangeByBaselineGroup", - "VariableChangeGroupByQuantileGroup", - "VariableChangeGroupByVariableValue", - "ReportItemRegistry", -] - -# Ensure Pydantic forward references are resolved when this package is imported -try: - Aggregate.model_rebuild() - ChangeByBaselineGroup.model_rebuild() - VariableChangeGroupByQuantileGroup.model_rebuild() - VariableChangeGroupByVariableValue.model_rebuild() -except Exception: - pass diff --git a/src/policyengine/models/report_items/aggregate.py b/src/policyengine/models/report_items/aggregate.py deleted file mode 100644 index 9cda9ec1..00000000 --- a/src/policyengine/models/report_items/aggregate.py +++ /dev/null @@ -1,173 +0,0 @@ -from __future__ import annotations - -from enum import Enum -import pandas as pd - -try: - from microdf import MicroDataFrame - - MICRODF_AVAILABLE = True -except ImportError: - MICRODF_AVAILABLE = False - MicroDataFrame = None -from policyengine.models.simulation import ( - Simulation, -) # ensure forward ref resolution - -from policyengine.models.single_year_dataset import SingleYearDataset -from .base import ReportElementDataItem - - -class AggregateMetric(str, Enum): - MEAN = "mean" - MEDIAN = "median" - SUM = "sum" - - -class Aggregate(ReportElementDataItem): - """Reusable aggregate record for a simulation and variable. - - Use `Aggregate.run([...])` to compute a list of `Aggregate` records for - provided items that reference a simulation and variable. Items should have - `value=None` prior to running; this method returns copies with `value` - computed. This enables batched computation for interactive use. - """ - - simulation: "Simulation" - time_period: int | str | None = None - country: str - variable: str - entity_level: str = "person" - filter_variable: str | None = None - filter_variable_value: object | None = None - filter_variable_min_value: float | None = None - filter_variable_max_value: float | None = None - metric: AggregateMetric - value: float | None = None - - @staticmethod - def run(items: list["Aggregate"]) -> list["Aggregate"]: - """Compute values for provided Aggregate items. - - - Assumes all items reference valid `simulation.result.data` with - `tables[entity_level]` and optional `weight_value` column. - - Returns new Aggregate instances with `time_period` and `value` set. - - Keeps implementation simple while reusing tables per entity_level. - """ - if not items: - return [] - - # Group items by entity_level to reuse the same table/mdf - by_level: dict[str, list[Aggregate]] = {} - for it in items: - by_level.setdefault(it.entity_level, []).append(it) - - out: list[Aggregate] = [] - for entity_level, group in by_level.items(): - sim = group[0].simulation - # Assume shape is correct: sim.result.data is SingleYearDataset - data: SingleYearDataset = sim.result.data # type: ignore[attr-defined] - table: pd.DataFrame = data.tables[entity_level] - time_period = getattr(sim.dataset.data, "year", None) - use_weights = "weight_value" in table.columns - - for it in group: - df = table - # Apply value and range filters if provided - if it.filter_variable is not None: - # Check if filter variable is in current entity's columns - if it.filter_variable in df.columns: - mask = pd.Series(True, index=df.index) - if it.filter_variable_value is not None: - mask &= ( - df[it.filter_variable] - == it.filter_variable_value - ) - if it.filter_variable_min_value is not None: - mask &= ( - df[it.filter_variable] - >= it.filter_variable_min_value - ) - if it.filter_variable_max_value is not None: - mask &= ( - df[it.filter_variable] - < it.filter_variable_max_value - ) - df = df.loc[mask] - else: - # Filter variable is on a different entity level - # Try to find it in other entity tables and map via foreign keys - found = False - for other_entity, other_table in data.tables.items(): - if ( - other_entity != entity_level - and it.filter_variable in other_table.columns - ): - # Found the filter variable in another entity - # Check if we have a foreign key relationship - fk_col = f"{entity_level}_{other_entity}_id" - if fk_col in df.columns: - # Map filter from other entity to current entity - other_df = other_table.set_index( - f"{other_entity}_id" - ) - mapped_filter = other_df.loc[ - df[fk_col], it.filter_variable - ].values - - mask = pd.Series(True, index=df.index) - if it.filter_variable_value is not None: - mask &= ( - mapped_filter - == it.filter_variable_value - ) - if ( - it.filter_variable_min_value - is not None - ): - mask &= ( - mapped_filter - >= it.filter_variable_min_value - ) - if ( - it.filter_variable_max_value - is not None - ): - mask &= ( - mapped_filter - < it.filter_variable_max_value - ) - df = df.loc[mask] - found = True - break - - if not found: - # Could not find filter variable or foreign key relationship - # Skip filtering or raise warning - pass - - if not MICRODF_AVAILABLE: - raise ImportError( - "microdf is not installed. " - "Install it with: pip install 'policyengine[core]'" - ) - mdf = ( - MicroDataFrame(df, weights="weight_value") - if use_weights and "weight_value" in df.columns - else MicroDataFrame(df) - ) - s = mdf[it.variable] - if it.metric == AggregateMetric.MEAN: - val = float(s.mean()) - elif it.metric == AggregateMetric.MEDIAN: - val = float(s.median()) - elif it.metric == AggregateMetric.SUM: - val = float(s.sum()) - else: - val = float("nan") - - payload = it.model_dump() - payload.update({"time_period": time_period, "value": val}) - out.append(Aggregate(**payload)) - - return out diff --git a/src/policyengine/models/report_items/base.py b/src/policyengine/models/report_items/base.py deleted file mode 100644 index 26ef72bc..00000000 --- a/src/policyengine/models/report_items/base.py +++ /dev/null @@ -1,58 +0,0 @@ -from __future__ import annotations - -from typing import Iterable - -import pandas as pd -from pydantic import BaseModel - -from policyengine.models.simulation import Simulation - - -class ReportElementDataItem(BaseModel): - """Base class for report element output records. - - Provides a generic helper to convert lists of records to DataFrames. - """ - - @classmethod - def to_dataframe( - cls, records: Iterable["ReportElementDataItem"] - ) -> pd.DataFrame: - """Convert records to a DataFrame. - - Default rule: if a field is a Simulation, replace it with columns for - policy/dataset/dynamic names. For fields named `baseline_simulation` - or `reform_simulation`, prefix these columns with `baseline_`/`reform_`. - For a field named exactly `simulation`, use unprefixed `policy`, `dataset`, - and `dynamic`. - """ - rows = [] - for r in records: - row: dict[str, object] = {} - for k in r.__class__.model_fields.keys(): - v = getattr(r, k) - if isinstance(v, Simulation): - if k == "simulation": - prefix = "" - elif k.endswith("_simulation"): - prefix = k[: -len("_simulation")] + "_" - else: - prefix = k + "_" - row[prefix + "policy"] = getattr( - getattr(v, "policy", None), "name", None - ) - row[prefix + "dataset"] = getattr( - getattr(v, "dataset", None), "name", None - ) - row[prefix + "dynamic"] = getattr( - getattr(v, "dynamic", None), "name", None - ) - else: - row[k] = v - rows.append(row) - return pd.DataFrame(rows) - - @property - def dataframe(self) -> pd.DataFrame: - """A single-row DataFrame representation of this record.""" - return pd.DataFrame([self.model_dump()]) diff --git a/src/policyengine/models/report_items/count.py b/src/policyengine/models/report_items/count.py deleted file mode 100644 index a5fb60d6..00000000 --- a/src/policyengine/models/report_items/count.py +++ /dev/null @@ -1,116 +0,0 @@ -from __future__ import annotations - -from typing import Any - -import pandas as pd - -try: - from microdf import MicroDataFrame - - MICRODF_AVAILABLE = True -except ImportError: - MICRODF_AVAILABLE = False - MicroDataFrame = None - -from policyengine.models.simulation import Simulation # ensure fwd ref -from policyengine.models.single_year_dataset import SingleYearDataset -from .base import ReportElementDataItem - - -class Count(ReportElementDataItem): - """Weighted count of entities where a variable matches a condition. - - Use `Count.run([...])` with items initialized with `count=None`. - Conditions supported: exact equality via `equals_value`, and/or range via - `min_value` (inclusive) and `max_value` (exclusive). If `equals_value` is - provided, range bounds are applied in addition (logical AND). - """ - - simulation: "Simulation" - time_period: int | str | None = None - country: str - variable: str - entity_level: str = "person" - equals_value: Any | None = None - min_value: float | None = None - max_value: float | None = None - count: float | None = None - - @staticmethod - def run(items: list["Count"]) -> list["Count"]: - if not items: - return [] - - # Group items by entity level to reuse the same table - by_level: dict[str, list[Count]] = {} - for it in items: - by_level.setdefault(it.entity_level, []).append(it) - - out: list[Count] = [] - for entity_level, group in by_level.items(): - sim = group[0].simulation - data: SingleYearDataset = sim.result.data # type: ignore[attr-defined] - table: pd.DataFrame = data.tables[entity_level] - time_period = getattr(sim.dataset.data, "year", None) - use_weights = "weight_value" in table.columns - - for it in group: - # Check if variable is in current entity's columns - if it.variable in table.columns: - series = table[it.variable] - else: - # Variable is on a different entity level - # Try to find it in other entity tables and map via foreign keys - series = None - for other_entity, other_table in data.tables.items(): - if ( - other_entity != entity_level - and it.variable in other_table.columns - ): - # Found the variable in another entity - # Check if we have a foreign key relationship - fk_col = f"{entity_level}_{other_entity}_id" - if fk_col in table.columns: - # Map variable from other entity to current entity - other_df = other_table.set_index( - f"{other_entity}_id" - ) - series = pd.Series( - other_df.loc[ - table[fk_col], it.variable - ].values, - index=table.index, - ) - break - - if series is None: - # Could not find variable or foreign key relationship - # Use empty mask to count nothing - series = pd.Series(float("nan"), index=table.index) - - mask = pd.Series(True, index=table.index) - if it.equals_value is not None: - mask &= series == it.equals_value - if it.min_value is not None: - mask &= series >= it.min_value - if it.max_value is not None: - mask &= series < it.max_value - df = table.loc[mask].copy() - df["__ones__"] = 1.0 - if not MICRODF_AVAILABLE: - raise ImportError( - "microdf is not installed. " - "Install it with: pip install 'policyengine[core]'" - ) - mdf = ( - MicroDataFrame(df, weights="weight_value") - if use_weights and "weight_value" in df.columns - else MicroDataFrame(df) - ) - cnt = float(mdf["__ones__"].sum()) - - payload = it.model_dump() - payload.update({"time_period": time_period, "count": cnt}) - out.append(Count(**payload)) - - return out diff --git a/src/policyengine/models/report_items/mapping.py b/src/policyengine/models/report_items/mapping.py deleted file mode 100644 index ef7b2b9c..00000000 --- a/src/policyengine/models/report_items/mapping.py +++ /dev/null @@ -1,163 +0,0 @@ -"""Mapping utilities between report item models and database tables. - -This module provides functions to convert between: -- Pydantic models that use variable names (for computation) -- Database tables that use variable_id UUIDs (for storage) -""" - -from __future__ import annotations - -from typing import Any, Optional -from uuid import UUID - -from sqlalchemy.orm import Session - -from policyengine.tables.variable import VariableTable -from policyengine.tables.report_items import ( - AggregateTable, - CountTable, - ChangeByBaselineGroupTable, - VariableChangeGroupByQuantileGroupTable, - VariableChangeGroupByVariableValueTable, -) -from policyengine.models.report_items.aggregate import Aggregate -from policyengine.models.report_items.count import Count -from policyengine.models.report_items.two_sim_change import ( - ChangeByBaselineGroup, - VariableChangeGroupByQuantileGroup, - VariableChangeGroupByVariableValue, -) - - -def get_variable_id( - session: Session, variable_name: str, country: str -) -> UUID | None: - """Get variable ID from name and country.""" - variable = session.query(VariableTable).filter( - VariableTable.name == variable_name, - VariableTable.country == country - ).first() - return variable.id if variable else None - - -def aggregate_to_table( - item: Aggregate, session: Session, simulation_id: UUID -) -> AggregateTable: - """Convert Aggregate model to database table entry.""" - variable_id = get_variable_id(session, item.variable, item.country) - filter_variable_id = None - if item.filter_variable: - filter_variable_id = get_variable_id( - session, item.filter_variable, item.country - ) - - return AggregateTable( - simulation_id=simulation_id, - time_period=str(item.time_period) if item.time_period else None, - country=item.country, - variable_id=variable_id, - entity_level=item.entity_level, - filter_variable_id=filter_variable_id, - filter_variable_value=item.filter_variable_value, - filter_variable_min_value=item.filter_variable_min_value, - filter_variable_max_value=item.filter_variable_max_value, - metric=item.metric.value, - value=item.value, - ) - - -def count_to_table( - item: Count, session: Session, simulation_id: UUID -) -> CountTable: - """Convert Count model to database table entry.""" - variable_id = get_variable_id(session, item.variable, item.country) - - return CountTable( - simulation_id=simulation_id, - time_period=str(item.time_period) if item.time_period else None, - country=item.country, - variable_id=variable_id, - entity_level=item.entity_level, - equals_value=item.equals_value, - min_value=item.min_value, - max_value=item.max_value, - count=item.count, - ) - - -def change_by_baseline_group_to_table( - item: ChangeByBaselineGroup, - session: Session, - baseline_simulation_id: UUID, - reform_simulation_id: UUID, -) -> ChangeByBaselineGroupTable: - """Convert ChangeByBaselineGroup model to database table entry.""" - variable_id = get_variable_id(session, item.variable, item.country) - group_variable_id = get_variable_id(session, item.group_variable, item.country) - - return ChangeByBaselineGroupTable( - baseline_simulation_id=baseline_simulation_id, - reform_simulation_id=reform_simulation_id, - country=item.country, - variable_id=variable_id, - group_variable_id=group_variable_id, - group_value=item.group_value, - entity_level=item.entity_level, - time_period=str(item.time_period) if item.time_period else None, - total_change=item.total_change, - relative_change=item.relative_change, - average_change_per_entity=item.average_change_per_entity, - ) - - -def variable_change_group_by_quantile_to_table( - item: VariableChangeGroupByQuantileGroup, - session: Session, - baseline_simulation_id: UUID, - reform_simulation_id: UUID, -) -> VariableChangeGroupByQuantileGroupTable: - """Convert VariableChangeGroupByQuantileGroup model to database table entry.""" - variable_id = get_variable_id(session, item.variable, item.country) - group_variable_id = get_variable_id(session, item.group_variable, item.country) - - return VariableChangeGroupByQuantileGroupTable( - baseline_simulation_id=baseline_simulation_id, - reform_simulation_id=reform_simulation_id, - country=item.country, - variable_id=variable_id, - group_variable_id=group_variable_id, - quantile_group=item.quantile_group, - quantile_group_count=item.quantile_group_count, - change_lower_bound=item.change_lower_bound, - change_upper_bound=item.change_upper_bound, - change_bound_is_relative=item.change_bound_is_relative, - fixed_entity_count_per_quantile_group=item.fixed_entity_count_per_quantile_group, - percent_of_group_in_change_group=item.percent_of_group_in_change_group, - entities_in_group_in_change_group=item.entities_in_group_in_change_group, - ) - - -def variable_change_group_by_value_to_table( - item: VariableChangeGroupByVariableValue, - session: Session, - baseline_simulation_id: UUID, - reform_simulation_id: UUID, -) -> VariableChangeGroupByVariableValueTable: - """Convert VariableChangeGroupByVariableValue model to database table entry.""" - variable_id = get_variable_id(session, item.variable, item.country) - group_variable_id = get_variable_id(session, item.group_variable, item.country) - - return VariableChangeGroupByVariableValueTable( - baseline_simulation_id=baseline_simulation_id, - reform_simulation_id=reform_simulation_id, - country=item.country, - variable_id=variable_id, - group_variable_id=group_variable_id, - group_variable_value=item.group_variable_value, - change_lower_bound=item.change_lower_bound, - change_upper_bound=item.change_upper_bound, - change_bound_is_relative=item.change_bound_is_relative, - fixed_entity_count_per_quantile_group=item.fixed_entity_count_per_quantile_group, - percent_of_group_in_change_group=item.percent_of_group_in_change_group, - entities_in_group_in_change_group=item.entities_in_group_in_change_group, - ) \ No newline at end of file diff --git a/src/policyengine/models/report_items/registry.py b/src/policyengine/models/report_items/registry.py deleted file mode 100644 index e38c729c..00000000 --- a/src/policyengine/models/report_items/registry.py +++ /dev/null @@ -1,101 +0,0 @@ -"""Registry system for custom report items. - -This module provides a plugin system that allows users to register -custom report item types without modifying core PolicyEngine code. -""" - -from __future__ import annotations - -from typing import Any, Callable, Dict, Optional, Type, TYPE_CHECKING -from uuid import UUID - -if TYPE_CHECKING: - from sqlalchemy.orm import Session - from sqlmodel import SQLModel - from .base import ReportElementDataItem - - -class ReportItemRegistry: - """Central registry for report item types. - - This registry maintains mappings between: - - Model classes (Pydantic models for computation) - - Table classes (SQLModel tables for storage) - - Mapper functions (conversion between models and tables) - """ - - _items: Dict[str, Dict[str, Any]] = {} - _model_to_name: Dict[type, str] = {} - _table_to_name: Dict[type, str] = {} - - @classmethod - def register( - cls, - name: str, - model_class: Type["ReportElementDataItem"], - table_class: Type["SQLModel"], - to_table_mapper: Optional[Callable] = None, - from_table_mapper: Optional[Callable] = None, - ) -> None: - """Register a custom report item type. - - Args: - name: Unique identifier for this report item type - model_class: Pydantic model class for computation - table_class: SQLModel table class for storage - to_table_mapper: Function to convert model to table - Signature: (item: model_class, session: Session, **kwargs) -> table_class - from_table_mapper: Function to convert table to model - Signature: (row: table_class, session: Session) -> model_class - """ - if name in cls._items: - raise ValueError(f"Report item type '{name}' is already registered") - - cls._items[name] = { - "model": model_class, - "table": table_class, - "to_table": to_table_mapper, - "from_table": from_table_mapper, - } - - cls._model_to_name[model_class] = name - cls._table_to_name[table_class] = name - - @classmethod - def get_by_name(cls, name: str) -> Optional[Dict[str, Any]]: - """Get report item registration by name.""" - return cls._items.get(name) - - @classmethod - def get_by_model(cls, model_class: type) -> Optional[Dict[str, Any]]: - """Get report item registration by model class.""" - name = cls._model_to_name.get(model_class) - return cls._items.get(name) if name else None - - @classmethod - def get_by_table(cls, table_class: type) -> Optional[Dict[str, Any]]: - """Get report item registration by table class.""" - name = cls._table_to_name.get(table_class) - return cls._items.get(name) if name else None - - @classmethod - def list_registered(cls) -> list[str]: - """List all registered report item types.""" - return list(cls._items.keys()) - - @classmethod - def is_registered_model(cls, model_class: type) -> bool: - """Check if a model class is registered.""" - return model_class in cls._model_to_name - - @classmethod - def is_registered_table(cls, table_class: type) -> bool: - """Check if a table class is registered.""" - return table_class in cls._table_to_name - - @classmethod - def clear(cls) -> None: - """Clear all registrations (useful for testing).""" - cls._items.clear() - cls._model_to_name.clear() - cls._table_to_name.clear() \ No newline at end of file diff --git a/src/policyengine/models/report_items/two_sim_change.py b/src/policyengine/models/report_items/two_sim_change.py deleted file mode 100644 index d2569bcc..00000000 --- a/src/policyengine/models/report_items/two_sim_change.py +++ /dev/null @@ -1,357 +0,0 @@ -from __future__ import annotations - -from typing import Any, List - -import numpy as np -import pandas as pd - -try: - from microdf import MicroDataFrame - - MICRODF_AVAILABLE = True -except ImportError: - MICRODF_AVAILABLE = False - MicroDataFrame = None -from policyengine.models.simulation import ( - Simulation, -) # ensure forward ref resolution - -from .base import ReportElementDataItem - - -def _get_table(sim: "Simulation", entity_level: str) -> pd.DataFrame: - # Assume well-formed result - return sim.result.data.tables[entity_level] # type: ignore[attr-defined] - - -def _align_baseline_reform( - baseline: pd.DataFrame, - reform: pd.DataFrame, - entity_level: str, -) -> pd.DataFrame: - key = f"{entity_level}_id" - if key not in baseline.columns or key not in reform.columns: - baseline = baseline.copy() - reform = reform.copy() - baseline["__idx"] = range(len(baseline)) - reform["__idx"] = range(len(reform)) - key = "__idx" - merged = baseline.merge( - reform, - on=key, - how="inner", - suffixes=("_base", "_ref"), - copy=False, - ) - return merged - - -class ChangeByBaselineGroup(ReportElementDataItem): - baseline_simulation: "Simulation" - reform_simulation: "Simulation" - country: str - variable: str - group_variable: str - group_value: int | str - entity_level: str = "household" - time_period: int | str | None = None - - total_change: float | None = None - relative_change: float | None = None - average_change_per_entity: float | None = None - - @staticmethod - def run( - items: list["ChangeByBaselineGroup"], - ) -> list["ChangeByBaselineGroup"]: - """Batch-compute change metrics for provided items. - - Assumes items share the same baseline/reform simulations for efficiency. - """ - if not items: - return [] - - # Group by (entity_level) to reuse aligned tables - grouped: dict[str, list[ChangeByBaselineGroup]] = {} - for it in items: - grouped.setdefault(it.entity_level, []).append(it) - - out: list[ChangeByBaselineGroup] = [] - for entity_level, bucket in grouped.items(): - base_sim = bucket[0].baseline_simulation - ref_sim = bucket[0].reform_simulation - base_tbl = _get_table(base_sim, entity_level) - ref_tbl = _get_table(ref_sim, entity_level) - merged = _align_baseline_reform(base_tbl, ref_tbl, entity_level) - - weights_col = ( - "weight_value_base" - if "weight_value_base" in merged.columns - else None - ) - - # Precompute ones for weighted counts - merged = merged.copy() - merged["__ones__"] = 1.0 - - for it in bucket: - var = it.variable - grp_var = it.group_variable - merged["__delta__"] = ( - merged[f"{var}_ref"] - merged[f"{var}_base"] - ) - # Resolve group column name (merge may suffix) - if grp_var in merged.columns: - grp_col = grp_var - elif f"{grp_var}_base" in merged.columns: - grp_col = f"{grp_var}_base" - elif f"{grp_var}_ref" in merged.columns: - grp_col = f"{grp_var}_ref" - else: - grp_col = None - sub = ( - merged[merged[grp_col] == it.group_value] # type: ignore[index] - if grp_col is not None - else merged - ) - if not MICRODF_AVAILABLE: - raise ImportError( - "microdf is not installed. " - "Install it with: pip install 'policyengine[core]'" - ) - mdf = ( - MicroDataFrame(sub, weights=weights_col) - if weights_col - else MicroDataFrame(sub) - ) - total_change = float(mdf["__delta__"].sum()) - denom = float(mdf[f"{var}_base"].sum()) - relative_change = ( - float(total_change / denom) if denom != 0 else float("nan") - ) - - mdf2 = ( - MicroDataFrame(sub, weights=weights_col) - if weights_col - else MicroDataFrame(sub) - ) - weights_sum = float(mdf2["__ones__"].sum()) - avg_change = ( - float(total_change / weights_sum) - if weights_sum - else float("nan") - ) - - period = getattr(base_sim.dataset.data, "year", None) - payload = it.model_dump() - payload.update( - { - "time_period": period, - "total_change": total_change, - "relative_change": relative_change, - "average_change_per_entity": avg_change, - } - ) - out.append(ChangeByBaselineGroup(**payload)) - - return out - - -class VariableChangeGroupByQuantileGroup(ReportElementDataItem): - baseline_simulation: "Simulation" - reform_simulation: "Simulation" - country: str - variable: str - group_variable: str - quantile_group: int - quantile_group_count: int = 10 - change_lower_bound: float - change_upper_bound: float - change_bound_is_relative: bool = False - fixed_entity_count_per_quantile_group: str = "household" - percent_of_group_in_change_group: float | None = None - entities_in_group_in_change_group: float | None = None - - @staticmethod - def run( - items: list["VariableChangeGroupByQuantileGroup"], - ) -> list["VariableChangeGroupByQuantileGroup"]: - """Batch-compute change-bucket shares by group. - - Items should reference the same baseline/reform simulations for best performance. - """ - if not items: - return [] - - # Group by entity_level - grouped: dict[str, list[VariableChangeGroupByQuantileGroup]] = {} - for it in items: - grouped.setdefault( - it.fixed_entity_count_per_quantile_group, [] - ).append(it) - - out: list[VariableChangeGroupByQuantileGroup] = [] - for entity_level, bucket in grouped.items(): - base_sim = bucket[0].baseline_simulation - ref_sim = bucket[0].reform_simulation - base_tbl = _get_table(base_sim, entity_level) - ref_tbl = _get_table(ref_sim, entity_level) - merged = _align_baseline_reform(base_tbl, ref_tbl, entity_level) - - weights_col = ( - "weight_value_base" - if "weight_value_base" in merged.columns - else None - ) - merged = merged.copy() - - for it in bucket: - var = it.variable - grp_var = it.group_variable - merged["__delta__"] = ( - merged[f"{var}_ref"] - merged[f"{var}_base"] - ) - if it.change_bound_is_relative: - base = merged[f"{var}_base"].replace({0.0: np.nan}).abs() - merged["__delta__"] = merged["__delta__"] / base - - # Resolve group column name and subset to selected group - if grp_var in merged.columns: - grp_col = grp_var - elif f"{grp_var}_base" in merged.columns: - grp_col = f"{grp_var}_base" - elif f"{grp_var}_ref" in merged.columns: - grp_col = f"{grp_var}_ref" - else: - grp_col = None - target = it.quantile_group - grp = ( - merged[merged[grp_col] == target].copy() # type: ignore[index] - if grp_col is not None - else merged.copy() - ) - grp["__in_bucket__"] = ( - (grp["__delta__"] >= it.change_lower_bound) - & (grp["__delta__"] < it.change_upper_bound) - ).astype(int) - if not MICRODF_AVAILABLE: - raise ImportError( - "microdf is not installed. " - "Install it with: pip install 'policyengine[core]'" - ) - mdf = ( - MicroDataFrame(grp, weights=weights_col) - if weights_col - else MicroDataFrame(grp) - ) - percent = float(mdf["__in_bucket__"].mean()) - entities = float(mdf["__in_bucket__"].sum()) - payload = it.model_dump() - payload.update( - { - "percent_of_group_in_change_group": percent, - "entities_in_group_in_change_group": entities, - } - ) - out.append(VariableChangeGroupByQuantileGroup(**payload)) - - return out - - -class VariableChangeGroupByVariableValue(ReportElementDataItem): - baseline_simulation: "Simulation" - reform_simulation: "Simulation" - country: str - variable: str - group_variable: str - group_variable_value: Any - change_lower_bound: float - change_upper_bound: float - change_bound_is_relative: bool = False - fixed_entity_count_per_quantile_group: str = "household" - percent_of_group_in_change_group: float | None = None - entities_in_group_in_change_group: float | None = None - - @staticmethod - def run( - items: list["VariableChangeGroupByVariableValue"], - ) -> list["VariableChangeGroupByVariableValue"]: - """Batch-compute change-bucket shares by variable values. - - Assumes shared baseline/reform simulations for best performance. - """ - if not items: - return [] - - # Group by entity_level - grouped: dict[str, list[VariableChangeGroupByVariableValue]] = {} - for it in items: - grouped.setdefault( - it.fixed_entity_count_per_quantile_group, [] - ).append(it) - - out: list[VariableChangeGroupByVariableValue] = [] - for entity_level, bucket in grouped.items(): - base_sim = bucket[0].baseline_simulation - ref_sim = bucket[0].reform_simulation - base_tbl = _get_table(base_sim, entity_level) - ref_tbl = _get_table(ref_sim, entity_level) - merged = _align_baseline_reform(base_tbl, ref_tbl, entity_level) - weights_col = ( - "weight_value_base" - if "weight_value_base" in merged.columns - else None - ) - merged = merged.copy() - - for it in bucket: - var = it.variable - grp_var = it.group_variable - merged["__delta__"] = ( - merged[f"{var}_ref"] - merged[f"{var}_base"] - ) - if it.change_bound_is_relative: - base = merged[f"{var}_base"].replace({0.0: np.nan}).abs() - merged["__delta__"] = merged["__delta__"] / base - - # Resolve group column name and subset - if grp_var in merged.columns: - grp_col = grp_var - elif f"{grp_var}_base" in merged.columns: - grp_col = f"{grp_var}_base" - elif f"{grp_var}_ref" in merged.columns: - grp_col = f"{grp_var}_ref" - else: - grp_col = None - - grp = ( - merged[merged[grp_col] == it.group_variable_value].copy() # type: ignore[index] - if grp_col is not None - else merged.copy() - ) - grp["__in_bucket__"] = ( - (grp["__delta__"] >= it.change_lower_bound) - & (grp["__delta__"] < it.change_upper_bound) - ).astype(int) - if not MICRODF_AVAILABLE: - raise ImportError( - "microdf is not installed. " - "Install it with: pip install 'policyengine[core]'" - ) - mdf = ( - MicroDataFrame(grp, weights=weights_col) - if weights_col - else MicroDataFrame(grp) - ) - percent = float(mdf["__in_bucket__"].mean()) - entities = float(mdf["__in_bucket__"].sum()) - payload = it.model_dump() - payload.update( - { - "percent_of_group_in_change_group": percent, - "entities_in_group_in_change_group": entities, - } - ) - out.append(VariableChangeGroupByVariableValue(**payload)) - - return out diff --git a/src/policyengine/models/reports.py b/src/policyengine/models/reports.py deleted file mode 100644 index e0484856..00000000 --- a/src/policyengine/models/reports.py +++ /dev/null @@ -1,51 +0,0 @@ -"""Report models for PolicyEngine. - -Defines `ReportElement` base, `Report`, and tabular result models used by report elements. -""" - -from __future__ import annotations - -from typing import Optional - -import pandas as pd -from pydantic import BaseModel -from uuid import UUID - -from .enums import OperationStatus -from enum import Enum -from enum import Enum - - -class ReportElement(BaseModel): - """An element of a report composed in the web app. - - Subclasses represent concrete charts/tables. They implement `run()` and - return a list of data records (BaseModels). Callers can convert that list - to a DataFrame using the record class' helper. - """ - - id: UUID | None = None - name: str | None = None - description: str | None = None - report: Optional["Report"] = None - status: OperationStatus = OperationStatus.PENDING - country: str | None = None - - def run(self) -> list[BaseModel]: - raise NotImplementedError("ReportElement is a base-only marker.") - - -class Report(BaseModel): - """A report generated from a simulation.""" - - id: UUID | None = None - name: str - description: str | None = None - elements: list[ReportElement] = [] - country: str | None = None - - -"""Data items live under `policyengine.models.report_items`. - -This module only contains `Report` and `ReportElement` base classes. -""" diff --git a/src/policyengine/models/simulation.py b/src/policyengine/models/simulation.py deleted file mode 100644 index b7637b34..00000000 --- a/src/policyengine/models/simulation.py +++ /dev/null @@ -1,73 +0,0 @@ -"""Simulation model for PolicyEngine. - -Defines the `Simulation` pydantic model and its `run` entrypoint wrapper -for country-specific implementations. -""" - -from datetime import datetime -from typing import Any - -from pydantic import BaseModel, field_validator, model_validator -from uuid import UUID - -from .dataset import Dataset -from .dynamic import Dynamic -from .enums import OperationStatus, DatasetType -from .policy import Policy -from policyengine.utils.version import get_model_version - - -class Simulation(BaseModel): - """Metadata for simulation. Re-implemented by country versions.""" - - id: UUID | None = None - # Foreign key references - dataset: Dataset - policy: Policy - dynamic: Dynamic - result: Any | None = None - model_version: str | None = None - country: str | None = None - - # Processing metadata - status: OperationStatus = OperationStatus.PENDING - created_at: datetime = datetime.now() - completed_at: datetime | None = None - - @model_validator(mode="after") - def infer_country_and_version(self): - """Infer country from dataset type and model_version from country package.""" - # Infer country from dataset if not provided - if ( - self.country is None - and self.dataset - and hasattr(self.dataset, "dataset_type") - ): - if self.dataset.dataset_type == DatasetType.UK_SINGLE_YEAR: - self.country = "uk" - elif self.dataset.dataset_type == DatasetType.US_SINGLE_YEAR: - self.country = "us" - - # Infer model_version from country package if not provided - if self.model_version is None and self.country: - self.model_version = get_model_version(self.country) - - return self - - def run(self) -> Dataset: - """Run the simulation.""" - if self.country == "uk": - from policyengine.countries.uk.simulation import run_uk_simulation - - run_uk_simulation(self) - elif self.country == "us": - from policyengine.countries.us.simulation import run_us_simulation - - run_us_simulation(self) - - self.status = OperationStatus.COMPLETED - self.completed_at = datetime.now() - # Model version already set by validator, but update if not set - if self.model_version is None: - self.model_version = get_model_version(self.country) - return self.dataset diff --git a/src/policyengine/models/single_year_dataset.py b/src/policyengine/models/single_year_dataset.py deleted file mode 100644 index 475713b0..00000000 --- a/src/policyengine/models/single_year_dataset.py +++ /dev/null @@ -1,42 +0,0 @@ -from typing import Any - -from pydantic import BaseModel - -from policyengine.utils.dataframe_storage import ( - deserialise_dataframe_dict, - serialise_dataframe_dict, -) - - -class SingleYearDataset(BaseModel): - tables: dict[str, Any] - year: int - - def __init__(self, serialised_bytes: bytes | None = None, **kwargs): - if serialised_bytes is not None: - deserialised_data = deserialise_dataframe_dict(serialised_bytes) - for key, table in deserialised_data.items(): - kwargs[key] = table - - super().__init__(**kwargs) - - def serialise(self) -> bytes: - return serialise_dataframe_dict( - { - "tables": self.tables, - "year": self.year, - } - ) - - def deserialise(self, serialised_bytes: bytes): - deserialised_data = deserialise_dataframe_dict(serialised_bytes) - self.person = deserialised_data.get("person") - self.benunit = deserialised_data.get("benunit") - self.household = deserialised_data.get("household") - self.year = deserialised_data.get("year") - - def copy(self): - return SingleYearDataset( - tables={key: table.copy() for key, table in self.tables.items()}, - year=self.year, - ) diff --git a/src/policyengine/models/user.py b/src/policyengine/models/user.py deleted file mode 100644 index c5a3a988..00000000 --- a/src/policyengine/models/user.py +++ /dev/null @@ -1,37 +0,0 @@ -from pydantic import BaseModel -from typing import Optional -from uuid import UUID - - -class User(BaseModel): - id: UUID - name: str - email: str - - -class UserPolicy(BaseModel): - user: User - policy: "Policy" - label: Optional[str] = None - description: Optional[str] = None - - -class UserSimulation(BaseModel): - user: User - simulation: "Simulation" - label: Optional[str] = None - description: Optional[str] = None - - -class UserReport(BaseModel): - user: User - report: "Report" - label: Optional[str] = None - description: Optional[str] = None - - -class UserReportElement(BaseModel): - user: User - report_element: "ReportElement" - label: Optional[str] = None - description: Optional[str] = None diff --git a/src/policyengine/models/variable.py b/src/policyengine/models/variable.py deleted file mode 100644 index 8fdeb1ac..00000000 --- a/src/policyengine/models/variable.py +++ /dev/null @@ -1,23 +0,0 @@ -"""Variable model for PolicyEngine. - -Represents a model variable and associated metadata. -""" - -from pydantic import BaseModel -from uuid import UUID - - -class Variable(BaseModel): - """PolicyEngine variable concept- an attribute of an entity.""" - - id: UUID | None = None - name: str - - # Variable metadata - label: str | None = None - description: str | None = None - unit: str | None = None - data_type: type # "float", "int", "bool", "string", "enum" - entity: str # "person", "household", "tax_unit", etc. - definition_period: str | None = None # "year", "month", "eternity" - country: str | None = None diff --git a/src/policyengine/tables/__init__.py b/src/policyengine/tables/__init__.py deleted file mode 100644 index 69b98a7a..00000000 --- a/src/policyengine/tables/__init__.py +++ /dev/null @@ -1,45 +0,0 @@ -from .user import ( - UserTable, - UserPolicyTable, - UserSimulationTable, - UserReportTable, - UserReportElementTable, -) -from .policy import PolicyTable -from .dynamic import DynamicTable -from .parameter import ParameterTable, ParameterValueTable -from .baseline_parameter import BaselineParameterValueTable -from .dataset import DatasetTable -from .variable import VariableTable -from .reports import ReportTable, ReportElementTable -from .simulation import SimulationTable -from .report_items import ( - AggregateTable, - CountTable, - ChangeByBaselineGroupTable, - VariableChangeGroupByQuantileGroupTable, - VariableChangeGroupByVariableValueTable, -) - -__all__ = [ - "UserTable", - "UserPolicyTable", - "UserSimulationTable", - "UserReportTable", - "UserReportElementTable", - "PolicyTable", - "DynamicTable", - "ParameterTable", - "ParameterValueTable", - "BaselineParameterValueTable", - "DatasetTable", - "VariableTable", - "ReportTable", - "ReportElementTable", - "SimulationTable", - "AggregateTable", - "CountTable", - "ChangeByBaselineGroupTable", - "VariableChangeGroupByQuantileGroupTable", - "VariableChangeGroupByVariableValueTable", -] diff --git a/src/policyengine/tables/baseline_parameter.py b/src/policyengine/tables/baseline_parameter.py deleted file mode 100644 index 742bff48..00000000 --- a/src/policyengine/tables/baseline_parameter.py +++ /dev/null @@ -1,32 +0,0 @@ -from __future__ import annotations - -from datetime import datetime -from typing import Optional, Any -from uuid import UUID, uuid4 - -from sqlalchemy import JSON -from sqlmodel import SQLModel, Field -from sqlalchemy import Index - - -class BaselineParameterValueTable(SQLModel, table=True): - __tablename__ = "baseline_parameter_values" - __table_args__ = ( - Index("ix_baseline_param_values_model_version", "model_version"), - Index("ix_baseline_param_values_country", "country"), - Index("ix_baseline_param_values_param_id", "parameter_id"), - ) - - id: UUID = Field(default_factory=uuid4, primary_key=True) - - # Parameter identification - parameter_id: UUID = Field(foreign_key="parameters.id") - model_version: str - - # Time period for this value - start_date: datetime - end_date: datetime | None = None - - # The actual value - value: Any = Field(sa_type=JSON) - country: str | None = None diff --git a/src/policyengine/tables/dataset.py b/src/policyengine/tables/dataset.py deleted file mode 100644 index b63257db..00000000 --- a/src/policyengine/tables/dataset.py +++ /dev/null @@ -1,27 +0,0 @@ -from __future__ import annotations - -from typing import Optional -from uuid import UUID, uuid4 - -from sqlalchemy import LargeBinary, UniqueConstraint, Index -from sqlmodel import SQLModel, Field - -from policyengine.models.enums import DatasetType - - -class DatasetTable(SQLModel, table=True): - __tablename__ = "datasets" - __table_args__ = ( - UniqueConstraint("name", name="uq_datasets_name"), - Index("ix_datasets_name", "name"), - ) - - id: UUID = Field(default_factory=uuid4, primary_key=True) - name: str | None = None - source_dataset_id: UUID | None = Field( - default=None, foreign_key="datasets.id" - ) - version: str | None = None - # Serialized bytes for SingleYearDataset (or other binary payload) - data_bytes: bytes | None = Field(default=None, sa_type=LargeBinary) - dataset_type: DatasetType diff --git a/src/policyengine/tables/dynamic.py b/src/policyengine/tables/dynamic.py deleted file mode 100644 index b17d82c6..00000000 --- a/src/policyengine/tables/dynamic.py +++ /dev/null @@ -1,27 +0,0 @@ -from __future__ import annotations - -from datetime import datetime -from uuid import UUID, uuid4 - -from sqlmodel import SQLModel, Field -from sqlalchemy import UniqueConstraint, Index - - -class DynamicTable(SQLModel, table=True): - __tablename__ = "dynamics" - __table_args__ = ( - UniqueConstraint("name", "country", name="uq_dynamic_name_country"), - Index("ix_dynamic_name_country", "name", "country"), - ) - - id: UUID = Field(default_factory=uuid4, primary_key=True) - name: str | None = None - parent_id: UUID | None = Field(default=None, foreign_key="dynamics.id") - description: str | None = None - created_at: datetime | None = None - updated_at: datetime | None = None - country: str | None = None - # Pickled simulation modifier function (if provided) - simulation_modifier_bytes: bytes | None = None - - # No ORM relationship wiring diff --git a/src/policyengine/tables/parameter.py b/src/policyengine/tables/parameter.py deleted file mode 100644 index db730653..00000000 --- a/src/policyengine/tables/parameter.py +++ /dev/null @@ -1,51 +0,0 @@ -from __future__ import annotations - -from datetime import datetime -from typing import Optional, Any -from uuid import UUID, uuid4 - -from sqlalchemy import JSON -from sqlmodel import SQLModel, Field -from sqlalchemy import UniqueConstraint, Index - - -class ParameterTable(SQLModel, table=True): - __tablename__ = "parameters" - __table_args__ = ( - UniqueConstraint("name", "country", name="uq_parameters_name_country"), - Index("ix_parameters_name_country", "name", "country"), - ) - - id: UUID = Field(default_factory=uuid4, primary_key=True) - name: str - parent_id: UUID | None = Field(default=None, foreign_key="parameters.id") - label: str | None = None - description: str | None = None - unit: str | None = None - # Store the type name string (e.g. "float", "int") - data_type: str - country: str | None = None - - # No ORM relationship wiring - - -class ParameterValueTable(SQLModel, table=True): - __tablename__ = "parameter_values" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - - # Foreign keys - policy_id: UUID | None = Field(default=None, foreign_key="policies.id") - dynamic_id: UUID | None = Field(default=None, foreign_key="dynamics.id") - parameter_id: UUID = Field(foreign_key="parameters.id") - model_version: str - - # Time period for this change - start_date: datetime - end_date: datetime | None = None - - # The actual change - value: Any = Field(sa_type=JSON) - country: str | None = None - - # No ORM relationship wiring diff --git a/src/policyengine/tables/policy.py b/src/policyengine/tables/policy.py deleted file mode 100644 index 92e982fc..00000000 --- a/src/policyengine/tables/policy.py +++ /dev/null @@ -1,23 +0,0 @@ -from __future__ import annotations - -from uuid import UUID, uuid4 - -from sqlmodel import SQLModel, Field -from sqlalchemy import UniqueConstraint, Index - - -class PolicyTable(SQLModel, table=True): - __tablename__ = "policies" - __table_args__ = ( - UniqueConstraint("name", "country", name="uq_policies_name_country"), - Index("ix_policies_name_country", "name", "country"), - ) - - id: UUID = Field(default_factory=uuid4, primary_key=True) - name: str | None = None - description: str | None = None - country: str | None = None - # Pickled simulation modifier function (if provided) - simulation_modifier_bytes: bytes | None = None - - # No ORM relationships in this minimal layer diff --git a/src/policyengine/tables/report_items.py b/src/policyengine/tables/report_items.py deleted file mode 100644 index 7a0c4c7b..00000000 --- a/src/policyengine/tables/report_items.py +++ /dev/null @@ -1,93 +0,0 @@ -from __future__ import annotations - -from typing import Any -from uuid import UUID, uuid4 - -from sqlalchemy import JSON -from sqlmodel import SQLModel, Field - - -class AggregateTable(SQLModel, table=True): - __tablename__ = "reportitem_aggregate" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - simulation_id: UUID = Field(foreign_key="simulations.id") - time_period: str | None = None - country: str - variable_id: UUID = Field(foreign_key="variables.id") - entity_level: str - filter_variable_id: UUID | None = Field(default=None, foreign_key="variables.id") - filter_variable_value: Any | None = Field(default=None, sa_type=JSON) - filter_variable_min_value: float | None = None - filter_variable_max_value: float | None = None - metric: str - value: float - - -class CountTable(SQLModel, table=True): - __tablename__ = "reportitem_count" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - simulation_id: UUID = Field(foreign_key="simulations.id") - time_period: str | None = None - country: str - variable_id: UUID = Field(foreign_key="variables.id") - entity_level: str - equals_value: Any | None = Field(default=None, sa_type=JSON) - min_value: float | None = None - max_value: float | None = None - count: float - - -class ChangeByBaselineGroupTable(SQLModel, table=True): - __tablename__ = "reportitem_change_by_baseline_group" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - baseline_simulation_id: UUID = Field(foreign_key="simulations.id") - reform_simulation_id: UUID = Field(foreign_key="simulations.id") - country: str - variable_id: UUID = Field(foreign_key="variables.id") - group_variable_id: UUID = Field(foreign_key="variables.id") - group_value: Any | None = Field(default=None, sa_type=JSON) - entity_level: str - time_period: str | None = None - total_change: float - relative_change: float - average_change_per_entity: float - - -class VariableChangeGroupByQuantileGroupTable(SQLModel, table=True): - __tablename__ = "reportitem_varchg_by_quantile_group" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - baseline_simulation_id: UUID = Field(foreign_key="simulations.id") - reform_simulation_id: UUID = Field(foreign_key="simulations.id") - country: str - variable_id: UUID = Field(foreign_key="variables.id") - group_variable_id: UUID = Field(foreign_key="variables.id") - quantile_group: int - quantile_group_count: int - change_lower_bound: float - change_upper_bound: float - change_bound_is_relative: bool - fixed_entity_count_per_quantile_group: str - percent_of_group_in_change_group: float - entities_in_group_in_change_group: float - - -class VariableChangeGroupByVariableValueTable(SQLModel, table=True): - __tablename__ = "reportitem_varchg_by_value" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - baseline_simulation_id: UUID = Field(foreign_key="simulations.id") - reform_simulation_id: UUID = Field(foreign_key="simulations.id") - country: str - variable_id: UUID = Field(foreign_key="variables.id") - group_variable_id: UUID = Field(foreign_key="variables.id") - group_variable_value: Any | None = Field(default=None, sa_type=JSON) - change_lower_bound: float - change_upper_bound: float - change_bound_is_relative: bool - fixed_entity_count_per_quantile_group: str - percent_of_group_in_change_group: float - entities_in_group_in_change_group: float diff --git a/src/policyengine/tables/reports.py b/src/policyengine/tables/reports.py deleted file mode 100644 index d8e6304f..00000000 --- a/src/policyengine/tables/reports.py +++ /dev/null @@ -1,43 +0,0 @@ -from __future__ import annotations - -from typing import Optional -from uuid import UUID, uuid4 - -from sqlmodel import SQLModel, Field -from sqlalchemy import UniqueConstraint, Index - -from policyengine.models.enums import OperationStatus - - -class ReportTable(SQLModel, table=True): - __tablename__ = "reports" - __table_args__ = ( - UniqueConstraint("name", "country", name="uq_reports_name_country"), - Index("ix_reports_name_country", "name", "country"), - ) - - id: UUID = Field(default_factory=uuid4, primary_key=True) - name: str - description: str | None = None - country: str | None = None - - # No ORM relationship wiring - - -class ReportElementTable(SQLModel, table=True): - __tablename__ = "report_elements" - __table_args__ = ( - UniqueConstraint( - "name", "country", name="uq_report_elements_name_country" - ), - Index("ix_report_elements_name_country", "name", "country"), - ) - - id: UUID = Field(default_factory=uuid4, primary_key=True) - name: str | None = None - description: str | None = None - report_id: UUID | None = Field(default=None, foreign_key="reports.id") - status: OperationStatus = OperationStatus.PENDING - country: str | None = None - - # No ORM relationship wiring diff --git a/src/policyengine/tables/simulation.py b/src/policyengine/tables/simulation.py deleted file mode 100644 index 090bf011..00000000 --- a/src/policyengine/tables/simulation.py +++ /dev/null @@ -1,35 +0,0 @@ -from __future__ import annotations - -from datetime import datetime -from typing import Optional, Any -from uuid import UUID, uuid4 - -from sqlalchemy import JSON, LargeBinary -from sqlmodel import SQLModel, Field, Relationship - -from policyengine.models.enums import OperationStatus, DatasetType - - -class SimulationTable(SQLModel, table=True): - __tablename__ = "simulations" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - - dataset_id: UUID | None = Field(default=None, foreign_key="datasets.id") - policy_id: UUID | None = Field(default=None, foreign_key="policies.id") - dynamic_id: UUID | None = Field(default=None, foreign_key="dynamics.id") - - # Dataset type for the input dataset - dataset_type: DatasetType | None = None - - # Store simulation results directly in the simulation table - result: bytes | None = Field(default=None, sa_type=LargeBinary) - - model_version: str | None = None - country: str | None = None - - status: OperationStatus = OperationStatus.PENDING - created_at: datetime = datetime.now() - completed_at: datetime | None = None - - # Relationships omitted to avoid ambiguity (two FKs to datasets) diff --git a/src/policyengine/tables/user.py b/src/policyengine/tables/user.py deleted file mode 100644 index 1e662f73..00000000 --- a/src/policyengine/tables/user.py +++ /dev/null @@ -1,64 +0,0 @@ -from __future__ import annotations - -from typing import Optional -from uuid import UUID, uuid4 - -from sqlmodel import SQLModel, Field - - -class UserTable(SQLModel, table=True): - __tablename__ = "users" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - name: str - email: str - - # Relationships omitted for simplicity in this layer - - -class UserPolicyTable(SQLModel, table=True): - __tablename__ = "user_policies" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - user_id: UUID = Field(foreign_key="users.id") - policy_id: UUID = Field(foreign_key="policies.id") - label: str | None = None - description: str | None = None - - # No ORM relationship wiring - - -class UserSimulationTable(SQLModel, table=True): - __tablename__ = "user_simulations" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - user_id: UUID = Field(foreign_key="users.id") - simulation_id: UUID = Field(foreign_key="simulations.id") - label: str | None = None - description: str | None = None - - # No ORM relationship wiring - - -class UserReportTable(SQLModel, table=True): - __tablename__ = "user_reports" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - user_id: UUID = Field(foreign_key="users.id") - report_id: UUID = Field(foreign_key="reports.id") - label: str | None = None - description: str | None = None - - # No ORM relationship wiring - - -class UserReportElementTable(SQLModel, table=True): - __tablename__ = "user_report_elements" - - id: UUID = Field(default_factory=uuid4, primary_key=True) - user_id: UUID = Field(foreign_key="users.id") - report_element_id: UUID = Field(foreign_key="report_elements.id") - label: str | None = None - description: str | None = None - - # No ORM relationship wiring diff --git a/src/policyengine/tables/variable.py b/src/policyengine/tables/variable.py deleted file mode 100644 index 7bf23d66..00000000 --- a/src/policyengine/tables/variable.py +++ /dev/null @@ -1,27 +0,0 @@ -from __future__ import annotations - -from typing import Optional -from uuid import UUID, uuid4 - -from sqlmodel import SQLModel, Field -from sqlalchemy import UniqueConstraint, Index - - -class VariableTable(SQLModel, table=True): - __tablename__ = "variables" - __table_args__ = ( - UniqueConstraint("name", "country", name="uq_variables_name_country"), - Index("ix_variables_name_country", "name", "country"), - ) - - id: UUID = Field(default_factory=uuid4, primary_key=True) - name: str - - # Variable metadata - label: str | None = None - description: str | None = None - unit: str | None = None - data_type: str - entity: str - definition_period: str | None = None - country: str | None = None diff --git a/src/policyengine/utils/__init__.py b/src/policyengine/utils/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/src/policyengine/utils/dataframe_storage.py b/src/policyengine/utils/dataframe_storage.py deleted file mode 100644 index 9567eb0b..00000000 --- a/src/policyengine/utils/dataframe_storage.py +++ /dev/null @@ -1,42 +0,0 @@ -import io -import pickle -import zlib - -import pandas as pd - - -def serialise_dataframe_dict(data: dict[str, pd.DataFrame]) -> bytes: - """ - Serialize a dictionary of DataFrames to bytes. - - Args: - data: Dictionary with string keys and DataFrame values - - Returns: - Serialized str-bytes representation - """ - buffer = io.BytesIO() - # Use highest protocol for speed and size - pickle.dump(data, buffer, protocol=pickle.HIGHEST_PROTOCOL) - raw = buffer.getvalue() - # Compress to speed up IO and reduce DB size - return zlib.compress(raw, level=6) - - -def deserialise_dataframe_dict(data: bytes) -> dict[str, pd.DataFrame]: - """ - Deserialize str bytes back to a dictionary of DataFrames. - - Args: - data: String representation of the dictionary - - Returns: - Dictionary with string keys and DataFrame values - """ - # Try to decompress; if not compressed, fall back to raw - try: - raw = zlib.decompress(data) - except Exception: - raw = data - buffer = io.BytesIO(raw) - return pickle.load(buffer) diff --git a/src/policyengine/utils/hugging_face.py b/src/policyengine/utils/hugging_face.py deleted file mode 100644 index aa76c222..00000000 --- a/src/policyengine/utils/hugging_face.py +++ /dev/null @@ -1,97 +0,0 @@ -import os -import json -from urllib import request - - -def hf_list_tags(repo: str) -> list[str]: - """Return tag names for a Hugging Face repo. - - Tries huggingface_hub first (dataset repo), then model; falls back to HTTP - calls against both endpoints. Uses HUGGING_FACE_TOKEN if present. - """ - token = os.getenv("HUGGING_FACE_TOKEN") - - def _filter_sort_versions(ts: list[str]) -> list[str]: - """Keep only tags like a.b.c (optionally prefixed with 'v'), sort ascending.""" - clean: list[tuple[str, tuple[int, int, int]]] = [] - for t in ts: - if not isinstance(t, str): - continue - s = t.strip() - if s.startswith("v"): - core = s[1:] - else: - core = s - parts = core.split(".") - if len(parts) != 3 or not all(p.isdigit() for p in parts): - continue - try: - key = (int(parts[0]), int(parts[1]), int(parts[2])) - except Exception: - continue - clean.append((t, key)) - clean.sort(key=lambda x: x[1]) # ascending sequential order - return [t for t, _ in clean] - - # 1) huggingface_hub API - try: - from huggingface_hub import HfApi # type: ignore - - api = HfApi(token=token) - # Try as dataset repo - refs = api.list_repo_refs(repo, repo_type="dataset") - tags = [t.name for t in (refs.tags or [])] - tags = _filter_sort_versions(tags) - if tags: - return tags - # Try as model repo (fallback) - refs = api.list_repo_refs(repo, repo_type="model") - tags = [t.name for t in (refs.tags or [])] - tags = _filter_sort_versions(tags) - if tags: - return tags - except Exception: - pass - - # 2) HTTP fallback: try both endpoints - def _http_tags(endpoint: str) -> list[str]: - url = f"https://huggingface.co/api/{endpoint}/{repo}/refs?type=tag" - req = request.Request(url) - if token: - req.add_header("Authorization", f"Bearer {token}") - try: - with request.urlopen(req, timeout=20) as resp: - data = json.loads(resp.read().decode("utf-8")) - except Exception: - return [] - tags: list[str] = [] - if isinstance(data, dict): - if isinstance(data.get("tags"), list): - tags = [ - t.get("name") - for t in data.get("tags", []) - if t.get("name") - ] - elif isinstance(data.get("refs"), dict) and isinstance( - data["refs"].get("tags"), list - ): - tags = [ - t.get("name") - for t in data["refs"].get("tags", []) - if t.get("name") - ] - elif isinstance(data.get("refs"), list): - tags = [ - r.get("name") - for r in data.get("refs", []) - if r and r.get("name") and r.get("type") == "tag" - ] - return tags - - for endpoint in ("datasets", "models"): - tags = _http_tags(endpoint) - tags = _filter_sort_versions(tags) - if tags: - return tags - - return [] diff --git a/src/policyengine/utils/metadata.py b/src/policyengine/utils/metadata.py deleted file mode 100644 index 02d190ae..00000000 --- a/src/policyengine/utils/metadata.py +++ /dev/null @@ -1,131 +0,0 @@ -try: - from policyengine_core.taxbenefitsystems import TaxBenefitSystem - from policyengine_core.parameters import Parameter as CoreParameter - - CORE_AVAILABLE = True -except ImportError: - CORE_AVAILABLE = False - TaxBenefitSystem = None - CoreParameter = None -from policyengine.models import ( - Parameter, - ParameterValue, - Variable, - Policy, - Dynamic, -) -import datetime -from policyengine.utils.version import get_model_version - - -def get_metadata(system, country: str): - if not CORE_AVAILABLE: - raise ImportError( - "policyengine-core is not installed. " - "Install it with: pip install 'policyengine[core]'" - ) - - if system is None: - raise ValueError("System parameter cannot be None") - - current_law = Policy(name="Current law") - static = Dynamic(name="Static") - parameters = [] - parameter_values = [] - version = get_model_version(country) - - param_tree = system.parameters - - for param in param_tree.get_descendants(): - if isinstance(param, CoreParameter): - p = Parameter( - name=param.name, - label=param.metadata.get("label"), - description=param.description, - unit=param.metadata.get("unit"), - data_type=type(param(2029)), - country=country, - ) - - # Also add values - values_list = param.values_list[::-1] - for i in range(len(values_list)): # Moving forwards in time - if i == len(values_list) - 1: - end_date = None - else: - end_date = _safe_date(values_list[i + 1].instant_str) - p_value = ParameterValue( - policy=None, - parameter=p, - value=values_list[i].value, - start_date=_safe_date(values_list[i].instant_str), - end_date=end_date, - model_version=version, - country=country, - ) - parameter_values.append(p_value) - - else: # Parameter subfolder - p = Parameter( - name=param.name, - label=param.metadata.get("label"), - description=param.description, - unit=None, - data_type=None, - country=country, - ) - - # Now, variables - variables = [] - - for variable in system.variables.values(): - v = Variable( - name=variable.name, - label=variable.label, - description=variable.documentation, - unit=variable.unit, - data_type=variable.value_type, - country=country, - entity=variable.entity.key, - ) - variables.append(v) - - return { - "current_law": current_law, - "static": static, - "parameters": parameters, - "parameter_values": parameter_values, - "variables": variables, - } - - -def _safe_date(date_str: str | None) -> datetime.datetime | None: - """Parse a date safely. - - Accepts YYYY-MM-DD and ISO timestamps (YYYY-MM-DDTHH:MM:SS), and treats - "infinity" / "+infinity" or None as open-ended (returns None). - Also normalises the invalid 0000-01-01 to 0001-01-01 for compatibility. - """ - if date_str is None: - return None - s = date_str.strip() - low = s.lower() - if low in {"infinity", "+infinity", "inf", "+inf", "-infinity", "-inf"}: - # Treat as open-ended; dates should not use infinities here - return None - if s == "0000-01-01": - s = "0001-01-01" - # Try date only - try: - return datetime.datetime.strptime(s, "%Y-%m-%d") - except ValueError: - pass - # Try ISO timestamp variants - try: - # Remove trailing Z if present (naive) - if s.endswith("Z"): - s = s[:-1] - return datetime.datetime.fromisoformat(s) - except Exception: - # As a final fallback, use the earliest valid date to satisfy required fields - return datetime.datetime(1, 1, 1) diff --git a/src/policyengine/utils/parametric_reforms.py b/src/policyengine/utils/parametric_reforms.py deleted file mode 100644 index e857f78b..00000000 --- a/src/policyengine/utils/parametric_reforms.py +++ /dev/null @@ -1,18 +0,0 @@ -"""Parametric reform utilities. - -Note: This module is deprecated. Use the country-specific implementations -in the simulation modules instead. -""" - -from typing import TYPE_CHECKING - -if TYPE_CHECKING: - from policyengine.models import ParameterValue - - -def apply_parametric_reform(provisions: list["ParameterValue"]) -> None: - """Deprecated. Use country-specific implementations instead.""" - raise NotImplementedError( - "apply_parametric_reform has been moved to country-specific modules. " - "This function should not be called directly." - ) diff --git a/src/policyengine/utils/version.py b/src/policyengine/utils/version.py deleted file mode 100644 index e8a3cece..00000000 --- a/src/policyengine/utils/version.py +++ /dev/null @@ -1,18 +0,0 @@ -from importlib.metadata import version as _pkg_version, PackageNotFoundError - - -def get_model_version(country: str): - """Get installed package version for the country model without pkg_resources warnings.""" - package_name = f"policyengine_{country}" - try: - return _pkg_version(package_name) - except PackageNotFoundError: - try: - # Fallback if importlib.metadata is unavailable/old env - import pkg_resources # type: ignore - - return pkg_resources.get_distribution( - package_name - ).version # noqa: F401 - except Exception: - return "unknown" From 63f2f7f71b3b65517d7397cebb7ca91d1698079b Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sun, 14 Sep 2025 18:27:09 +0200 Subject: [PATCH 73/97] Refactor --- tests/test_database.py | 128 -------------------- tests/test_database_constant.py | 41 ------- tests/test_migrations.py | 199 -------------------------------- tests/test_report_elements.py | 75 ------------ tests/test_seed.py | 59 ---------- 5 files changed, 502 deletions(-) delete mode 100644 tests/test_database.py delete mode 100644 tests/test_database_constant.py delete mode 100644 tests/test_migrations.py delete mode 100644 tests/test_report_elements.py delete mode 100644 tests/test_seed.py diff --git a/tests/test_database.py b/tests/test_database.py deleted file mode 100644 index 43c7a930..00000000 --- a/tests/test_database.py +++ /dev/null @@ -1,128 +0,0 @@ -from __future__ import annotations - -from datetime import datetime - -import pandas as pd - -from policyengine.database import Database -from policyengine.models import ( - Dataset, - Dynamic, - OperationStatus, - Parameter, - ParameterValue, - Policy, - Simulation, - DatasetType, -) -from policyengine.models.single_year_dataset import SingleYearDataset -from policyengine.models.user import User, UserPolicy -from uuid import uuid4 - - -def _mk_db(tmp_path) -> Database: - db_path = tmp_path / "pe_test.db" - return Database(url=f"sqlite:///{db_path}") - - -def test_dataset_serialization_roundtrip(tmp_path): - db = _mk_db(tmp_path) - - person = pd.DataFrame({"person_id": [1, 2], "age": [30, 40]}) - syd = SingleYearDataset(tables={"person": person}, year=2024) - ds = Dataset(name="syd", data=syd, dataset_type=DatasetType.UK_SINGLE_YEAR) - - row = db.add(ds) - assert getattr(row, "id", None) is not None - - loaded = db.get(Dataset, row.id) # type: ignore[arg-type] - assert isinstance(loaded.data, SingleYearDataset) - assert loaded.data.year == 2024 - pd.testing.assert_frame_equal( - person.reset_index(drop=True), - loaded.data.tables["person"].reset_index(drop=True), - ) - - -def test_simulation_with_result_dataset(tmp_path): - db = _mk_db(tmp_path) - - # Input dataset - household = pd.DataFrame({"household_id": [1], "household_weight": [1.0]}) - syd_in = SingleYearDataset(tables={"household": household}, year=2029) - ds_in = Dataset( - name="in", data=syd_in, dataset_type=DatasetType.UK_SINGLE_YEAR - ) - - # Result dataset - person = pd.DataFrame({"person_id": [1], "gov_tax": [123.0]}) - syd_out = SingleYearDataset(tables={"person": person}, year=2029) - ds_out = Dataset( - name="out", data=syd_out, dataset_type=DatasetType.UK_SINGLE_YEAR - ) - - policy = Policy(name="p") - dynamic = Dynamic(name="d") - sim = Simulation( - dataset=ds_in, - policy=policy, - dynamic=dynamic, - country="uk", - status=OperationStatus.PENDING, - ) - sim.result = ds_out - - row = db.add(sim) - assert getattr(row, "id", None) is not None - - loaded = db.get(Simulation, row.id) # type: ignore[arg-type] - assert isinstance(loaded.result, Dataset) - assert isinstance(loaded.result.data, SingleYearDataset) - assert ( - "gov_tax" - in loaded.result.data.tables.get("person", pd.DataFrame()).columns - ) - - -def test_parameter_value_cascade(tmp_path): - db = _mk_db(tmp_path) - - param = Parameter(name="threshold", data_type=int, country="uk") - policy = Policy(name="baseline", country="uk") - - # Add the parameter and policy first - param_row = db.add(param) - policy_row = db.add(policy) - - pv = ParameterValue( - parameter=param, - policy=policy, - model_version="1.0", - start_date=datetime(2024, 1, 1), - value=100, - country="uk", - ) - - row = db.add(pv) - assert getattr(row, "id", None) is not None - assert row.parameter_id is not None - - # Check hydration preserves fields - loaded_list = db.list(ParameterValue) - assert loaded_list and loaded_list[0].value == 100 - - -def test_user_policy_association(tmp_path): - db = _mk_db(tmp_path) - - uid = uuid4() - user = User(id=uid, name="Alice", email="alice@example.com") - db.add(user) - - pol = Policy(name="p1") - link = UserPolicy(user=user, policy=pol, label="fav") - - row = db.add(link) - assert getattr(row, "id", None) is not None - assert row.user_id == uid - assert row.policy_id is not None diff --git a/tests/test_database_constant.py b/tests/test_database_constant.py deleted file mode 100644 index 43ee4b5a..00000000 --- a/tests/test_database_constant.py +++ /dev/null @@ -1,41 +0,0 @@ -"""Test the POLICYENGINE_DB constant and database connection.""" - -import pytest -from policyengine.database import Database, POLICYENGINE_DB - - -def test_policyengine_db_constant(): - """Test that POLICYENGINE_DB constant is defined and has the correct value.""" - assert POLICYENGINE_DB == "policyengine" - - -def test_database_with_constant_no_password(): - """Test that using POLICYENGINE_DB without password raises error.""" - import os - - # Make sure password is not set - old_password = os.environ.pop("POLICYENGINE_DB_PASSWORD", None) - - try: - with pytest.raises(ValueError, match="POLICYENGINE_DB_PASSWORD"): - db = Database(POLICYENGINE_DB) - finally: - # Restore password if it was set - if old_password: - os.environ["POLICYENGINE_DB_PASSWORD"] = old_password - - -def test_database_with_memory(): - """Test that regular database creation still works.""" - db = Database("sqlite:///:memory:") - assert db is not None - assert db.engine is not None - - -def test_database_import_from_main_package(): - """Test that Database and POLICYENGINE_DB can be imported from main package.""" - from policyengine import Database as DB2, POLICYENGINE_DB as PDB2 - - assert DB2 == Database - assert PDB2 == POLICYENGINE_DB - assert PDB2 == "policyengine" diff --git a/tests/test_migrations.py b/tests/test_migrations.py deleted file mode 100644 index 5c185a3a..00000000 --- a/tests/test_migrations.py +++ /dev/null @@ -1,199 +0,0 @@ -"""Test migrations for updating database with tax-benefit model metadata and datasets.""" - -import pytest -from policyengine.database import Database -from policyengine.migrations import migrate_country, migrate_all -from policyengine.models import Parameter, Variable, Dataset - - -def test_migrate_uk_metadata(): - """Test that UK metadata can be migrated to an in-memory database.""" - # Skip if policyengine_uk is not installed - pytest.importorskip("policyengine_uk") - - # Create in-memory database - db = Database("sqlite:///:memory:") - - # Migrate UK metadata without datasets (faster) - migrate_country(db, "uk", include_datasets=False) - - # Check that some variables were added - variables = db.list(Variable) - uk_variables = [v for v in variables if v.country == "uk"] - assert len(uk_variables) > 0, "No UK variables were migrated" - - # Check that some parameters were added - parameters = db.list(Parameter) - uk_parameters = [p for p in parameters if p.country == "uk"] - assert len(uk_parameters) > 0, "No UK parameters were migrated" - - # Check specific variable exists - income_tax = db.get(Variable, name="income_tax", country="uk") - assert income_tax is not None, "income_tax variable not found" - assert income_tax.country == "uk" - - -def test_migrate_us_metadata(): - """Test that US metadata can be migrated to an in-memory database.""" - # Skip if policyengine_us is not installed - pytest.importorskip("policyengine_us") - - # Create in-memory database - db = Database("sqlite:///:memory:") - - # Migrate US metadata without datasets (faster) - migrate_country(db, "us", include_datasets=False) - - # Check that some variables were added - variables = db.list(Variable) - us_variables = [v for v in variables if v.country == "us"] - assert len(us_variables) > 0, "No US variables were migrated" - - # Check that some parameters were added - parameters = db.list(Parameter) - us_parameters = [p for p in parameters if p.country == "us"] - assert len(us_parameters) > 0, "No US parameters were migrated" - - # Check specific variable exists - federal_tax = db.get(Variable, name="income_tax", country="us") - assert federal_tax is not None, "income_tax variable not found" - assert federal_tax.country == "us" - - -def test_migrate_uk_dataset(): - """Test that UK datasets can be migrated to an in-memory database.""" - # Skip if policyengine_uk is not installed - pytest.importorskip("policyengine_uk") - - # Create in-memory database - db = Database("sqlite:///:memory:") - - # Migrate UK with datasets - migrate_country(db, "uk", include_datasets=True) - - # Check that datasets were added - datasets = db.list(Dataset) - uk_datasets = [d for d in datasets if d.dataset_type.value == "uk"] - assert len(uk_datasets) > 0, "No UK datasets were migrated" - - # Check for specific dataset patterns - dataset_names = [d.name for d in uk_datasets] - # Should have either enhanced_frs or frs datasets for multiple years - assert any( - "frs" in name for name in dataset_names - ), "No FRS datasets found" - - -def test_migrate_us_dataset(): - """Test that US datasets can be migrated to an in-memory database.""" - # Skip if policyengine_us is not installed - pytest.importorskip("policyengine_us") - - # Create in-memory database - db = Database("sqlite:///:memory:") - - # Migrate US with datasets - migrate_country(db, "us", include_datasets=True) - - # Check that datasets were added - datasets = db.list(Dataset) - us_datasets = [d for d in datasets if d.dataset_type.value == "us"] - assert len(us_datasets) > 0, "No US datasets were migrated" - - # Check for specific dataset patterns - dataset_names = [d.name for d in us_datasets] - # Should have enhanced_cps datasets for multiple years - assert any( - "cps" in name for name in dataset_names - ), "No CPS datasets found" - - -def test_migrate_all(): - """Test that all countries can be migrated together.""" - # Create in-memory database - db = Database("sqlite:///:memory:") - - # Migrate all available countries (will skip if packages not installed) - migrate_all(db, countries=["uk", "us"], include_datasets=False) - - # Check what was migrated - variables = db.list(Variable) - parameters = db.list(Parameter) - - # At least one country should have been migrated if any package is installed - assert len(variables) > 0 or len(parameters) > 0, "No data was migrated" - - -def test_upsert_on_migration(): - """Test that migrations properly upsert data without duplicates.""" - # Skip if policyengine_uk is not installed - pytest.importorskip("policyengine_uk") - - # Create in-memory database - db = Database("sqlite:///:memory:") - - # First migration - migrate_country(db, "uk", include_datasets=False) - - # Count initial items - initial_variables = len(db.list(Variable)) - initial_parameters = len(db.list(Parameter)) - - # Second migration (should upsert, not duplicate) - migrate_country(db, "uk", include_datasets=False) - - # Count after second migration - final_variables = len(db.list(Variable)) - final_parameters = len(db.list(Parameter)) - - # Should be the same (no duplicates) - assert final_variables == initial_variables, "Variables were duplicated" - assert final_parameters == initial_parameters, "Parameters were duplicated" - - -def test_parameter_value_versioning(): - """Test that parameter values are properly versioned by model_version.""" - # Skip if policyengine_uk is not installed - pytest.importorskip("policyengine_uk") - - # Create in-memory database - db = Database("sqlite:///:memory:") - - # Migrate UK - migrate_country(db, "uk", include_datasets=False) - - # Check that parameter values have model versions - from policyengine.utils.version import get_model_version - - version = get_model_version("uk") - - # Query for a specific parameter's values - from sqlmodel import select - from policyengine.tables import ParameterValueTable - - with db.session() as s: - stmt = ( - select(ParameterValueTable) - .where( - ParameterValueTable.country == "uk", - ParameterValueTable.model_version == version, - ) - .limit(10) - ) - values = s.exec(stmt).all() - - assert ( - len(values) > 0 - ), f"No parameter values found for version {version}" - for v in values: - assert ( - v.model_version == version - ), f"Wrong version: {v.model_version}" - - -def test_invalid_country(): - """Test that invalid country codes raise an error.""" - db = Database("sqlite:///:memory:") - - with pytest.raises(ValueError, match="Unknown country"): - migrate_country(db, "invalid_country", include_datasets=False) diff --git a/tests/test_report_elements.py b/tests/test_report_elements.py deleted file mode 100644 index 140ce230..00000000 --- a/tests/test_report_elements.py +++ /dev/null @@ -1,75 +0,0 @@ -from __future__ import annotations - -import pandas as pd - -from policyengine.models import Dataset, DatasetType, Policy, Dynamic -from policyengine.models.single_year_dataset import SingleYearDataset -from policyengine.models.simulation import Simulation -from policyengine.models.report_items import Aggregate, AggregateMetric - - -def _mk_sim_with_person_table( - df: pd.DataFrame, year: int = 2025 -) -> Simulation: - syd = SingleYearDataset(tables={"person": df}, year=year) - ds = Dataset(name="ds", data=syd, dataset_type=DatasetType.UK_SINGLE_YEAR) - sim = Simulation( - dataset=ds, - policy=Policy(), - dynamic=Dynamic(), - country="uk", - ) - # result mirrors dataset for reporting - sim.result = Dataset(dataset_type=DatasetType.UK_SINGLE_YEAR, data=syd) - return sim - - -def test_aggregate_report_element_grouped_mean(): - df = pd.DataFrame( - { - "person_id": [1, 2, 3, 4], - "race_ethnicity": ["A", "A", "B", "B"], - "is_in_poverty": [0, 1, 1, 1], - "weight_value": [1.0, 3.0, 1.0, 1.0], - } - ) - - sim = _mk_sim_with_person_table(df) - records = Aggregate.build( - simulation=sim, - variable="is_in_poverty", - entity_level="person", - filter_variable="race_ethnicity", - metric=AggregateMetric.MEAN, - ) - assert isinstance(records, list) and all( - isinstance(r, type(records[0])) for r in records - ) - # Expect two groups A and B - assert len(records) == 2 - - # Weighted mean poverty for A: (0*1 + 1*3) / (1+3) = 0.75 - # For B: (1*1 + 1*1) / (1+1) = 1.0 - df_out = Aggregate.to_dataframe(records).set_index("filter_variable_value") - assert abs(df_out.loc["A", "value"] - 0.75) < 1e-9 - assert abs(df_out.loc["B", "value"] - 1.0) < 1e-9 - - -def test_to_dataframe_flattens_simulation_columns(): - df = pd.DataFrame( - { - "person_id": [1, 2], - "var": [10, 20], - "weight_value": [1.0, 1.0], - } - ) - sim = _mk_sim_with_person_table(df) - sim.policy.name = "P" - sim.dataset.name = "D" - sim.dynamic.name = "X" - - recs = Aggregate.build(simulation=sim, variable="var") - dfx = Aggregate.to_dataframe(recs) - # Simulation column is flattened to policy/dataset/dynamic - assert "simulation" not in dfx.columns - assert set(["policy", "dataset", "dynamic"]).issubset(dfx.columns) diff --git a/tests/test_seed.py b/tests/test_seed.py deleted file mode 100644 index 8e8099e6..00000000 --- a/tests/test_seed.py +++ /dev/null @@ -1,59 +0,0 @@ -import importlib -import math -import pytest - -from policyengine.database import Database -from policyengine.models import Parameter, ParameterValue, Variable -from datetime import datetime - - -def _has_pkg(mod_path: str) -> bool: - try: - importlib.import_module(mod_path) - return True - except Exception: - return False - - -@pytest.mark.parametrize( - "country,mod", - [ - ("uk", "policyengine.countries.uk.metadata"), - ("us", "policyengine.countries.us.metadata"), - ], -) -def test_seed_country(tmp_path, country, mod): - if not _has_pkg(mod.split(":")[0]): - pytest.skip(f"Missing package for {country}") - - db_path = tmp_path / f"seed_{country}.db" - db = Database(url=f"sqlite:///{db_path}") - db.reset() - db.seed([country]) - - # Basic sanity: variables and parameter values exist - vars_ = db.list(Variable) - pvals = db.list(ParameterValue) - assert len(vars_) > 0 - assert len(pvals) > 0 - - -def test_parameter_value_infinity_roundtrip(tmp_path): - db_path = tmp_path / "inf.db" - db = Database(url=f"sqlite:///{db_path}") - - p = Parameter(name="x", data_type=float, country="uk") - # Add the parameter first - db.add(p) - - pv = ParameterValue( - parameter=p, - model_version="v", - start_date=datetime(2020, 1, 1), - value=float("inf"), - country="uk", - ) - db.add(pv) - - out = db.list(ParameterValue)[0] - assert math.isinf(out.value) and out.value > 0 From 9569d33ba5bbb2aade6b6b48464548d2b4910e30 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Mon, 15 Sep 2025 09:02:30 +0100 Subject: [PATCH 74/97] Reimplement --- Makefile | 5 +- docs/dev.md | 8 + docs/myst.yml | 3 +- pyproject.toml | 7 +- src/policyengine/database/__init__.py | 1 + src/policyengine/database/database.py | 148 ++++++++++++++++++ src/policyengine/database/link.py | 62 ++++++++ src/policyengine/database/model.py | 50 ++++++ .../extensions/general_outputs.py | 3 + .../extensions/policyengine_uk.py | 51 ++++++ .../extensions/policyengine_us.py | 0 src/policyengine/extensions/reports.py | 0 src/policyengine/extensions/users.py | 0 src/policyengine/models/__init__.py | 6 + src/policyengine/models/dataset.py | 20 +++ src/policyengine/models/dynamic.py | 14 ++ src/policyengine/models/model.py | 16 ++ src/policyengine/models/parameter.py | 17 ++ src/policyengine/models/policy.py | 13 ++ src/policyengine/models/simulation.py | 22 +++ 20 files changed, 437 insertions(+), 9 deletions(-) create mode 100644 docs/dev.md create mode 100644 src/policyengine/database/__init__.py create mode 100644 src/policyengine/database/database.py create mode 100644 src/policyengine/database/link.py create mode 100644 src/policyengine/database/model.py create mode 100644 src/policyengine/extensions/general_outputs.py create mode 100644 src/policyengine/extensions/policyengine_uk.py create mode 100644 src/policyengine/extensions/policyengine_us.py create mode 100644 src/policyengine/extensions/reports.py create mode 100644 src/policyengine/extensions/users.py create mode 100644 src/policyengine/models/__init__.py create mode 100644 src/policyengine/models/dataset.py create mode 100644 src/policyengine/models/dynamic.py create mode 100644 src/policyengine/models/model.py create mode 100644 src/policyengine/models/parameter.py create mode 100644 src/policyengine/models/policy.py create mode 100644 src/policyengine/models/simulation.py diff --git a/Makefile b/Makefile index 7d35bd60..fa8c7234 100644 --- a/Makefile +++ b/Makefile @@ -3,7 +3,7 @@ all: build-package docs: - jupyter book start + cd docs && jupyter book start install: pip install -e .[dev] @@ -11,6 +11,9 @@ install: format: black . -l 79 +clean: + rm -rf **/__pycache__ _build **/_build .pytest_cache .ruff_cache **/*.egg-info **/*.pyc + changelog: build-changelog changelog.yaml --output changelog.yaml --update-last-date --start-from 1.0.0 --append-file changelog_entry.yaml build-changelog changelog.yaml --org PolicyEngine --repo policyengine.py --output CHANGELOG.md --template .github/changelog_template.md diff --git a/docs/dev.md b/docs/dev.md new file mode 100644 index 00000000..8b7ded2c --- /dev/null +++ b/docs/dev.md @@ -0,0 +1,8 @@ +# Development principles + +General principles for developing this package's codebase go here. + +1. **STRONG** preference for simplicity. Let's make this package as simple as it possibly can be. +2. Remember the goal of this package: to make it easy to create, run, save and analyse PolicyEngine simulations. When considering further features, always ask: can we instead *make it super easy* for people to do this outside the package? +3. Be consistent about property names. `name` = human readable few words you could put as the noun in a sentence without fail. `id` = unique identifier, ideally a UUID. `description` = longer human readable text that describes the object. `created_at` and `updated_at` = timestamps for when the object was created and last updated. +4. Constraints can be good. We should set constraints where they help us simplify the codebase and usage, but not where they unnecessarily block useful functionality. For example: a `Model`, e.g. PolicyEngine UK, is restricted to being basically a set of variables, baseline parameters, and a `f: set of tables -> set of tables` function. \ No newline at end of file diff --git a/docs/myst.yml b/docs/myst.yml index a4554c1e..8592d1ae 100644 --- a/docs/myst.yml +++ b/docs/myst.yml @@ -11,8 +11,7 @@ project: toc: # Auto-generated by `myst init --write-toc` - file: index.md - - file: models.md - - file: custom_outputs.md + - file: dev.md site: template: book-theme diff --git a/pyproject.toml b/pyproject.toml index 565b223d..938ac2c7 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta" [project] name = "policyengine" -version = "0.6.1" +version = "1.0.0" description = "A package to conduct policy analysis using PolicyEngine tax-benefit models." readme = "README.md" authors = [ @@ -37,11 +37,6 @@ us = [ "policyengine_core>=3.10", "policyengine-us>=1.213.1", ] -all = [ - "policyengine_core>=3.10", - "policyengine-uk", - "policyengine-us>=1.213.1", -] dev = [ "black", "pytest", diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py new file mode 100644 index 00000000..ef3f969b --- /dev/null +++ b/src/policyengine/database/__init__.py @@ -0,0 +1 @@ +from .database import Database diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py new file mode 100644 index 00000000..5b8a543a --- /dev/null +++ b/src/policyengine/database/database.py @@ -0,0 +1,148 @@ +from pydantic import BaseModel +from sqlmodel import SQLModel, Field, JSON, Column, Session, select, MetaData +from typing import Optional, List, Any, Callable +from datetime import datetime +from uuid import uuid4 +from policyengine.models import Model, Policy, Dynamic, Dataset, Simulation, Parameter, ParameterValue +import pickle +from .link import TableLink +from .model import model_table_link, model_version_table_link + +class PolicyTable(SQLModel, table=True): + __tablename__ = "policies" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + name: str = Field(nullable=False) + description: Optional[str] = Field(default=None) + parameter_value_ids: List[str] = Field(default_factory=list, sa_column=Column(JSON)) + created_at: datetime = Field(default_factory=datetime.now) + updated_at: datetime = Field(default_factory=datetime.now) + +class DynamicTable(SQLModel, table=True): + __tablename__ = "dynamics" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + name: str = Field(nullable=False) + description: Optional[str] = Field(default=None) + parameter_value_ids: List[str] = Field(default_factory=list, sa_column=Column(JSON)) + created_at: datetime = Field(default_factory=datetime.now) + updated_at: datetime = Field(default_factory=datetime.now) + + + +class ParameterTable(SQLModel, table=True): + __tablename__ = "parameters" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + description: str = Field(nullable=False) + data_type: str = Field(nullable=False) + model_id: Optional[str] = Field(default=None) + +class ParameterValueTable(SQLModel, table=True): + __tablename__ = "parameter_values" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + parameter_id: str = Field(nullable=False) + value: float = Field(nullable=False) + start_date: datetime = Field(nullable=False) + end_date: Optional[datetime] = Field(default=None) + +class VersionedDatasetTable(SQLModel, table=True): + __tablename__ = "versioned_datasets" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + name: str = Field(nullable=False) + description: str = Field(nullable=False) + model_id: Optional[str] = Field(default=None, foreign_key="models.id") + +class DatasetTable(SQLModel, table=True): + __tablename__ = "datasets" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + name: str = Field(nullable=False) + description: str = Field(nullable=False) + version: Optional[str] = Field(default=None) + versioned_dataset_id: Optional[str] = Field(default=None, foreign_key="versioned_datasets.id") + year: Optional[int] = Field(default=None) + data: Optional[Any] = Field(default=None, sa_column=Column(JSON)) + model_id: Optional[str] = Field(default=None, foreign_key="models.id") + +class SimulationTable(SQLModel, table=True): + __tablename__ = "simulations" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + name: str = Field(nullable=False) + description: Optional[str] = Field(default=None) + created_at: datetime = Field(default_factory=datetime.now) + updated_at: datetime = Field(default_factory=datetime.now) + + policy_id: Optional[str] = Field(default=None, foreign_key="policies.id") + dynamic_id: Optional[str] = Field(default=None, foreign_key="dynamics.id") + dataset_id: str = Field(foreign_key="datasets.id") + model_version_id: Optional[str] = Field(default=None, foreign_key="model_versions.id") + result: Optional[Any] = Field(default=None, sa_column=Column(JSON)) + +class Database: + url: str + + _model_table_links: list[TableLink] = [] + + def __init__(self, url: str): + self.url = url + self.engine = self._create_engine() + self.session = Session(self.engine) + + for link in [ + model_table_link, + model_version_table_link, + ]: + self.register_table(link) + + def _create_engine(self): + from sqlmodel import create_engine + return create_engine(self.url, echo=False) + + def create_tables(self): + """Create all database tables.""" + SQLModel.metadata.create_all(self.engine) + + def drop_tables(self): + """Drop all database tables.""" + SQLModel.metadata.drop_all(self.engine) + + def reset(self): + """Drop and recreate all tables.""" + self.drop_tables() + self.create_tables() + + def __enter__(self): + """Context manager entry - creates a session.""" + self.session = Session(self.engine) + return self.session + + def __exit__(self, exc_type, exc_val, exc_tb): + """Context manager exit - closes the session.""" + if exc_type: + self.session.rollback() + else: + self.session.commit() + self.session.close() + + def register_table(self, link: TableLink): + self._model_table_links.append(link) + # Create the table if not exists + link.table_cls.metadata.create_all(self.engine) + + + def get(self, model_cls: type, **kwargs): + table_link = next((link for link in self._model_table_links if link.model_cls == model_cls), None) + if table_link is not None: + table_link.get(self, **kwargs) + + def set(self, object: Any): + table_link = next((link for link in self._model_table_links if link.model_cls == type(object)), None) + if table_link is not None: + table_link.set(self, object) + +# Now, define the table links + diff --git a/src/policyengine/database/link.py b/src/policyengine/database/link.py new file mode 100644 index 00000000..fa92f3ae --- /dev/null +++ b/src/policyengine/database/link.py @@ -0,0 +1,62 @@ +from pydantic import BaseModel +from sqlmodel import SQLModel, select +from typing import Callable, TYPE_CHECKING +if TYPE_CHECKING: + from .database import Database + +class TableLink(BaseModel): + model_cls: type[BaseModel] + table_cls: type[SQLModel] + model_to_table_custom_transforms: dict[str, Callable] | None = None + table_to_model_custom_transforms: dict[str, Callable] | None = None + primary_key: str | tuple[str] = "id" + + def get(self, database: "Database", **kwargs): + statement = select(self.table_cls).filter_by(**kwargs) + result = database.session.exec(statement).first() + if result is None: + return None + model_data = result.model_dump() + if self.table_to_model_custom_transforms: + for field, transform in self.table_to_model_custom_transforms.items(): + if field in model_data: + model_data[field] = transform(model_data[field]) + else: + model_data[field] = transform(result) + + # Only include fields that exist in the model class + valid_fields = {field_name for field_name in self.model_cls.__annotations__.keys()} + filtered_model_data = {k: v for k, v in model_data.items() if k in valid_fields} + return self.model_cls(**filtered_model_data) + + def set(self, database: "Database", obj: BaseModel): + model_data = obj.model_dump() + if self.model_to_table_custom_transforms: + for field, transform in self.model_to_table_custom_transforms.items(): + if field in model_data: + model_data[field] = transform(model_data[field]) + else: + model_data[field] = transform(obj) + # Only include fields that exist in the table class + valid_fields = {field_name for field_name in self.table_cls.__annotations__.keys()} + filtered_model_data = {k: v for k, v in model_data.items() if k in valid_fields} + table_obj = self.table_cls(**filtered_model_data) + + # Check if already exists using primary key + query = select(self.table_cls) + if isinstance(self.primary_key, tuple): + for key in self.primary_key: + query.where(getattr(self.table_cls, key) == getattr(table_obj, key)) + else: + query.where(getattr(self.table_cls, self.primary_key) == getattr(table_obj, self.primary_key)) + + existing = database.session.exec(query).first() + if existing: + # Update existing record + for key, value in model_data.items(): + setattr(existing, key, value) + database.session.add(existing) + else: + database.session.add(table_obj) + + database.session.commit() \ No newline at end of file diff --git a/src/policyengine/database/model.py b/src/policyengine/database/model.py new file mode 100644 index 00000000..63be258a --- /dev/null +++ b/src/policyengine/database/model.py @@ -0,0 +1,50 @@ +from sqlmodel import SQLModel, Field, select +import pickle +from policyengine.models import Model, ModelVersion +from typing import Optional, TYPE_CHECKING +from datetime import datetime +from uuid import uuid4 + +if TYPE_CHECKING: + from .database import Database + +from .link import TableLink + + +class ModelTable(SQLModel, table=True, extend_existing=True): + __tablename__ = "models" + + id: str = Field(primary_key=True) + name: str = Field(nullable=False) + description: Optional[str] = Field(default=None) + simulation_function: bytes + + +model_table_link = TableLink( + model_cls=Model, + table_cls=ModelTable, + model_to_table_custom_transforms=dict( + simulation_function=pickle.dumps, + ), + table_to_model_custom_transforms=dict( + simulation_function=pickle.loads, + ), +) + +class ModelVersionTable(SQLModel, table=True): + __tablename__ = "model_versions" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + model_id: str = Field(foreign_key="models.id", ondelete="CASCADE") + version: str = Field(nullable=False) + description: Optional[str] = Field(default=None) + created_at: datetime = Field(default_factory=datetime.now) + +model_version_table_link = TableLink( + model_cls=ModelVersion, + table_cls=ModelVersionTable, + model_to_table_custom_transforms=dict( + model_id=lambda model_version: model_version.model.id, + ), + table_to_model_custom_transforms={} +) \ No newline at end of file diff --git a/src/policyengine/extensions/general_outputs.py b/src/policyengine/extensions/general_outputs.py new file mode 100644 index 00000000..21d4d220 --- /dev/null +++ b/src/policyengine/extensions/general_outputs.py @@ -0,0 +1,3 @@ +from pydantic import BaseModel +from sqlmodel import SQLModel + diff --git a/src/policyengine/extensions/policyengine_uk.py b/src/policyengine/extensions/policyengine_uk.py new file mode 100644 index 00000000..c49e81d5 --- /dev/null +++ b/src/policyengine/extensions/policyengine_uk.py @@ -0,0 +1,51 @@ +from pydantic import BaseModel +from ..models import Simulation, Model, Dataset, Policy, Dynamic, ModelVersion +import pandas as pd +import importlib.metadata + +def run_policyengine_uk(dataset: "Dataset", policy: "Policy | None" = None, dynamic: "Dynamic | None" = None) -> dict[str, "pd.DataFrame"]: + data: dict[str, pd.DataFrame] = dataset.data + + from policyengine_uk import Microsimulation + from policyengine_uk.data import UKSingleYearDataset + + pe_input_data = UKSingleYearDataset( + person=data["person"], + benunit=data["benunit"], + household=data["household"], + fiscal_year=dataset.year, + ) + + sim = Microsimulation(dataset=pe_input_data) + + if policy is not None: + policy.simulation_modifier(sim) + + # Skip reforms for now + + output_data = {} + + for entity in ["person", "benunit", "household"]: + output_data[entity] = pd.DataFrame() + for variable in sim.tax_benefit_system.variables.values(): + correct_entity = variable.entity.key == entity + has_data = dataset.year in sim.get_holder(variable_name=variable.name).get_known_periods() + if correct_entity and has_data: + output_data[entity][variable.name] = sim.get_array(variable.name, dataset.year) + + return output_data + +policyengine_uk_model = Model( + id="policyengine_uk", + name="PolicyEngine UK", + description="PolicyEngine's open-source tax-benefit microsimulation model.", + simulation_function=run_policyengine_uk, +) + +# Get policyengine-uk version + + +policyengine_uk_latest_version = ModelVersion( + model=policyengine_uk_model, + version=importlib.metadata.distribution("policyengine_uk").version, +) \ No newline at end of file diff --git a/src/policyengine/extensions/policyengine_us.py b/src/policyengine/extensions/policyengine_us.py new file mode 100644 index 00000000..e69de29b diff --git a/src/policyengine/extensions/reports.py b/src/policyengine/extensions/reports.py new file mode 100644 index 00000000..e69de29b diff --git a/src/policyengine/extensions/users.py b/src/policyengine/extensions/users.py new file mode 100644 index 00000000..e69de29b diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py new file mode 100644 index 00000000..d2e68638 --- /dev/null +++ b/src/policyengine/models/__init__.py @@ -0,0 +1,6 @@ +from .dataset import Dataset, VersionedDataset +from .dynamic import Dynamic +from .policy import Policy +from .model import Model, ModelVersion +from .parameter import Parameter, ParameterValue +from .simulation import Simulation diff --git a/src/policyengine/models/dataset.py b/src/policyengine/models/dataset.py new file mode 100644 index 00000000..d39e48bc --- /dev/null +++ b/src/policyengine/models/dataset.py @@ -0,0 +1,20 @@ +from pydantic import BaseModel +from typing import Any +from uuid import uuid4 +from .model import Model + +class VersionedDataset(BaseModel): + id: str = str(uuid4()) + name: str + description: str + model: Model | None = None + +class Dataset(BaseModel): + id: str = str(uuid4()) + name: str + description: str + version: str | None = None + versioned_dataset: VersionedDataset | None = None + year: int | None = None + data: Any | None = None + model: Model | None = None \ No newline at end of file diff --git a/src/policyengine/models/dynamic.py b/src/policyengine/models/dynamic.py new file mode 100644 index 00000000..c3ad48e3 --- /dev/null +++ b/src/policyengine/models/dynamic.py @@ -0,0 +1,14 @@ +from pydantic import BaseModel +from typing import Callable +from uuid import uuid4 +from datetime import datetime + +class Dynamic(BaseModel): + id: str = str(uuid4()) + name: str + description: str | None = None + parameter_values: list[str] = [] + simulation_modifier: Callable | None = None + created_at: datetime = datetime.now() + updated_at: datetime = datetime.now() + diff --git a/src/policyengine/models/model.py b/src/policyengine/models/model.py new file mode 100644 index 00000000..fe7f8308 --- /dev/null +++ b/src/policyengine/models/model.py @@ -0,0 +1,16 @@ +from pydantic import BaseModel +from datetime import datetime +from typing import Callable + +class Model(BaseModel): + id: str + name: str + description: str | None = None + simulation_function: Callable + + +class ModelVersion(BaseModel): + model: Model + version: str + description: str | None = None + created_at: datetime = datetime.now() diff --git a/src/policyengine/models/parameter.py b/src/policyengine/models/parameter.py new file mode 100644 index 00000000..ed478b19 --- /dev/null +++ b/src/policyengine/models/parameter.py @@ -0,0 +1,17 @@ +from pydantic import BaseModel +from uuid import uuid4 +from datetime import datetime +from .model import Model + +class Parameter(BaseModel): + id: str = str(uuid4()) + description: str + data_type: type + model: Model | None = None + +class ParameterValue(BaseModel): + id: str = str(uuid4()) + parameter: Parameter + value: float + start_date: datetime + end_date: datetime | None = None diff --git a/src/policyengine/models/policy.py b/src/policyengine/models/policy.py new file mode 100644 index 00000000..73ad35bd --- /dev/null +++ b/src/policyengine/models/policy.py @@ -0,0 +1,13 @@ +from pydantic import BaseModel +from typing import Callable +from uuid import uuid4 +from datetime import datetime + +class Policy(BaseModel): + id: str = str(uuid4()) + name: str + description: str | None = None + parameter_values: list[str] = [] + simulation_modifier: Callable | None = None + created_at: datetime = datetime.now() + updated_at: datetime = datetime.now() diff --git a/src/policyengine/models/simulation.py b/src/policyengine/models/simulation.py new file mode 100644 index 00000000..0f071878 --- /dev/null +++ b/src/policyengine/models/simulation.py @@ -0,0 +1,22 @@ +from pydantic import BaseModel +from uuid import uuid4 +from datetime import datetime +from .policy import Policy +from .dynamic import Dynamic +from .dataset import Dataset +from .model import ModelVersion +from typing import Any + +class Simulation(BaseModel): + id: str = str(uuid4()) + name: str + description: str | None = None + created_at: datetime = datetime.now() + updated_at: datetime = datetime.now() + + policy: Policy | None = None + dynamic: Dynamic | None = None + dataset: Dataset + + model_version: ModelVersion | None = None + result: Any | None = None \ No newline at end of file From 3b0249367305d75b9566fdae4f49daa6024eda1e Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Thu, 18 Sep 2025 12:10:40 +0100 Subject: [PATCH 75/97] Get us working --- pyproject.toml | 1 + src/policyengine/database/__init__.py | 43 ++++++ src/policyengine/database/database.py | 139 ++++++------------ src/policyengine/database/dataset_table.py | 39 +++++ src/policyengine/database/dynamic_table.py | 32 ++++ src/policyengine/database/link.py | 51 ++++--- src/policyengine/database/model.py | 50 ------- src/policyengine/database/model_table.py | 26 ++++ .../database/model_version_table.py | 26 ++++ src/policyengine/database/parameter_table.py | 30 ++++ .../database/parameter_value_table.py | 26 ++++ src/policyengine/database/policy_table.py | 32 ++++ src/policyengine/database/simulation_table.py | 48 ++++++ .../database/versioned_dataset_table.py | 26 ++++ .../extensions/general_outputs.py | 112 +++++++++++++- .../extensions/policyengine_uk.py | 44 +++++- .../extensions/policyengine_us.py | 76 ++++++++++ src/policyengine/models/__init__.py | 9 +- src/policyengine/models/dataset.py | 10 +- src/policyengine/models/dynamic.py | 2 +- src/policyengine/models/model.py | 9 +- src/policyengine/models/model_version.py | 12 ++ src/policyengine/models/parameter.py | 9 +- src/policyengine/models/parameter_value.py | 12 ++ src/policyengine/models/policy.py | 1 + src/policyengine/models/simulation.py | 20 ++- src/policyengine/models/versioned_dataset.py | 10 ++ src/policyengine/utils/compress.py | 19 +++ uv.lock | 30 ++-- 29 files changed, 734 insertions(+), 210 deletions(-) create mode 100644 src/policyengine/database/dataset_table.py create mode 100644 src/policyengine/database/dynamic_table.py delete mode 100644 src/policyengine/database/model.py create mode 100644 src/policyengine/database/model_table.py create mode 100644 src/policyengine/database/model_version_table.py create mode 100644 src/policyengine/database/parameter_table.py create mode 100644 src/policyengine/database/parameter_value_table.py create mode 100644 src/policyengine/database/policy_table.py create mode 100644 src/policyengine/database/simulation_table.py create mode 100644 src/policyengine/database/versioned_dataset_table.py create mode 100644 src/policyengine/models/model_version.py create mode 100644 src/policyengine/models/parameter_value.py create mode 100644 src/policyengine/models/versioned_dataset.py create mode 100644 src/policyengine/utils/compress.py diff --git a/pyproject.toml b/pyproject.toml index 938ac2c7..315ba1d5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -26,6 +26,7 @@ dependencies = [ "ipywidgets>=8.0.0", "microdf_python", "tqdm>=4.67.1", + "blosc>=1.11.3", ] [project.optional-dependencies] diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py index ef3f969b..f1c0a983 100644 --- a/src/policyengine/database/__init__.py +++ b/src/policyengine/database/__init__.py @@ -1 +1,44 @@ from .database import Database +from .link import TableLink + +# Import all table classes and links +from .model_table import ModelTable, model_table_link +from .model_version_table import ModelVersionTable, model_version_table_link +from .dataset_table import DatasetTable, dataset_table_link +from .versioned_dataset_table import ( + VersionedDatasetTable, + versioned_dataset_table_link, +) +from .policy_table import PolicyTable, policy_table_link +from .dynamic_table import DynamicTable, dynamic_table_link +from .parameter_table import ParameterTable, parameter_table_link +from .parameter_value_table import ( + ParameterValueTable, + parameter_value_table_link, +) +from .simulation_table import SimulationTable, simulation_table_link + +__all__ = [ + "Database", + "TableLink", + # Tables + "ModelTable", + "ModelVersionTable", + "DatasetTable", + "VersionedDatasetTable", + "PolicyTable", + "DynamicTable", + "ParameterTable", + "ParameterValueTable", + "SimulationTable", + # Links + "model_table_link", + "model_version_table_link", + "dataset_table_link", + "versioned_dataset_table_link", + "policy_table_link", + "dynamic_table_link", + "parameter_table_link", + "parameter_value_table_link", + "simulation_table_link", +] diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index 5b8a543a..bfedfbaa 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -1,86 +1,20 @@ -from pydantic import BaseModel -from sqlmodel import SQLModel, Field, JSON, Column, Session, select, MetaData -from typing import Optional, List, Any, Callable -from datetime import datetime -from uuid import uuid4 -from policyengine.models import Model, Policy, Dynamic, Dataset, Simulation, Parameter, ParameterValue -import pickle +from sqlmodel import SQLModel, Session +from typing import Any from .link import TableLink -from .model import model_table_link, model_version_table_link - -class PolicyTable(SQLModel, table=True): - __tablename__ = "policies" - - id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) - name: str = Field(nullable=False) - description: Optional[str] = Field(default=None) - parameter_value_ids: List[str] = Field(default_factory=list, sa_column=Column(JSON)) - created_at: datetime = Field(default_factory=datetime.now) - updated_at: datetime = Field(default_factory=datetime.now) - -class DynamicTable(SQLModel, table=True): - __tablename__ = "dynamics" - - id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) - name: str = Field(nullable=False) - description: Optional[str] = Field(default=None) - parameter_value_ids: List[str] = Field(default_factory=list, sa_column=Column(JSON)) - created_at: datetime = Field(default_factory=datetime.now) - updated_at: datetime = Field(default_factory=datetime.now) - - - -class ParameterTable(SQLModel, table=True): - __tablename__ = "parameters" - - id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) - description: str = Field(nullable=False) - data_type: str = Field(nullable=False) - model_id: Optional[str] = Field(default=None) - -class ParameterValueTable(SQLModel, table=True): - __tablename__ = "parameter_values" - - id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) - parameter_id: str = Field(nullable=False) - value: float = Field(nullable=False) - start_date: datetime = Field(nullable=False) - end_date: Optional[datetime] = Field(default=None) - -class VersionedDatasetTable(SQLModel, table=True): - __tablename__ = "versioned_datasets" - - id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) - name: str = Field(nullable=False) - description: str = Field(nullable=False) - model_id: Optional[str] = Field(default=None, foreign_key="models.id") - -class DatasetTable(SQLModel, table=True): - __tablename__ = "datasets" - - id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) - name: str = Field(nullable=False) - description: str = Field(nullable=False) - version: Optional[str] = Field(default=None) - versioned_dataset_id: Optional[str] = Field(default=None, foreign_key="versioned_datasets.id") - year: Optional[int] = Field(default=None) - data: Optional[Any] = Field(default=None, sa_column=Column(JSON)) - model_id: Optional[str] = Field(default=None, foreign_key="models.id") - -class SimulationTable(SQLModel, table=True): - __tablename__ = "simulations" - - id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) - name: str = Field(nullable=False) - description: Optional[str] = Field(default=None) - created_at: datetime = Field(default_factory=datetime.now) - updated_at: datetime = Field(default_factory=datetime.now) - - policy_id: Optional[str] = Field(default=None, foreign_key="policies.id") - dynamic_id: Optional[str] = Field(default=None, foreign_key="dynamics.id") - dataset_id: str = Field(foreign_key="datasets.id") - model_version_id: Optional[str] = Field(default=None, foreign_key="model_versions.id") - result: Optional[Any] = Field(default=None, sa_column=Column(JSON)) + +# Import all table links +from .model_table import model_table_link +from .model_version_table import model_version_table_link +from .dataset_table import dataset_table_link +from .versioned_dataset_table import versioned_dataset_table_link +from .policy_table import policy_table_link +from .dynamic_table import dynamic_table_link +from .parameter_table import parameter_table_link +from .parameter_value_table import parameter_value_table_link +from .simulation_table import simulation_table_link + +from policyengine.extensions.general_outputs import aggregate_table_link + class Database: url: str @@ -95,17 +29,26 @@ def __init__(self, url: str): for link in [ model_table_link, model_version_table_link, + dataset_table_link, + versioned_dataset_table_link, + policy_table_link, + dynamic_table_link, + parameter_table_link, + parameter_value_table_link, + simulation_table_link, + aggregate_table_link, ]: self.register_table(link) - + def _create_engine(self): from sqlmodel import create_engine + return create_engine(self.url, echo=False) - + def create_tables(self): """Create all database tables.""" SQLModel.metadata.create_all(self.engine) - + def drop_tables(self): """Drop all database tables.""" SQLModel.metadata.drop_all(self.engine) @@ -114,12 +57,12 @@ def reset(self): """Drop and recreate all tables.""" self.drop_tables() self.create_tables() - + def __enter__(self): """Context manager entry - creates a session.""" self.session = Session(self.engine) return self.session - + def __exit__(self, exc_type, exc_val, exc_tb): """Context manager exit - closes the session.""" if exc_type: @@ -132,17 +75,27 @@ def register_table(self, link: TableLink): self._model_table_links.append(link) # Create the table if not exists link.table_cls.metadata.create_all(self.engine) - def get(self, model_cls: type, **kwargs): - table_link = next((link for link in self._model_table_links if link.model_cls == model_cls), None) + table_link = next( + ( + link + for link in self._model_table_links + if link.model_cls == model_cls + ), + None, + ) if table_link is not None: table_link.get(self, **kwargs) def set(self, object: Any): - table_link = next((link for link in self._model_table_links if link.model_cls == type(object)), None) + table_link = next( + ( + link + for link in self._model_table_links + if link.model_cls == type(object) + ), + None, + ) if table_link is not None: table_link.set(self, object) - -# Now, define the table links - diff --git a/src/policyengine/database/dataset_table.py b/src/policyengine/database/dataset_table.py new file mode 100644 index 00000000..e8621a70 --- /dev/null +++ b/src/policyengine/database/dataset_table.py @@ -0,0 +1,39 @@ +from sqlmodel import SQLModel, Field +from typing import Optional +from uuid import uuid4 +from policyengine.models import Dataset +from .link import TableLink +from policyengine.utils.compress import compress_data, decompress_data + + +class DatasetTable(SQLModel, table=True): + __tablename__ = "datasets" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + name: str = Field(nullable=False) + description: Optional[str] = Field(default=None) + version: Optional[str] = Field(default=None) + versioned_dataset_id: Optional[str] = Field( + default=None, foreign_key="versioned_datasets.id", ondelete="SET NULL" + ) + year: Optional[int] = Field(default=None) + data: Optional[bytes] = Field(default=None) + model_id: Optional[str] = Field( + default=None, foreign_key="models.id", ondelete="SET NULL" + ) + + +dataset_table_link = TableLink( + model_cls=Dataset, + table_cls=DatasetTable, + model_to_table_custom_transforms=dict( + versioned_dataset_id=lambda d: d.versioned_dataset.id + if d.versioned_dataset + else None, + model_id=lambda d: d.model.id if d.model else None, + data=lambda d: compress_data(d.data) if d.data else None, + ), + table_to_model_custom_transforms=dict( + data=lambda b: decompress_data(b) if b else None, + ), +) diff --git a/src/policyengine/database/dynamic_table.py b/src/policyengine/database/dynamic_table.py new file mode 100644 index 00000000..77f67404 --- /dev/null +++ b/src/policyengine/database/dynamic_table.py @@ -0,0 +1,32 @@ +from sqlmodel import SQLModel, Field +from typing import Optional +from uuid import uuid4 +from datetime import datetime +from policyengine.models import Dynamic +from .link import TableLink +from policyengine.utils.compress import compress_data, decompress_data + + +class DynamicTable(SQLModel, table=True): + __tablename__ = "dynamics" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + name: str = Field(nullable=False) + description: Optional[str] = Field(default=None) + simulation_modifier: Optional[bytes] = Field(default=None) + created_at: datetime = Field(default_factory=datetime.now) + updated_at: datetime = Field(default_factory=datetime.now) + + +dynamic_table_link = TableLink( + model_cls=Dynamic, + table_cls=DynamicTable, + model_to_table_custom_transforms=dict( + simulation_modifier=lambda d: compress_data(d.simulation_modifier) + if d.simulation_modifier + else None, + ), + table_to_model_custom_transforms=dict( + simulation_modifier=lambda b: decompress_data(b) if b else None, + ), +) diff --git a/src/policyengine/database/link.py b/src/policyengine/database/link.py index fa92f3ae..e9cee8d6 100644 --- a/src/policyengine/database/link.py +++ b/src/policyengine/database/link.py @@ -1,9 +1,11 @@ from pydantic import BaseModel from sqlmodel import SQLModel, select from typing import Callable, TYPE_CHECKING + if TYPE_CHECKING: from .database import Database + class TableLink(BaseModel): model_cls: type[BaseModel] table_cls: type[SQLModel] @@ -18,45 +20,58 @@ def get(self, database: "Database", **kwargs): return None model_data = result.model_dump() if self.table_to_model_custom_transforms: - for field, transform in self.table_to_model_custom_transforms.items(): - if field in model_data: - model_data[field] = transform(model_data[field]) - else: - model_data[field] = transform(result) + for ( + field, + transform, + ) in self.table_to_model_custom_transforms.items(): + model_data[field] = transform(result) # Only include fields that exist in the model class - valid_fields = {field_name for field_name in self.model_cls.__annotations__.keys()} - filtered_model_data = {k: v for k, v in model_data.items() if k in valid_fields} + valid_fields = { + field_name for field_name in self.model_cls.__annotations__.keys() + } + filtered_model_data = { + k: v for k, v in model_data.items() if k in valid_fields + } return self.model_cls(**filtered_model_data) def set(self, database: "Database", obj: BaseModel): model_data = obj.model_dump() if self.model_to_table_custom_transforms: - for field, transform in self.model_to_table_custom_transforms.items(): - if field in model_data: - model_data[field] = transform(model_data[field]) - else: - model_data[field] = transform(obj) + for ( + field, + transform, + ) in self.model_to_table_custom_transforms.items(): + model_data[field] = transform(obj) # Only include fields that exist in the table class - valid_fields = {field_name for field_name in self.table_cls.__annotations__.keys()} - filtered_model_data = {k: v for k, v in model_data.items() if k in valid_fields} + valid_fields = { + field_name for field_name in self.table_cls.__annotations__.keys() + } + filtered_model_data = { + k: v for k, v in model_data.items() if k in valid_fields + } table_obj = self.table_cls(**filtered_model_data) # Check if already exists using primary key query = select(self.table_cls) if isinstance(self.primary_key, tuple): for key in self.primary_key: - query.where(getattr(self.table_cls, key) == getattr(table_obj, key)) + query.where( + getattr(self.table_cls, key) == getattr(table_obj, key) + ) else: - query.where(getattr(self.table_cls, self.primary_key) == getattr(table_obj, self.primary_key)) + query.where( + getattr(self.table_cls, self.primary_key) + == getattr(table_obj, self.primary_key) + ) existing = database.session.exec(query).first() if existing: # Update existing record - for key, value in model_data.items(): + for key, value in filtered_model_data.items(): setattr(existing, key, value) database.session.add(existing) else: database.session.add(table_obj) - database.session.commit() \ No newline at end of file + database.session.commit() diff --git a/src/policyengine/database/model.py b/src/policyengine/database/model.py deleted file mode 100644 index 63be258a..00000000 --- a/src/policyengine/database/model.py +++ /dev/null @@ -1,50 +0,0 @@ -from sqlmodel import SQLModel, Field, select -import pickle -from policyengine.models import Model, ModelVersion -from typing import Optional, TYPE_CHECKING -from datetime import datetime -from uuid import uuid4 - -if TYPE_CHECKING: - from .database import Database - -from .link import TableLink - - -class ModelTable(SQLModel, table=True, extend_existing=True): - __tablename__ = "models" - - id: str = Field(primary_key=True) - name: str = Field(nullable=False) - description: Optional[str] = Field(default=None) - simulation_function: bytes - - -model_table_link = TableLink( - model_cls=Model, - table_cls=ModelTable, - model_to_table_custom_transforms=dict( - simulation_function=pickle.dumps, - ), - table_to_model_custom_transforms=dict( - simulation_function=pickle.loads, - ), -) - -class ModelVersionTable(SQLModel, table=True): - __tablename__ = "model_versions" - - id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) - model_id: str = Field(foreign_key="models.id", ondelete="CASCADE") - version: str = Field(nullable=False) - description: Optional[str] = Field(default=None) - created_at: datetime = Field(default_factory=datetime.now) - -model_version_table_link = TableLink( - model_cls=ModelVersion, - table_cls=ModelVersionTable, - model_to_table_custom_transforms=dict( - model_id=lambda model_version: model_version.model.id, - ), - table_to_model_custom_transforms={} -) \ No newline at end of file diff --git a/src/policyengine/database/model_table.py b/src/policyengine/database/model_table.py new file mode 100644 index 00000000..4aedaa22 --- /dev/null +++ b/src/policyengine/database/model_table.py @@ -0,0 +1,26 @@ +from sqlmodel import SQLModel, Field +from policyengine.models import Model +from typing import Optional +from .link import TableLink +from policyengine.utils.compress import compress_data, decompress_data + + +class ModelTable(SQLModel, table=True, extend_existing=True): + __tablename__ = "models" + + id: str = Field(primary_key=True) + name: str = Field(nullable=False) + description: Optional[str] = Field(default=None) + simulation_function: bytes + + +model_table_link = TableLink( + model_cls=Model, + table_cls=ModelTable, + model_to_table_custom_transforms=dict( + simulation_function=compress_data, + ), + table_to_model_custom_transforms=dict( + simulation_function=decompress_data, + ), +) diff --git a/src/policyengine/database/model_version_table.py b/src/policyengine/database/model_version_table.py new file mode 100644 index 00000000..0e13a82d --- /dev/null +++ b/src/policyengine/database/model_version_table.py @@ -0,0 +1,26 @@ +from sqlmodel import SQLModel, Field +from typing import Optional +from datetime import datetime +from uuid import uuid4 +from policyengine.models import ModelVersion +from .link import TableLink + + +class ModelVersionTable(SQLModel, table=True): + __tablename__ = "model_versions" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + model_id: str = Field(foreign_key="models.id", ondelete="CASCADE") + version: str = Field(nullable=False) + description: Optional[str] = Field(default=None) + created_at: datetime = Field(default_factory=datetime.now) + + +model_version_table_link = TableLink( + model_cls=ModelVersion, + table_cls=ModelVersionTable, + model_to_table_custom_transforms=dict( + model_id=lambda model_version: model_version.model.id, + ), + table_to_model_custom_transforms={}, +) diff --git a/src/policyengine/database/parameter_table.py b/src/policyengine/database/parameter_table.py new file mode 100644 index 00000000..79266c6b --- /dev/null +++ b/src/policyengine/database/parameter_table.py @@ -0,0 +1,30 @@ +from sqlmodel import SQLModel, Field +from typing import Optional +from uuid import uuid4 +from policyengine.models import Parameter +from .link import TableLink +from policyengine.utils.compress import compress_data, decompress_data + + +class ParameterTable(SQLModel, table=True): + __tablename__ = "parameters" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + description: str = Field(nullable=False) + data_type: bytes = Field(nullable=False) # Pickled type + model_id: Optional[str] = Field( + default=None, foreign_key="models.id", ondelete="SET NULL" + ) + + +parameter_table_link = TableLink( + model_cls=Parameter, + table_cls=ParameterTable, + model_to_table_custom_transforms=dict( + data_type=compress_data, + model_id=lambda p: p.model.id if p.model else None, + ), + table_to_model_custom_transforms=dict( + data_type=decompress_data, + ), +) diff --git a/src/policyengine/database/parameter_value_table.py b/src/policyengine/database/parameter_value_table.py new file mode 100644 index 00000000..a9803a21 --- /dev/null +++ b/src/policyengine/database/parameter_value_table.py @@ -0,0 +1,26 @@ +from sqlmodel import SQLModel, Field +from typing import Optional +from uuid import uuid4 +from datetime import datetime +from policyengine.models import ParameterValue +from .link import TableLink + + +class ParameterValueTable(SQLModel, table=True): + __tablename__ = "parameter_values" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + parameter_id: str = Field(foreign_key="parameters.id", ondelete="CASCADE") + value: float = Field(nullable=False) + start_date: datetime = Field(nullable=False) + end_date: Optional[datetime] = Field(default=None) + + +parameter_value_table_link = TableLink( + model_cls=ParameterValue, + table_cls=ParameterValueTable, + model_to_table_custom_transforms=dict( + parameter_id=lambda pv: pv.parameter.id, + ), + table_to_model_custom_transforms={}, +) diff --git a/src/policyengine/database/policy_table.py b/src/policyengine/database/policy_table.py new file mode 100644 index 00000000..82bba197 --- /dev/null +++ b/src/policyengine/database/policy_table.py @@ -0,0 +1,32 @@ +from sqlmodel import SQLModel, Field +from typing import Optional +from uuid import uuid4 +from datetime import datetime +from policyengine.models import Policy +from .link import TableLink +from policyengine.utils.compress import compress_data, decompress_data + + +class PolicyTable(SQLModel, table=True): + __tablename__ = "policies" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + name: str = Field(nullable=False) + description: Optional[str] = Field(default=None) + simulation_modifier: Optional[bytes] = Field(default=None) + created_at: datetime = Field(default_factory=datetime.now) + updated_at: datetime = Field(default_factory=datetime.now) + + +policy_table_link = TableLink( + model_cls=Policy, + table_cls=PolicyTable, + model_to_table_custom_transforms=dict( + simulation_modifier=lambda p: compress_data(p.simulation_modifier) + if p.simulation_modifier + else None, + ), + table_to_model_custom_transforms=dict( + simulation_modifier=lambda b: decompress_data(b) if b else None, + ), +) diff --git a/src/policyengine/database/simulation_table.py b/src/policyengine/database/simulation_table.py new file mode 100644 index 00000000..ed014903 --- /dev/null +++ b/src/policyengine/database/simulation_table.py @@ -0,0 +1,48 @@ +from sqlmodel import SQLModel, Field +from typing import Optional, Any +from uuid import uuid4 +from datetime import datetime +from policyengine.models import Simulation +from .link import TableLink +from policyengine.utils.compress import compress_data, decompress_data + + +class SimulationTable(SQLModel, table=True): + __tablename__ = "simulations" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + created_at: datetime = Field(default_factory=datetime.now) + updated_at: datetime = Field(default_factory=datetime.now) + + policy_id: Optional[str] = Field( + default=None, foreign_key="policies.id", ondelete="SET NULL" + ) + dynamic_id: Optional[str] = Field( + default=None, foreign_key="dynamics.id", ondelete="SET NULL" + ) + dataset_id: str = Field(foreign_key="datasets.id", ondelete="CASCADE") + model_id: str = Field(foreign_key="models.id", ondelete="CASCADE") + model_version_id: Optional[str] = Field( + default=None, foreign_key="model_versions.id", ondelete="SET NULL" + ) + + result: Optional[bytes] = Field(default=None) + + +simulation_table_link = TableLink( + model_cls=Simulation, + table_cls=SimulationTable, + model_to_table_custom_transforms=dict( + policy_id=lambda s: s.policy.id if s.policy else None, + dynamic_id=lambda s: s.dynamic.id if s.dynamic else None, + dataset_id=lambda s: s.dataset.id, + model_id=lambda s: s.model.id, + model_version_id=lambda s: s.model_version.id + if s.model_version + else None, + result=lambda s: compress_data(s.result) if s.result else None, + ), + table_to_model_custom_transforms=dict( + result=lambda b: decompress_data(b) if b else None, + ), +) diff --git a/src/policyengine/database/versioned_dataset_table.py b/src/policyengine/database/versioned_dataset_table.py new file mode 100644 index 00000000..739bcfd6 --- /dev/null +++ b/src/policyengine/database/versioned_dataset_table.py @@ -0,0 +1,26 @@ +from sqlmodel import SQLModel, Field +from typing import Optional +from uuid import uuid4 +from policyengine.models import VersionedDataset +from .link import TableLink + + +class VersionedDatasetTable(SQLModel, table=True): + __tablename__ = "versioned_datasets" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + name: str = Field(nullable=False) + description: str = Field(nullable=False) + model_id: Optional[str] = Field( + default=None, foreign_key="models.id", ondelete="SET NULL" + ) + + +versioned_dataset_table_link = TableLink( + model_cls=VersionedDataset, + table_cls=VersionedDatasetTable, + model_to_table_custom_transforms=dict( + model_id=lambda vd: vd.model.id if vd.model else None, + ), + table_to_model_custom_transforms={}, +) diff --git a/src/policyengine/extensions/general_outputs.py b/src/policyengine/extensions/general_outputs.py index 21d4d220..3251e715 100644 --- a/src/policyengine/extensions/general_outputs.py +++ b/src/policyengine/extensions/general_outputs.py @@ -1,3 +1,113 @@ from pydantic import BaseModel -from sqlmodel import SQLModel +from sqlmodel import SQLModel, Field +from policyengine.models import Simulation +from enum import Enum +from typing import Literal +from policyengine.database.link import TableLink +from uuid import uuid4 + + +class AggregateType(str, Enum): + SUM = "sum" + MEAN = "mean" + COUNT = "count" + + +class Aggregate(BaseModel): + simulation: Simulation + entity: str + variable_name: str + year: int | None = None + filter_variable_name: str | None = None + filter_variable_value: str | None = None + filter_variable_leq: float | None = None + filter_variable_geq: float | None = None + aggregate_function: Literal[ + AggregateType.SUM, AggregateType.MEAN, AggregateType.COUNT + ] + + value: float | None = None + + @staticmethod + def run(aggregates: list["Aggregate"]) -> list["Aggregate"]: + # Assumes that all aggregates are from the same simulation + results = [] + + tables = aggregates[0].simulation.result + + for agg in aggregates: + if agg.entity not in tables: + raise ValueError( + f"Entity {agg.entity} not found in simulation results" + ) + table = tables[agg.entity] + + if agg.variable_name not in table.columns: + raise ValueError( + f"Variable {agg.variable_name} not found in entity {agg.entity}" + ) + + df = table + + if agg.year is not None and "year" in df.columns: + df = df[df["year"] == agg.year] + elif agg.year is None: + agg.year = aggregates[0].simulation.dataset.year + + if agg.filter_variable_name is not None: + if agg.filter_variable_name not in df.columns: + raise ValueError( + f"Filter variable {agg.filter_variable_name} not found in entity {agg.entity}" + ) + if agg.filter_variable_value is not None: + df = df[ + df[agg.filter_variable_name] + == agg.filter_variable_value + ] + if agg.filter_variable_leq is not None: + df = df[ + df[agg.filter_variable_name] <= agg.filter_variable_leq + ] + if agg.filter_variable_geq is not None: + df = df[ + df[agg.filter_variable_name] >= agg.filter_variable_geq + ] + + if agg.aggregate_function == AggregateType.SUM: + agg.value = float(df[agg.variable_name].sum()) + elif agg.aggregate_function == AggregateType.MEAN: + agg.value = float(df[agg.variable_name].mean()) + elif agg.aggregate_function == AggregateType.COUNT: + agg.value = float(len(df)) + + results.append(agg) + + return results + + +class AggregateTable(SQLModel, table=True): + __tablename__ = "aggregates" + + id: str = Field(default_factory=lambda: uuid4(), primary_key=True) + simulation_id: str = Field( + foreign_key="simulations.id", ondelete="CASCADE" + ) + entity: str + variable_name: str + year: int | None = None + filter_variable_name: str | None = None + filter_variable_value: str | None = None + filter_variable_leq: float | None = None + filter_variable_geq: float | None = None + aggregate_function: str + value: float | None = None + + +aggregate_table_link = TableLink( + model_cls=Aggregate, + table_cls=AggregateTable, + model_to_table_custom_transforms=dict( + simulation_id=lambda a: a.simulation.id, + ), +) diff --git a/src/policyengine/extensions/policyengine_uk.py b/src/policyengine/extensions/policyengine_uk.py index c49e81d5..67295ca8 100644 --- a/src/policyengine/extensions/policyengine_uk.py +++ b/src/policyengine/extensions/policyengine_uk.py @@ -3,7 +3,12 @@ import pandas as pd import importlib.metadata -def run_policyengine_uk(dataset: "Dataset", policy: "Policy | None" = None, dynamic: "Dynamic | None" = None) -> dict[str, "pd.DataFrame"]: + +def run_policyengine_uk( + dataset: "Dataset", + policy: "Policy | None" = None, + dynamic: "Dynamic | None" = None, +) -> dict[str, "pd.DataFrame"]: data: dict[str, pd.DataFrame] = dataset.data from policyengine_uk import Microsimulation @@ -17,6 +22,7 @@ def run_policyengine_uk(dataset: "Dataset", policy: "Policy | None" = None, dyna ) sim = Microsimulation(dataset=pe_input_data) + sim.default_calculation_period = dataset.year if policy is not None: policy.simulation_modifier(sim) @@ -25,16 +31,42 @@ def run_policyengine_uk(dataset: "Dataset", policy: "Policy | None" = None, dyna output_data = {} + variable_blacklist = [ # TEMPORARY: we need to fix policyengine-uk to make these only take a long time with non-default parameters set to true. + "is_uc_entitled_baseline", + "income_elasticity_lsr", + "child_benefit_opts_out", + "housing_benefit_baseline_entitlement", + "baseline_ctc_entitlement", + "pre_budget_change_household_tax", + "pre_budget_change_household_net_income", + "is_on_cliff", + "marginal_tax_rate_on_capital_gains", + "relative_capital_gains_mtr_change", + "pre_budget_change_ons_equivalised_income_decile", + "substitution_elasticity", + "marginal_tax_rate", + "cliff_evaluated", + "cliff_gap", + "substitution_elasticity_lsr", + "relative_wage_change", + "relative_income_change", + "pre_budget_change_household_benefits", + ] + for entity in ["person", "benunit", "household"]: output_data[entity] = pd.DataFrame() for variable in sim.tax_benefit_system.variables.values(): correct_entity = variable.entity.key == entity - has_data = dataset.year in sim.get_holder(variable_name=variable.name).get_known_periods() - if correct_entity and has_data: - output_data[entity][variable.name] = sim.get_array(variable.name, dataset.year) - + if variable.name in variable_blacklist: + continue + if variable.definition_period != "year": + continue + if correct_entity: + output_data[entity][variable.name] = sim.calculate(variable.name) + return output_data + policyengine_uk_model = Model( id="policyengine_uk", name="PolicyEngine UK", @@ -48,4 +80,4 @@ def run_policyengine_uk(dataset: "Dataset", policy: "Policy | None" = None, dyna policyengine_uk_latest_version = ModelVersion( model=policyengine_uk_model, version=importlib.metadata.distribution("policyengine_uk").version, -) \ No newline at end of file +) diff --git a/src/policyengine/extensions/policyengine_us.py b/src/policyengine/extensions/policyengine_us.py index e69de29b..1ba267a9 100644 --- a/src/policyengine/extensions/policyengine_us.py +++ b/src/policyengine/extensions/policyengine_us.py @@ -0,0 +1,76 @@ +from pydantic import BaseModel +from ..models import Simulation, Model, Dataset, Policy, Dynamic, ModelVersion +import pandas as pd +import importlib.metadata + + +def run_policyengine_us( + dataset: "Dataset", + policy: "Policy | None" = None, + dynamic: "Dynamic | None" = None, +) -> dict[str, "pd.DataFrame"]: + data: dict[str, pd.DataFrame] = dataset.data + + person_df = pd.DataFrame() + + for table_name, table in data.items(): + if table_name == "person": + for col in table.columns: + person_df[f"{col}__{dataset.year}"] = table[col].values + else: + foreign_key = data["person"][f"person_{table_name}_id"] + primary_key = data[table_name][f"{table_name}_id"] + + projected = table.set_index(primary_key).loc[foreign_key] + + for col in projected.columns: + person_df[f"{col}__{dataset.year}"] = projected[col].values + + from policyengine_us import Microsimulation + + sim = Microsimulation(dataset=person_df) + sim.default_calculation_period = dataset.year + + if policy is not None: + policy.simulation_modifier(sim) + + # Skip reforms for now + + output_data = {} + + variable_whitelist = [ + "household_net_income", + ] + + for variable in variable_whitelist: + sim.calculate(variable) + + for entity in ["person", "marital_unit", "family", "tax_unit", "spm_unit", "household"]: + output_data[entity] = pd.DataFrame() + for variable in sim.tax_benefit_system.variables.values(): + correct_entity = variable.entity.key == entity + if str(dataset.year) not in list(map(str, sim.get_holder(variable.name).get_known_periods())): + continue + if variable.definition_period != "year": + continue + if not correct_entity: + continue + output_data[entity][variable.name] = sim.calculate(variable.name) + + return output_data + + +policyengine_us_model = Model( + id="policyengine_us", + name="PolicyEngine US", + description="PolicyEngine's open-source tax-benefit microsimulation model.", + simulation_function=run_policyengine_us, +) + +# Get policyengine-uk version + + +policyengine_us_latest_version = ModelVersion( + model=policyengine_us_model, + version=importlib.metadata.distribution("policyengine_us").version, +) diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py index d2e68638..014cd30d 100644 --- a/src/policyengine/models/__init__.py +++ b/src/policyengine/models/__init__.py @@ -1,6 +1,9 @@ -from .dataset import Dataset, VersionedDataset +from .dataset import Dataset +from .versioned_dataset import VersionedDataset from .dynamic import Dynamic from .policy import Policy -from .model import Model, ModelVersion -from .parameter import Parameter, ParameterValue +from .model import Model +from .model_version import ModelVersion +from .parameter import Parameter +from .parameter_value import ParameterValue from .simulation import Simulation diff --git a/src/policyengine/models/dataset.py b/src/policyengine/models/dataset.py index d39e48bc..cba52620 100644 --- a/src/policyengine/models/dataset.py +++ b/src/policyengine/models/dataset.py @@ -2,19 +2,15 @@ from typing import Any from uuid import uuid4 from .model import Model +from .versioned_dataset import VersionedDataset -class VersionedDataset(BaseModel): - id: str = str(uuid4()) - name: str - description: str - model: Model | None = None class Dataset(BaseModel): id: str = str(uuid4()) name: str - description: str + description: str | None = None version: str | None = None versioned_dataset: VersionedDataset | None = None year: int | None = None data: Any | None = None - model: Model | None = None \ No newline at end of file + model: Model | None = None diff --git a/src/policyengine/models/dynamic.py b/src/policyengine/models/dynamic.py index c3ad48e3..ae2ae610 100644 --- a/src/policyengine/models/dynamic.py +++ b/src/policyengine/models/dynamic.py @@ -3,6 +3,7 @@ from uuid import uuid4 from datetime import datetime + class Dynamic(BaseModel): id: str = str(uuid4()) name: str @@ -11,4 +12,3 @@ class Dynamic(BaseModel): simulation_modifier: Callable | None = None created_at: datetime = datetime.now() updated_at: datetime = datetime.now() - diff --git a/src/policyengine/models/model.py b/src/policyengine/models/model.py index fe7f8308..a9529781 100644 --- a/src/policyengine/models/model.py +++ b/src/policyengine/models/model.py @@ -1,16 +1,9 @@ from pydantic import BaseModel -from datetime import datetime from typing import Callable + class Model(BaseModel): id: str name: str description: str | None = None simulation_function: Callable - - -class ModelVersion(BaseModel): - model: Model - version: str - description: str | None = None - created_at: datetime = datetime.now() diff --git a/src/policyengine/models/model_version.py b/src/policyengine/models/model_version.py new file mode 100644 index 00000000..bb8f0461 --- /dev/null +++ b/src/policyengine/models/model_version.py @@ -0,0 +1,12 @@ +from pydantic import BaseModel +from datetime import datetime +from .model import Model +from uuid import uuid4 + + +class ModelVersion(BaseModel): + id: str = str(uuid4()) + model: Model + version: str + description: str | None = None + created_at: datetime = datetime.now() diff --git a/src/policyengine/models/parameter.py b/src/policyengine/models/parameter.py index ed478b19..792b903e 100644 --- a/src/policyengine/models/parameter.py +++ b/src/policyengine/models/parameter.py @@ -1,17 +1,10 @@ from pydantic import BaseModel from uuid import uuid4 -from datetime import datetime from .model import Model + class Parameter(BaseModel): id: str = str(uuid4()) description: str data_type: type model: Model | None = None - -class ParameterValue(BaseModel): - id: str = str(uuid4()) - parameter: Parameter - value: float - start_date: datetime - end_date: datetime | None = None diff --git a/src/policyengine/models/parameter_value.py b/src/policyengine/models/parameter_value.py new file mode 100644 index 00000000..0f765bcf --- /dev/null +++ b/src/policyengine/models/parameter_value.py @@ -0,0 +1,12 @@ +from pydantic import BaseModel +from uuid import uuid4 +from datetime import datetime +from .parameter import Parameter + + +class ParameterValue(BaseModel): + id: str = str(uuid4()) + parameter: Parameter + value: float + start_date: datetime + end_date: datetime | None = None diff --git a/src/policyengine/models/policy.py b/src/policyengine/models/policy.py index 73ad35bd..9cb5809e 100644 --- a/src/policyengine/models/policy.py +++ b/src/policyengine/models/policy.py @@ -3,6 +3,7 @@ from uuid import uuid4 from datetime import datetime + class Policy(BaseModel): id: str = str(uuid4()) name: str diff --git a/src/policyengine/models/simulation.py b/src/policyengine/models/simulation.py index 0f071878..07cdf05e 100644 --- a/src/policyengine/models/simulation.py +++ b/src/policyengine/models/simulation.py @@ -4,13 +4,13 @@ from .policy import Policy from .dynamic import Dynamic from .dataset import Dataset -from .model import ModelVersion +from .model_version import ModelVersion +from .model import Model from typing import Any + class Simulation(BaseModel): id: str = str(uuid4()) - name: str - description: str | None = None created_at: datetime = datetime.now() updated_at: datetime = datetime.now() @@ -18,5 +18,15 @@ class Simulation(BaseModel): dynamic: Dynamic | None = None dataset: Dataset - model_version: ModelVersion | None = None - result: Any | None = None \ No newline at end of file + model: Model + model_version: ModelVersion + result: Any | None = None + + def run(self): + self.result = self.model.simulation_function( + dataset=self.dataset, + policy=self.policy, + dynamic=self.dynamic, + ) + self.updated_at = datetime.now() + return self.result diff --git a/src/policyengine/models/versioned_dataset.py b/src/policyengine/models/versioned_dataset.py new file mode 100644 index 00000000..ac2c2e71 --- /dev/null +++ b/src/policyengine/models/versioned_dataset.py @@ -0,0 +1,10 @@ +from pydantic import BaseModel +from uuid import uuid4 +from .model import Model + + +class VersionedDataset(BaseModel): + id: str = str(uuid4()) + name: str + description: str + model: Model | None = None diff --git a/src/policyengine/utils/compress.py b/src/policyengine/utils/compress.py new file mode 100644 index 00000000..a14a7ea5 --- /dev/null +++ b/src/policyengine/utils/compress.py @@ -0,0 +1,19 @@ +import blosc +import pickle +from typing import Any + + +def compress_data(data: Any) -> bytes: + """Compress data using blosc after pickling.""" + pickled_data = pickle.dumps(data) + compressed_data = blosc.compress( + pickled_data, typesize=8, cname="zstd", clevel=9, shuffle=blosc.SHUFFLE + ) + return compressed_data + + +def decompress_data(compressed_data: bytes) -> Any: + """Decompress data using blosc and then unpickle.""" + decompressed_data = blosc.decompress(compressed_data) + data = pickle.loads(decompressed_data) + return data diff --git a/uv.lock b/uv.lock index 2a86b6cd..c7bf4216 100644 --- a/uv.lock +++ b/uv.lock @@ -137,6 +137,22 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/09/71/54e999902aed72baf26bca0d50781b01838251a462612966e9fc4891eadd/black-25.1.0-py3-none-any.whl", hash = "sha256:95e8176dae143ba9097f351d174fdaf0ccd29efb414b362ae3fd72bf0f710717", size = 207646, upload-time = "2025-01-29T04:15:38.082Z" }, ] +[[package]] +name = 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name = "policyengine" -version = "0.6.1" +version = "1.0.0" source = { editable = "." } dependencies = [ { name = "alembic" }, + { name = "blosc" }, { name = "getpass4" }, { name = "google-cloud-storage" }, { name = "ipywidgets" }, @@ -1287,11 +1304,6 @@ dependencies = [ ] [package.optional-dependencies] -all = [ - { name = "policyengine-core" }, - { name = "policyengine-uk" }, - { name = "policyengine-us" }, -] dev = [ { name = "autodoc-pydantic" }, { name = "black" }, @@ -1318,6 +1330,7 @@ requires-dist = [ { name = "alembic", specifier = ">=1.13.0" }, { name = "autodoc-pydantic", marker = "extra == 'dev'" }, { name = "black", marker = "extra == 'dev'" }, + { name = "blosc", specifier = ">=1.11.3" }, { name = "build", marker = "extra == 'dev'" }, { name = "furo", marker = "extra == 'dev'" }, { name = "getpass4" }, @@ -1327,12 +1340,9 @@ requires-dist = [ { name = "jupyter-book", marker = "extra == 'dev'" }, { name = "microdf-python" }, { name = "pandas", specifier = ">=2.0.0" }, - { name = "policyengine-core", marker = "extra == 'all'", specifier = ">=3.10" }, { name = "policyengine-core", marker = "extra == 'uk'", specifier = ">=3.10" }, { name = "policyengine-core", marker = "extra == 'us'", specifier = ">=3.10" }, - { name = "policyengine-uk", marker = "extra == 'all'" }, { name = "policyengine-uk", marker = "extra == 'uk'" }, - { name = "policyengine-us", marker = "extra == 'all'", specifier = ">=1.213.1" }, { name = "policyengine-us", marker = "extra == 'us'", specifier = ">=1.213.1" }, { name = "psycopg2-binary", specifier = ">=2.9.0" }, { name = "pydantic", specifier = ">=2.0.0" }, @@ -1346,7 +1356,7 @@ requires-dist = [ { name = "tqdm", specifier = ">=4.67.1" }, { name = "yaml-changelog", marker = "extra == 'dev'", specifier = ">=0.1.7" }, ] -provides-extras = ["uk", "us", "all", "dev"] +provides-extras = ["uk", "us", "dev"] [[package]] name = "policyengine-core" From 08e0cc71c56e1887c7dfffd21a482cbb0efe28ad Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Thu, 18 Sep 2025 12:34:18 +0100 Subject: [PATCH 76/97] Move out of extensions --- src/policyengine/database/aggregate.py | 36 +++++++++++++++++++ src/policyengine/database/database.py | 3 +- src/policyengine/extensions/reports.py | 0 src/policyengine/extensions/users.py | 0 .../aggregate.py} | 33 +---------------- .../{extensions => models}/policyengine_uk.py | 0 .../{extensions => models}/policyengine_us.py | 0 7 files changed, 38 insertions(+), 34 deletions(-) create mode 100644 src/policyengine/database/aggregate.py delete mode 100644 src/policyengine/extensions/reports.py delete mode 100644 src/policyengine/extensions/users.py rename src/policyengine/{extensions/general_outputs.py => models/aggregate.py} (76%) rename src/policyengine/{extensions => models}/policyengine_uk.py (100%) rename src/policyengine/{extensions => models}/policyengine_us.py (100%) diff --git a/src/policyengine/database/aggregate.py b/src/policyengine/database/aggregate.py new file mode 100644 index 00000000..fa20e8d8 --- /dev/null +++ b/src/policyengine/database/aggregate.py @@ -0,0 +1,36 @@ +from pydantic import BaseModel +from sqlmodel import SQLModel, Field + +from policyengine.models import Simulation +from enum import Enum +from typing import Literal +from policyengine.database.link import TableLink +from uuid import uuid4 +from policyengine.models.aggregate import Aggregate + + +class AggregateTable(SQLModel, table=True): + __tablename__ = "aggregates" + + id: str = Field(default_factory=lambda: uuid4(), primary_key=True) + simulation_id: str = Field( + foreign_key="simulations.id", ondelete="CASCADE" + ) + entity: str + variable_name: str + year: int | None = None + filter_variable_name: str | None = None + filter_variable_value: str | None = None + filter_variable_leq: float | None = None + filter_variable_geq: float | None = None + aggregate_function: str + value: float | None = None + + +aggregate_table_link = TableLink( + model_cls=Aggregate, + table_cls=AggregateTable, + model_to_table_custom_transforms=dict( + simulation_id=lambda a: a.simulation.id, + ), +) diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index bfedfbaa..65f731d8 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -12,8 +12,7 @@ from .parameter_table import parameter_table_link from .parameter_value_table import parameter_value_table_link from .simulation_table import simulation_table_link - -from policyengine.extensions.general_outputs import aggregate_table_link +from .aggregate import aggregate_table_link class Database: diff --git a/src/policyengine/extensions/reports.py b/src/policyengine/extensions/reports.py deleted file mode 100644 index e69de29b..00000000 diff --git a/src/policyengine/extensions/users.py b/src/policyengine/extensions/users.py deleted file mode 100644 index e69de29b..00000000 diff --git a/src/policyengine/extensions/general_outputs.py b/src/policyengine/models/aggregate.py similarity index 76% rename from src/policyengine/extensions/general_outputs.py rename to src/policyengine/models/aggregate.py index 3251e715..1fcfced0 100644 --- a/src/policyengine/extensions/general_outputs.py +++ b/src/policyengine/models/aggregate.py @@ -1,11 +1,7 @@ from pydantic import BaseModel -from sqlmodel import SQLModel, Field - from policyengine.models import Simulation from enum import Enum from typing import Literal -from policyengine.database.link import TableLink -from uuid import uuid4 class AggregateType(str, Enum): @@ -83,31 +79,4 @@ def run(aggregates: list["Aggregate"]) -> list["Aggregate"]: results.append(agg) - return results - - -class AggregateTable(SQLModel, table=True): - __tablename__ = "aggregates" - - id: str = Field(default_factory=lambda: uuid4(), primary_key=True) - simulation_id: str = Field( - foreign_key="simulations.id", ondelete="CASCADE" - ) - entity: str - variable_name: str - year: int | None = None - filter_variable_name: str | None = None - filter_variable_value: str | None = None - filter_variable_leq: float | None = None - filter_variable_geq: float | None = None - aggregate_function: str - value: float | None = None - - -aggregate_table_link = TableLink( - model_cls=Aggregate, - table_cls=AggregateTable, - model_to_table_custom_transforms=dict( - simulation_id=lambda a: a.simulation.id, - ), -) + return results \ No newline at end of file diff --git a/src/policyengine/extensions/policyengine_uk.py b/src/policyengine/models/policyengine_uk.py similarity index 100% rename from src/policyengine/extensions/policyengine_uk.py rename to src/policyengine/models/policyengine_uk.py diff --git a/src/policyengine/extensions/policyengine_us.py b/src/policyengine/models/policyengine_us.py similarity index 100% rename from src/policyengine/extensions/policyengine_us.py rename to src/policyengine/models/policyengine_us.py From 8428c142148eb2acc4ab3421f5bafc2d24a0460b Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Thu, 18 Sep 2025 13:16:03 +0100 Subject: [PATCH 77/97] Add tables --- src/policyengine/database/database.py | 6 ++ .../database/report_element_table.py | 72 +++++++++++++++++++ src/policyengine/database/report_table.py | 20 ++++++ src/policyengine/database/user_table.py | 24 +++++++ src/policyengine/models/__init__.py | 3 + src/policyengine/models/report.py | 10 +++ src/policyengine/models/report_element.py | 62 ++++++++++++++++ src/policyengine/models/user.py | 14 ++++ 8 files changed, 211 insertions(+) create mode 100644 src/policyengine/database/report_element_table.py create mode 100644 src/policyengine/database/report_table.py create mode 100644 src/policyengine/database/user_table.py create mode 100644 src/policyengine/models/report.py create mode 100644 src/policyengine/models/report_element.py create mode 100644 src/policyengine/models/user.py diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index 65f731d8..2f67622d 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -13,6 +13,9 @@ from .parameter_value_table import parameter_value_table_link from .simulation_table import simulation_table_link from .aggregate import aggregate_table_link +from .report_table import report_table_link +from .report_element_table import report_element_table_link +from .user_table import user_table_link class Database: @@ -36,6 +39,9 @@ def __init__(self, url: str): parameter_value_table_link, simulation_table_link, aggregate_table_link, + user_table_link, + report_table_link, + report_element_table_link, ]: self.register_table(link) diff --git a/src/policyengine/database/report_element_table.py b/src/policyengine/database/report_element_table.py new file mode 100644 index 00000000..2f510b1e --- /dev/null +++ b/src/policyengine/database/report_element_table.py @@ -0,0 +1,72 @@ +from sqlmodel import SQLModel, Field, JSON, Column +from policyengine.models.report_element import ReportElement +from typing import Optional, Literal +from datetime import datetime +from .link import TableLink +import uuid + + +class ReportElementTable(SQLModel, table=True, extend_existing=True): + __tablename__ = "report_elements" + + id: str = Field(primary_key=True, default_factory=lambda: str(uuid.uuid4())) + label: str = Field(nullable=False) + type: Literal["chart", "markdown"] = Field(nullable=False) + + # Data source + data_table: Optional[Literal["aggregates", "simulations", "parameters", "models", "datasets"]] = Field(default=None) + filter_conditions: Optional[dict] = Field(default=None, sa_column=Column(JSON)) + + # Chart configuration + chart_type: Optional[Literal["bar", "line", "scatter", "area", "pie"]] = Field(default=None) + x_axis_variable: Optional[str] = Field(default=None) + y_axis_variable: Optional[str] = Field(default=None) + group_by: Optional[str] = Field(default=None) + color_by: Optional[str] = Field(default=None) + size_by: Optional[str] = Field(default=None) + + # Chart styling + stacking_mode: Optional[Literal["none", "stack", "group", "percent", "overlay"]] = Field(default=None) + line_style: Optional[Literal["solid", "dash", "dot", "dashdot"]] = Field(default=None) + line_width: Optional[int] = Field(default=None) + marker_size: Optional[int] = Field(default=None) + opacity: Optional[float] = Field(default=None) + color_scheme: Optional[str] = Field(default=None) + show_data_labels: Optional[bool] = Field(default=False) + + # Layout + height: Optional[int] = Field(default=None) + width: Optional[int] = Field(default=None) + x_axis_label: Optional[str] = Field(default=None) + y_axis_label: Optional[str] = Field(default=None) + x_axis_type: Optional[Literal["linear", "log", "date", "category"]] = Field(default=None) + y_axis_type: Optional[Literal["linear", "log", "date"]] = Field(default=None) + x_axis_range: Optional[list] = Field(default=None, sa_column=Column(JSON)) + y_axis_range: Optional[list] = Field(default=None, sa_column=Column(JSON)) + show_legend: Optional[bool] = Field(default=True) + legend_position: Optional[Literal["top", "bottom", "left", "right", "top-left", "top-right"]] = Field(default=None) + show_grid: Optional[bool] = Field(default=True) + + # Interactivity + hover_template: Optional[str] = Field(default=None) + clickable: Optional[bool] = Field(default=False) + linked_element_ids: Optional[list[str]] = Field(default=None, sa_column=Column(JSON)) + + # Markdown specific + markdown_content: Optional[str] = Field(default=None) + template_variables: Optional[dict] = Field(default=None, sa_column=Column(JSON)) + + # Metadata + report_id: Optional[str] = Field(default=None, foreign_key="reports.id") + user_id: Optional[str] = Field(default=None, foreign_key="users.id") + position: Optional[int] = Field(default=None) + visible: Optional[bool] = Field(default=True) + custom_config: Optional[dict] = Field(default=None, sa_column=Column(JSON)) + created_at: datetime = Field(default_factory=datetime.utcnow) + updated_at: datetime = Field(default_factory=datetime.utcnow) + + +report_element_table_link = TableLink( + model_cls=ReportElement, + table_cls=ReportElementTable, +) \ No newline at end of file diff --git a/src/policyengine/database/report_table.py b/src/policyengine/database/report_table.py new file mode 100644 index 00000000..1337d2fc --- /dev/null +++ b/src/policyengine/database/report_table.py @@ -0,0 +1,20 @@ +from sqlmodel import SQLModel, Field +from policyengine.models.report import Report +from typing import Optional +from datetime import datetime +from .link import TableLink +import uuid + + +class ReportTable(SQLModel, table=True, extend_existing=True): + __tablename__ = "reports" + + id: str = Field(primary_key=True, default_factory=lambda: str(uuid.uuid4())) + label: str = Field(nullable=False) + created_at: datetime = Field(default_factory=datetime.utcnow) + + +report_table_link = TableLink( + model_cls=Report, + table_cls=ReportTable, +) \ No newline at end of file diff --git a/src/policyengine/database/user_table.py b/src/policyengine/database/user_table.py new file mode 100644 index 00000000..8396dbc3 --- /dev/null +++ b/src/policyengine/database/user_table.py @@ -0,0 +1,24 @@ +from sqlmodel import SQLModel, Field +from policyengine.models.user import User +from typing import Optional +from datetime import datetime +from .link import TableLink +import uuid + + +class UserTable(SQLModel, table=True, extend_existing=True): + __tablename__ = "users" + + id: str = Field(primary_key=True, default_factory=lambda: str(uuid.uuid4())) + username: str = Field(nullable=False, unique=True) + first_name: Optional[str] = Field(default=None) + last_name: Optional[str] = Field(default=None) + email: Optional[str] = Field(default=None) + created_at: datetime = Field(default_factory=datetime.utcnow) + updated_at: datetime = Field(default_factory=datetime.utcnow) + + +user_table_link = TableLink( + model_cls=User, + table_cls=UserTable, +) \ No newline at end of file diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py index 014cd30d..35fa0232 100644 --- a/src/policyengine/models/__init__.py +++ b/src/policyengine/models/__init__.py @@ -7,3 +7,6 @@ from .parameter import Parameter from .parameter_value import ParameterValue from .simulation import Simulation +from .report import Report +from .report_element import ReportElement +from .user import User diff --git a/src/policyengine/models/report.py b/src/policyengine/models/report.py new file mode 100644 index 00000000..9c0e05ec --- /dev/null +++ b/src/policyengine/models/report.py @@ -0,0 +1,10 @@ +from pydantic import BaseModel, Field +from datetime import datetime +from typing import Optional +import uuid + + +class Report(BaseModel): + id: str = Field(default_factory=lambda: str(uuid.uuid4())) + label: str + created_at: Optional[datetime] = None \ No newline at end of file diff --git a/src/policyengine/models/report_element.py b/src/policyengine/models/report_element.py new file mode 100644 index 00000000..c916d28a --- /dev/null +++ b/src/policyengine/models/report_element.py @@ -0,0 +1,62 @@ +from pydantic import BaseModel, Field +from typing import Optional, Literal +from datetime import datetime +import uuid + + +class ReportElement(BaseModel): + id: str = Field(default_factory=lambda: str(uuid.uuid4())) + label: str + type: Literal["chart", "markdown"] + + # Data source + data_table: Optional[Literal["aggregates", "simulations", "parameters", "models", "datasets"]] = None # Which table to pull from + filter_conditions: Optional[dict] = None # Key-value pairs for filtering rows + + # Chart configuration + chart_type: Optional[Literal["bar", "line", "scatter", "area", "pie", "histogram"]] = None + x_axis_variable: Optional[str] = None # Column name from the table + y_axis_variable: Optional[str] = None # Column name from the table + group_by: Optional[str] = None # Column to group/split series by + color_by: Optional[str] = None # Column for color mapping + size_by: Optional[str] = None # Column for size mapping (bubble charts) + + # Chart styling + stacking_mode: Optional[Literal["none", "stack", "group", "percent", "overlay"]] = None + line_style: Optional[Literal["solid", "dash", "dot", "dashdot"]] = None + line_width: Optional[int] = None + marker_size: Optional[int] = None + opacity: Optional[float] = Field(None, ge=0, le=1) + color_scheme: Optional[str] = None # Named color palette + show_data_labels: Optional[bool] = False + + # Layout + height: Optional[int] = None # Pixels + width: Optional[int] = None # Pixels or percentage + x_axis_label: Optional[str] = None + y_axis_label: Optional[str] = None + x_axis_type: Optional[Literal["linear", "log", "date", "category"]] = None + y_axis_type: Optional[Literal["linear", "log", "date"]] = None + x_axis_range: Optional[list] = None # [min, max] + y_axis_range: Optional[list] = None # [min, max] + show_legend: Optional[bool] = True + legend_position: Optional[Literal["top", "bottom", "left", "right", "top-left", "top-right"]] = None + show_grid: Optional[bool] = True + + # Interactivity + hover_template: Optional[str] = None # Custom hover text template + clickable: Optional[bool] = False + linked_element_ids: Optional[list[str]] = None # For cross-filtering + + # Markdown specific + markdown_content: Optional[str] = None + template_variables: Optional[dict] = None # For dynamic markdown + + # Metadata + report_id: Optional[str] = None + user_id: Optional[str] = None + position: Optional[int] = None + visible: Optional[bool] = True + custom_config: Optional[dict] = None # Additional chart-specific config + created_at: Optional[datetime] = None + updated_at: Optional[datetime] = None \ No newline at end of file diff --git a/src/policyengine/models/user.py b/src/policyengine/models/user.py new file mode 100644 index 00000000..7017474b --- /dev/null +++ b/src/policyengine/models/user.py @@ -0,0 +1,14 @@ +from pydantic import BaseModel, Field +from datetime import datetime +from typing import Optional +import uuid + + +class User(BaseModel): + id: str = Field(default_factory=lambda: str(uuid.uuid4())) + username: str + first_name: Optional[str] = None + last_name: Optional[str] = None + email: Optional[str] = None + created_at: Optional[datetime] = None + updated_at: Optional[datetime] = None \ No newline at end of file From 07d18d33c665be584f52259d95edde757f3906d5 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Thu, 18 Sep 2025 17:18:43 +0100 Subject: [PATCH 78/97] Add seed object function --- src/policyengine/database/__init__.py | 12 +++ .../baseline_parameter_value_table.py | 29 +++++++ .../database/baseline_variable_table.py | 29 +++++++ src/policyengine/database/parameter_table.py | 8 +- .../database/report_element_table.py | 38 +-------- src/policyengine/models/__init__.py | 2 + src/policyengine/models/aggregate.py | 10 ++- .../models/baseline_parameter_value.py | 11 +++ src/policyengine/models/baseline_variable.py | 12 +++ src/policyengine/models/model.py | 78 +++++++++++++++++++ src/policyengine/models/parameter.py | 4 +- src/policyengine/models/policyengine_uk.py | 2 +- src/policyengine/models/report_element.py | 31 +------- 13 files changed, 192 insertions(+), 74 deletions(-) create mode 100644 src/policyengine/database/baseline_parameter_value_table.py create mode 100644 src/policyengine/database/baseline_variable_table.py create mode 100644 src/policyengine/models/baseline_parameter_value.py create mode 100644 src/policyengine/models/baseline_variable.py diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py index f1c0a983..b698bfd0 100644 --- a/src/policyengine/database/__init__.py +++ b/src/policyengine/database/__init__.py @@ -16,6 +16,14 @@ ParameterValueTable, parameter_value_table_link, ) +from .baseline_parameter_value_table import ( + BaselineParameterValueTable, + baseline_parameter_value_table_link, +) +from .baseline_variable_table import ( + BaselineVariableTable, + baseline_variable_table_link, +) from .simulation_table import SimulationTable, simulation_table_link __all__ = [ @@ -30,6 +38,8 @@ "DynamicTable", "ParameterTable", "ParameterValueTable", + "BaselineParameterValueTable", + "BaselineVariableTable", "SimulationTable", # Links "model_table_link", @@ -40,5 +50,7 @@ "dynamic_table_link", "parameter_table_link", "parameter_value_table_link", + "baseline_parameter_value_table_link", + "baseline_variable_table_link", "simulation_table_link", ] diff --git a/src/policyengine/database/baseline_parameter_value_table.py b/src/policyengine/database/baseline_parameter_value_table.py new file mode 100644 index 00000000..8d33a4fb --- /dev/null +++ b/src/policyengine/database/baseline_parameter_value_table.py @@ -0,0 +1,29 @@ +from sqlmodel import SQLModel, Field +from typing import Optional +from uuid import uuid4 +from datetime import datetime +from policyengine.models import BaselineParameterValue +from .link import TableLink + + +class BaselineParameterValueTable(SQLModel, table=True): + __tablename__ = "baseline_parameter_values" + + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + parameter_id: str = Field(foreign_key="parameters.id", ondelete="CASCADE") + model_id: str = Field(foreign_key="models.id", ondelete="CASCADE") + value: Optional[str] = Field(default=None) # JSON-encoded value + start_date: datetime = Field(nullable=False) + end_date: Optional[datetime] = Field(default=None) + + +baseline_parameter_value_table_link = TableLink( + model_cls=BaselineParameterValue, + table_cls=BaselineParameterValueTable, + model_to_table_custom_transforms=dict( + parameter_id=lambda bpv: bpv.parameter.id, + model_id=lambda bpv: bpv.model.id, + value=lambda bpv: str(bpv.value) if bpv.value is not None else None, + ), + table_to_model_custom_transforms={}, +) \ No newline at end of file diff --git a/src/policyengine/database/baseline_variable_table.py b/src/policyengine/database/baseline_variable_table.py new file mode 100644 index 00000000..c14fda38 --- /dev/null +++ b/src/policyengine/database/baseline_variable_table.py @@ -0,0 +1,29 @@ +from sqlmodel import SQLModel, Field +from typing import Optional +from policyengine.models import BaselineVariable +from .link import TableLink +from policyengine.utils.compress import compress_data, decompress_data + + +class BaselineVariableTable(SQLModel, table=True): + __tablename__ = "baseline_variables" + + id: str = Field(primary_key=True) + model_id: str = Field(foreign_key="models.id", ondelete="CASCADE") + entity: str = Field(nullable=False) + label: Optional[str] = Field(default=None) + description: Optional[str] = Field(default=None) + data_type: Optional[bytes] = Field(default=None) # Pickled type + + +baseline_variable_table_link = TableLink( + model_cls=BaselineVariable, + table_cls=BaselineVariableTable, + model_to_table_custom_transforms=dict( + model_id=lambda bv: bv.model.id, + data_type=lambda bv: compress_data(bv.data_type) if bv.data_type else None, + ), + table_to_model_custom_transforms=dict( + data_type=lambda dt: decompress_data(dt) if dt else None, + ), +) \ No newline at end of file diff --git a/src/policyengine/database/parameter_table.py b/src/policyengine/database/parameter_table.py index 79266c6b..71311de2 100644 --- a/src/policyengine/database/parameter_table.py +++ b/src/policyengine/database/parameter_table.py @@ -10,8 +10,8 @@ class ParameterTable(SQLModel, table=True): __tablename__ = "parameters" id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) - description: str = Field(nullable=False) - data_type: bytes = Field(nullable=False) # Pickled type + description: str | None = Field(default=None) + data_type: Optional[str] = Field(nullable=False) # Pickled type model_id: Optional[str] = Field( default=None, foreign_key="models.id", ondelete="SET NULL" ) @@ -21,10 +21,10 @@ class ParameterTable(SQLModel, table=True): model_cls=Parameter, table_cls=ParameterTable, model_to_table_custom_transforms=dict( - data_type=compress_data, + data_type=str, model_id=lambda p: p.model.id if p.model else None, ), table_to_model_custom_transforms=dict( - data_type=decompress_data, + data_type=type, ), ) diff --git a/src/policyengine/database/report_element_table.py b/src/policyengine/database/report_element_table.py index 2f510b1e..95110480 100644 --- a/src/policyengine/database/report_element_table.py +++ b/src/policyengine/database/report_element_table.py @@ -1,6 +1,6 @@ from sqlmodel import SQLModel, Field, JSON, Column from policyengine.models.report_element import ReportElement -from typing import Optional, Literal +from typing import Optional from datetime import datetime from .link import TableLink import uuid @@ -11,57 +11,27 @@ class ReportElementTable(SQLModel, table=True, extend_existing=True): id: str = Field(primary_key=True, default_factory=lambda: str(uuid.uuid4())) label: str = Field(nullable=False) - type: Literal["chart", "markdown"] = Field(nullable=False) + type: str = Field(nullable=False) # "chart" or "markdown" # Data source - data_table: Optional[Literal["aggregates", "simulations", "parameters", "models", "datasets"]] = Field(default=None) - filter_conditions: Optional[dict] = Field(default=None, sa_column=Column(JSON)) + data_table: Optional[str] = Field(default=None) # "aggregates" # Chart configuration - chart_type: Optional[Literal["bar", "line", "scatter", "area", "pie"]] = Field(default=None) + chart_type: Optional[str] = Field(default=None) # "bar", "line", "scatter", "area", "pie" x_axis_variable: Optional[str] = Field(default=None) y_axis_variable: Optional[str] = Field(default=None) group_by: Optional[str] = Field(default=None) color_by: Optional[str] = Field(default=None) size_by: Optional[str] = Field(default=None) - # Chart styling - stacking_mode: Optional[Literal["none", "stack", "group", "percent", "overlay"]] = Field(default=None) - line_style: Optional[Literal["solid", "dash", "dot", "dashdot"]] = Field(default=None) - line_width: Optional[int] = Field(default=None) - marker_size: Optional[int] = Field(default=None) - opacity: Optional[float] = Field(default=None) - color_scheme: Optional[str] = Field(default=None) - show_data_labels: Optional[bool] = Field(default=False) - - # Layout - height: Optional[int] = Field(default=None) - width: Optional[int] = Field(default=None) - x_axis_label: Optional[str] = Field(default=None) - y_axis_label: Optional[str] = Field(default=None) - x_axis_type: Optional[Literal["linear", "log", "date", "category"]] = Field(default=None) - y_axis_type: Optional[Literal["linear", "log", "date"]] = Field(default=None) - x_axis_range: Optional[list] = Field(default=None, sa_column=Column(JSON)) - y_axis_range: Optional[list] = Field(default=None, sa_column=Column(JSON)) - show_legend: Optional[bool] = Field(default=True) - legend_position: Optional[Literal["top", "bottom", "left", "right", "top-left", "top-right"]] = Field(default=None) - show_grid: Optional[bool] = Field(default=True) - - # Interactivity - hover_template: Optional[str] = Field(default=None) - clickable: Optional[bool] = Field(default=False) - linked_element_ids: Optional[list[str]] = Field(default=None, sa_column=Column(JSON)) - # Markdown specific markdown_content: Optional[str] = Field(default=None) - template_variables: Optional[dict] = Field(default=None, sa_column=Column(JSON)) # Metadata report_id: Optional[str] = Field(default=None, foreign_key="reports.id") user_id: Optional[str] = Field(default=None, foreign_key="users.id") position: Optional[int] = Field(default=None) visible: Optional[bool] = Field(default=True) - custom_config: Optional[dict] = Field(default=None, sa_column=Column(JSON)) created_at: datetime = Field(default_factory=datetime.utcnow) updated_at: datetime = Field(default_factory=datetime.utcnow) diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py index 35fa0232..4f290b5d 100644 --- a/src/policyengine/models/__init__.py +++ b/src/policyengine/models/__init__.py @@ -6,6 +6,8 @@ from .model_version import ModelVersion from .parameter import Parameter from .parameter_value import ParameterValue +from .baseline_parameter_value import BaselineParameterValue +from .baseline_variable import BaselineVariable from .simulation import Simulation from .report import Report from .report_element import ReportElement diff --git a/src/policyengine/models/aggregate.py b/src/policyengine/models/aggregate.py index 1fcfced0..5a944aa0 100644 --- a/src/policyengine/models/aggregate.py +++ b/src/policyengine/models/aggregate.py @@ -2,6 +2,8 @@ from policyengine.models import Simulation from enum import Enum from typing import Literal +from microdf import MicroDataFrame +import pandas as pd class AggregateType(str, Enum): @@ -31,6 +33,10 @@ def run(aggregates: list["Aggregate"]) -> list["Aggregate"]: results = [] tables = aggregates[0].simulation.result + for table in tables: + tables[table] = pd.DataFrame(tables[table]) + weight_col = f"{table}_weight" + tables[table] = MicroDataFrame(tables[table], weights=weight_col) for agg in aggregates: if agg.entity not in tables: @@ -46,9 +52,7 @@ def run(aggregates: list["Aggregate"]) -> list["Aggregate"]: df = table - if agg.year is not None and "year" in df.columns: - df = df[df["year"] == agg.year] - elif agg.year is None: + if agg.year is None: agg.year = aggregates[0].simulation.dataset.year if agg.filter_variable_name is not None: diff --git a/src/policyengine/models/baseline_parameter_value.py b/src/policyengine/models/baseline_parameter_value.py new file mode 100644 index 00000000..fb5a285e --- /dev/null +++ b/src/policyengine/models/baseline_parameter_value.py @@ -0,0 +1,11 @@ +from pydantic import BaseModel +from .parameter import Parameter +from .model import Model +from datetime import datetime + +class BaselineParameterValue(BaseModel): + parameter: Parameter + model: Model + value: float | int | str | bool | list | None = None + start_date: datetime + end_date: datetime | None = None diff --git a/src/policyengine/models/baseline_variable.py b/src/policyengine/models/baseline_variable.py new file mode 100644 index 00000000..4f5feaf8 --- /dev/null +++ b/src/policyengine/models/baseline_variable.py @@ -0,0 +1,12 @@ +from pydantic import BaseModel +from datetime import datetime +from .model import Model + +class BaselineVariable(BaseModel): + id: str + model: Model + entity: str + label: str | None = None + description: str | None = None + data_type: type | None = None + diff --git a/src/policyengine/models/model.py b/src/policyengine/models/model.py index a9529781..d3f3cf6d 100644 --- a/src/policyengine/models/model.py +++ b/src/policyengine/models/model.py @@ -1,5 +1,12 @@ from pydantic import BaseModel from typing import Callable +from datetime import datetime +from typing import List, TYPE_CHECKING + +if TYPE_CHECKING: + from .baseline_parameter_value import BaselineParameterValue + from .parameter import Parameter + from .baseline_variable import BaselineVariable class Model(BaseModel): @@ -7,3 +14,74 @@ class Model(BaseModel): name: str description: str | None = None simulation_function: Callable + + def create_seed_objects(self): + from .baseline_parameter_value import BaselineParameterValue + from .parameter import Parameter + from .baseline_variable import BaselineVariable + from policyengine_core.parameters import Parameter as CoreParameter + if self.id == "policyengine_uk": + from policyengine_uk.tax_benefit_system import system + elif self.id == "policyengine_us": + from policyengine_us.system import system + else: + raise ValueError("Unsupported model.") + + parameters = [] + baseline_parameter_values = [] + baseline_variables = [] + + for parameter in system.parameters.get_descendants(): + param = Parameter( + id=parameter.name, + description=parameter.description, + data_type=None, + model=self, + ) + parameters.append(param) + if isinstance(parameter, CoreParameter): + values = parameter.values_list[::-1] + param.data_type = type(values[-1]) + for i in range(len(values)): + value_at_instant = values[i] + instant_str = safe_parse_instant_str(value_at_instant.instant_str) + if i + 1 < len(values): + next_instant_str = safe_parse_instant_str(values[i + 1].instant_str) + else: + next_instant_str = None + baseline_param_value = BaselineParameterValue( + parameter=param, + model=self, + value=value_at_instant.value, + start_date=instant_str, + end_date=next_instant_str + ) + baseline_parameter_values.append(baseline_param_value) + + for variable in system.variables.values(): + baseline_variable = BaselineVariable( + id=variable.name, + model=self, + entity=variable.entity.key, + label=variable.label, + description=variable.documentation, + data_type=variable.value_type, + ) + baseline_variables.append(baseline_variable) + + return SeedObjects( + parameters=parameters, + baseline_parameter_values=baseline_parameter_values, + baseline_variables=baseline_variables, + ) + +def safe_parse_instant_str(instant_str: str) -> datetime: + if instant_str == "0000-01-01": + return datetime(1, 1, 1) + else: + return datetime.strptime(instant_str, "%Y-%m-%d") + +class SeedObjects(BaseModel): + parameters: List["Parameter"] + baseline_parameter_values: List["BaselineParameterValue"] + baseline_variables: List["BaselineVariable"] \ No newline at end of file diff --git a/src/policyengine/models/parameter.py b/src/policyengine/models/parameter.py index 792b903e..218ec01f 100644 --- a/src/policyengine/models/parameter.py +++ b/src/policyengine/models/parameter.py @@ -5,6 +5,6 @@ class Parameter(BaseModel): id: str = str(uuid4()) - description: str - data_type: type + description: str | None + data_type: type | None model: Model | None = None diff --git a/src/policyengine/models/policyengine_uk.py b/src/policyengine/models/policyengine_uk.py index 67295ca8..1bc20ebd 100644 --- a/src/policyengine/models/policyengine_uk.py +++ b/src/policyengine/models/policyengine_uk.py @@ -80,4 +80,4 @@ def run_policyengine_uk( policyengine_uk_latest_version = ModelVersion( model=policyengine_uk_model, version=importlib.metadata.distribution("policyengine_uk").version, -) +) \ No newline at end of file diff --git a/src/policyengine/models/report_element.py b/src/policyengine/models/report_element.py index c916d28a..a7139702 100644 --- a/src/policyengine/models/report_element.py +++ b/src/policyengine/models/report_element.py @@ -10,8 +10,7 @@ class ReportElement(BaseModel): type: Literal["chart", "markdown"] # Data source - data_table: Optional[Literal["aggregates", "simulations", "parameters", "models", "datasets"]] = None # Which table to pull from - filter_conditions: Optional[dict] = None # Key-value pairs for filtering rows + data_table: Optional[Literal["aggregates"]] = None # Which table to pull from # Chart configuration chart_type: Optional[Literal["bar", "line", "scatter", "area", "pie", "histogram"]] = None @@ -21,36 +20,8 @@ class ReportElement(BaseModel): color_by: Optional[str] = None # Column for color mapping size_by: Optional[str] = None # Column for size mapping (bubble charts) - # Chart styling - stacking_mode: Optional[Literal["none", "stack", "group", "percent", "overlay"]] = None - line_style: Optional[Literal["solid", "dash", "dot", "dashdot"]] = None - line_width: Optional[int] = None - marker_size: Optional[int] = None - opacity: Optional[float] = Field(None, ge=0, le=1) - color_scheme: Optional[str] = None # Named color palette - show_data_labels: Optional[bool] = False - - # Layout - height: Optional[int] = None # Pixels - width: Optional[int] = None # Pixels or percentage - x_axis_label: Optional[str] = None - y_axis_label: Optional[str] = None - x_axis_type: Optional[Literal["linear", "log", "date", "category"]] = None - y_axis_type: Optional[Literal["linear", "log", "date"]] = None - x_axis_range: Optional[list] = None # [min, max] - y_axis_range: Optional[list] = None # [min, max] - show_legend: Optional[bool] = True - legend_position: Optional[Literal["top", "bottom", "left", "right", "top-left", "top-right"]] = None - show_grid: Optional[bool] = True - - # Interactivity - hover_template: Optional[str] = None # Custom hover text template - clickable: Optional[bool] = False - linked_element_ids: Optional[list[str]] = None # For cross-filtering - # Markdown specific markdown_content: Optional[str] = None - template_variables: Optional[dict] = None # For dynamic markdown # Metadata report_id: Optional[str] = None From 32ef960a045015dac2996272198d07532c918dd9 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Thu, 18 Sep 2025 17:40:53 +0100 Subject: [PATCH 79/97] Fix bugs --- .../baseline_parameter_value_table.py | 4 +- .../database/baseline_variable_table.py | 4 +- src/policyengine/database/database.py | 52 ++++++++++++++++++- src/policyengine/database/link.py | 6 ++- src/policyengine/database/parameter_table.py | 6 +-- .../models/baseline_parameter_value.py | 4 +- src/policyengine/models/baseline_variable.py | 4 +- src/policyengine/models/model.py | 12 ++--- 8 files changed, 71 insertions(+), 21 deletions(-) diff --git a/src/policyengine/database/baseline_parameter_value_table.py b/src/policyengine/database/baseline_parameter_value_table.py index 8d33a4fb..08971903 100644 --- a/src/policyengine/database/baseline_parameter_value_table.py +++ b/src/policyengine/database/baseline_parameter_value_table.py @@ -11,7 +11,7 @@ class BaselineParameterValueTable(SQLModel, table=True): id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) parameter_id: str = Field(foreign_key="parameters.id", ondelete="CASCADE") - model_id: str = Field(foreign_key="models.id", ondelete="CASCADE") + model_version_id: str = Field(foreign_key="model_versions.id", ondelete="CASCADE") value: Optional[str] = Field(default=None) # JSON-encoded value start_date: datetime = Field(nullable=False) end_date: Optional[datetime] = Field(default=None) @@ -22,7 +22,7 @@ class BaselineParameterValueTable(SQLModel, table=True): table_cls=BaselineParameterValueTable, model_to_table_custom_transforms=dict( parameter_id=lambda bpv: bpv.parameter.id, - model_id=lambda bpv: bpv.model.id, + model_version_id=lambda bpv: bpv.model_version.id, value=lambda bpv: str(bpv.value) if bpv.value is not None else None, ), table_to_model_custom_transforms={}, diff --git a/src/policyengine/database/baseline_variable_table.py b/src/policyengine/database/baseline_variable_table.py index c14fda38..247930da 100644 --- a/src/policyengine/database/baseline_variable_table.py +++ b/src/policyengine/database/baseline_variable_table.py @@ -9,7 +9,7 @@ class BaselineVariableTable(SQLModel, table=True): __tablename__ = "baseline_variables" id: str = Field(primary_key=True) - model_id: str = Field(foreign_key="models.id", ondelete="CASCADE") + model_version_id: str = Field(foreign_key="model_versions.id", ondelete="CASCADE") entity: str = Field(nullable=False) label: Optional[str] = Field(default=None) description: Optional[str] = Field(default=None) @@ -20,7 +20,7 @@ class BaselineVariableTable(SQLModel, table=True): model_cls=BaselineVariable, table_cls=BaselineVariableTable, model_to_table_custom_transforms=dict( - model_id=lambda bv: bv.model.id, + model_version_id=lambda bv: bv.model_version.id, data_type=lambda bv: compress_data(bv.data_type) if bv.data_type else None, ), table_to_model_custom_transforms=dict( diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index 2f67622d..91ce9013 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -11,6 +11,8 @@ from .dynamic_table import dynamic_table_link from .parameter_table import parameter_table_link from .parameter_value_table import parameter_value_table_link +from .baseline_parameter_value_table import baseline_parameter_value_table_link +from .baseline_variable_table import baseline_variable_table_link from .simulation_table import simulation_table_link from .aggregate import aggregate_table_link from .report_table import report_table_link @@ -37,6 +39,8 @@ def __init__(self, url: str): dynamic_table_link, parameter_table_link, parameter_value_table_link, + baseline_parameter_value_table_link, + baseline_variable_table_link, simulation_table_link, aggregate_table_link, user_table_link, @@ -93,7 +97,7 @@ def get(self, model_cls: type, **kwargs): if table_link is not None: table_link.get(self, **kwargs) - def set(self, object: Any): + def set(self, object: Any, commit: bool = True): table_link = next( ( link @@ -103,4 +107,48 @@ def set(self, object: Any): None, ) if table_link is not None: - table_link.set(self, object) + table_link.set(self, object, commit=commit) + + def register_model_version(self, model_version): + """Register a model version with its model and seed objects. + This replaces all existing parameters, baseline parameter values, + and baseline variables for this model version.""" + from .parameter_table import ParameterTable + from .baseline_parameter_value_table import BaselineParameterValueTable + from .baseline_variable_table import BaselineVariableTable + + # First, add the model and model version + self.set(model_version.model) + self.set(model_version) + + # Get seed objects from the model + seed_objects = model_version.model.create_seed_objects(model_version) + + # Delete all existing baseline parameter values and baseline variables for this model version + # (they have foreign key dependencies on parameters) + self.session.query(BaselineParameterValueTable).filter( + BaselineParameterValueTable.model_version_id == model_version.id + ).delete() + self.session.query(BaselineVariableTable).filter( + BaselineVariableTable.model_version_id == model_version.id + ).delete() + + # Delete all existing parameters for this model + self.session.query(ParameterTable).filter( + ParameterTable.model_id == model_version.model.id + ).delete() + self.session.commit() + + # Add new parameters + for parameter in seed_objects.parameters: + self.set(parameter, commit=False) + + self.session.commit() + + # Add new baseline parameter values + for baseline_param_value in seed_objects.baseline_parameter_values: + self.set(baseline_param_value) + + # Add new baseline variables + for baseline_variable in seed_objects.baseline_variables: + self.set(baseline_variable) diff --git a/src/policyengine/database/link.py b/src/policyengine/database/link.py index e9cee8d6..6a6ed7c9 100644 --- a/src/policyengine/database/link.py +++ b/src/policyengine/database/link.py @@ -35,7 +35,7 @@ def get(self, database: "Database", **kwargs): } return self.model_cls(**filtered_model_data) - def set(self, database: "Database", obj: BaseModel): + def set(self, database: "Database", obj: BaseModel, commit: bool = True): model_data = obj.model_dump() if self.model_to_table_custom_transforms: for ( @@ -74,4 +74,6 @@ def set(self, database: "Database", obj: BaseModel): else: database.session.add(table_obj) - database.session.commit() + if commit: + print("Committing to database") # Debug statement + database.session.commit() diff --git a/src/policyengine/database/parameter_table.py b/src/policyengine/database/parameter_table.py index 71311de2..6c1e251d 100644 --- a/src/policyengine/database/parameter_table.py +++ b/src/policyengine/database/parameter_table.py @@ -11,7 +11,7 @@ class ParameterTable(SQLModel, table=True): id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) description: str | None = Field(default=None) - data_type: Optional[str] = Field(nullable=False) # Pickled type + data_type: Optional[str] = Field(nullable=True) # Pickled type model_id: Optional[str] = Field( default=None, foreign_key="models.id", ondelete="SET NULL" ) @@ -21,10 +21,10 @@ class ParameterTable(SQLModel, table=True): model_cls=Parameter, table_cls=ParameterTable, model_to_table_custom_transforms=dict( - data_type=str, + data_type=lambda p: p.data_type.__name__ if p.data_type else None, model_id=lambda p: p.model.id if p.model else None, ), table_to_model_custom_transforms=dict( - data_type=type, + data_type=lambda t: eval(t.data_type) if t.data_type else None ), ) diff --git a/src/policyengine/models/baseline_parameter_value.py b/src/policyengine/models/baseline_parameter_value.py index fb5a285e..d6d3c0f4 100644 --- a/src/policyengine/models/baseline_parameter_value.py +++ b/src/policyengine/models/baseline_parameter_value.py @@ -1,11 +1,11 @@ from pydantic import BaseModel from .parameter import Parameter -from .model import Model +from .model_version import ModelVersion from datetime import datetime class BaselineParameterValue(BaseModel): parameter: Parameter - model: Model + model_version: ModelVersion value: float | int | str | bool | list | None = None start_date: datetime end_date: datetime | None = None diff --git a/src/policyengine/models/baseline_variable.py b/src/policyengine/models/baseline_variable.py index 4f5feaf8..21a949fd 100644 --- a/src/policyengine/models/baseline_variable.py +++ b/src/policyengine/models/baseline_variable.py @@ -1,10 +1,10 @@ from pydantic import BaseModel from datetime import datetime -from .model import Model +from .model_version import ModelVersion class BaselineVariable(BaseModel): id: str - model: Model + model_version: ModelVersion entity: str label: str | None = None description: str | None = None diff --git a/src/policyengine/models/model.py b/src/policyengine/models/model.py index d3f3cf6d..1fa43716 100644 --- a/src/policyengine/models/model.py +++ b/src/policyengine/models/model.py @@ -15,7 +15,7 @@ class Model(BaseModel): description: str | None = None simulation_function: Callable - def create_seed_objects(self): + def create_seed_objects(self, model_version): from .baseline_parameter_value import BaselineParameterValue from .parameter import Parameter from .baseline_variable import BaselineVariable @@ -26,7 +26,7 @@ def create_seed_objects(self): from policyengine_us.system import system else: raise ValueError("Unsupported model.") - + parameters = [] baseline_parameter_values = [] baseline_variables = [] @@ -41,7 +41,7 @@ def create_seed_objects(self): parameters.append(param) if isinstance(parameter, CoreParameter): values = parameter.values_list[::-1] - param.data_type = type(values[-1]) + param.data_type = type(values[-1].value) for i in range(len(values)): value_at_instant = values[i] instant_str = safe_parse_instant_str(value_at_instant.instant_str) @@ -51,17 +51,17 @@ def create_seed_objects(self): next_instant_str = None baseline_param_value = BaselineParameterValue( parameter=param, - model=self, + model_version=model_version, value=value_at_instant.value, start_date=instant_str, end_date=next_instant_str ) baseline_parameter_values.append(baseline_param_value) - + for variable in system.variables.values(): baseline_variable = BaselineVariable( id=variable.name, - model=self, + model_version=model_version, entity=variable.entity.key, label=variable.label, description=variable.documentation, From ad76817b1acadd8e595f2455d3987e45ae97f3c8 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Fri, 19 Sep 2025 12:30:35 +0100 Subject: [PATCH 80/97] Add tests, fix bugs, start docs --- docs/quickstart.ipynb | 995 ++++++++++++++++++ src/policyengine/database/aggregate.py | 2 +- .../baseline_parameter_value_table.py | 44 +- .../database/baseline_variable_table.py | 8 +- src/policyengine/database/database.py | 116 +- src/policyengine/database/link.py | 7 +- src/policyengine/database/parameter_table.py | 13 +- .../database/parameter_value_table.py | 42 +- src/policyengine/models/__init__.py | 3 + src/policyengine/models/aggregate.py | 3 +- src/policyengine/models/model.py | 27 +- src/policyengine/models/parameter_value.py | 2 +- src/policyengine/utils/datasets.py | 62 ++ test_register_model.py | 81 ++ test_register_model_cleanup.py | 89 ++ 15 files changed, 1449 insertions(+), 45 deletions(-) create mode 100644 docs/quickstart.ipynb create mode 100644 src/policyengine/utils/datasets.py create mode 100644 test_register_model.py create mode 100644 test_register_model_cleanup.py diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb new file mode 100644 index 00000000..4dffcaa1 --- /dev/null +++ b/docs/quickstart.ipynb @@ -0,0 +1,995 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b5510438", + "metadata": {}, + "source": [ + "# Getting started\n", + "\n", + "In this notebook, we'll walk through how to use the PolicyEngine.py package to run simulations and produce analyses. We'll start with a basic analysis in the UK that doesn't use any databases, and then start saving and loading things into a database.\n", + "\n", + "## Basic analysis\n", + "\n", + "To start, let's run through a simulation of the UK, and create a chart of the distribution of household income." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "7eb9b5a0", + "metadata": {}, + "outputs": [], + "source": [ + "from policyengine.models import Simulation, Aggregate, policyengine_uk_model, policyengine_uk_latest_version\n", + "from policyengine.utils.datasets import create_uk_dataset\n", + "\n", + "uk_dataset = create_uk_dataset()\n", + "\n", + "\n", + "sim = Simulation(\n", + " dataset=uk_dataset,\n", + " model=policyengine_uk_model,\n", + " model_version=policyengine_uk_latest_version,\n", + ")\n", + "\n", + "sim.run()\n", + "\n", + "income_ranges = [0, 20000, 40000, 60000, 80000, 100000, 150000, 200000, 300000, 500000, 1_000_000]\n", + "aggregates = []\n", + "for i in range(len(income_ranges) - 1):\n", + " aggregates.append(\n", + " Aggregate(\n", + " entity=\"household\",\n", + " variable_name=\"hbai_household_net_income\",\n", + " aggregate_function=\"count\",\n", + " filter_variable_name=\"hbai_household_net_income\",\n", + " filter_variable_geq=income_ranges[i],\n", + " filter_variable_leq=income_ranges[i + 1],\n", + " simulation=sim,\n", + " )\n", + " )\n", + "\n", + "aggregates = Aggregate.run(aggregates)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "b40913b2", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "alignmentgroup": "True", + "hovertemplate": "x=%{x}
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"python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/src/policyengine/database/aggregate.py b/src/policyengine/database/aggregate.py index fa20e8d8..19909e2f 100644 --- a/src/policyengine/database/aggregate.py +++ b/src/policyengine/database/aggregate.py @@ -12,7 +12,7 @@ class AggregateTable(SQLModel, table=True): __tablename__ = "aggregates" - id: str = Field(default_factory=lambda: uuid4(), primary_key=True) + id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) simulation_id: str = Field( foreign_key="simulations.id", ondelete="CASCADE" ) diff --git a/src/policyengine/database/baseline_parameter_value_table.py b/src/policyengine/database/baseline_parameter_value_table.py index 08971903..20fdd2ad 100644 --- a/src/policyengine/database/baseline_parameter_value_table.py +++ b/src/policyengine/database/baseline_parameter_value_table.py @@ -1,29 +1,61 @@ -from sqlmodel import SQLModel, Field -from typing import Optional +from sqlmodel import SQLModel, Field, JSON, Column +from typing import Optional, Any from uuid import uuid4 from datetime import datetime from policyengine.models import BaselineParameterValue from .link import TableLink +import json class BaselineParameterValueTable(SQLModel, table=True): __tablename__ = "baseline_parameter_values" + __table_args__ = ( + {"extend_existing": True}, + ) id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) - parameter_id: str = Field(foreign_key="parameters.id", ondelete="CASCADE") + parameter_id: str = Field(nullable=False) # Part of composite foreign key + model_id: str = Field(nullable=False) # Part of composite foreign key model_version_id: str = Field(foreign_key="model_versions.id", ondelete="CASCADE") - value: Optional[str] = Field(default=None) # JSON-encoded value + value: Optional[Any] = Field(default=None, sa_column=Column(JSON)) # JSON field for any type start_date: datetime = Field(nullable=False) end_date: Optional[datetime] = Field(default=None) +def transform_value_to_table(bpv): + """Transform value for storage, handling special float values.""" + import math + value = bpv.value + if isinstance(value, float): + if math.isinf(value): + return "Infinity" if value > 0 else "-Infinity" + elif math.isnan(value): + return "NaN" + return value + + +def transform_value_from_table(table_row): + """Transform value from storage, converting special strings back to floats.""" + value = table_row.value + if value == "Infinity": + return float('inf') + elif value == "-Infinity": + return float('-inf') + elif value == "NaN": + return float('nan') + return value + + baseline_parameter_value_table_link = TableLink( model_cls=BaselineParameterValue, table_cls=BaselineParameterValueTable, model_to_table_custom_transforms=dict( parameter_id=lambda bpv: bpv.parameter.id, + model_id=lambda bpv: bpv.parameter.model.id, # Add model_id from parameter model_version_id=lambda bpv: bpv.model_version.id, - value=lambda bpv: str(bpv.value) if bpv.value is not None else None, + value=transform_value_to_table, + ), + table_to_model_custom_transforms=dict( + value=transform_value_from_table, ), - table_to_model_custom_transforms={}, ) \ No newline at end of file diff --git a/src/policyengine/database/baseline_variable_table.py b/src/policyengine/database/baseline_variable_table.py index 247930da..82227089 100644 --- a/src/policyengine/database/baseline_variable_table.py +++ b/src/policyengine/database/baseline_variable_table.py @@ -7,8 +7,12 @@ class BaselineVariableTable(SQLModel, table=True): __tablename__ = "baseline_variables" + __table_args__ = ( + {"extend_existing": True}, + ) - id: str = Field(primary_key=True) + id: str = Field(primary_key=True) # Variable name + model_id: str = Field(primary_key=True, foreign_key="models.id") # Part of composite key model_version_id: str = Field(foreign_key="model_versions.id", ondelete="CASCADE") entity: str = Field(nullable=False) label: Optional[str] = Field(default=None) @@ -19,7 +23,9 @@ class BaselineVariableTable(SQLModel, table=True): baseline_variable_table_link = TableLink( model_cls=BaselineVariable, table_cls=BaselineVariableTable, + primary_key=("id", "model_id"), # Composite primary key model_to_table_custom_transforms=dict( + model_id=lambda bv: bv.model_version.model.id, # Add model_id from model_version model_version_id=lambda bv: bv.model_version.id, data_type=lambda bv: compress_data(bv.data_type) if bv.data_type else None, ), diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index 91ce9013..019a0c1b 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -116,39 +116,117 @@ def register_model_version(self, model_version): from .parameter_table import ParameterTable from .baseline_parameter_value_table import BaselineParameterValueTable from .baseline_variable_table import BaselineVariableTable - - # First, add the model and model version - self.set(model_version.model) - self.set(model_version) + from .model_table import ModelTable + from .model_version_table import ModelVersionTable + + # Add or update the model directly to avoid conflicts + from policyengine.utils.compress import compress_data + existing_model = self.session.query(ModelTable).filter( + ModelTable.id == model_version.model.id + ).first() + if not existing_model: + model_table = ModelTable( + id=model_version.model.id, + name=model_version.model.name, + description=model_version.model.description, + simulation_function=compress_data(model_version.model.simulation_function), + ) + self.session.add(model_table) + self.session.flush() + + # Add or update the model version + existing_version = self.session.query(ModelVersionTable).filter( + ModelVersionTable.id == model_version.id + ).first() + if not existing_version: + version_table = ModelVersionTable( + id=model_version.id, + model_id=model_version.model.id, + version=model_version.version, + description=model_version.description, + created_at=model_version.created_at, + ) + self.session.add(version_table) + self.session.flush() # Get seed objects from the model seed_objects = model_version.model.create_seed_objects(model_version) - # Delete all existing baseline parameter values and baseline variables for this model version - # (they have foreign key dependencies on parameters) + # Delete ALL existing seed data for this model (not just this version) + # This ensures we start fresh with the new version's data + # Order matters due to foreign key constraints + + # First delete baseline parameter values (they reference parameters) self.session.query(BaselineParameterValueTable).filter( - BaselineParameterValueTable.model_version_id == model_version.id + BaselineParameterValueTable.model_id == model_version.model.id ).delete() + + # Then delete baseline variables for this model self.session.query(BaselineVariableTable).filter( - BaselineVariableTable.model_version_id == model_version.id + BaselineVariableTable.model_id == model_version.model.id ).delete() - # Delete all existing parameters for this model + # Finally delete all parameters for this model self.session.query(ParameterTable).filter( ParameterTable.model_id == model_version.model.id ).delete() - self.session.commit() - # Add new parameters - for parameter in seed_objects.parameters: - self.set(parameter, commit=False) - self.session.commit() - # Add new baseline parameter values + # Add all parameters first + for parameter in seed_objects.parameters: + # We need to add directly to session to avoid the autoflush issue + from .parameter_table import ParameterTable + param_table = ParameterTable( + id=parameter.id, + model_id=parameter.model.id, # Now required as part of composite key + description=parameter.description, + data_type=parameter.data_type.__name__ if parameter.data_type else None, + ) + self.session.add(param_table) + + # Flush parameters to database so they exist for foreign key constraints + self.session.flush() + + # Add all baseline parameter values for baseline_param_value in seed_objects.baseline_parameter_values: - self.set(baseline_param_value) - - # Add new baseline variables + from .baseline_parameter_value_table import BaselineParameterValueTable + from uuid import uuid4 + import math + + # Handle special float values that JSON doesn't support + value = baseline_param_value.value + if isinstance(value, float): + if math.isinf(value): + value = "Infinity" if value > 0 else "-Infinity" + elif math.isnan(value): + value = "NaN" + + bpv_table = BaselineParameterValueTable( + id=str(uuid4()), + parameter_id=baseline_param_value.parameter.id, + model_id=baseline_param_value.parameter.model.id, # Add model_id + model_version_id=baseline_param_value.model_version.id, + value=value, + start_date=baseline_param_value.start_date, + end_date=baseline_param_value.end_date, + ) + self.session.add(bpv_table) + + # Add all baseline variables for baseline_variable in seed_objects.baseline_variables: - self.set(baseline_variable) + from .baseline_variable_table import BaselineVariableTable + from policyengine.utils.compress import compress_data + bv_table = BaselineVariableTable( + id=baseline_variable.id, + model_id=baseline_variable.model_version.model.id, # Add model_id + model_version_id=baseline_variable.model_version.id, + entity=baseline_variable.entity, + label=baseline_variable.label, + description=baseline_variable.description, + data_type=compress_data(baseline_variable.data_type) if baseline_variable.data_type else None, + ) + self.session.add(bv_table) + + # Commit everything at once + self.session.commit() diff --git a/src/policyengine/database/link.py b/src/policyengine/database/link.py index 6a6ed7c9..66a0ef31 100644 --- a/src/policyengine/database/link.py +++ b/src/policyengine/database/link.py @@ -11,7 +11,7 @@ class TableLink(BaseModel): table_cls: type[SQLModel] model_to_table_custom_transforms: dict[str, Callable] | None = None table_to_model_custom_transforms: dict[str, Callable] | None = None - primary_key: str | tuple[str] = "id" + primary_key: str | tuple[str, ...] = "id" # Allow multiple strings in tuple def get(self, database: "Database", **kwargs): statement = select(self.table_cls).filter_by(**kwargs) @@ -56,11 +56,11 @@ def set(self, database: "Database", obj: BaseModel, commit: bool = True): query = select(self.table_cls) if isinstance(self.primary_key, tuple): for key in self.primary_key: - query.where( + query = query.where( getattr(self.table_cls, key) == getattr(table_obj, key) ) else: - query.where( + query = query.where( getattr(self.table_cls, self.primary_key) == getattr(table_obj, self.primary_key) ) @@ -75,5 +75,4 @@ def set(self, database: "Database", obj: BaseModel, commit: bool = True): database.session.add(table_obj) if commit: - print("Committing to database") # Debug statement database.session.commit() diff --git a/src/policyengine/database/parameter_table.py b/src/policyengine/database/parameter_table.py index 6c1e251d..630e9386 100644 --- a/src/policyengine/database/parameter_table.py +++ b/src/policyengine/database/parameter_table.py @@ -1,6 +1,5 @@ from sqlmodel import SQLModel, Field from typing import Optional -from uuid import uuid4 from policyengine.models import Parameter from .link import TableLink from policyengine.utils.compress import compress_data, decompress_data @@ -8,18 +7,20 @@ class ParameterTable(SQLModel, table=True): __tablename__ = "parameters" + __table_args__ = ( + {"extend_existing": True}, + ) - id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) + id: str = Field(primary_key=True) # Parameter name + model_id: str = Field(primary_key=True, foreign_key="models.id") # Part of composite key description: str | None = Field(default=None) - data_type: Optional[str] = Field(nullable=True) # Pickled type - model_id: Optional[str] = Field( - default=None, foreign_key="models.id", ondelete="SET NULL" - ) + data_type: Optional[str] = Field(nullable=True) # Data type name parameter_table_link = TableLink( model_cls=Parameter, table_cls=ParameterTable, + primary_key=("id", "model_id"), # Composite primary key model_to_table_custom_transforms=dict( data_type=lambda p: p.data_type.__name__ if p.data_type else None, model_id=lambda p: p.model.id if p.model else None, diff --git a/src/policyengine/database/parameter_value_table.py b/src/policyengine/database/parameter_value_table.py index a9803a21..4abce53c 100644 --- a/src/policyengine/database/parameter_value_table.py +++ b/src/policyengine/database/parameter_value_table.py @@ -1,5 +1,5 @@ -from sqlmodel import SQLModel, Field -from typing import Optional +from sqlmodel import SQLModel, Field, JSON, Column +from typing import Optional, Any from uuid import uuid4 from datetime import datetime from policyengine.models import ParameterValue @@ -8,19 +8,51 @@ class ParameterValueTable(SQLModel, table=True): __tablename__ = "parameter_values" + __table_args__ = ( + {"extend_existing": True}, + ) id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) - parameter_id: str = Field(foreign_key="parameters.id", ondelete="CASCADE") - value: float = Field(nullable=False) + parameter_id: str = Field(nullable=False) # Part of composite foreign key + model_id: str = Field(nullable=False) # Part of composite foreign key + value: Optional[Any] = Field(default=None, sa_column=Column(JSON)) # JSON field for any type start_date: datetime = Field(nullable=False) end_date: Optional[datetime] = Field(default=None) +def transform_value_to_table(pv): + """Transform value for storage, handling special float values.""" + import math + value = pv.value + if isinstance(value, float): + if math.isinf(value): + return "Infinity" if value > 0 else "-Infinity" + elif math.isnan(value): + return "NaN" + return value + + +def transform_value_from_table(table_row): + """Transform value from storage, converting special strings back to floats.""" + value = table_row.value + if value == "Infinity": + return float('inf') + elif value == "-Infinity": + return float('-inf') + elif value == "NaN": + return float('nan') + return value + + parameter_value_table_link = TableLink( model_cls=ParameterValue, table_cls=ParameterValueTable, model_to_table_custom_transforms=dict( parameter_id=lambda pv: pv.parameter.id, + model_id=lambda pv: pv.parameter.model.id, # Add model_id from parameter + value=transform_value_to_table, + ), + table_to_model_custom_transforms=dict( + value=transform_value_from_table, ), - table_to_model_custom_transforms={}, ) diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py index 4f290b5d..05c86e8f 100644 --- a/src/policyengine/models/__init__.py +++ b/src/policyengine/models/__init__.py @@ -12,3 +12,6 @@ from .report import Report from .report_element import ReportElement from .user import User +from .aggregate import Aggregate, AggregateType +from .policyengine_uk import policyengine_uk_latest_version, policyengine_uk_model +from .policyengine_us import policyengine_us_latest_version, policyengine_us_model diff --git a/src/policyengine/models/aggregate.py b/src/policyengine/models/aggregate.py index 5a944aa0..b217af44 100644 --- a/src/policyengine/models/aggregate.py +++ b/src/policyengine/models/aggregate.py @@ -36,7 +36,8 @@ def run(aggregates: list["Aggregate"]) -> list["Aggregate"]: for table in tables: tables[table] = pd.DataFrame(tables[table]) weight_col = f"{table}_weight" - tables[table] = MicroDataFrame(tables[table], weights=weight_col) + if weight_col in tables[table].columns: + tables[table] = MicroDataFrame(tables[table], weights=weight_col) for agg in aggregates: if agg.entity not in tables: diff --git a/src/policyengine/models/model.py b/src/policyengine/models/model.py index 1fa43716..c0d56b33 100644 --- a/src/policyengine/models/model.py +++ b/src/policyengine/models/model.py @@ -30,8 +30,13 @@ def create_seed_objects(self, model_version): parameters = [] baseline_parameter_values = [] baseline_variables = [] + seen_parameter_ids = set() for parameter in system.parameters.get_descendants(): + # Skip if we've already processed this parameter ID + if parameter.name in seen_parameter_ids: + continue + seen_parameter_ids.add(parameter.name) param = Parameter( id=parameter.name, description=parameter.description, @@ -79,7 +84,27 @@ def safe_parse_instant_str(instant_str: str) -> datetime: if instant_str == "0000-01-01": return datetime(1, 1, 1) else: - return datetime.strptime(instant_str, "%Y-%m-%d") + try: + return datetime.strptime(instant_str, "%Y-%m-%d") + except ValueError: + # Handle invalid dates like 2021-06-31 + # Try to parse year and month, then use last valid day + parts = instant_str.split("-") + if len(parts) == 3: + year = int(parts[0]) + month = int(parts[1]) + day = int(parts[2]) + + # Find the last valid day of the month + import calendar + last_day = calendar.monthrange(year, month)[1] + if day > last_day: + print(f"Warning: Invalid date {instant_str}, using {year}-{month:02d}-{last_day:02d}") + return datetime(year, month, last_day) + + # If we can't parse it at all, print and raise + print(f"Error: Cannot parse date {instant_str}") + raise class SeedObjects(BaseModel): parameters: List["Parameter"] diff --git a/src/policyengine/models/parameter_value.py b/src/policyengine/models/parameter_value.py index 0f765bcf..7715b372 100644 --- a/src/policyengine/models/parameter_value.py +++ b/src/policyengine/models/parameter_value.py @@ -7,6 +7,6 @@ class ParameterValue(BaseModel): id: str = str(uuid4()) parameter: Parameter - value: float + value: float | int | str | bool | list | None = None start_date: datetime end_date: datetime | None = None diff --git a/src/policyengine/utils/datasets.py b/src/policyengine/utils/datasets.py new file mode 100644 index 00000000..7f9dc4c6 --- /dev/null +++ b/src/policyengine/utils/datasets.py @@ -0,0 +1,62 @@ +from policyengine.models import Dataset +import pandas as pd + +def create_uk_dataset( + dataset: str = "enhanced_frs_2023_24.h5", + year: int = 2029, +): + from policyengine_uk import Microsimulation + from policyengine.models.policyengine_uk import policyengine_uk_model + + sim = Microsimulation(dataset="hf://policyengine/policyengine-uk-data/" + dataset) + sim.default_calculation_period = year + + tables = { + "person": pd.DataFrame(sim.dataset[year].person), + "benunit": pd.DataFrame(sim.dataset[year].benunit), + "household": pd.DataFrame(sim.dataset[year].household), + } + + return Dataset( + id="uk", + name="UK", + description="A representative dataset for the UK, based on the Family Resources Survey.", + year=year, + model=policyengine_uk_model, + data=tables, + ) + +def create_us_dataset( + dataset: str = "enhanced_cps_2024.h5", + year: int = 2024, +): + from policyengine_us import Microsimulation + from policyengine.models.policyengine_us import policyengine_us_model + + sim = Microsimulation(dataset="hf://policyengine/policyengine-us-data/" + dataset) + sim.default_calculation_period = year + + known_variables = sim.input_variables + + tables = { + "person": pd.DataFrame(), + "marital_unit": pd.DataFrame(), + "tax_unit": pd.DataFrame(), + "spm_unit": pd.DataFrame(), + "family": pd.DataFrame(), + "household": pd.DataFrame(), + } + + for variable in known_variables: + entity = sim.tax_benefit_system.variables[variable].entity.key + if variable in sim.tax_benefit_system.variables: + tables[entity][variable] = sim.calculate(variable) + + return Dataset( + id="us", + name="US", + description="A representative dataset for the US, based on the Current Population Survey.", + year=year, + model=policyengine_us_model, + data=tables, + ) \ No newline at end of file diff --git a/test_register_model.py b/test_register_model.py new file mode 100644 index 00000000..2d4d7dfd --- /dev/null +++ b/test_register_model.py @@ -0,0 +1,81 @@ +import pytest +from policyengine.database import Database +from policyengine.models.policyengine_uk import ( + policyengine_uk_model, + policyengine_uk_latest_version, +) + + +def test_register_model_version_adds_all_parameters(): + """Test that register_model_version adds all parameters, not just one.""" + # Setup database + db = Database( + url="postgresql://postgres:postgres@127.0.0.1:54322/postgres" + ) + db.reset() + + # Register the model version + db.register_model_version(policyengine_uk_latest_version) + + # Get the seed objects to check expected counts + seed_objects = policyengine_uk_model.create_seed_objects( + policyengine_uk_latest_version + ) + expected_parameter_count = len(seed_objects.parameters) + expected_baseline_param_value_count = len( + seed_objects.baseline_parameter_values + ) + expected_baseline_variable_count = len(seed_objects.baseline_variables) + + # Check that all parameters were added + from policyengine.database.parameter_table import ParameterTable + from policyengine.database.baseline_parameter_value_table import ( + BaselineParameterValueTable, + ) + from policyengine.database.baseline_variable_table import ( + BaselineVariableTable, + ) + from sqlmodel import select + + # Count parameters in database + with db.session as session: + actual_parameter_count = session.exec( + select(ParameterTable).where( + ParameterTable.model_id == policyengine_uk_model.id + ) + ).all() + + actual_baseline_param_value_count = session.exec( + select(BaselineParameterValueTable).where( + BaselineParameterValueTable.model_version_id + == policyengine_uk_latest_version.id + ) + ).all() + + actual_baseline_variable_count = session.exec( + select(BaselineVariableTable).where( + BaselineVariableTable.model_version_id + == policyengine_uk_latest_version.id + ) + ).all() + + assert len(actual_parameter_count) == expected_parameter_count, ( + f"Expected {expected_parameter_count} parameters but only {len(actual_parameter_count)} were added" + ) + + assert ( + len(actual_baseline_param_value_count) + == expected_baseline_param_value_count + ), ( + f"Expected {expected_baseline_param_value_count} baseline parameter values but only {len(actual_baseline_param_value_count)} were added" + ) + + assert ( + len(actual_baseline_variable_count) == expected_baseline_variable_count + ), ( + f"Expected {expected_baseline_variable_count} baseline variables but only {len(actual_baseline_variable_count)} were added" + ) + + +if __name__ == "__main__": + test_register_model_version_adds_all_parameters() diff --git a/test_register_model_cleanup.py b/test_register_model_cleanup.py new file mode 100644 index 00000000..94b2e24c --- /dev/null +++ b/test_register_model_cleanup.py @@ -0,0 +1,89 @@ +"""Test that register_model_version properly cleans up old data.""" +from policyengine.database import Database +from policyengine.models.policyengine_uk import ( + policyengine_uk_model, + policyengine_uk_latest_version, +) + + +def test_register_model_version_cleans_up_old_data(): + """Test that calling register_model_version twice doesn't cause duplicates.""" + # Setup database + db = Database( + url="postgresql://postgres:postgres@127.0.0.1:54322/postgres" + ) + db.reset() + + # Register the model version once + db.register_model_version(policyengine_uk_latest_version) + + # Get initial counts + from policyengine.database.parameter_table import ParameterTable + from policyengine.database.baseline_parameter_value_table import ( + BaselineParameterValueTable, + ) + from policyengine.database.baseline_variable_table import ( + BaselineVariableTable, + ) + from sqlmodel import select + + with db.session as session: + initial_param_count = len(session.exec( + select(ParameterTable).where( + ParameterTable.model_id == policyengine_uk_model.id + ) + ).all()) + + initial_bpv_count = len(session.exec( + select(BaselineParameterValueTable).where( + BaselineParameterValueTable.model_id == policyengine_uk_model.id + ) + ).all()) + + initial_bv_count = len(session.exec( + select(BaselineVariableTable).where( + BaselineVariableTable.model_id == policyengine_uk_model.id + ) + ).all()) + + print(f"Initial counts - Parameters: {initial_param_count}, BPV: {initial_bpv_count}, BV: {initial_bv_count}") + + # Register the same model version again - should replace, not duplicate + db.register_model_version(policyengine_uk_latest_version) + + # Get final counts - should be the same as initial + with db.session as session: + final_param_count = len(session.exec( + select(ParameterTable).where( + ParameterTable.model_id == policyengine_uk_model.id + ) + ).all()) + + final_bpv_count = len(session.exec( + select(BaselineParameterValueTable).where( + BaselineParameterValueTable.model_id == policyengine_uk_model.id + ) + ).all()) + + final_bv_count = len(session.exec( + select(BaselineVariableTable).where( + BaselineVariableTable.model_id == policyengine_uk_model.id + ) + ).all()) + + print(f"Final counts - Parameters: {final_param_count}, BPV: {final_bpv_count}, BV: {final_bv_count}") + + assert initial_param_count == final_param_count, \ + f"Parameter count changed from {initial_param_count} to {final_param_count}" + + assert initial_bpv_count == final_bpv_count, \ + f"Baseline parameter value count changed from {initial_bpv_count} to {final_bpv_count}" + + assert initial_bv_count == final_bv_count, \ + f"Baseline variable count changed from {initial_bv_count} to {final_bv_count}" + + print("✅ Test passed - no duplicates when registering model version twice") + + +if __name__ == "__main__": + test_register_model_version_cleans_up_old_data() \ No newline at end of file From 69fdcf7df5b73801ca034c98e85fa6d843518edb Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Fri, 19 Sep 2025 16:00:39 +0100 Subject: [PATCH 81/97] Add notebook --- docs/myst.yml | 1 + docs/quickstart.ipynb | 1622 +++++++++++++++++++- src/policyengine/models/aggregate.py | 2 +- src/policyengine/models/parameter.py | 4 +- src/policyengine/models/policy.py | 3 +- src/policyengine/models/policyengine_uk.py | 25 +- src/policyengine/utils/charts.py | 284 ++++ 7 files changed, 1873 insertions(+), 68 deletions(-) create mode 100644 src/policyengine/utils/charts.py diff --git a/docs/myst.yml b/docs/myst.yml index 8592d1ae..ea5176cf 100644 --- a/docs/myst.yml +++ b/docs/myst.yml @@ -11,6 +11,7 @@ project: toc: # Auto-generated by `myst init --write-toc` - file: index.md + - file: quickstart.ipynb - file: dev.md site: diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb index 4dffcaa1..f373ec4a 100644 --- a/docs/quickstart.ipynb +++ b/docs/quickstart.ipynb @@ -16,16 +16,977 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 1, "id": "7eb9b5a0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " " + ] + }, + "metadata": 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"linecolor": "#E2E8F0", + "linewidth": 1, + "mirror": false, + "showgrid": true, + "showline": true, + "tickfont": { + "color": "#6B7280", + "family": "Roboto Mono, monospace", + "size": 11 + }, + "title": { + "font": { + "color": "#6B7280" + }, + "text": "Income range" + }, + "zeroline": true, + "zerolinecolor": "#F2F4F7", + "zerolinewidth": 1 + }, + "yaxis": { + "gridcolor": "#E2E8F0", + "gridwidth": 1, + "linecolor": "#E2E8F0", + "linewidth": 1, + "mirror": false, + "showgrid": true, + "showline": true, + "tickfont": { + "color": "#6B7280", + "family": "Roboto Mono, monospace", + "size": 11 + }, + "title": { + "font": { + "color": "#6B7280" + }, + "text": "Number of households" + }, + "zeroline": true, + "zerolinecolor": "#F2F4F7", + "zerolinewidth": 1 + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from policyengine.models import Simulation, Aggregate, policyengine_uk_model, policyengine_uk_latest_version\n", "from policyengine.utils.datasets import create_uk_dataset\n", + "import plotly.graph_objects as go\n", + "from policyengine.utils.charts import add_fonts, format_figure\n", + "\n", + "# Load the dataset\n", "\n", "uk_dataset = create_uk_dataset()\n", "\n", + "# Create and run the simulation\n", + "\n", "\n", "sim = Simulation(\n", " dataset=uk_dataset,\n", @@ -35,6 +996,8 @@ "\n", "sim.run()\n", "\n", + "# Extract aggregates for household income ranges\n", + "\n", "income_ranges = [0, 20000, 40000, 60000, 80000, 100000, 150000, 200000, 300000, 500000, 1_000_000]\n", "aggregates = []\n", "for i in range(len(income_ranges) - 1):\n", @@ -50,14 +1013,433 @@ " )\n", " )\n", "\n", - "aggregates = Aggregate.run(aggregates)" + "aggregates = Aggregate.run(aggregates)\n", + "\n", + "# Create the bar chart\n", + "\n", + "fig = go.Figure(data=[\n", + " go.Bar(\n", + " x=[f\"£{inc:,}\" for inc in income_ranges[:-1]],\n", + " y=[agg.value for agg in aggregates],\n", + " )\n", + "])\n", + "\n", + "# Apply formatting\n", + "\n", + "format_figure(\n", + " fig,\n", + " title=\"The distribution of household income in the UK\",\n", + " x_title=\"Income range\",\n", + " y_title=\"Number of households\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "24ba497b", + "metadata": {}, + "source": [ + "So, in this example we introduced a few concepts:\n", + "\n", + "* The `Simulation` object, which represents a full run of a microsimulation model, containing all the information (simulated and input) about a set of people or groups. It takes here a few arguments: a `Dataset`, `Model` and `ModelVersion`.\n", + "* The `Dataset` object, which represents a set of people or groups. Here we used a utility function to create this dataset for the UK, but we later will be able to create these from scratch or pull them from a database.\n", + "* The `Model` object, which represents a particular microsimulation model (essentially defined as a function transforming a dataset to a new dataset). There are two models defined by this package, one for the UK and one for the US. Think of these objects as adapters representing the full microsimulation models. Here, we've taken the pre-defined UK model.\n", + "* The `ModelVersion` object, which represents a particular version of a model. This is useful for tracking changes to the model over time. Here, we used the latest version of the UK model.\n" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 2, "id": "b40913b2", "metadata": {}, + "outputs": [], + "source": [ + "from policyengine.models import ParameterValue, Parameter, Policy\n", + "from datetime import datetime\n", + "\n", + "personal_allowance = Parameter(\n", + " id=\"gov.hmrc.income_tax.allowances.personal_allowance.amount\",\n", + ")\n", + "personal_allowance_value = ParameterValue(\n", + " parameter=personal_allowance,\n", + " start_date=datetime(2029, 1, 1),\n", + " value=20_000,\n", + ")\n", + "policy = Policy(\n", + " name=\"Increase personal allowance to £20,000\",\n", + " description=\"A policy to increase the personal allowance for income tax to £20,000.\",\n", + " parameter_values=[personal_allowance_value],\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "6db422f5", + "metadata": {}, + "outputs": [], + "source": [ + "sim_2 = Simulation(\n", + " dataset=uk_dataset,\n", + " model=policyengine_uk_model,\n", + " model_version=policyengine_uk_latest_version,\n", + " policy=policy,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a79978f5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'person': pip_dl_category miscellaneous_income pension_income sublet_income \\\n", + " 0 NONE 0.000000 0.0 0.0 \n", + " 1 NONE 0.000000 0.0 0.0 \n", + " 2 NONE 0.000000 0.0 0.0 \n", + " 3 NONE 0.000000 0.0 0.0 \n", + " 4 NONE 0.000000 0.0 0.0 \n", + " ... ... ... ... ... \n", + " 115607 NONE 0.000000 0.0 0.0 \n", + " 115608 NONE 0.000000 0.0 0.0 \n", + " 115609 NONE 157.425507 0.0 0.0 \n", + " 115610 NONE 0.000000 0.0 0.0 \n", + " 115611 NONE 0.000000 0.0 0.0 \n", + " \n", + " pip_m_category employment_income_before_lsr dla_m_category \\\n", + " 0 NONE 0.000000 NONE \n", + " 1 NONE 0.000000 NONE \n", + " 2 NONE 0.000000 NONE \n", + " 3 NONE 19690.441406 NONE \n", + " 4 NONE 0.000000 NONE \n", + " 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True True \n", + " \n", + " child_benefit child_benefit_less_tax_charge benunit_tax \\\n", + " 0 0.000000 0.000000 690.170288 \n", + " 1 3445.210938 3445.210938 529.012939 \n", + " 2 0.000000 0.000000 61145.378906 \n", + " 3 0.000000 0.000000 0.000000 \n", + " 4 0.000000 0.000000 157.495224 \n", + " ... ... ... ... \n", + " 61853 0.000000 0.000000 10544.920898 \n", + " 61854 0.000000 0.000000 0.000000 \n", + " 61855 0.000000 0.000000 0.000000 \n", + " 61856 0.000000 0.000000 0.000000 \n", + " 61857 0.000000 0.000000 21569.416016 \n", + " \n", + " baseline_child_benefit_entitlement would_claim_child_benefit \\\n", + " 0 0.0 True \n", + " 1 0.0 True \n", + " 2 0.0 False \n", + " 3 0.0 False \n", + " 4 0.0 False \n", + " ... ... ... \n", + " 61853 0.0 True \n", + " 61854 0.0 True \n", + " 61855 0.0 True \n", + " 61856 0.0 True \n", + " 61857 0.0 True \n", + " \n", + " child_benefit_entitlement tax_free_childcare_eligible would_claim_tfc \n", + " 0 0.000000 False False \n", + " 1 3445.210938 False False \n", + " 2 0.000000 False True \n", + " 3 0.000000 False False \n", + " 4 0.000000 False True \n", + " ... ... ... ... \n", + " 61853 0.000000 False False \n", + " 61854 0.000000 False True \n", + " 61855 0.000000 False False \n", + " 61856 0.000000 False True \n", + " 61857 0.000000 False True \n", + " \n", + " [61858 rows x 157 columns],\n", + " 'household': in_original_frs spi_imputed uc_migrated corporate_wealth \\\n", + " 0 0.0 0.0 0.0 0.000000 \n", + " 1 0.0 0.0 0.0 47501.683594 \n", + " 2 0.0 0.0 0.0 890253.187500 \n", + " 3 0.0 0.0 0.0 44285.046875 \n", + " 4 0.0 0.0 0.0 50274.457031 \n", + " ... ... ... ... ... \n", + " 53503 0.0 0.0 0.0 617134.187500 \n", + " 53504 0.0 0.0 0.0 18102.316406 \n", + " 53505 0.0 0.0 0.0 20515.958984 \n", + " 53506 0.0 0.0 0.0 255524.156250 \n", + " 53507 0.0 0.0 0.0 0.000000 \n", + " \n", + " non_residential_property_value main_residence_value rent \\\n", + " 0 0.0 0.000000 0.000000 \n", + " 1 0.0 230502.828125 0.000000 \n", + " 2 0.0 784433.687500 0.000000 \n", + " 3 0.0 0.000000 7523.368164 \n", + " 4 0.0 0.000000 0.000000 \n", + " ... ... ... ... \n", + " 53503 0.0 0.000000 0.000000 \n", + " 53504 0.0 241364.218750 0.000000 \n", + " 53505 0.0 0.000000 9618.785156 \n", + " 53506 0.0 398250.968750 9485.985352 \n", + " 53507 0.0 0.000000 17380.150391 \n", + " \n", + " owned_land council_tax_band other_residential_property_value ... \\\n", + " 0 0.0 C 0.0 ... \n", + " 1 0.0 C 0.0 ... \n", + " 2 0.0 D 0.0 ... \n", + " 3 0.0 C 0.0 ... \n", + " 4 0.0 A 0.0 ... \n", + " ... ... ... ... ... \n", + " 53503 0.0 F 0.0 ... \n", + " 53504 0.0 E 0.0 ... \n", + " 53505 0.0 B 0.0 ... \n", + " 53506 0.0 D 0.0 ... \n", + " 53507 0.0 C 0.0 ... \n", + " \n", + " baseline_business_rates corporate_sdlt \\\n", + " 0 0.000000 0.000000 \n", + " 1 142.639557 14.069544 \n", + " 2 2673.280273 263.684479 \n", + " 3 132.980530 13.116806 \n", + " 4 150.965714 14.890812 \n", + " ... ... ... \n", + " 53503 1853.149902 182.789230 \n", + " 53504 54.358204 5.361733 \n", + " 53505 61.605965 6.076630 \n", + " 53506 767.295959 75.683800 \n", + " 53507 0.000000 0.000000 \n", + " \n", + " sdlt_on_residential_property_transactions expected_sdlt epg_subsidy \\\n", + " 0 0.000000 0.045000 0.0 \n", + " 1 2110.056641 14.114544 0.0 \n", + " 2 29221.683594 29485.412109 0.0 \n", + " 3 0.000000 13.161806 0.0 \n", + " 4 0.000000 14.935812 0.0 \n", + " ... ... ... ... \n", + " 53503 0.000000 182.834229 0.0 \n", + " 53504 2327.284424 2332.691162 0.0 \n", + " 53505 0.000000 6.121630 0.0 \n", + " 53506 9912.548828 75.728798 0.0 \n", + " 53507 0.000000 0.045000 0.0 \n", + " \n", + " cost_of_living_support_payment ebr_energy_bills_credit \\\n", + " 0 0.0 0.0 \n", + " 1 0.0 0.0 \n", + " 2 0.0 0.0 \n", + " 3 0.0 0.0 \n", + " 4 0.0 0.0 \n", + " ... ... ... \n", + " 53503 0.0 0.0 \n", + " 53504 0.0 0.0 \n", + " 53505 0.0 0.0 \n", + " 53506 0.0 0.0 \n", + " 53507 0.0 0.0 \n", + " \n", + " ebr_council_tax_rebate energy_bills_rebate domestic_rates \n", + " 0 0.0 0.0 0.0 \n", + " 1 0.0 0.0 0.0 \n", + " 2 0.0 0.0 0.0 \n", + " 3 0.0 0.0 0.0 \n", + " 4 0.0 0.0 0.0 \n", + " ... ... ... ... \n", + " 53503 0.0 0.0 0.0 \n", + " 53504 0.0 0.0 0.0 \n", + " 53505 0.0 0.0 0.0 \n", + " 53506 0.0 0.0 0.0 \n", + " 53507 0.0 0.0 0.0 \n", + " \n", + " [53508 rows x 186 columns]}" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sim_2.run()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "950d8363", + "metadata": {}, "outputs": [ { "data": { @@ -67,57 +1449,100 @@ }, "data": [ { - "alignmentgroup": "True", - "hovertemplate": "x=%{x}
y=%{y}", - "legendgroup": "", "marker": { - "color": "#636efa", - "pattern": { - "shape": "" - } + "color": "#319795" }, - "name": "", - "offsetgroup": "", - "orientation": "v", - "showlegend": false, - "textposition": "auto", + "name": "Baseline", + "textfont": { + "color": "#6B7280", + "family": "Roboto Mono, monospace", + "size": 11 + }, + "textposition": "outside", + "texttemplate": "%{y:,.0f}", "type": "bar", "x": [ - "0", - "20000", - "40000", - "60000", - "80000", - "100000", - "150000", - "200000", - "300000", - "500000" + "£0", + "£20,000", + "£40,000", + "£60,000", + "£80,000", + "£100,000", + "£150,000", + "£200,000", + "£300,000", + "£500,000" ], - "xaxis": "x", "y": [ - 12422, - 13949, - 9443, - 5965, - 3257, - 3294, - 1010, - 628, - 188, - 42 + 6615287.18908169, + 10306953.140547385, + 7131556.623589764, + 4323144.591107131, + 1691347.2904351307, + 1320115.9262172873, + 326076.2586429423, + 187608.23132836912, + 63106.63353048405, + 41838.373842805624 + ] + }, + { + "marker": { + "color": "#0EA5E9" + }, + "name": "Reform", + "textfont": { + "color": "#6B7280", + "family": "Roboto Mono, monospace", + "size": 11 + }, + "textposition": "outside", + "texttemplate": "%{y:,.0f}", + "type": "bar", + "x": [ + "£0", + "£20,000", + "£40,000", + "£60,000", + "£80,000", + "£100,000", + "£150,000", + "£200,000", + "£300,000", + "£500,000" ], - "yaxis": "y" + "y": [ + 6159962.13365082, + 10313856.750571284, + 6885489.198412653, + 4507745.352171542, + 2003422.4053457985, + 1472352.0198287112, + 341808.24952948757, + 218180.35939976107, + 63106.63353048405, + 41838.373842805624 + ] } ], "layout": { - "barmode": "relative", - "legend": { - "tracegroupgap": 0 + "font": { + "color": "#101828", + "family": "Roboto, sans-serif", + "size": 14 }, - "margin": { - "t": 60 + "hoverlabel": { + "bgcolor": "white", + "bordercolor": "#81E6D9", + "font": { + "family": "Roboto Mono, monospace", + "size": 12 + } }, + "hovermode": "x unified", + "paper_bgcolor": "white", + "plot_bgcolor": "white", + "showlegend": true, "template": { "data": { "bar": [ @@ -934,25 +2359,60 @@ } } }, + "title": { + "font": { + "color": "#101828", + "family": "Roboto, sans-serif", + "size": 20, + "weight": 500 + }, + "text": "The distribution of household income in the UK" + }, "xaxis": { - "anchor": "y", - "domain": [ - 0, - 1 - ], + "gridcolor": "#E2E8F0", + "gridwidth": 1, + "linecolor": "#E2E8F0", + "linewidth": 1, + "mirror": false, + "showgrid": true, + "showline": true, + "tickfont": { + "color": "#6B7280", + "family": "Roboto Mono, monospace", + "size": 11 + }, "title": { - "text": "x" - } + "font": { + "color": "#6B7280" + }, + "text": "Income range" + }, + "zeroline": true, + "zerolinecolor": "#F2F4F7", + "zerolinewidth": 1 }, "yaxis": { - "anchor": "x", - "domain": [ - 0, - 1 - ], + "gridcolor": "#E2E8F0", + "gridwidth": 1, + "linecolor": "#E2E8F0", + "linewidth": 1, + "mirror": false, + "showgrid": true, + "showline": true, + "tickfont": { + "color": "#6B7280", + "family": "Roboto Mono, monospace", + "size": 11 + }, "title": { - "text": "y" - } + "font": { + "color": "#6B7280" + }, + "text": "Number of households" + }, + "zeroline": true, + "zerolinecolor": "#F2F4F7", + "zerolinewidth": 1 } } } @@ -962,12 +2422,50 @@ } ], "source": [ - "import plotly.express as px\n", + "# Extract new aggregates for household income ranges\n", "\n", - "px.bar(\n", - " x=list(map(str, income_ranges[:-1])),\n", - " y=[agg.value for agg in aggregates],\n", - ")" + "income_ranges = [0, 20000, 40000, 60000, 80000, 100000, 150000, 200000, 300000, 500000, 1_000_000]\n", + "aggregates_2 = []\n", + "for i in range(len(income_ranges) - 1):\n", + " aggregates_2.append(\n", + " Aggregate(\n", + " entity=\"household\",\n", + " variable_name=\"hbai_household_net_income\",\n", + " aggregate_function=\"count\",\n", + " filter_variable_name=\"hbai_household_net_income\",\n", + " filter_variable_geq=income_ranges[i],\n", + " filter_variable_leq=income_ranges[i + 1],\n", + " simulation=sim_2,\n", + " )\n", + " )\n", + "\n", + "aggregates_2 = Aggregate.run(aggregates_2)\n", + "\n", + "# Create the comparative bar chart\n", + "fig = go.Figure(data=[\n", + " go.Bar(\n", + " name=\"Baseline\",\n", + " x=[f\"£{inc:,}\" for inc in income_ranges[:-1]],\n", + " y=[agg.value for agg in aggregates],\n", + " ),\n", + " go.Bar(\n", + " name=\"Reform\",\n", + " x=[f\"£{inc:,}\" for inc in income_ranges[:-1]],\n", + " y=[agg.value for agg in aggregates_2],\n", + " ),\n", + "])\n", + "\n", + "# Apply formatting\n", + "fig = format_figure(\n", + " fig,\n", + " title=\"The distribution of household income in the UK\",\n", + " x_title=\"Income range\",\n", + " y_title=\"Number of households\",\n", + ")\n", + "\n", + "add_fonts()\n", + "\n", + "fig" ] } ], diff --git a/src/policyengine/models/aggregate.py b/src/policyengine/models/aggregate.py index b217af44..b073dfc1 100644 --- a/src/policyengine/models/aggregate.py +++ b/src/policyengine/models/aggregate.py @@ -80,7 +80,7 @@ def run(aggregates: list["Aggregate"]) -> list["Aggregate"]: elif agg.aggregate_function == AggregateType.MEAN: agg.value = float(df[agg.variable_name].mean()) elif agg.aggregate_function == AggregateType.COUNT: - agg.value = float(len(df)) + agg.value = float((df[agg.variable_name] > 0).sum()) results.append(agg) diff --git a/src/policyengine/models/parameter.py b/src/policyengine/models/parameter.py index 218ec01f..57cc86bb 100644 --- a/src/policyengine/models/parameter.py +++ b/src/policyengine/models/parameter.py @@ -5,6 +5,6 @@ class Parameter(BaseModel): id: str = str(uuid4()) - description: str | None - data_type: type | None + description: str | None = None + data_type: type | None = None model: Model | None = None diff --git a/src/policyengine/models/policy.py b/src/policyengine/models/policy.py index 9cb5809e..12a52fb8 100644 --- a/src/policyengine/models/policy.py +++ b/src/policyengine/models/policy.py @@ -2,13 +2,14 @@ from typing import Callable from uuid import uuid4 from datetime import datetime +from .parameter_value import ParameterValue class Policy(BaseModel): id: str = str(uuid4()) name: str description: str | None = None - parameter_values: list[str] = [] + parameter_values: list[ParameterValue] = [] simulation_modifier: Callable | None = None created_at: datetime = datetime.now() updated_at: datetime = datetime.now() diff --git a/src/policyengine/models/policyengine_uk.py b/src/policyengine/models/policyengine_uk.py index 1bc20ebd..fdc2dd4b 100644 --- a/src/policyengine/models/policyengine_uk.py +++ b/src/policyengine/models/policyengine_uk.py @@ -24,8 +24,29 @@ def run_policyengine_uk( sim = Microsimulation(dataset=pe_input_data) sim.default_calculation_period = dataset.year - if policy is not None: - policy.simulation_modifier(sim) + def simulation_modifier(sim: Microsimulation): + if policy is not None and len(policy.parameter_values) > 0: + for parameter_value in policy.parameter_values: + sim.tax_benefit_system.parameters.get_child(parameter_value.parameter.id).update( + parameter_value.value, + start=parameter_value.start_date.strftime("%Y-%m-%d"), + stop=parameter_value.end_date.strftime("%Y-%m-%d") if parameter_value.end_date else None, + ) + + if dynamic is not None and len(dynamic.parameter_values) > 0: + for parameter_value in dynamic.parameter_values: + sim.tax_benefit_system.parameters.get_child(parameter_value.parameter.id).update( + parameter_value.value, + start=parameter_value.start_date.strftime("%Y-%m-%d"), + stop=parameter_value.end_date.strftime("%Y-%m-%d") if parameter_value.end_date else None, + ) + + if dynamic is not None and dynamic.simulation_modifier is not None: + dynamic.simulation_modifier(sim) + if policy is not None and policy.simulation_modifier is not None: + policy.simulation_modifier(sim) + + simulation_modifier(sim) # Skip reforms for now diff --git a/src/policyengine/utils/charts.py b/src/policyengine/utils/charts.py new file mode 100644 index 00000000..79c57b7f --- /dev/null +++ b/src/policyengine/utils/charts.py @@ -0,0 +1,284 @@ +"""Chart formatting utilities for PolicyEngine.""" + +import plotly.graph_objects as go +from typing import Optional +from IPython.display import HTML + + +COLOUR_SCHEMES = { + "teal": { + "primary": "#319795", + "secondary": "#38B2AC", + "tertiary": "#4FD1C5", + "light": "#81E6D9", + "lighter": "#B2F5EA", + "lightest": "#E6FFFA", + "dark": "#2C7A7B", + "darker": "#285E61", + "darkest": "#234E52" + }, + "blue": { + "primary": "#0EA5E9", + "secondary": "#0284C7", + "tertiary": "#38BDF8", + "light": "#7DD3FC", + "lighter": "#BAE6FD", + "lightest": "#E0F2FE", + "dark": "#026AA2", + "darker": "#075985", + "darkest": "#0C4A6E" + }, + "gray": { + "primary": "#6B7280", + "secondary": "#9CA3AF", + "tertiary": "#D1D5DB", + "light": "#E2E8F0", + "lighter": "#F2F4F7", + "lightest": "#F9FAFB", + "dark": "#4B5563", + "darker": "#344054", + "darkest": "#101828" + } +} + +DEFAULT_COLOURS = [ + COLOUR_SCHEMES["teal"]["primary"], + COLOUR_SCHEMES["blue"]["primary"], + COLOUR_SCHEMES["teal"]["secondary"], + COLOUR_SCHEMES["blue"]["secondary"], + COLOUR_SCHEMES["teal"]["tertiary"], + COLOUR_SCHEMES["blue"]["tertiary"], + COLOUR_SCHEMES["gray"]["dark"], + COLOUR_SCHEMES["teal"]["dark"] +] + + +def add_fonts() -> HTML: + """Return HTML to add Google Fonts for Roboto and Roboto Mono.""" + return HTML(""" + + + + """) + + +def format_figure( + fig: go.Figure, + title: Optional[str] = None, + x_title: Optional[str] = None, + y_title: Optional[str] = None, + colour_scheme: str = "teal", + show_grid: bool = True, + show_legend: bool = True, + height: Optional[int] = None, + width: Optional[int] = None +) -> go.Figure: + """Apply consistent formatting to a Plotly figure. + + Args: + fig: The Plotly figure to format + title: Optional title for the chart + x_title: Optional x-axis title + y_title: Optional y-axis title + colour_scheme: Colour scheme name (teal, blue, gray) + show_grid: Whether to show gridlines + show_legend: Whether to show the legend + height: Optional figure height in pixels + width: Optional figure width in pixels + + Returns: + The formatted figure + """ + + colours = COLOUR_SCHEMES.get(colour_scheme, COLOUR_SCHEMES["teal"]) + + # Update traces with colour scheme + for i, trace in enumerate(fig.data): + if hasattr(trace, "marker"): + trace.marker.color = DEFAULT_COLOURS[i % len(DEFAULT_COLOURS)] + if hasattr(trace, "line"): + trace.line.color = DEFAULT_COLOURS[i % len(DEFAULT_COLOURS)] + trace.line.width = 2 + + # Base layout settings + layout_updates = { + "font": { + "family": "Roboto, sans-serif", + "size": 14, + "color": COLOUR_SCHEMES["gray"]["darkest"] + }, + "plot_bgcolor": "white", + "paper_bgcolor": "white", + "showlegend": show_legend, + "hovermode": "x unified", + "hoverlabel": { + "bgcolor": "white", + "font": {"family": "Roboto Mono, monospace", "size": 12}, + "bordercolor": colours["light"] + }, + } + + # Add title if provided + if title: + layout_updates["title"] = { + "text": title, + "font": { + "family": "Roboto, sans-serif", + "size": 20, + "color": COLOUR_SCHEMES["gray"]["darkest"], + "weight": 500 + }, + } + + # Configure axes + axis_config = { + "showgrid": show_grid, + "gridcolor": COLOUR_SCHEMES["gray"]["light"], + "gridwidth": 1, + "zeroline": True, + "zerolinecolor": COLOUR_SCHEMES["gray"]["lighter"], + "zerolinewidth": 1, + "tickfont": { + "family": "Roboto Mono, monospace", + "size": 11, + "color": COLOUR_SCHEMES["gray"]["primary"] + }, + "titlefont": { + "family": "Roboto, sans-serif", + "size": 14, + "color": COLOUR_SCHEMES["gray"]["dark"] + }, + "linecolor": COLOUR_SCHEMES["gray"]["light"], + "linewidth": 1, + "showline": True, + "mirror": False + } + + layout_updates["xaxis"] = axis_config.copy() + layout_updates["yaxis"] = axis_config.copy() + + if x_title: + layout_updates["xaxis"]["title"] = x_title + if y_title: + layout_updates["yaxis"]["title"] = y_title + + layout_updates["showlegend"] = len(fig.data) > 1 and show_legend + + # Set dimensions if provided + if height: + layout_updates["height"] = height + if width: + layout_updates["width"] = width + + fig.update_layout(**layout_updates) + + fig.update_xaxes(title_font_color=COLOUR_SCHEMES["gray"]["primary"]) + fig.update_yaxes(title_font_color=COLOUR_SCHEMES["gray"]["primary"]) + + # Add text annotations to bars in bar charts + if any(isinstance(trace, go.Bar) for trace in fig.data): + for trace in fig.data: + if isinstance(trace, go.Bar): + trace.texttemplate = "%{y:,.0f}" + trace.textposition = "outside" + trace.textfont = { + "family": "Roboto Mono, monospace", + "size": 11, + "color": COLOUR_SCHEMES["gray"]["primary"] + } + + return fig + + +def create_bar_chart( + data: dict[str, list], + x: str, + y: str, + title: Optional[str] = None, + colour_scheme: str = "teal", + **kwargs +) -> go.Figure: + """Create a formatted bar chart. + + Args: + data: Dictionary with data for the chart + x: Column name for x-axis + y: Column name for y-axis + title: Optional chart title + colour_scheme: Colour scheme to use + **kwargs: Additional arguments for format_figure + + Returns: + Formatted bar chart figure + """ + fig = go.Figure(data=[ + go.Bar( + x=data[x], + y=data[y], + marker_color=COLOUR_SCHEMES[colour_scheme]["primary"], + marker_line_color=COLOUR_SCHEMES[colour_scheme]["dark"], + marker_line_width=1, + hovertemplate=f"{x}: " + "%{x}
" + f"{y}: " + "%{y:,.0f}" + ) + ]) + + return format_figure( + fig, + title=title, + x_title=x, + y_title=y, + colour_scheme=colour_scheme, + **kwargs + ) + + +def create_line_chart( + data: dict[str, list], + x: str, + y: str | list[str], + title: Optional[str] = None, + colour_scheme: str = "teal", + **kwargs +) -> go.Figure: + """Create a formatted line chart. + + Args: + data: Dictionary with data for the chart + x: Column name for x-axis + y: Column name(s) for y-axis (can be a list for multiple lines) + title: Optional chart title + colour_scheme: Colour scheme to use + **kwargs: Additional arguments for format_figure + + Returns: + Formatted line chart figure + """ + traces = [] + y_columns = y if isinstance(y, list) else [y] + + for i, y_col in enumerate(y_columns): + traces.append( + go.Scatter( + x=data[x], + y=data[y_col], + mode="lines+markers", + name=y_col, + line=dict( + color=DEFAULT_COLOURS[i % len(DEFAULT_COLOURS)], + width=2 + ), + marker=dict(size=6), + hovertemplate=f"{y_col}: " + "%{y:,.0f}" + ) + ) + + fig = go.Figure(data=traces) + + return format_figure( + fig, + title=title, + x_title=x, + y_title=y_columns[0] if len(y_columns) == 1 else None, + colour_scheme=colour_scheme, + **kwargs + ) \ No newline at end of file From eb21974d987cc3bc4680a4275540bea0435fab0f Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Fri, 19 Sep 2025 17:38:55 +0100 Subject: [PATCH 82/97] Update --- docs/models.md | 47 ++ docs/myst.yml | 1 + docs/quickstart.ipynb | 541 +++++---------------- src/policyengine/models/policyengine_uk.py | 4 +- src/policyengine/models/policyengine_us.py | 25 +- 5 files changed, 206 insertions(+), 412 deletions(-) create mode 100644 docs/models.md diff --git a/docs/models.md b/docs/models.md new file mode 100644 index 00000000..010037a3 --- /dev/null +++ b/docs/models.md @@ -0,0 +1,47 @@ +# PolicyEngine model types guide + +This repository contains several model types that work together to enable policy simulation and analysis. Here's what each does: + +## Core simulation models + +**Model** - The main computational engine that registers tax-benefit systems (UK/US) and provides the simulation function. Contains logic to create seed objects from tax-benefit parameters. + +**Simulation** - Orchestrates policy analysis by combining a model, dataset, policy changes, and dynamic effects. Runs the model's simulation function and stores results. + +**ModelVersion** - Tracks different versions of a model implementation, allowing for comparison across model iterations. + +## Policy configuration + +**Policy** - Defines policy reforms through parameter value changes. Can include a custom simulation modifier function for complex reforms. + +**Dynamic** - Similar to Policy but specifically for dynamic/behavioural responses to policy changes. + +**Parameter** - Represents a single policy parameter (e.g., tax rate, benefit amount) within a model. + +**ParameterValue** - A specific value for a parameter at a given time period. + +**BaselineParameterValue** - Default/baseline values for parameters before any policy changes. + +**BaselineVariable** - Variables in the baseline scenario used for comparison. + +## Data handling + +**Dataset** - Contains the input data (households, people, etc.) for a simulation, with optional versioning and year specification. + +**VersionedDataset** - Manages different versions of datasets over time. + +## Results and reporting + +**Report** - Container for analysis results with timestamp tracking. + +**ReportElement** - Individual components within a report (charts, tables, metrics). + +**Aggregate** - Computes aggregated statistics (sum, mean, count) from simulation results, with optional filtering. + +**AggregateType** - Enum defining the available aggregation functions. + +## Supporting models + +**User** - User account management for the platform. + +**SeedObjects** - Helper class for batch-creating initial database objects when registering a new model. \ No newline at end of file diff --git a/docs/myst.yml b/docs/myst.yml index ea5176cf..c8ccc8d5 100644 --- a/docs/myst.yml +++ b/docs/myst.yml @@ -12,6 +12,7 @@ project: # Auto-generated by `myst init --write-toc` - file: index.md - file: quickstart.ipynb + - file: models.md - file: dev.md site: diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb index f373ec4a..0ce729ec 100644 --- a/docs/quickstart.ipynb +++ b/docs/quickstart.ipynb @@ -9,7 +9,7 @@ "\n", "In this notebook, we'll walk through how to use the PolicyEngine.py package to run simulations and produce analyses. We'll start with a basic analysis in the UK that doesn't use any databases, and then start saving and loading things into a database.\n", "\n", - "## Basic analysis\n", + "## Running a baseline simulation\n", "\n", "To start, let's run through a simulation of the UK, and create a chart of the distribution of household income." ] @@ -66,12 +66,12 @@ "£500,000" ], "y": [ - 6615287.18908169, - 10306953.140547385, - 7131556.623589764, - 4323144.591107131, - 1691347.2904351307, - 1320115.9262172873, + 6616340.6753742015, + 10315055.232055528, + 7168385.603143725, + 4241931.035508768, + 1726581.9515626384, + 1320110.2633335288, 326076.2586429423, 187608.23132836912, 63106.63353048405, @@ -1044,7 +1044,11 @@ "* The `Simulation` object, which represents a full run of a microsimulation model, containing all the information (simulated and input) about a set of people or groups. It takes here a few arguments: a `Dataset`, `Model` and `ModelVersion`.\n", "* The `Dataset` object, which represents a set of people or groups. Here we used a utility function to create this dataset for the UK, but we later will be able to create these from scratch or pull them from a database.\n", "* The `Model` object, which represents a particular microsimulation model (essentially defined as a function transforming a dataset to a new dataset). There are two models defined by this package, one for the UK and one for the US. Think of these objects as adapters representing the full microsimulation models. Here, we've taken the pre-defined UK model.\n", - "* The `ModelVersion` object, which represents a particular version of a model. This is useful for tracking changes to the model over time. Here, we used the latest version of the UK model.\n" + "* The `ModelVersion` object, which represents a particular version of a model. This is useful for tracking changes to the model over time. Here, we used the latest version of the UK model.\n", + "\n", + "## Adding a policy reform\n", + "\n", + "Next, we'll add in a policy reform, and see how that changes the results." ] }, { @@ -1052,394 +1056,6 @@ "execution_count": 2, "id": "b40913b2", "metadata": {}, - "outputs": [], - "source": [ - "from policyengine.models import ParameterValue, Parameter, Policy\n", - "from datetime import datetime\n", - "\n", - "personal_allowance = Parameter(\n", - " id=\"gov.hmrc.income_tax.allowances.personal_allowance.amount\",\n", - ")\n", - "personal_allowance_value = ParameterValue(\n", - " parameter=personal_allowance,\n", - " start_date=datetime(2029, 1, 1),\n", - " value=20_000,\n", - ")\n", - "policy = Policy(\n", - " name=\"Increase personal allowance to £20,000\",\n", - " description=\"A policy to increase the personal allowance for income tax to £20,000.\",\n", - " parameter_values=[personal_allowance_value],\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "6db422f5", - "metadata": {}, - "outputs": [], - "source": [ - "sim_2 = Simulation(\n", - " dataset=uk_dataset,\n", - " model=policyengine_uk_model,\n", - " model_version=policyengine_uk_latest_version,\n", - " policy=policy,\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "a79978f5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'person': pip_dl_category miscellaneous_income pension_income sublet_income \\\n", - " 0 NONE 0.000000 0.0 0.0 \n", - " 1 NONE 0.000000 0.0 0.0 \n", - " 2 NONE 0.000000 0.0 0.0 \n", - " 3 NONE 0.000000 0.0 0.0 \n", - " 4 NONE 0.000000 0.0 0.0 \n", - " ... ... ... ... ... \n", - " 115607 NONE 0.000000 0.0 0.0 \n", - " 115608 NONE 0.000000 0.0 0.0 \n", - " 115609 NONE 157.425507 0.0 0.0 \n", - " 115610 NONE 0.000000 0.0 0.0 \n", - " 115611 NONE 0.000000 0.0 0.0 \n", - " \n", - " pip_m_category employment_income_before_lsr dla_m_category \\\n", - " 0 NONE 0.000000 NONE \n", - " 1 NONE 0.000000 NONE \n", - " 2 NONE 0.000000 NONE \n", - 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" 3 0.0 0.0 0.0 \n", - " 4 0.0 0.0 0.0 \n", - " ... ... ... ... \n", - " 53503 0.0 0.0 0.0 \n", - " 53504 0.0 0.0 0.0 \n", - " 53505 0.0 0.0 0.0 \n", - " 53506 0.0 0.0 0.0 \n", - " 53507 0.0 0.0 0.0 \n", - " \n", - " [53508 rows x 186 columns]}" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "sim_2.run()" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "950d8363", - "metadata": {}, "outputs": [ { "data": { @@ -1474,12 +1090,12 @@ "£500,000" ], "y": [ - 6615287.18908169, - 10306953.140547385, - 7131556.623589764, - 4323144.591107131, - 1691347.2904351307, - 1320115.9262172873, + 6616340.6753742015, + 10315055.232055528, + 7168385.603143725, + 4241931.035508768, + 1726581.9515626384, + 1320110.2633335288, 326076.2586429423, 187608.23132836912, 63106.63353048405, @@ -1512,12 +1128,12 @@ "£500,000" ], "y": [ - 6159962.13365082, - 10313856.750571284, - 6885489.198412653, - 4507745.352171542, - 2003422.4053457985, - 1472352.0198287112, + 6161015.619943331, + 10319591.409226444, + 6936215.458299849, + 4451066.890113922, + 2003268.3375362167, + 1471670.1448610467, 341808.24952948757, 218180.35939976107, 63106.63353048405, @@ -2422,6 +2038,41 @@ } ], "source": [ + "from policyengine.models import ParameterValue, Parameter, Policy\n", + "from datetime import datetime\n", + "\n", + "# Parameter = the parameter to change\n", + "\n", + "personal_allowance = Parameter(\n", + " id=\"gov.hmrc.income_tax.allowances.personal_allowance.amount\",\n", + " model=policyengine_uk_model,\n", + ")\n", + "\n", + "# ParameterValue = the value to set the parameter to, and when to start\n", + "\n", + "personal_allowance_value = ParameterValue(\n", + " parameter=personal_allowance,\n", + " start_date=datetime(2029, 1, 1),\n", + " value=20000,\n", + ")\n", + "\n", + "# Create a policy to increase the personal allowance to £20,000 from 2029-30\n", + "\n", + "policy = Policy(\n", + " name=\"Increase personal allowance to £20,000\",\n", + " description=\"A policy to increase the personal allowance for income tax to £20,000.\",\n", + " parameter_values=[personal_allowance_value],\n", + ")\n", + "\n", + "sim_2 = Simulation(\n", + " dataset=uk_dataset,\n", + " model=policyengine_uk_model,\n", + " model_version=policyengine_uk_latest_version,\n", + " policy=policy, # Pass in the policy here\n", + ")\n", + "\n", + "sim_2.run()\n", + "\n", "# Extract new aggregates for household income ranges\n", "\n", "income_ranges = [0, 20000, 40000, 60000, 80000, 100000, 150000, 200000, 300000, 500000, 1_000_000]\n", @@ -2467,6 +2118,80 @@ "\n", "fig" ] + }, + { + "cell_type": "markdown", + "id": "6c029d3b", + "metadata": {}, + "source": [ + "In the above example, we created a `Policy` object, which represents a particular policy reform. This object contains a list of `ParameterValue` objects, which represent changes to specific parameters in the model. Here, we changed the personal allowance for income tax to £20,000.\n", + "\n", + "## Bringing in a database" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "f14c85eb", + "metadata": {}, + "outputs": [], + "source": [ + "from policyengine.database import Database\n", + "\n", + "database = Database(\"postgresql://postgres:postgres@127.0.0.1:54322/postgres\")\n", + "\n", + "# These two lines are not usually needed, but you should use them the first time you set up a new database\n", + "database.reset() # Drop and recreate all tables\n", + "database.register_model_version(policyengine_uk_latest_version) # Add in the model, model version, parameters and baseline parameter values and variables." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "21e8010b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'172e216e-334f-4762-aa0f-63f2560f1e15'" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Simulation(\n", + " dataset=uk_dataset,\n", + " model=policyengine_uk_model,\n", + " model_version=policyengine_uk_latest_version,\n", + " policy=policy, # Pass in the policy here\n", + " database=database, # Pass in the database here\n", + ").id" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7e89cbd5", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "database.set(uk_dataset)\n", + "database.set(policy)\n", + "\n", + "for pv in policy.parameter_values:\n", + " database.set(pv)\n", + "database.set(sim)\n", + "database.set(sim_2)\n", + "for agg in aggregates:\n", + " database.set(agg)\n", + "for agg in aggregates_2:\n", + " database.set(agg)" + ] } ], "metadata": { diff --git a/src/policyengine/models/policyengine_uk.py b/src/policyengine/models/policyengine_uk.py index fdc2dd4b..f49657ee 100644 --- a/src/policyengine/models/policyengine_uk.py +++ b/src/policyengine/models/policyengine_uk.py @@ -28,7 +28,7 @@ def simulation_modifier(sim: Microsimulation): if policy is not None and len(policy.parameter_values) > 0: for parameter_value in policy.parameter_values: sim.tax_benefit_system.parameters.get_child(parameter_value.parameter.id).update( - parameter_value.value, + value=parameter_value.value, start=parameter_value.start_date.strftime("%Y-%m-%d"), stop=parameter_value.end_date.strftime("%Y-%m-%d") if parameter_value.end_date else None, ) @@ -36,7 +36,7 @@ def simulation_modifier(sim: Microsimulation): if dynamic is not None and len(dynamic.parameter_values) > 0: for parameter_value in dynamic.parameter_values: sim.tax_benefit_system.parameters.get_child(parameter_value.parameter.id).update( - parameter_value.value, + value=parameter_value.value, start=parameter_value.start_date.strftime("%Y-%m-%d"), stop=parameter_value.end_date.strftime("%Y-%m-%d") if parameter_value.end_date else None, ) diff --git a/src/policyengine/models/policyengine_us.py b/src/policyengine/models/policyengine_us.py index 1ba267a9..b856f1e8 100644 --- a/src/policyengine/models/policyengine_us.py +++ b/src/policyengine/models/policyengine_us.py @@ -31,8 +31,29 @@ def run_policyengine_us( sim = Microsimulation(dataset=person_df) sim.default_calculation_period = dataset.year - if policy is not None: - policy.simulation_modifier(sim) + def simulation_modifier(sim: Microsimulation): + if policy is not None and len(policy.parameter_values) > 0: + for parameter_value in policy.parameter_values: + sim.tax_benefit_system.parameters.get_child(parameter_value.parameter.id).update( + parameter_value.value, + start=parameter_value.start_date.strftime("%Y-%m-%d"), + stop=parameter_value.end_date.strftime("%Y-%m-%d") if parameter_value.end_date else None, + ) + + if dynamic is not None and len(dynamic.parameter_values) > 0: + for parameter_value in dynamic.parameter_values: + sim.tax_benefit_system.parameters.get_child(parameter_value.parameter.id).update( + parameter_value.value, + start=parameter_value.start_date.strftime("%Y-%m-%d"), + stop=parameter_value.end_date.strftime("%Y-%m-%d") if parameter_value.end_date else None, + ) + + if dynamic is not None and dynamic.simulation_modifier is not None: + dynamic.simulation_modifier(sim) + if policy is not None and policy.simulation_modifier is not None: + policy.simulation_modifier(sim) + + simulation_modifier(sim) # Skip reforms for now From 0805cdf6a8b7a715d28ab383eccd8703583ead97 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Fri, 19 Sep 2025 17:43:40 +0100 Subject: [PATCH 83/97] Fix ID generation bug --- docs/quickstart.ipynb | 950 +------------------ src/policyengine/models/dataset.py | 4 +- src/policyengine/models/dynamic.py | 8 +- src/policyengine/models/model_version.py | 6 +- src/policyengine/models/parameter.py | 4 +- src/policyengine/models/parameter_value.py | 4 +- src/policyengine/models/policy.py | 8 +- src/policyengine/models/simulation.py | 8 +- src/policyengine/models/versioned_dataset.py | 4 +- 9 files changed, 28 insertions(+), 968 deletions(-) diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb index 0ce729ec..2efe7c77 100644 --- a/docs/quickstart.ipynb +++ b/docs/quickstart.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "7eb9b5a0", "metadata": {}, "outputs": [ @@ -33,946 +33,6 @@ }, "metadata": {}, "output_type": "display_data" - }, - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "marker": { - "color": "#319795" - }, - "textfont": { - "color": "#6B7280", - "family": "Roboto Mono, monospace", - "size": 11 - }, - "textposition": "outside", - "texttemplate": "%{y:,.0f}", - "type": "bar", - "x": [ - "£0", - "£20,000", - "£40,000", - "£60,000", - "£80,000", - "£100,000", - "£150,000", - "£200,000", - "£300,000", - "£500,000" - ], - "y": [ - 6616340.6753742015, - 10315055.232055528, - 7168385.603143725, - 4241931.035508768, - 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"color": "#6B7280" - }, - "text": "Number of households" - }, - "zeroline": true, - "zerolinecolor": "#F2F4F7", - "zerolinewidth": 1 - } - } - } - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -1053,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "b40913b2", "metadata": {}, "outputs": [ @@ -2131,7 +1191,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "f14c85eb", "metadata": {}, "outputs": [], @@ -2147,7 +1207,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "21e8010b", "metadata": {}, "outputs": [ @@ -2174,7 +1234,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "7e89cbd5", "metadata": {}, "outputs": [], diff --git a/src/policyengine/models/dataset.py b/src/policyengine/models/dataset.py index cba52620..06e605ae 100644 --- a/src/policyengine/models/dataset.py +++ b/src/policyengine/models/dataset.py @@ -1,4 +1,4 @@ -from pydantic import BaseModel +from pydantic import BaseModel, Field from typing import Any from uuid import uuid4 from .model import Model @@ -6,7 +6,7 @@ class Dataset(BaseModel): - id: str = str(uuid4()) + id: str = Field(default_factory=lambda: str(uuid4())) name: str description: str | None = None version: str | None = None diff --git a/src/policyengine/models/dynamic.py b/src/policyengine/models/dynamic.py index ae2ae610..19e46ff0 100644 --- a/src/policyengine/models/dynamic.py +++ b/src/policyengine/models/dynamic.py @@ -1,14 +1,14 @@ -from pydantic import BaseModel +from pydantic import BaseModel, Field from typing import Callable from uuid import uuid4 from datetime import datetime class Dynamic(BaseModel): - id: str = str(uuid4()) + id: str = Field(default_factory=lambda: str(uuid4())) name: str description: str | None = None parameter_values: list[str] = [] simulation_modifier: Callable | None = None - created_at: datetime = datetime.now() - updated_at: datetime = datetime.now() + created_at: datetime = Field(default_factory=datetime.now) + updated_at: datetime = Field(default_factory=datetime.now) diff --git a/src/policyengine/models/model_version.py b/src/policyengine/models/model_version.py index bb8f0461..aaed0a70 100644 --- a/src/policyengine/models/model_version.py +++ b/src/policyengine/models/model_version.py @@ -1,12 +1,12 @@ -from pydantic import BaseModel +from pydantic import BaseModel, Field from datetime import datetime from .model import Model from uuid import uuid4 class ModelVersion(BaseModel): - id: str = str(uuid4()) + id: str = Field(default_factory=lambda: str(uuid4())) model: Model version: str description: str | None = None - created_at: datetime = datetime.now() + created_at: datetime = Field(default_factory=datetime.now) diff --git a/src/policyengine/models/parameter.py b/src/policyengine/models/parameter.py index 57cc86bb..ebb60918 100644 --- a/src/policyengine/models/parameter.py +++ b/src/policyengine/models/parameter.py @@ -1,10 +1,10 @@ -from pydantic import BaseModel +from pydantic import BaseModel, Field from uuid import uuid4 from .model import Model class Parameter(BaseModel): - id: str = str(uuid4()) + id: str = Field(default_factory=lambda: str(uuid4())) description: str | None = None data_type: type | None = None model: Model | None = None diff --git a/src/policyengine/models/parameter_value.py b/src/policyengine/models/parameter_value.py index 7715b372..e02b96bc 100644 --- a/src/policyengine/models/parameter_value.py +++ b/src/policyengine/models/parameter_value.py @@ -1,11 +1,11 @@ -from pydantic import BaseModel +from pydantic import BaseModel, Field from uuid import uuid4 from datetime import datetime from .parameter import Parameter class ParameterValue(BaseModel): - id: str = str(uuid4()) + id: str = Field(default_factory=lambda: str(uuid4())) parameter: Parameter value: float | int | str | bool | list | None = None start_date: datetime diff --git a/src/policyengine/models/policy.py b/src/policyengine/models/policy.py index 12a52fb8..bce54a0b 100644 --- a/src/policyengine/models/policy.py +++ b/src/policyengine/models/policy.py @@ -1,4 +1,4 @@ -from pydantic import BaseModel +from pydantic import BaseModel, Field from typing import Callable from uuid import uuid4 from datetime import datetime @@ -6,10 +6,10 @@ class Policy(BaseModel): - id: str = str(uuid4()) + id: str = Field(default_factory=lambda: str(uuid4())) name: str description: str | None = None parameter_values: list[ParameterValue] = [] simulation_modifier: Callable | None = None - created_at: datetime = datetime.now() - updated_at: datetime = datetime.now() + created_at: datetime = Field(default_factory=datetime.now) + updated_at: datetime = Field(default_factory=datetime.now) diff --git a/src/policyengine/models/simulation.py b/src/policyengine/models/simulation.py index 07cdf05e..48291d17 100644 --- 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+ }, + "title": { + "font": { + "color": "#6B7280" + }, + "text": "Income range" + }, + "zeroline": true, + "zerolinecolor": "#F2F4F7", + "zerolinewidth": 1 + }, + "yaxis": { + "gridcolor": "#E2E8F0", + "gridwidth": 1, + "linecolor": "#E2E8F0", + "linewidth": 1, + "mirror": false, + "showgrid": true, + "showline": true, + "tickfont": { + "color": "#6B7280", + "family": "Roboto Mono, monospace", + "size": 11 + }, + "title": { + "font": { + "color": "#6B7280" + }, + "text": "Number of households" + }, + "zeroline": true, + "zerolinecolor": "#F2F4F7", + "zerolinewidth": 1 + } + } + } + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ @@ -113,7 +1053,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "b40913b2", "metadata": {}, "outputs": [ @@ -150,14 +1090,14 @@ "£500,000" ], "y": [ - 6616340.6753742015, - 10315055.232055528, - 7168385.603143725, - 4241931.035508768, - 1726581.9515626384, - 1320110.2633335288, - 326076.2586429423, 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"metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "Simulation(\n", - " dataset=uk_dataset,\n", - " model=policyengine_uk_model,\n", - " model_version=policyengine_uk_latest_version,\n", - " policy=policy, # Pass in the policy here\n", - " database=database, # Pass in the database here\n", - ").id" - ] - }, { "cell_type": "code", "execution_count": null, From 93d920d3d2192fc8a9ca852400c8960d8786761c Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Fri, 19 Sep 2025 21:44:51 +0100 Subject: [PATCH 85/97] Update nb --- docs/quickstart.ipynb | 53 ++++++++++++++++++------------------------- 1 file changed, 22 insertions(+), 31 deletions(-) diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb index 8a0f4826..0776aae5 100644 --- a/docs/quickstart.ipynb +++ b/docs/quickstart.ipynb @@ -66,13 +66,13 @@ "£500,000" ], "y": [ - 6635674.850758663, - 10293027.345522296, - 7125877.766853725, - 4299712.9262340525, - 1714400.113286133, - 1319710.405849069, - 326081.76376012026, + 6616379.394811443, + 10318406.574803442, + 7155201.059389851, + 4274463.103546123, + 1703831.3986855103, + 1320125.7573599513, + 326077.8836677378, 187604.07868564222, 63106.63353048405, 41838.373842805624 @@ -1090,13 +1090,13 @@ "£500,000" ], "y": [ - 6635674.850758663, - 10293027.345522296, - 7125877.766853725, - 4299712.9262340525, - 1714400.113286133, - 1319710.405849069, - 326081.76376012026, + 6616379.394811443, + 10318406.574803442, + 7155201.059389851, + 4274463.103546123, + 1703831.3986855103, + 1320125.7573599513, + 326077.8836677378, 187604.07868564222, 63106.63353048405, 41838.373842805624 @@ -1128,12 +1128,12 @@ "£500,000" ], "y": [ - 6180349.795327793, - 10297069.310736354, - 6881069.221056676, - 4507360.221239092, - 2004676.985337765, - 1472302.3262831313, + 6161054.339380573, + 10324287.669322193, + 6919106.78202516, + 4471693.873482348, + 1994332.6940838108, + 1472352.5016867262, 341808.24952948757, 218180.35939976107, 63106.63353048405, @@ -2131,7 +2131,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "f14c85eb", "metadata": {}, "outputs": [], @@ -2142,16 +2142,7 @@ "\n", "# These two lines are not usually needed, but you should use them the first time you set up a new database\n", "database.reset() # Drop and recreate all tables\n", - "database.register_model_version(policyengine_uk_latest_version) # Add in the model, model version, parameters and baseline parameter values and variables." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "7e89cbd5", - "metadata": {}, - "outputs": [], - "source": [ + "database.register_model_version(policyengine_uk_latest_version) # Add in the model, model version, parameters and baseline parameter values and variables.\n", "\n", "database.set(uk_dataset)\n", "database.set(policy)\n", From 68c4e2821d23aa73da139a047db219cdfb6b676c Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 20 Sep 2025 12:19:58 +0100 Subject: [PATCH 86/97] Format --- docs/quickstart.ipynb | 91 +++++++++----- .../baseline_parameter_value_table.py | 21 ++-- .../database/baseline_variable_table.py | 18 +-- src/policyengine/database/database.py | 35 ++++-- src/policyengine/database/link.py | 4 +- src/policyengine/database/parameter_table.py | 8 +- .../database/parameter_value_table.py | 15 +-- .../database/report_element_table.py | 10 +- src/policyengine/database/report_table.py | 6 +- src/policyengine/database/user_table.py | 6 +- src/policyengine/models/__init__.py | 10 +- src/policyengine/models/aggregate.py | 6 +- .../models/baseline_parameter_value.py | 1 + src/policyengine/models/baseline_variable.py | 2 +- src/policyengine/models/model.py | 24 ++-- src/policyengine/models/policyengine_uk.py | 25 ++-- src/policyengine/models/policyengine_us.py | 31 +++-- src/policyengine/models/report.py | 2 +- src/policyengine/models/report_element.py | 10 +- src/policyengine/models/user.py | 2 +- src/policyengine/utils/charts.py | 66 ++++++----- src/policyengine/utils/datasets.py | 14 ++- test_register_model_cleanup.py | 112 +++++++++++------- 23 files changed, 335 insertions(+), 184 deletions(-) diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb index 0776aae5..88f9f4b4 100644 --- a/docs/quickstart.ipynb +++ b/docs/quickstart.ipynb @@ -70,10 +70,10 @@ 10318406.574803442, 7155201.059389851, 4274463.103546123, - 1703831.3986855103, + 1703831.3986855105, 1320125.7573599513, 326077.8836677378, - 187604.07868564222, + 187604.07868564225, 63106.63353048405, 41838.373842805624 ] @@ -976,7 +976,12 @@ } ], "source": [ - "from policyengine.models import Simulation, Aggregate, policyengine_uk_model, policyengine_uk_latest_version\n", + "from policyengine.models import (\n", + " Simulation,\n", + " Aggregate,\n", + " policyengine_uk_model,\n", + " policyengine_uk_latest_version,\n", + ")\n", "from policyengine.utils.datasets import create_uk_dataset\n", "import plotly.graph_objects as go\n", "from policyengine.utils.charts import add_fonts, format_figure\n", @@ -998,7 +1003,19 @@ "\n", "# Extract aggregates for household income ranges\n", "\n", - "income_ranges = [0, 20000, 40000, 60000, 80000, 100000, 150000, 200000, 300000, 500000, 1_000_000]\n", + "income_ranges = [\n", + " 0,\n", + " 20000,\n", + " 40000,\n", + " 60000,\n", + " 80000,\n", + " 100000,\n", + " 150000,\n", + " 200000,\n", + " 300000,\n", + " 500000,\n", + " 1_000_000,\n", + "]\n", "aggregates = []\n", "for i in range(len(income_ranges) - 1):\n", " aggregates.append(\n", @@ -1017,12 +1034,14 @@ "\n", "# Create the bar chart\n", "\n", - "fig = go.Figure(data=[\n", - " go.Bar(\n", - " x=[f\"£{inc:,}\" for inc in income_ranges[:-1]],\n", - " y=[agg.value for agg in aggregates],\n", - " )\n", - "])\n", + "fig = go.Figure(\n", + " data=[\n", + " go.Bar(\n", + " x=[f\"£{inc:,}\" for inc in income_ranges[:-1]],\n", + " y=[agg.value for agg in aggregates],\n", + " )\n", + " ]\n", + ")\n", "\n", "# Apply formatting\n", "\n", @@ -1094,10 +1113,10 @@ 10318406.574803442, 7155201.059389851, 4274463.103546123, - 1703831.3986855103, + 1703831.3986855105, 1320125.7573599513, 326077.8836677378, - 187604.07868564222, + 187604.07868564225, 63106.63353048405, 41838.373842805624 ] @@ -2068,14 +2087,26 @@ " dataset=uk_dataset,\n", " model=policyengine_uk_model,\n", " model_version=policyengine_uk_latest_version,\n", - " policy=policy, # Pass in the policy here\n", + " policy=policy, # Pass in the policy here\n", ")\n", "\n", "sim_2.run()\n", "\n", "# Extract new aggregates for household income ranges\n", "\n", - "income_ranges = [0, 20000, 40000, 60000, 80000, 100000, 150000, 200000, 300000, 500000, 1_000_000]\n", + "income_ranges = [\n", + " 0,\n", + " 20000,\n", + " 40000,\n", + " 60000,\n", + " 80000,\n", + " 100000,\n", + " 150000,\n", + " 200000,\n", + " 300000,\n", + " 500000,\n", + " 1_000_000,\n", + "]\n", "aggregates_2 = []\n", "for i in range(len(income_ranges) - 1):\n", " aggregates_2.append(\n", @@ -2093,18 +2124,20 @@ "aggregates_2 = Aggregate.run(aggregates_2)\n", "\n", "# Create the comparative bar chart\n", - "fig = go.Figure(data=[\n", - " go.Bar(\n", - " name=\"Baseline\",\n", - " x=[f\"£{inc:,}\" for inc in income_ranges[:-1]],\n", - " y=[agg.value for agg in aggregates],\n", - " ),\n", - " go.Bar(\n", - " name=\"Reform\",\n", - " x=[f\"£{inc:,}\" for inc in income_ranges[:-1]],\n", - " y=[agg.value for agg in aggregates_2],\n", - " ),\n", - "])\n", + "fig = go.Figure(\n", + " data=[\n", + " go.Bar(\n", + " name=\"Baseline\",\n", + " x=[f\"£{inc:,}\" for inc in income_ranges[:-1]],\n", + " y=[agg.value for agg in aggregates],\n", + " ),\n", + " go.Bar(\n", + " name=\"Reform\",\n", + " x=[f\"£{inc:,}\" for inc in income_ranges[:-1]],\n", + " y=[agg.value for agg in aggregates_2],\n", + " ),\n", + " ]\n", + ")\n", "\n", "# Apply formatting\n", "fig = format_figure(\n", @@ -2141,8 +2174,10 @@ "database = Database(\"postgresql://postgres:postgres@127.0.0.1:54322/postgres\")\n", "\n", "# These two lines are not usually needed, but you should use them the first time you set up a new database\n", - "database.reset() # Drop and recreate all tables\n", - "database.register_model_version(policyengine_uk_latest_version) # Add in the model, model version, parameters and baseline parameter values and variables.\n", + "database.reset() # Drop and recreate all tables\n", + "database.register_model_version(\n", + " policyengine_uk_latest_version\n", + ") # Add in the model, model version, parameters and baseline parameter values and variables.\n", "\n", "database.set(uk_dataset)\n", "database.set(policy)\n", diff --git a/src/policyengine/database/baseline_parameter_value_table.py b/src/policyengine/database/baseline_parameter_value_table.py index 20fdd2ad..deb26111 100644 --- a/src/policyengine/database/baseline_parameter_value_table.py +++ b/src/policyengine/database/baseline_parameter_value_table.py @@ -9,15 +9,17 @@ class BaselineParameterValueTable(SQLModel, table=True): __tablename__ = "baseline_parameter_values" - __table_args__ = ( - {"extend_existing": True}, - ) + __table_args__ = ({"extend_existing": True},) id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) parameter_id: str = Field(nullable=False) # Part of composite foreign key model_id: str = Field(nullable=False) # Part of composite foreign key - model_version_id: str = Field(foreign_key="model_versions.id", ondelete="CASCADE") - value: Optional[Any] = Field(default=None, sa_column=Column(JSON)) # JSON field for any type + model_version_id: str = Field( + foreign_key="model_versions.id", ondelete="CASCADE" + ) + value: Optional[Any] = Field( + default=None, sa_column=Column(JSON) + ) # JSON field for any type start_date: datetime = Field(nullable=False) end_date: Optional[datetime] = Field(default=None) @@ -25,6 +27,7 @@ class BaselineParameterValueTable(SQLModel, table=True): def transform_value_to_table(bpv): """Transform value for storage, handling special float values.""" import math + value = bpv.value if isinstance(value, float): if math.isinf(value): @@ -38,11 +41,11 @@ def transform_value_from_table(table_row): """Transform value from storage, converting special strings back to floats.""" value = table_row.value if value == "Infinity": - return float('inf') + return float("inf") elif value == "-Infinity": - return float('-inf') + return float("-inf") elif value == "NaN": - return float('nan') + return float("nan") return value @@ -58,4 +61,4 @@ def transform_value_from_table(table_row): table_to_model_custom_transforms=dict( value=transform_value_from_table, ), -) \ No newline at end of file +) diff --git a/src/policyengine/database/baseline_variable_table.py b/src/policyengine/database/baseline_variable_table.py index 82227089..bd99a915 100644 --- a/src/policyengine/database/baseline_variable_table.py +++ b/src/policyengine/database/baseline_variable_table.py @@ -7,13 +7,15 @@ class BaselineVariableTable(SQLModel, table=True): __tablename__ = "baseline_variables" - __table_args__ = ( - {"extend_existing": True}, - ) + __table_args__ = ({"extend_existing": True},) id: str = Field(primary_key=True) # Variable name - model_id: str = Field(primary_key=True, foreign_key="models.id") # Part of composite key - model_version_id: str = Field(foreign_key="model_versions.id", ondelete="CASCADE") + model_id: str = Field( + primary_key=True, foreign_key="models.id" + ) # Part of composite key + model_version_id: str = Field( + foreign_key="model_versions.id", ondelete="CASCADE" + ) entity: str = Field(nullable=False) label: Optional[str] = Field(default=None) description: Optional[str] = Field(default=None) @@ -27,9 +29,11 @@ class BaselineVariableTable(SQLModel, table=True): model_to_table_custom_transforms=dict( model_id=lambda bv: bv.model_version.model.id, # Add model_id from model_version model_version_id=lambda bv: bv.model_version.id, - data_type=lambda bv: compress_data(bv.data_type) if bv.data_type else None, + data_type=lambda bv: compress_data(bv.data_type) + if bv.data_type + else None, ), table_to_model_custom_transforms=dict( data_type=lambda dt: decompress_data(dt) if dt else None, ), -) \ No newline at end of file +) diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index 019a0c1b..79384068 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -121,23 +121,30 @@ def register_model_version(self, model_version): # Add or update the model directly to avoid conflicts from policyengine.utils.compress import compress_data - existing_model = self.session.query(ModelTable).filter( - ModelTable.id == model_version.model.id - ).first() + + existing_model = ( + self.session.query(ModelTable) + .filter(ModelTable.id == model_version.model.id) + .first() + ) if not existing_model: model_table = ModelTable( id=model_version.model.id, name=model_version.model.name, description=model_version.model.description, - simulation_function=compress_data(model_version.model.simulation_function), + simulation_function=compress_data( + model_version.model.simulation_function + ), ) self.session.add(model_table) self.session.flush() # Add or update the model version - existing_version = self.session.query(ModelVersionTable).filter( - ModelVersionTable.id == model_version.id - ).first() + existing_version = ( + self.session.query(ModelVersionTable) + .filter(ModelVersionTable.id == model_version.id) + .first() + ) if not existing_version: version_table = ModelVersionTable( id=model_version.id, @@ -177,11 +184,14 @@ def register_model_version(self, model_version): for parameter in seed_objects.parameters: # We need to add directly to session to avoid the autoflush issue from .parameter_table import ParameterTable + param_table = ParameterTable( id=parameter.id, model_id=parameter.model.id, # Now required as part of composite key description=parameter.description, - data_type=parameter.data_type.__name__ if parameter.data_type else None, + data_type=parameter.data_type.__name__ + if parameter.data_type + else None, ) self.session.add(param_table) @@ -190,7 +200,9 @@ def register_model_version(self, model_version): # Add all baseline parameter values for baseline_param_value in seed_objects.baseline_parameter_values: - from .baseline_parameter_value_table import BaselineParameterValueTable + from .baseline_parameter_value_table import ( + BaselineParameterValueTable, + ) from uuid import uuid4 import math @@ -217,6 +229,7 @@ def register_model_version(self, model_version): for baseline_variable in seed_objects.baseline_variables: from .baseline_variable_table import BaselineVariableTable from policyengine.utils.compress import compress_data + bv_table = BaselineVariableTable( id=baseline_variable.id, model_id=baseline_variable.model_version.model.id, # Add model_id @@ -224,7 +237,9 @@ def register_model_version(self, model_version): entity=baseline_variable.entity, label=baseline_variable.label, description=baseline_variable.description, - data_type=compress_data(baseline_variable.data_type) if baseline_variable.data_type else None, + data_type=compress_data(baseline_variable.data_type) + if baseline_variable.data_type + else None, ) self.session.add(bv_table) diff --git a/src/policyengine/database/link.py b/src/policyengine/database/link.py index 66a0ef31..02199823 100644 --- a/src/policyengine/database/link.py +++ b/src/policyengine/database/link.py @@ -11,7 +11,9 @@ class TableLink(BaseModel): table_cls: type[SQLModel] model_to_table_custom_transforms: dict[str, Callable] | None = None table_to_model_custom_transforms: dict[str, Callable] | None = None - primary_key: str | tuple[str, ...] = "id" # Allow multiple strings in tuple + primary_key: str | tuple[str, ...] = ( + "id" # Allow multiple strings in tuple + ) def get(self, database: "Database", **kwargs): statement = select(self.table_cls).filter_by(**kwargs) diff --git a/src/policyengine/database/parameter_table.py b/src/policyengine/database/parameter_table.py index 630e9386..61e0a561 100644 --- a/src/policyengine/database/parameter_table.py +++ b/src/policyengine/database/parameter_table.py @@ -7,12 +7,12 @@ class ParameterTable(SQLModel, table=True): __tablename__ = "parameters" - __table_args__ = ( - {"extend_existing": True}, - ) + __table_args__ = ({"extend_existing": True},) id: str = Field(primary_key=True) # Parameter name - model_id: str = Field(primary_key=True, foreign_key="models.id") # Part of composite key + model_id: str = Field( + primary_key=True, foreign_key="models.id" + ) # Part of composite key description: str | None = Field(default=None) data_type: Optional[str] = Field(nullable=True) # Data type name diff --git a/src/policyengine/database/parameter_value_table.py b/src/policyengine/database/parameter_value_table.py index 4abce53c..b43e0697 100644 --- a/src/policyengine/database/parameter_value_table.py +++ b/src/policyengine/database/parameter_value_table.py @@ -8,14 +8,14 @@ class ParameterValueTable(SQLModel, table=True): __tablename__ = "parameter_values" - __table_args__ = ( - {"extend_existing": True}, - ) + __table_args__ = ({"extend_existing": True},) id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) parameter_id: str = Field(nullable=False) # Part of composite foreign key model_id: str = Field(nullable=False) # Part of composite foreign key - value: Optional[Any] = Field(default=None, sa_column=Column(JSON)) # JSON field for any type + value: Optional[Any] = Field( + default=None, sa_column=Column(JSON) + ) # JSON field for any type start_date: datetime = Field(nullable=False) end_date: Optional[datetime] = Field(default=None) @@ -23,6 +23,7 @@ class ParameterValueTable(SQLModel, table=True): def transform_value_to_table(pv): """Transform value for storage, handling special float values.""" import math + value = pv.value if isinstance(value, float): if math.isinf(value): @@ -36,11 +37,11 @@ def transform_value_from_table(table_row): """Transform value from storage, converting special strings back to floats.""" value = table_row.value if value == "Infinity": - return float('inf') + return float("inf") elif value == "-Infinity": - return float('-inf') + return float("-inf") elif value == "NaN": - return float('nan') + return float("nan") return value diff --git a/src/policyengine/database/report_element_table.py b/src/policyengine/database/report_element_table.py index 95110480..0a734498 100644 --- a/src/policyengine/database/report_element_table.py +++ b/src/policyengine/database/report_element_table.py @@ -9,7 +9,9 @@ class ReportElementTable(SQLModel, table=True, extend_existing=True): __tablename__ = "report_elements" - id: str = Field(primary_key=True, default_factory=lambda: str(uuid.uuid4())) + id: str = Field( + primary_key=True, default_factory=lambda: str(uuid.uuid4()) + ) label: str = Field(nullable=False) type: str = Field(nullable=False) # "chart" or "markdown" @@ -17,7 +19,9 @@ class ReportElementTable(SQLModel, table=True, extend_existing=True): data_table: Optional[str] = Field(default=None) # "aggregates" # Chart configuration - chart_type: Optional[str] = Field(default=None) # "bar", "line", "scatter", "area", "pie" + chart_type: Optional[str] = Field( + default=None + ) # "bar", "line", "scatter", "area", "pie" x_axis_variable: Optional[str] = Field(default=None) y_axis_variable: Optional[str] = Field(default=None) group_by: Optional[str] = Field(default=None) @@ -39,4 +43,4 @@ class ReportElementTable(SQLModel, table=True, extend_existing=True): report_element_table_link = TableLink( model_cls=ReportElement, table_cls=ReportElementTable, -) \ No newline at end of file +) diff --git a/src/policyengine/database/report_table.py b/src/policyengine/database/report_table.py index 1337d2fc..d46bc2a2 100644 --- a/src/policyengine/database/report_table.py +++ b/src/policyengine/database/report_table.py @@ -9,7 +9,9 @@ class ReportTable(SQLModel, table=True, extend_existing=True): __tablename__ = "reports" - id: str = Field(primary_key=True, default_factory=lambda: str(uuid.uuid4())) + id: str = Field( + primary_key=True, default_factory=lambda: str(uuid.uuid4()) + ) label: str = Field(nullable=False) created_at: datetime = Field(default_factory=datetime.utcnow) @@ -17,4 +19,4 @@ class ReportTable(SQLModel, table=True, extend_existing=True): report_table_link = TableLink( model_cls=Report, table_cls=ReportTable, -) \ No newline at end of file +) diff --git a/src/policyengine/database/user_table.py b/src/policyengine/database/user_table.py index 8396dbc3..bfb98ed0 100644 --- a/src/policyengine/database/user_table.py +++ b/src/policyengine/database/user_table.py @@ -9,7 +9,9 @@ class UserTable(SQLModel, table=True, extend_existing=True): __tablename__ = "users" - id: str = Field(primary_key=True, default_factory=lambda: str(uuid.uuid4())) + id: str = Field( + primary_key=True, default_factory=lambda: str(uuid.uuid4()) + ) username: str = Field(nullable=False, unique=True) first_name: Optional[str] = Field(default=None) last_name: Optional[str] = Field(default=None) @@ -21,4 +23,4 @@ class UserTable(SQLModel, table=True, extend_existing=True): user_table_link = TableLink( model_cls=User, table_cls=UserTable, -) \ No newline at end of file +) diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py index 05c86e8f..34e3f699 100644 --- a/src/policyengine/models/__init__.py +++ b/src/policyengine/models/__init__.py @@ -13,5 +13,11 @@ from .report_element import ReportElement from .user import User from .aggregate import Aggregate, AggregateType -from .policyengine_uk import policyengine_uk_latest_version, policyengine_uk_model -from .policyengine_us import policyengine_us_latest_version, policyengine_us_model +from .policyengine_uk import ( + policyengine_uk_latest_version, + policyengine_uk_model, +) +from .policyengine_us import ( + policyengine_us_latest_version, + policyengine_us_model, +) diff --git a/src/policyengine/models/aggregate.py b/src/policyengine/models/aggregate.py index b073dfc1..a9b8a108 100644 --- a/src/policyengine/models/aggregate.py +++ b/src/policyengine/models/aggregate.py @@ -37,7 +37,9 @@ def run(aggregates: list["Aggregate"]) -> list["Aggregate"]: tables[table] = pd.DataFrame(tables[table]) weight_col = f"{table}_weight" if weight_col in tables[table].columns: - tables[table] = MicroDataFrame(tables[table], weights=weight_col) + tables[table] = MicroDataFrame( + tables[table], weights=weight_col + ) for agg in aggregates: if agg.entity not in tables: @@ -84,4 +86,4 @@ def run(aggregates: list["Aggregate"]) -> list["Aggregate"]: results.append(agg) - return results \ No newline at end of file + return results diff --git a/src/policyengine/models/baseline_parameter_value.py b/src/policyengine/models/baseline_parameter_value.py index d6d3c0f4..ad879ad9 100644 --- a/src/policyengine/models/baseline_parameter_value.py +++ b/src/policyengine/models/baseline_parameter_value.py @@ -3,6 +3,7 @@ from .model_version import ModelVersion from datetime import datetime + class BaselineParameterValue(BaseModel): parameter: Parameter model_version: ModelVersion diff --git a/src/policyengine/models/baseline_variable.py b/src/policyengine/models/baseline_variable.py index 21a949fd..516414b5 100644 --- a/src/policyengine/models/baseline_variable.py +++ b/src/policyengine/models/baseline_variable.py @@ -2,6 +2,7 @@ from datetime import datetime from .model_version import ModelVersion + class BaselineVariable(BaseModel): id: str model_version: ModelVersion @@ -9,4 +10,3 @@ class BaselineVariable(BaseModel): label: str | None = None description: str | None = None data_type: type | None = None - diff --git a/src/policyengine/models/model.py b/src/policyengine/models/model.py index c0d56b33..6c7f159c 100644 --- a/src/policyengine/models/model.py +++ b/src/policyengine/models/model.py @@ -20,6 +20,7 @@ def create_seed_objects(self, model_version): from .parameter import Parameter from .baseline_variable import BaselineVariable from policyengine_core.parameters import Parameter as CoreParameter + if self.id == "policyengine_uk": from policyengine_uk.tax_benefit_system import system elif self.id == "policyengine_us": @@ -49,9 +50,13 @@ def create_seed_objects(self, model_version): param.data_type = type(values[-1].value) for i in range(len(values)): value_at_instant = values[i] - instant_str = safe_parse_instant_str(value_at_instant.instant_str) + instant_str = safe_parse_instant_str( + value_at_instant.instant_str + ) if i + 1 < len(values): - next_instant_str = safe_parse_instant_str(values[i + 1].instant_str) + next_instant_str = safe_parse_instant_str( + values[i + 1].instant_str + ) else: next_instant_str = None baseline_param_value = BaselineParameterValue( @@ -59,7 +64,7 @@ def create_seed_objects(self, model_version): model_version=model_version, value=value_at_instant.value, start_date=instant_str, - end_date=next_instant_str + end_date=next_instant_str, ) baseline_parameter_values.append(baseline_param_value) @@ -79,7 +84,8 @@ def create_seed_objects(self, model_version): baseline_parameter_values=baseline_parameter_values, baseline_variables=baseline_variables, ) - + + def safe_parse_instant_str(instant_str: str) -> datetime: if instant_str == "0000-01-01": return datetime(1, 1, 1) @@ -97,16 +103,20 @@ def safe_parse_instant_str(instant_str: str) -> datetime: # Find the last valid day of the month import calendar + last_day = calendar.monthrange(year, month)[1] if day > last_day: - print(f"Warning: Invalid date {instant_str}, using {year}-{month:02d}-{last_day:02d}") + print( + f"Warning: Invalid date {instant_str}, using {year}-{month:02d}-{last_day:02d}" + ) return datetime(year, month, last_day) # If we can't parse it at all, print and raise print(f"Error: Cannot parse date {instant_str}") raise - + + class SeedObjects(BaseModel): parameters: List["Parameter"] baseline_parameter_values: List["BaselineParameterValue"] - baseline_variables: List["BaselineVariable"] \ No newline at end of file + baseline_variables: List["BaselineVariable"] diff --git a/src/policyengine/models/policyengine_uk.py b/src/policyengine/models/policyengine_uk.py index f49657ee..123757e9 100644 --- a/src/policyengine/models/policyengine_uk.py +++ b/src/policyengine/models/policyengine_uk.py @@ -27,18 +27,26 @@ def run_policyengine_uk( def simulation_modifier(sim: Microsimulation): if policy is not None and len(policy.parameter_values) > 0: for parameter_value in policy.parameter_values: - sim.tax_benefit_system.parameters.get_child(parameter_value.parameter.id).update( + sim.tax_benefit_system.parameters.get_child( + parameter_value.parameter.id + ).update( value=parameter_value.value, start=parameter_value.start_date.strftime("%Y-%m-%d"), - stop=parameter_value.end_date.strftime("%Y-%m-%d") if parameter_value.end_date else None, + stop=parameter_value.end_date.strftime("%Y-%m-%d") + if parameter_value.end_date + else None, ) - + if dynamic is not None and len(dynamic.parameter_values) > 0: for parameter_value in dynamic.parameter_values: - sim.tax_benefit_system.parameters.get_child(parameter_value.parameter.id).update( + sim.tax_benefit_system.parameters.get_child( + parameter_value.parameter.id + ).update( value=parameter_value.value, start=parameter_value.start_date.strftime("%Y-%m-%d"), - stop=parameter_value.end_date.strftime("%Y-%m-%d") if parameter_value.end_date else None, + stop=parameter_value.end_date.strftime("%Y-%m-%d") + if parameter_value.end_date + else None, ) if dynamic is not None and dynamic.simulation_modifier is not None: @@ -83,7 +91,9 @@ def simulation_modifier(sim: Microsimulation): if variable.definition_period != "year": continue if correct_entity: - output_data[entity][variable.name] = sim.calculate(variable.name) + output_data[entity][variable.name] = sim.calculate( + variable.name + ) return output_data @@ -97,8 +107,7 @@ def simulation_modifier(sim: Microsimulation): # Get policyengine-uk version - policyengine_uk_latest_version = ModelVersion( model=policyengine_uk_model, version=importlib.metadata.distribution("policyengine_uk").version, -) \ No newline at end of file +) diff --git a/src/policyengine/models/policyengine_us.py b/src/policyengine/models/policyengine_us.py index b856f1e8..42d47819 100644 --- a/src/policyengine/models/policyengine_us.py +++ b/src/policyengine/models/policyengine_us.py @@ -34,18 +34,26 @@ def run_policyengine_us( def simulation_modifier(sim: Microsimulation): if policy is not None and len(policy.parameter_values) > 0: for parameter_value in policy.parameter_values: - sim.tax_benefit_system.parameters.get_child(parameter_value.parameter.id).update( + sim.tax_benefit_system.parameters.get_child( + parameter_value.parameter.id + ).update( parameter_value.value, start=parameter_value.start_date.strftime("%Y-%m-%d"), - stop=parameter_value.end_date.strftime("%Y-%m-%d") if parameter_value.end_date else None, + stop=parameter_value.end_date.strftime("%Y-%m-%d") + if parameter_value.end_date + else None, ) - + if dynamic is not None and len(dynamic.parameter_values) > 0: for parameter_value in dynamic.parameter_values: - sim.tax_benefit_system.parameters.get_child(parameter_value.parameter.id).update( + sim.tax_benefit_system.parameters.get_child( + parameter_value.parameter.id + ).update( parameter_value.value, start=parameter_value.start_date.strftime("%Y-%m-%d"), - stop=parameter_value.end_date.strftime("%Y-%m-%d") if parameter_value.end_date else None, + stop=parameter_value.end_date.strftime("%Y-%m-%d") + if parameter_value.end_date + else None, ) if dynamic is not None and dynamic.simulation_modifier is not None: @@ -66,11 +74,20 @@ def simulation_modifier(sim: Microsimulation): for variable in variable_whitelist: sim.calculate(variable) - for entity in ["person", "marital_unit", "family", "tax_unit", "spm_unit", "household"]: + for entity in [ + "person", + "marital_unit", + "family", + "tax_unit", + "spm_unit", + "household", + ]: output_data[entity] = pd.DataFrame() for variable in sim.tax_benefit_system.variables.values(): correct_entity = variable.entity.key == entity - if str(dataset.year) not in list(map(str, sim.get_holder(variable.name).get_known_periods())): + if str(dataset.year) not in list( + map(str, sim.get_holder(variable.name).get_known_periods()) + ): continue if variable.definition_period != "year": continue diff --git a/src/policyengine/models/report.py b/src/policyengine/models/report.py index 9c0e05ec..2d6ce37b 100644 --- a/src/policyengine/models/report.py +++ b/src/policyengine/models/report.py @@ -7,4 +7,4 @@ class Report(BaseModel): id: str = Field(default_factory=lambda: str(uuid.uuid4())) label: str - created_at: Optional[datetime] = None \ No newline at end of file + created_at: Optional[datetime] = None diff --git a/src/policyengine/models/report_element.py b/src/policyengine/models/report_element.py index a7139702..ecd6160f 100644 --- a/src/policyengine/models/report_element.py +++ b/src/policyengine/models/report_element.py @@ -10,10 +10,14 @@ class ReportElement(BaseModel): type: Literal["chart", "markdown"] # Data source - data_table: Optional[Literal["aggregates"]] = None # Which table to pull from + data_table: Optional[Literal["aggregates"]] = ( + None # Which table to pull from + ) # Chart configuration - chart_type: Optional[Literal["bar", "line", "scatter", "area", "pie", "histogram"]] = None + chart_type: Optional[ + Literal["bar", "line", "scatter", "area", "pie", "histogram"] + ] = None x_axis_variable: Optional[str] = None # Column name from the table y_axis_variable: Optional[str] = None # Column name from the table group_by: Optional[str] = None # Column to group/split series by @@ -30,4 +34,4 @@ class ReportElement(BaseModel): visible: Optional[bool] = True custom_config: Optional[dict] = None # Additional chart-specific config created_at: Optional[datetime] = None - updated_at: Optional[datetime] = None \ No newline at end of file + updated_at: Optional[datetime] = None diff --git a/src/policyengine/models/user.py b/src/policyengine/models/user.py index 7017474b..c7758fc9 100644 --- a/src/policyengine/models/user.py +++ b/src/policyengine/models/user.py @@ -11,4 +11,4 @@ class User(BaseModel): last_name: Optional[str] = None email: Optional[str] = None created_at: Optional[datetime] = None - updated_at: Optional[datetime] = None \ No newline at end of file + updated_at: Optional[datetime] = None diff --git a/src/policyengine/utils/charts.py b/src/policyengine/utils/charts.py index 79c57b7f..8c0c9ce8 100644 --- a/src/policyengine/utils/charts.py +++ b/src/policyengine/utils/charts.py @@ -15,7 +15,7 @@ "lightest": "#E6FFFA", "dark": "#2C7A7B", "darker": "#285E61", - "darkest": "#234E52" + "darkest": "#234E52", }, "blue": { "primary": "#0EA5E9", @@ -26,7 +26,7 @@ "lightest": "#E0F2FE", "dark": "#026AA2", "darker": "#075985", - "darkest": "#0C4A6E" + "darkest": "#0C4A6E", }, "gray": { "primary": "#6B7280", @@ -37,8 +37,8 @@ "lightest": "#F9FAFB", "dark": "#4B5563", "darker": "#344054", - "darkest": "#101828" - } + "darkest": "#101828", + }, } DEFAULT_COLOURS = [ @@ -49,7 +49,7 @@ COLOUR_SCHEMES["teal"]["tertiary"], COLOUR_SCHEMES["blue"]["tertiary"], COLOUR_SCHEMES["gray"]["dark"], - COLOUR_SCHEMES["teal"]["dark"] + COLOUR_SCHEMES["teal"]["dark"], ] @@ -71,7 +71,7 @@ def format_figure( show_grid: bool = True, show_legend: bool = True, height: Optional[int] = None, - width: Optional[int] = None + width: Optional[int] = None, ) -> go.Figure: """Apply consistent formatting to a Plotly figure. @@ -105,7 +105,7 @@ def format_figure( "font": { "family": "Roboto, sans-serif", "size": 14, - "color": COLOUR_SCHEMES["gray"]["darkest"] + "color": COLOUR_SCHEMES["gray"]["darkest"], }, "plot_bgcolor": "white", "paper_bgcolor": "white", @@ -114,7 +114,7 @@ def format_figure( "hoverlabel": { "bgcolor": "white", "font": {"family": "Roboto Mono, monospace", "size": 12}, - "bordercolor": colours["light"] + "bordercolor": colours["light"], }, } @@ -126,7 +126,7 @@ def format_figure( "family": "Roboto, sans-serif", "size": 20, "color": COLOUR_SCHEMES["gray"]["darkest"], - "weight": 500 + "weight": 500, }, } @@ -141,17 +141,17 @@ def format_figure( "tickfont": { "family": "Roboto Mono, monospace", "size": 11, - "color": COLOUR_SCHEMES["gray"]["primary"] + "color": COLOUR_SCHEMES["gray"]["primary"], }, "titlefont": { "family": "Roboto, sans-serif", "size": 14, - "color": COLOUR_SCHEMES["gray"]["dark"] + "color": COLOUR_SCHEMES["gray"]["dark"], }, "linecolor": COLOUR_SCHEMES["gray"]["light"], "linewidth": 1, "showline": True, - "mirror": False + "mirror": False, } layout_updates["xaxis"] = axis_config.copy() @@ -184,7 +184,7 @@ def format_figure( trace.textfont = { "family": "Roboto Mono, monospace", "size": 11, - "color": COLOUR_SCHEMES["gray"]["primary"] + "color": COLOUR_SCHEMES["gray"]["primary"], } return fig @@ -196,7 +196,7 @@ def create_bar_chart( y: str, title: Optional[str] = None, colour_scheme: str = "teal", - **kwargs + **kwargs, ) -> go.Figure: """Create a formatted bar chart. @@ -211,16 +211,21 @@ def create_bar_chart( Returns: Formatted bar chart figure """ - fig = go.Figure(data=[ - go.Bar( - x=data[x], - y=data[y], - marker_color=COLOUR_SCHEMES[colour_scheme]["primary"], - marker_line_color=COLOUR_SCHEMES[colour_scheme]["dark"], - marker_line_width=1, - hovertemplate=f"{x}: " + "%{x}
" + f"{y}: " + "%{y:,.0f}" - ) - ]) + fig = go.Figure( + data=[ + go.Bar( + x=data[x], + y=data[y], + marker_color=COLOUR_SCHEMES[colour_scheme]["primary"], + marker_line_color=COLOUR_SCHEMES[colour_scheme]["dark"], + marker_line_width=1, + hovertemplate=f"{x}: " + + "%{x}
" + + f"{y}: " + + "%{y:,.0f}", + ) + ] + ) return format_figure( fig, @@ -228,7 +233,7 @@ def create_bar_chart( x_title=x, y_title=y, colour_scheme=colour_scheme, - **kwargs + **kwargs, ) @@ -238,7 +243,7 @@ def create_line_chart( y: str | list[str], title: Optional[str] = None, colour_scheme: str = "teal", - **kwargs + **kwargs, ) -> go.Figure: """Create a formatted line chart. @@ -264,11 +269,10 @@ def create_line_chart( mode="lines+markers", name=y_col, line=dict( - color=DEFAULT_COLOURS[i % len(DEFAULT_COLOURS)], - width=2 + color=DEFAULT_COLOURS[i % len(DEFAULT_COLOURS)], width=2 ), marker=dict(size=6), - hovertemplate=f"{y_col}: " + "%{y:,.0f}" + hovertemplate=f"{y_col}: " + "%{y:,.0f}", ) ) @@ -280,5 +284,5 @@ def create_line_chart( x_title=x, y_title=y_columns[0] if len(y_columns) == 1 else None, colour_scheme=colour_scheme, - **kwargs - ) \ No newline at end of file + **kwargs, + ) diff --git a/src/policyengine/utils/datasets.py b/src/policyengine/utils/datasets.py index 7f9dc4c6..8093a0b9 100644 --- a/src/policyengine/utils/datasets.py +++ b/src/policyengine/utils/datasets.py @@ -1,6 +1,7 @@ from policyengine.models import Dataset import pandas as pd + def create_uk_dataset( dataset: str = "enhanced_frs_2023_24.h5", year: int = 2029, @@ -8,7 +9,9 @@ def create_uk_dataset( from policyengine_uk import Microsimulation from policyengine.models.policyengine_uk import policyengine_uk_model - sim = Microsimulation(dataset="hf://policyengine/policyengine-uk-data/" + dataset) + sim = Microsimulation( + dataset="hf://policyengine/policyengine-uk-data/" + dataset + ) sim.default_calculation_period = year tables = { @@ -26,6 +29,7 @@ def create_uk_dataset( data=tables, ) + def create_us_dataset( dataset: str = "enhanced_cps_2024.h5", year: int = 2024, @@ -33,7 +37,9 @@ def create_us_dataset( from policyengine_us import Microsimulation from policyengine.models.policyengine_us import policyengine_us_model - sim = Microsimulation(dataset="hf://policyengine/policyengine-us-data/" + dataset) + sim = Microsimulation( + dataset="hf://policyengine/policyengine-us-data/" + dataset + ) sim.default_calculation_period = year known_variables = sim.input_variables @@ -51,7 +57,7 @@ def create_us_dataset( entity = sim.tax_benefit_system.variables[variable].entity.key if variable in sim.tax_benefit_system.variables: tables[entity][variable] = sim.calculate(variable) - + return Dataset( id="us", name="US", @@ -59,4 +65,4 @@ def create_us_dataset( year=year, model=policyengine_us_model, data=tables, - ) \ No newline at end of file + ) diff --git a/test_register_model_cleanup.py b/test_register_model_cleanup.py index 94b2e24c..e2ed69f6 100644 --- a/test_register_model_cleanup.py +++ b/test_register_model_cleanup.py @@ -1,4 +1,5 @@ """Test that register_model_version properly cleans up old data.""" + from policyengine.database import Database from policyengine.models.policyengine_uk import ( policyengine_uk_model, @@ -28,62 +29,85 @@ def test_register_model_version_cleans_up_old_data(): from sqlmodel import select with db.session as session: - initial_param_count = len(session.exec( - select(ParameterTable).where( - ParameterTable.model_id == policyengine_uk_model.id - ) - ).all()) - - initial_bpv_count = len(session.exec( - select(BaselineParameterValueTable).where( - BaselineParameterValueTable.model_id == policyengine_uk_model.id - ) - ).all()) - - initial_bv_count = len(session.exec( - select(BaselineVariableTable).where( - BaselineVariableTable.model_id == policyengine_uk_model.id - ) - ).all()) - - print(f"Initial counts - Parameters: {initial_param_count}, BPV: {initial_bpv_count}, BV: {initial_bv_count}") + initial_param_count = len( + session.exec( + select(ParameterTable).where( + ParameterTable.model_id == policyengine_uk_model.id + ) + ).all() + ) + + initial_bpv_count = len( + session.exec( + select(BaselineParameterValueTable).where( + BaselineParameterValueTable.model_id + == policyengine_uk_model.id + ) + ).all() + ) + + initial_bv_count = len( + session.exec( + select(BaselineVariableTable).where( + BaselineVariableTable.model_id == policyengine_uk_model.id + ) + ).all() + ) + + print( + f"Initial counts - Parameters: {initial_param_count}, BPV: {initial_bpv_count}, BV: {initial_bv_count}" + ) # Register the same model version again - should replace, not duplicate db.register_model_version(policyengine_uk_latest_version) # Get final counts - should be the same as initial with db.session as session: - final_param_count = len(session.exec( - select(ParameterTable).where( - ParameterTable.model_id == policyengine_uk_model.id - ) - ).all()) - - final_bpv_count = len(session.exec( - select(BaselineParameterValueTable).where( - BaselineParameterValueTable.model_id == policyengine_uk_model.id - ) - ).all()) - - final_bv_count = len(session.exec( - select(BaselineVariableTable).where( - BaselineVariableTable.model_id == policyengine_uk_model.id - ) - ).all()) - - print(f"Final counts - Parameters: {final_param_count}, BPV: {final_bpv_count}, BV: {final_bv_count}") - - assert initial_param_count == final_param_count, \ + final_param_count = len( + session.exec( + select(ParameterTable).where( + ParameterTable.model_id == policyengine_uk_model.id + ) + ).all() + ) + + final_bpv_count = len( + session.exec( + select(BaselineParameterValueTable).where( + BaselineParameterValueTable.model_id + == policyengine_uk_model.id + ) + ).all() + ) + + final_bv_count = len( + session.exec( + select(BaselineVariableTable).where( + BaselineVariableTable.model_id == policyengine_uk_model.id + ) + ).all() + ) + + print( + f"Final counts - Parameters: {final_param_count}, BPV: {final_bpv_count}, BV: {final_bv_count}" + ) + + assert initial_param_count == final_param_count, ( f"Parameter count changed from {initial_param_count} to {final_param_count}" + ) - assert initial_bpv_count == final_bpv_count, \ + assert initial_bpv_count == final_bpv_count, ( f"Baseline parameter value count changed from {initial_bpv_count} to {final_bpv_count}" + ) - assert initial_bv_count == final_bv_count, \ + assert initial_bv_count == final_bv_count, ( f"Baseline variable count changed from {initial_bv_count} to {final_bv_count}" + ) - print("✅ Test passed - no duplicates when registering model version twice") + print( + "✅ Test passed - no duplicates when registering model version twice" + ) if __name__ == "__main__": - test_register_model_version_cleans_up_old_data() \ No newline at end of file + test_register_model_version_cleans_up_old_data() From cfdd0b0727795c2654f27e9244a6df47f87b0185 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 20 Sep 2025 12:45:21 +0100 Subject: [PATCH 87/97] Fix tests --- docs/quickstart.ipynb | 65 ++-- src/policyengine/database/database.py | 12 +- src/policyengine/database/link.py | 2 +- src/policyengine/database/model_table.py | 4 +- test_register_model.py | 81 ----- test_register_model_cleanup.py | 113 ------- tests/test_database_models.py | 384 +++++++++++++++++++++++ tests/test_database_simple.py | 276 ++++++++++++++++ 8 files changed, 714 insertions(+), 223 deletions(-) delete mode 100644 test_register_model.py delete mode 100644 test_register_model_cleanup.py create mode 100644 tests/test_database_models.py create mode 100644 tests/test_database_simple.py diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb index 88f9f4b4..0cd19375 100644 --- a/docs/quickstart.ipynb +++ b/docs/quickstart.ipynb @@ -66,14 +66,14 @@ "£500,000" ], "y": [ - 6616379.394811443, - 10318406.574803442, - 7155201.059389851, - 4274463.103546123, - 1703831.3986855105, + 6628102.860910795, + 10308039.540624166, + 7153251.306053954, + 4288185.176098487, + 1690702.647548969, 1320125.7573599513, - 326077.8836677378, - 187604.07868564225, + 326073.73102501093, + 187608.23132836912, 63106.63353048405, 41838.373842805624 ] @@ -1109,14 +1109,14 @@ "£500,000" ], "y": [ - 6616379.394811443, - 10318406.574803442, - 7155201.059389851, - 4274463.103546123, - 1703831.3986855105, + 6628102.860910795, + 10308039.540624166, + 7153251.306053954, + 4288185.176098487, + 1690702.647548969, 1320125.7573599513, - 326077.8836677378, - 187604.07868564225, + 326073.73102501093, + 187608.23132836912, 63106.63353048405, 41838.373842805624 ] @@ -1147,12 +1147,12 @@ "£500,000" ], "y": [ - 6161054.339380573, - 10324287.669322193, - 6919106.78202516, - 4471693.873482348, - 1994332.6940838108, - 1472352.5016867262, + 6172777.805479924, + 10310058.003841259, + 6911190.799784593, + 4471614.799692215, + 2005466.130918176, + 1471720.3202646417, 341808.24952948757, 218180.35939976107, 63106.63353048405, @@ -2159,7 +2159,9 @@ "source": [ "In the above example, we created a `Policy` object, which represents a particular policy reform. This object contains a list of `ParameterValue` objects, which represent changes to specific parameters in the model. Here, we changed the personal allowance for income tax to £20,000.\n", "\n", - "## Bringing in a database" + "## Bringing in a database\n", + "\n", + "Now, we can upload these objects to a database, and then load them back out again. This is useful for tracking different simulations and policy reforms over time." ] }, { @@ -2191,6 +2193,27 @@ "for agg in aggregates_2:\n", " database.set(agg)" ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "2041dfeb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Policy(id='26f30afa-77b9-4435-812c-071873e25400', name='Increase personal allowance to £20,000', description='A policy to increase the personal allowance for income tax to £20,000.', parameter_values=[], simulation_modifier=None, created_at=datetime.datetime(2025, 9, 20, 12, 36, 27, 162725), updated_at=datetime.datetime(2025, 9, 20, 12, 36, 27, 162729))" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "database.get(Policy, id=policy.id)" + ] } ], "metadata": { diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index 79384068..3b92353a 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -95,7 +95,7 @@ def get(self, model_cls: type, **kwargs): None, ) if table_link is not None: - table_link.get(self, **kwargs) + return table_link.get(self, **kwargs) def set(self, object: Any, commit: bool = True): table_link = next( @@ -132,9 +132,9 @@ def register_model_version(self, model_version): id=model_version.model.id, name=model_version.model.name, description=model_version.model.description, - simulation_function=compress_data( - model_version.model.simulation_function - ), + simulation_function=( + lambda m: compress_data(m.simulation_function) + )(model_version.model), ) self.session.add(model_table) self.session.flush() @@ -237,7 +237,9 @@ def register_model_version(self, model_version): entity=baseline_variable.entity, label=baseline_variable.label, description=baseline_variable.description, - data_type=compress_data(baseline_variable.data_type) + data_type=(lambda bv: compress_data(bv.data_type))( + baseline_variable + ) if baseline_variable.data_type else None, ) diff --git a/src/policyengine/database/link.py b/src/policyengine/database/link.py index 02199823..b6e33af1 100644 --- a/src/policyengine/database/link.py +++ b/src/policyengine/database/link.py @@ -26,7 +26,7 @@ def get(self, database: "Database", **kwargs): field, transform, ) in self.table_to_model_custom_transforms.items(): - model_data[field] = transform(result) + model_data[field] = transform(getattr(result, field)) # Only include fields that exist in the model class valid_fields = { diff --git a/src/policyengine/database/model_table.py b/src/policyengine/database/model_table.py index 4aedaa22..d9765085 100644 --- a/src/policyengine/database/model_table.py +++ b/src/policyengine/database/model_table.py @@ -18,9 +18,9 @@ class ModelTable(SQLModel, table=True, extend_existing=True): model_cls=Model, table_cls=ModelTable, model_to_table_custom_transforms=dict( - simulation_function=compress_data, + simulation_function=lambda m: compress_data(m.simulation_function), ), table_to_model_custom_transforms=dict( - simulation_function=decompress_data, + simulation_function=lambda b: decompress_data(b), ), ) diff --git a/test_register_model.py b/test_register_model.py deleted file mode 100644 index 2d4d7dfd..00000000 --- a/test_register_model.py +++ /dev/null @@ -1,81 +0,0 @@ -import pytest -from policyengine.database import Database -from policyengine.models.policyengine_uk import ( - policyengine_uk_model, - policyengine_uk_latest_version, -) - - -def test_register_model_version_adds_all_parameters(): - """Test that register_model_version adds all parameters, not just one.""" - # Setup database - db = Database( - url="postgresql://postgres:postgres@127.0.0.1:54322/postgres" - ) - db.reset() - - # Register the model version - db.register_model_version(policyengine_uk_latest_version) - - # Get the seed objects to check expected counts - seed_objects = policyengine_uk_model.create_seed_objects( - policyengine_uk_latest_version - ) - expected_parameter_count = len(seed_objects.parameters) - expected_baseline_param_value_count = len( - seed_objects.baseline_parameter_values - ) - expected_baseline_variable_count = len(seed_objects.baseline_variables) - - # Check that all parameters were added - from policyengine.database.parameter_table import ParameterTable - from policyengine.database.baseline_parameter_value_table import ( - BaselineParameterValueTable, - ) - from policyengine.database.baseline_variable_table import ( - BaselineVariableTable, - ) - from sqlmodel import select - - # Count parameters in database - with db.session as session: - actual_parameter_count = session.exec( - select(ParameterTable).where( - ParameterTable.model_id == policyengine_uk_model.id - ) - ).all() - - actual_baseline_param_value_count = session.exec( - select(BaselineParameterValueTable).where( - BaselineParameterValueTable.model_version_id - == policyengine_uk_latest_version.id - ) - ).all() - - actual_baseline_variable_count = session.exec( - select(BaselineVariableTable).where( - BaselineVariableTable.model_version_id - == policyengine_uk_latest_version.id - ) - ).all() - - assert len(actual_parameter_count) == expected_parameter_count, ( - f"Expected {expected_parameter_count} parameters but only {len(actual_parameter_count)} were added" - ) - - assert ( - len(actual_baseline_param_value_count) - == expected_baseline_param_value_count - ), ( - f"Expected {expected_baseline_param_value_count} baseline parameter values but only {len(actual_baseline_param_value_count)} were added" - ) - - assert ( - len(actual_baseline_variable_count) == expected_baseline_variable_count - ), ( - f"Expected {expected_baseline_variable_count} baseline variables but only {len(actual_baseline_variable_count)} were added" - ) - - -if __name__ == "__main__": - test_register_model_version_adds_all_parameters() diff --git a/test_register_model_cleanup.py b/test_register_model_cleanup.py deleted file mode 100644 index e2ed69f6..00000000 --- a/test_register_model_cleanup.py +++ /dev/null @@ -1,113 +0,0 @@ -"""Test that register_model_version properly cleans up old data.""" - -from policyengine.database import Database -from policyengine.models.policyengine_uk import ( - policyengine_uk_model, - policyengine_uk_latest_version, -) - - -def test_register_model_version_cleans_up_old_data(): - """Test that calling register_model_version twice doesn't cause duplicates.""" - # Setup database - db = Database( - url="postgresql://postgres:postgres@127.0.0.1:54322/postgres" - ) - db.reset() - - # Register the model version once - db.register_model_version(policyengine_uk_latest_version) - - # Get initial counts - from policyengine.database.parameter_table import ParameterTable - from policyengine.database.baseline_parameter_value_table import ( - BaselineParameterValueTable, - ) - from policyengine.database.baseline_variable_table import ( - BaselineVariableTable, - ) - from sqlmodel import select - - with db.session as session: - initial_param_count = len( - session.exec( - select(ParameterTable).where( - ParameterTable.model_id == policyengine_uk_model.id - ) - ).all() - ) - - initial_bpv_count = len( - session.exec( - select(BaselineParameterValueTable).where( - BaselineParameterValueTable.model_id - == policyengine_uk_model.id - ) - ).all() - ) - - initial_bv_count = len( - session.exec( - select(BaselineVariableTable).where( - BaselineVariableTable.model_id == policyengine_uk_model.id - ) - ).all() - ) - - print( - f"Initial counts - Parameters: {initial_param_count}, BPV: {initial_bpv_count}, BV: {initial_bv_count}" - ) - - # Register the same model version again - should replace, not duplicate - db.register_model_version(policyengine_uk_latest_version) - - # Get final counts - should be the same as initial - with db.session as session: - final_param_count = len( - session.exec( - select(ParameterTable).where( - ParameterTable.model_id == policyengine_uk_model.id - ) - ).all() - ) - - final_bpv_count = len( - session.exec( - select(BaselineParameterValueTable).where( - BaselineParameterValueTable.model_id - == policyengine_uk_model.id - ) - ).all() - ) - - final_bv_count = len( - session.exec( - select(BaselineVariableTable).where( - BaselineVariableTable.model_id == policyengine_uk_model.id - ) - ).all() - ) - - print( - f"Final counts - Parameters: {final_param_count}, BPV: {final_bpv_count}, BV: {final_bv_count}" - ) - - assert initial_param_count == final_param_count, ( - f"Parameter count changed from {initial_param_count} to {final_param_count}" - ) - - assert initial_bpv_count == final_bpv_count, ( - f"Baseline parameter value count changed from {initial_bpv_count} to {final_bpv_count}" - ) - - assert initial_bv_count == final_bv_count, ( - f"Baseline variable count changed from {initial_bv_count} to {final_bv_count}" - ) - - print( - "✅ Test passed - no duplicates when registering model version twice" - ) - - -if __name__ == "__main__": - test_register_model_version_cleans_up_old_data() diff --git a/tests/test_database_models.py b/tests/test_database_models.py new file mode 100644 index 00000000..f402d0ae --- /dev/null +++ b/tests/test_database_models.py @@ -0,0 +1,384 @@ +"""Test database model tables for set and get operations.""" + +import pytest +from datetime import datetime +from pathlib import Path +import sys + +# Add src to path to allow imports +sys.path.insert(0, str(Path(__file__).parent.parent / "src")) + + +# Define functions at module level to make them pickleable (not test_ prefix to avoid pytest) +def simulation_function(x): + return x * 2 + + +def policy_modifier_function(sim): + sim.set_parameter("tax_rate", 0.25) + return sim + + +def dynamic_modifier_function(sim): + sim.set_parameter("benefit_amount", 1000) + return sim + + +@pytest.fixture +def fresh_database(): + """Create a fresh database instance for each test.""" + # Import here to avoid circular imports + from policyengine.database import Database + + # Use in-memory SQLite for testing + db = Database(url="sqlite:///:memory:") + db.create_tables() + return db + + +def test_model_table_set_and_get(fresh_database): + """Test ModelTable set and get operations.""" + from policyengine.models import Model + + model = Model( + id="test_model_1", + name="Test model", + description="A test model", + simulation_function=simulation_function, + ) + + # Set the model + fresh_database.set(model) + + # Get the model + retrieved_model = fresh_database.get(Model, id="test_model_1") + + assert retrieved_model is not None + assert retrieved_model.id == "test_model_1" + assert retrieved_model.name == "Test model" + assert retrieved_model.description == "A test model" + assert retrieved_model.simulation_function(5) == 10 + + +def test_dataset_table_set_and_get(fresh_database): + """Test DatasetTable set and get operations.""" + from policyengine.models import Dataset + + test_data = {"households": [{"id": 1, "income": 50000}]} + + dataset = Dataset( + id="test_dataset_1", + name="Test dataset", + data=test_data, + ) + + fresh_database.set(dataset) + retrieved = fresh_database.get(Dataset, id="test_dataset_1") + + assert retrieved is not None + assert retrieved.id == "test_dataset_1" + assert retrieved.name == "Test dataset" + assert retrieved.data == test_data + + +def test_versioned_dataset_table_set_and_get(fresh_database): + """Test VersionedDatasetTable set and get operations.""" + from policyengine.models import VersionedDataset + + versioned_dataset = VersionedDataset( + id="test_versioned_1", + name="Test versioned dataset", + description="A test versioned dataset", + ) + + fresh_database.set(versioned_dataset) + retrieved = fresh_database.get(VersionedDataset, id="test_versioned_1") + + assert retrieved is not None + assert retrieved.id == "test_versioned_1" + assert retrieved.name == "Test versioned dataset" + assert retrieved.description == "A test versioned dataset" + + +def test_policy_table_set_and_get(fresh_database): + """Test PolicyTable set and get operations.""" + from policyengine.models import Policy + + policy = Policy( + id="test_policy_1", + name="Test policy", + description="A test policy", + simulation_modifier=policy_modifier_function, + created_at=datetime.now(), + ) + + fresh_database.set(policy) + retrieved = fresh_database.get(Policy, id="test_policy_1") + + assert retrieved is not None + assert retrieved.id == "test_policy_1" + assert retrieved.name == "Test policy" + assert retrieved.description == "A test policy" + assert callable(retrieved.simulation_modifier) + + +def test_dynamic_table_set_and_get(fresh_database): + """Test DynamicTable set and get operations.""" + from policyengine.models import Dynamic + + dynamic = Dynamic( + id="test_dynamic_1", + name="Test dynamic", + description="A test dynamic policy", + simulation_modifier=dynamic_modifier_function, + created_at=datetime.now(), + ) + + fresh_database.set(dynamic) + retrieved = fresh_database.get(Dynamic, id="test_dynamic_1") + + assert retrieved is not None + assert retrieved.id == "test_dynamic_1" + assert retrieved.name == "Test dynamic" + assert retrieved.description == "A test dynamic policy" + assert callable(retrieved.simulation_modifier) + + +def test_baseline_parameter_value_table_set_and_get(fresh_database): + """Test BaselineParameterValueTable set and get operations.""" + from policyengine.models import ( + BaselineParameterValue, + Parameter, + ModelVersion, + Model, + ) + + # Create model, parameter and model version first + model = Model( + id="bpv_model", + name="BPV model", + description="Model for baseline parameter values", + simulation_function=simulation_function, + ) + fresh_database.set(model) + + parameter = Parameter( + id="test_param_1", + description="Test parameter", + data_type=float, + model=model, + ) + fresh_database.set(parameter) + + model_version = ModelVersion( + id="test_version_1", + model=model, + version="1.0.0", + ) + fresh_database.set(model_version) + + baseline_param = BaselineParameterValue( + parameter=parameter, + model_version=model_version, + value=0.2, + start_date=datetime(2024, 1, 1), + ) + + fresh_database.set(baseline_param) + # Note: BaselineParameterValue doesn't have an id field, so we need to query differently + # For now, we'll skip retrieval test for this model + # TODO: Add proper retrieval test for composite key models + + +def test_multiple_operations_on_same_table(fresh_database): + """Test multiple set and get operations on the same table.""" + from policyengine.models import Model + + # Create multiple model instances + models = [] + for i in range(3): + model = Model( + id=f"model_{i}", + name=f"Model {i}", + description=f"Model number {i}", + simulation_function=simulation_function, + ) + models.append(model) + fresh_database.set(model) + + # Retrieve all models + for i, original in enumerate(models): + retrieved = fresh_database.get(Model, id=f"model_{i}") + assert retrieved is not None + assert retrieved.id == original.id + assert retrieved.name == original.name + assert retrieved.description == original.description + + +def test_get_nonexistent_record(fresh_database): + """Test getting a record that doesn't exist.""" + from policyengine.models import Model + + result = fresh_database.get(Model, id="nonexistent_id") + assert result is None + + +def test_complex_data_compression(fresh_database): + """Test that complex data types are properly compressed and decompressed.""" + from policyengine.models import Dataset + + # Create a dataset with complex nested structure + complex_data = { + "households": [ + { + "id": i, + "income": 30000 + i * 5000, + "members": list(range(i + 1)), + } + for i in range(100) + ], + "metadata": { + "source": "test", + "year": 2024, + "nested": {"deep": {"structure": True}}, + }, + } + + dataset = Dataset( + id="complex_dataset", + name="Complex dataset", + data=complex_data, + ) + + fresh_database.set(dataset) + retrieved = fresh_database.get(Dataset, id="complex_dataset") + + assert retrieved is not None + assert retrieved.data == complex_data + assert retrieved.data["households"][50]["income"] == 280000 + assert retrieved.data["metadata"]["nested"]["deep"]["structure"] is True + + +def test_user_table_set_and_get(fresh_database): + """Test UserTable set and get operations.""" + from policyengine.models import User + + user = User( + id="test_user_1", + username="testuser", + email="test@example.com", + first_name="Test", + last_name="User", + created_at=datetime.now(), + ) + + fresh_database.set(user) + retrieved = fresh_database.get(User, id="test_user_1") + + assert retrieved is not None + assert retrieved.id == "test_user_1" + assert retrieved.username == "testuser" + assert retrieved.email == "test@example.com" + assert retrieved.first_name == "Test" + assert retrieved.last_name == "User" + + +def test_report_table_set_and_get(fresh_database): + """Test ReportTable set and get operations.""" + from policyengine.models import Report + + report = Report( + id="test_report_1", + label="Test Report", + created_at=datetime.now(), + ) + + fresh_database.set(report) + retrieved = fresh_database.get(Report, id="test_report_1") + + assert retrieved is not None + assert retrieved.id == "test_report_1" + assert retrieved.label == "Test Report" + + +def test_report_element_table_set_and_get(fresh_database): + """Test ReportElementTable set and get operations.""" + from policyengine.models import ReportElement + + element = ReportElement( + id="test_element_1", + label="Test Element", + type="chart", + chart_type="bar", + ) + + fresh_database.set(element) + retrieved = fresh_database.get(ReportElement, id="test_element_1") + + assert retrieved is not None + assert retrieved.id == "test_element_1" + assert retrieved.label == "Test Element" + assert retrieved.type == "chart" + assert retrieved.chart_type == "bar" + + +def test_aggregate_table_set_and_get(fresh_database): + """Test AggregateTable set and get operations.""" + from policyengine.models import ( + Aggregate, + AggregateType, + Simulation, + Dataset, + Model, + ModelVersion, + ) + + # Create model first + model = Model( + id="agg_model", + name="Agg model", + description="Model for aggregates", + simulation_function=simulation_function, + ) + fresh_database.set(model) + + # Create model version + model_version = ModelVersion( + id="agg_version_1", + model=model, + version="1.0.0", + ) + fresh_database.set(model_version) + + # Create dataset + test_data = {"households": [{"id": 1, "income": 50000}]} + dataset = Dataset( + id="agg_dataset_1", + name="Agg dataset", + data=test_data, + ) + fresh_database.set(dataset) + + # Create simulation + simulation = Simulation( + id="agg_sim_1", + dataset=dataset, + model=model, + model_version=model_version, + ) + fresh_database.set(simulation) + + aggregate = Aggregate( + simulation=simulation, + entity="household", + variable_name="household_income", + aggregate_function="sum", + year=2024, + filter_variable_name="income_positive", + ) + + fresh_database.set(aggregate) + # Note: Aggregate doesn't have an id field or direct retrieval + # We'll skip retrieval test for now + # TODO: Add proper retrieval test for Aggregate model + assert True # Placeholder assertion diff --git a/tests/test_database_simple.py b/tests/test_database_simple.py new file mode 100644 index 00000000..34346869 --- /dev/null +++ b/tests/test_database_simple.py @@ -0,0 +1,276 @@ +"""Test database model tables for simple set and get operations without complex relationships.""" + +import pytest +from datetime import datetime +from pathlib import Path +import sys + +# Add src to path to allow imports +sys.path.insert(0, str(Path(__file__).parent.parent / "src")) + + +# Define functions at module level to make them pickleable (not test_ prefix to avoid pytest) +def simulation_function(x): + return x * 2 + + +def policy_modifier_function(sim): + sim.set_parameter("tax_rate", 0.25) + return sim + + +def dynamic_modifier_function(sim): + sim.set_parameter("benefit_amount", 1000) + return sim + + +@pytest.fixture +def fresh_database(): + """Create a fresh database instance for each test.""" + # Import here to avoid circular imports + from policyengine.database import Database + + # Use in-memory SQLite for testing + db = Database(url="sqlite:///:memory:") + db.create_tables() + return db + + +def test_model_table_set_and_get(fresh_database): + """Test ModelTable set and get operations.""" + from policyengine.models import Model + + model = Model( + id="test_model_1", + name="Test model", + description="A test model", + simulation_function=simulation_function, + ) + + # Set the model + fresh_database.set(model) + + # Get the model + retrieved_model = fresh_database.get(Model, id="test_model_1") + + assert retrieved_model is not None + assert retrieved_model.id == "test_model_1" + assert retrieved_model.name == "Test model" + assert retrieved_model.description == "A test model" + assert retrieved_model.simulation_function(5) == 10 + + +def test_dataset_table_set_and_get(fresh_database): + """Test DatasetTable set and get operations.""" + from policyengine.models import Dataset + + test_data = {"households": [{"id": 1, "income": 50000}]} + + dataset = Dataset( + id="test_dataset_1", + name="Test dataset", + data=test_data, + ) + + fresh_database.set(dataset) + retrieved = fresh_database.get(Dataset, id="test_dataset_1") + + assert retrieved is not None + assert retrieved.id == "test_dataset_1" + assert retrieved.name == "Test dataset" + assert retrieved.data == test_data + + +def test_versioned_dataset_table_set_and_get(fresh_database): + """Test VersionedDatasetTable set and get operations.""" + from policyengine.models import VersionedDataset + + versioned_dataset = VersionedDataset( + id="test_versioned_1", + name="Test versioned dataset", + description="A test versioned dataset", + ) + + fresh_database.set(versioned_dataset) + retrieved = fresh_database.get(VersionedDataset, id="test_versioned_1") + + assert retrieved is not None + assert retrieved.id == "test_versioned_1" + assert retrieved.name == "Test versioned dataset" + assert retrieved.description == "A test versioned dataset" + + +def test_policy_table_set_and_get(fresh_database): + """Test PolicyTable set and get operations.""" + from policyengine.models import Policy + + policy = Policy( + id="test_policy_1", + name="Test policy", + description="A test policy", + simulation_modifier=policy_modifier_function, + created_at=datetime.now(), + ) + + fresh_database.set(policy) + retrieved = fresh_database.get(Policy, id="test_policy_1") + + assert retrieved is not None + assert retrieved.id == "test_policy_1" + assert retrieved.name == "Test policy" + assert retrieved.description == "A test policy" + assert callable(retrieved.simulation_modifier) + + +def test_dynamic_table_set_and_get(fresh_database): + """Test DynamicTable set and get operations.""" + from policyengine.models import Dynamic + + dynamic = Dynamic( + id="test_dynamic_1", + name="Test dynamic", + description="A test dynamic policy", + simulation_modifier=dynamic_modifier_function, + created_at=datetime.now(), + ) + + fresh_database.set(dynamic) + retrieved = fresh_database.get(Dynamic, id="test_dynamic_1") + + assert retrieved is not None + assert retrieved.id == "test_dynamic_1" + assert retrieved.name == "Test dynamic" + assert retrieved.description == "A test dynamic policy" + assert callable(retrieved.simulation_modifier) + + +def test_user_table_set_and_get(fresh_database): + """Test UserTable set and get operations.""" + from policyengine.models import User + + user = User( + id="test_user_1", + username="testuser", + email="test@example.com", + first_name="Test", + last_name="User", + created_at=datetime.now(), + ) + + fresh_database.set(user) + retrieved = fresh_database.get(User, id="test_user_1") + + assert retrieved is not None + assert retrieved.id == "test_user_1" + assert retrieved.username == "testuser" + assert retrieved.email == "test@example.com" + assert retrieved.first_name == "Test" + assert retrieved.last_name == "User" + + +def test_report_table_set_and_get(fresh_database): + """Test ReportTable set and get operations.""" + from policyengine.models import Report + + report = Report( + id="test_report_1", + label="Test Report", + created_at=datetime.now(), + ) + + fresh_database.set(report) + retrieved = fresh_database.get(Report, id="test_report_1") + + assert retrieved is not None + assert retrieved.id == "test_report_1" + assert retrieved.label == "Test Report" + + +def test_report_element_table_set_and_get(fresh_database): + """Test ReportElementTable set and get operations.""" + from policyengine.models import ReportElement + + element = ReportElement( + id="test_element_1", + label="Test Element", + type="chart", + chart_type="bar", + ) + + fresh_database.set(element) + retrieved = fresh_database.get(ReportElement, id="test_element_1") + + assert retrieved is not None + assert retrieved.id == "test_element_1" + assert retrieved.label == "Test Element" + assert retrieved.type == "chart" + assert retrieved.chart_type == "bar" + + +def test_multiple_operations_on_same_table(fresh_database): + """Test multiple set and get operations on the same table.""" + from policyengine.models import Model + + # Create multiple model instances + models = [] + for i in range(3): + model = Model( + id=f"model_{i}", + name=f"Model {i}", + description=f"Model number {i}", + simulation_function=simulation_function, + ) + models.append(model) + fresh_database.set(model) + + # Retrieve all models + for i, original in enumerate(models): + retrieved = fresh_database.get(Model, id=f"model_{i}") + assert retrieved is not None + assert retrieved.id == original.id + assert retrieved.name == original.name + assert retrieved.description == original.description + + +def test_get_nonexistent_record(fresh_database): + """Test getting a record that doesn't exist.""" + from policyengine.models import Model + + result = fresh_database.get(Model, id="nonexistent_id") + assert result is None + + +def test_complex_data_compression(fresh_database): + """Test that complex data types are properly compressed and decompressed.""" + from policyengine.models import Dataset + + # Create a dataset with complex nested structure + complex_data = { + "households": [ + { + "id": i, + "income": 30000 + i * 5000, + "members": list(range(i + 1)), + } + for i in range(100) + ], + "metadata": { + "source": "test", + "year": 2024, + "nested": {"deep": {"structure": True}}, + }, + } + + dataset = Dataset( + id="complex_dataset", + name="Complex dataset", + data=complex_data, + ) + + fresh_database.set(dataset) + retrieved = fresh_database.get(Dataset, id="complex_dataset") + + assert retrieved is not None + assert retrieved.data == complex_data + assert retrieved.data["households"][50]["income"] == 280000 + assert retrieved.data["metadata"]["nested"]["deep"]["structure"] is True From 27760d5d7ea8b2e4fb6083d61f6b0e341d98c5c4 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 20 Sep 2025 14:37:41 +0100 Subject: [PATCH 88/97] CI --- Makefile | 4 ++-- changelog_entry.yaml | 4 ++++ pyproject.toml | 5 ++++- 3 files changed, 10 insertions(+), 3 deletions(-) diff --git a/Makefile b/Makefile index fa8c7234..931fccdd 100644 --- a/Makefile +++ b/Makefile @@ -6,10 +6,10 @@ docs: cd docs && jupyter book start install: - pip install -e .[dev] + uv pip install -e .[dev] format: - black . -l 79 + ruff format . clean: rm -rf **/__pycache__ _build **/_build .pytest_cache .ruff_cache **/*.egg-info **/*.pyc diff --git a/changelog_entry.yaml b/changelog_entry.yaml index e69de29b..ae82148f 100644 --- a/changelog_entry.yaml +++ b/changelog_entry.yaml @@ -0,0 +1,4 @@ +- bump: major + changes: + added: + - Complete rewrite. \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index 315ba1d5..8108edea 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -32,7 +32,7 @@ dependencies = [ [project.optional-dependencies] uk = [ "policyengine_core>=3.10", - "policyengine-uk", + "policyengine-uk>=2.51.0", ] us = [ "policyengine_core>=3.10", @@ -49,6 +49,9 @@ dev = [ "build", "pytest-asyncio>=0.26.0", "ruff>=0.5.0", + "policyengine_core>=3.10", + "policyengine-uk>=2.51.0", + "policyengine-us>=1.213.1", ] [tool.setuptools] From 90ec7ccf6e0be32f1887e0411a64b0cf86582cb6 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 20 Sep 2025 14:41:00 +0100 Subject: [PATCH 89/97] Update CI to match -uk --- .github/workflows/any_changes.yaml | 45 ---------- .github/workflows/changelog_entry.yaml | 29 ------ .github/workflows/code_changes.yaml | 33 +++---- .github/workflows/deploy.yml | 49 ++++++++++ .github/workflows/pr_code_changes.yaml | 46 ++++++++++ .github/workflows/pr_docs_changes.yaml | 36 ++++++++ .github/workflows/publish_documentation.yaml | 38 -------- .github/workflows/publish_package.yaml | 45 ---------- .github/workflows/versioning.yaml | 95 +++++++++++++------- 9 files changed, 214 insertions(+), 202 deletions(-) delete mode 100644 .github/workflows/any_changes.yaml delete mode 100644 .github/workflows/changelog_entry.yaml create mode 100644 .github/workflows/deploy.yml create mode 100644 .github/workflows/pr_code_changes.yaml create mode 100644 .github/workflows/pr_docs_changes.yaml delete mode 100644 .github/workflows/publish_documentation.yaml delete mode 100644 .github/workflows/publish_package.yaml diff --git a/.github/workflows/any_changes.yaml b/.github/workflows/any_changes.yaml deleted file mode 100644 index 2f12633c..00000000 --- a/.github/workflows/any_changes.yaml +++ /dev/null @@ -1,45 +0,0 @@ -# Workflow that runs on code changes to a pull request. - -name: Any changes -on: - pull_request: - branches: - - main - -jobs: - docs: - permissions: - contents: "read" - id-token: "write" - name: Test documentation builds - runs-on: ubuntu-latest - steps: - - name: Checkout repo - uses: actions/checkout@v2 - - name: Install uv - uses: astral-sh/setup-uv@v5 - - - name: Set up Python - uses: actions/setup-python@v2 - with: - python-version: '3.11' - - uses: "google-github-actions/auth@v2" - with: - workload_identity_provider: "projects/322898545428/locations/global/workloadIdentityPools/policyengine-research-id-pool/providers/prod-github-provider" - service_account: "policyengine-research@policyengine-research.iam.gserviceaccount.com" - - - name: Install package - run: uv pip install .[dev] --system - - - name: Test documentation builds - run: make documentation - - - name: Check documentation build - run: | - for notebook in $(find docs/_build/jupyter_execute -name "*.ipynb"); do - if grep -q '"output_type": "error"' "$notebook"; then - echo "Error found in $notebook" - cat "$notebook" - exit 1 - fi - done \ No newline at end of file diff --git a/.github/workflows/changelog_entry.yaml b/.github/workflows/changelog_entry.yaml deleted file mode 100644 index d0eb8574..00000000 --- a/.github/workflows/changelog_entry.yaml +++ /dev/null @@ -1,29 +0,0 @@ -name: Versioning - -on: - pull_request: - branches: [ main ] - -jobs: - check-changelog-entry: - name: Changelog entry check - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v3 - - - name: Check for changelog entry - run: | - if [ ! -f "changelog_entry.yaml" ]; then - echo "Error: changelog_entry.yaml file is missing." - echo "Please add a changelog_entry.yaml file at the root of the repository." - exit 1 - fi - - # Check if the file is empty - if [ ! -s "changelog_entry.yaml" ]; then - echo "Error: changelog_entry.yaml file is empty." - echo "Please add content to the changelog_entry.yaml file." - exit 1 - fi - - echo "Changelog entry found and is not empty." \ No newline at end of file diff --git a/.github/workflows/code_changes.yaml b/.github/workflows/code_changes.yaml index 1ba30bb5..4d619cdd 100644 --- a/.github/workflows/code_changes.yaml +++ b/.github/workflows/code_changes.yaml @@ -1,14 +1,16 @@ -# Workflow that runs on code changes to a pull request. +# Workflow that runs on code changes to the master branch. name: Code changes on: - pull_request: + push: branches: - - main + - master paths: - - policyengine/** + - src/** - tests/** + - .github/** + workflow_dispatch: jobs: Lint: @@ -20,27 +22,28 @@ jobs: with: args: ". -l 79 --check" Test: - runs-on: ubuntu-latest + runs-on: macos-latest permissions: contents: "read" id-token: "write" steps: - name: Checkout repo - uses: actions/checkout@v2 + uses: actions/checkout@v4 - name: Install uv uses: astral-sh/setup-uv@v5 - name: Set up Python - uses: actions/setup-python@v2 + uses: actions/setup-python@v5 with: python-version: '3.13' - - uses: "google-github-actions/auth@v2" - with: - workload_identity_provider: "projects/322898545428/locations/global/workloadIdentityPools/policyengine-research-id-pool/providers/prod-github-provider" - service_account: "policyengine-research@policyengine-research.iam.gserviceaccount.com" - name: Install package - run: uv pip install .[dev] --system - - - name: Run tests - run: make test \ No newline at end of file + run: uv pip install -e .[dev] --system + - name: Install JB + run: uv pip install "jupyter-book>=2.0.0a0" --system + - name: UV sync + run: uv sync + - name: Run tests with coverage + run: make test + env: + HUGGING_FACE_TOKEN: ${{ secrets.HUGGING_FACE_TOKEN }} diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml new file mode 100644 index 00000000..9141f4e7 --- /dev/null +++ b/.github/workflows/deploy.yml @@ -0,0 +1,49 @@ +# This file was created automatically with `myst init --gh-pages` 🪄 💚 +# Ensure your GitHub Pages settings for this repository are set to deploy with **GitHub Actions**. + +name: Deploy documentation +on: + push: + # Runs on pushes targeting the default branch + branches: [master] +env: + # `BASE_URL` determines, relative to the root of the domain, the URL that your site is served from. + # E.g., if your site lives at `https://mydomain.org/myproject`, set `BASE_URL=/myproject`. + # If, instead, your site lives at the root of the domain, at `https://mydomain.org`, set `BASE_URL=''`. + BASE_URL: /${{ github.event.repository.name }} + +# Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages +permissions: + contents: read + pages: write + id-token: write +# Allow only one concurrent deployment, skipping runs queued between the run in-progress and latest queued. +# However, do NOT cancel in-progress runs as we want to allow these production deployments to complete. +concurrency: + group: 'pages' + cancel-in-progress: false +jobs: + deploy: + name: Deploy to GitHub Pages + environment: + name: github-pages + url: ${{ steps.deployment.outputs.page_url }} + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - name: Setup Pages + uses: actions/configure-pages@v3 + - uses: actions/setup-node@v4 + with: + node-version: 18.x + - name: Install MyST + run: npm install -g mystmd + - name: Build HTML Assets + run: myst build --html + - name: Upload artifact + uses: actions/upload-pages-artifact@v3 + with: + path: './_build/html' + - name: Deploy to GitHub Pages + id: deployment + uses: actions/deploy-pages@v4 diff --git a/.github/workflows/pr_code_changes.yaml b/.github/workflows/pr_code_changes.yaml new file mode 100644 index 00000000..1940f3a0 --- /dev/null +++ b/.github/workflows/pr_code_changes.yaml @@ -0,0 +1,46 @@ +# Workflow that runs on code changes to a pull request. + +name: Code changes +on: + pull_request: + branches: + - master + + paths: + - src/** + - tests/** + - .github/** + workflow_dispatch: + +jobs: + Lint: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - name: Check formatting + uses: "lgeiger/black-action@master" + with: + args: ". -l 79 --check" + Test: + runs-on: macos-latest + steps: + - name: Checkout repo + uses: actions/checkout@v4 + - name: Install uv + uses: astral-sh/setup-uv@v5 + + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: '3.13' + + - name: Install package + run: uv pip install -e .[dev] --system + - name: Install policyengine + run: uv pip install policyengine --system + - name: UV sync + run: uv sync + - name: Run tests with coverage + run: make test + env: + HUGGING_FACE_TOKEN: ${{ secrets.HUGGING_FACE_TOKEN }} \ No newline at end of file diff --git a/.github/workflows/pr_docs_changes.yaml b/.github/workflows/pr_docs_changes.yaml new file mode 100644 index 00000000..088d9f20 --- /dev/null +++ b/.github/workflows/pr_docs_changes.yaml @@ -0,0 +1,36 @@ +# Workflow that runs on code changes to a pull request. + +name: Docs changes +on: + pull_request: + branches: + - master + + paths: + - docs/** + - .github/** + workflow_dispatch: + +jobs: + Test: + runs-on: ubuntu-latest + name: Test documentation builds + steps: + - name: Checkout repo + uses: actions/checkout@v4 + - name: Install uv + uses: astral-sh/setup-uv@v5 + + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: '3.13' + + - name: Install package + run: uv pip install -e .[dev] --system + - name: Install policyengine + run: uv pip install policyengine --system + - name: Install JB + run: uv pip install "jupyter-book>=2.0.0a0" --system + - name: Test documentation builds + run: make documentation \ No newline at end of file diff --git a/.github/workflows/publish_documentation.yaml b/.github/workflows/publish_documentation.yaml deleted file mode 100644 index 10143cb0..00000000 --- a/.github/workflows/publish_documentation.yaml +++ /dev/null @@ -1,38 +0,0 @@ -name: Publish documentation -on: - push: - branches: [ main ] - paths: - - docs/** # Only run workflow when documentation changes - -jobs: - Publish: - permissions: - contents: "read" - id-token: "write" - runs-on: ubuntu-latest - steps: - - name: Checkout repo - uses: actions/checkout@v4 - - name: Setup Python - uses: actions/setup-python@v5 - with: - python-version: 3.12 - - uses: "google-github-actions/auth@v2" - with: - workload_identity_provider: "projects/322898545428/locations/global/workloadIdentityPools/policyengine-research-id-pool/providers/prod-github-provider" - service_account: "policyengine-research@policyengine-research.iam.gserviceaccount.com" - - name: Publish a git tag - run: ".github/publish-git-tag.sh || true" - - name: Install package - run: make install - - - name: Build documentation - run: make documentation - - - name: Deploy documentation - uses: JamesIves/github-pages-deploy-action@releases/v3 - with: - GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} - BRANCH: gh-pages # The branch the action should deploy to. - FOLDER: docs/_build/html # The folder the action should deploy. \ No newline at end of file diff --git a/.github/workflows/publish_package.yaml b/.github/workflows/publish_package.yaml deleted file mode 100644 index 167f0685..00000000 --- a/.github/workflows/publish_package.yaml +++ /dev/null @@ -1,45 +0,0 @@ -name: Publish package -on: - push: - branches: [ main ] - paths: - - pyproject.toml - -jobs: - Publish: - runs-on: ubuntu-latest - steps: - - name: Checkout repo - uses: actions/checkout@v2 - - name: Install uv - uses: astral-sh/setup-uv@v5 - - - name: Set up Python - uses: actions/setup-python@v2 - with: - python-version: '3.11' - - name: Publish a git tag - run: ".github/publish-git-tag.sh || true" - - name: Install package - run: make install - - name: Build package - run: make - - name: Remove .whl files - run: rm dist/*.whl - - name: Publish a Python distribution to PyPI - uses: pypa/gh-action-pypi-publish@release/v1 - with: - user: __token__ - password: ${{ secrets.PYPI }} - skip-existing: true - verbose: true - - - name: Test documentation builds - run: make documentation - - - name: Deploy documentation - uses: JamesIves/github-pages-deploy-action@releases/v3 - with: - GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} - BRANCH: gh-pages # The branch the action should deploy to. - FOLDER: docs/_build/html # The folder the action should deploy. diff --git a/.github/workflows/versioning.yaml b/.github/workflows/versioning.yaml index b4e0edb9..9ad014a5 100644 --- a/.github/workflows/versioning.yaml +++ b/.github/workflows/versioning.yaml @@ -1,37 +1,72 @@ # Workflow that runs on versioning metadata updates. -name: Versioning updates +name: Versioning updates on: push: - branches: - - main + branches: + - master - paths: - - changelog_entry.yaml - - "!pyproject.toml" + paths: + - changelog_entry.yaml + - .github/** + workflow_dispatch: jobs: - Versioning: - runs-on: ubuntu-latest - if: | - (!(github.event.head_commit.message == 'Update package version')) - steps: - - name: Checkout repo - uses: actions/checkout@v4 - with: - repository: ${{ github.event.pull_request.head.repo.full_name }} - ref: ${{ github.event.pull_request.head.ref }} - token: ${{ secrets.POLICYENGINE_GITHUB }} - - name: Setup Python - uses: actions/setup-python@v5 - with: - python-version: 3.12 - - name: Build changelog - run: pip install yaml-changelog && make changelog - - name: Preview changelog update - run: ".github/get-changelog-diff.sh" - - name: Update changelog - uses: EndBug/add-and-commit@v9 - with: - add: "." - message: Update package version \ No newline at end of file + Versioning: + if: (github.event.head_commit.message != 'Update package version') + runs-on: ubuntu-latest + steps: + - name: Checkout repo + uses: actions/checkout@v4 + with: + repository: ${{ github.event.pull_request.head.repo.full_name }} + ref: ${{ github.event.pull_request.head.ref }} + token: ${{ secrets.POLICYENGINE_GITHUB }} + - name: Setup Python + uses: actions/setup-python@v5 + with: + python-version: 3.13 + - name: Build changelog + run: pip install yaml-changelog && make changelog + - name: Preview changelog update + run: ".github/get-changelog-diff.sh" + - name: Update changelog + uses: EndBug/add-and-commit@v9 + with: + add: "." + message: Update package version + Publish: + runs-on: ubuntu-latest + if: (github.event.head_commit.message == 'Update package version') + env: + GH_TOKEN: ${{ secrets.POLICYENGINE_GITHUB }} + steps: + - name: Checkout repo + uses: actions/checkout@v4 + - name: Install uv + uses: astral-sh/setup-uv@v5 + + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: '3.13' + - name: Install package + run: uv pip install -e .[dev] --system + - name: Install policyengine + run: uv pip install policyengine --system + - name: Install Wheel and Pytest + run: pip3 install wheel setuptools pytest==5.4.3 + - name: Publish a git tag + run: ".github/publish-git-tag.sh" + - name: Build package + run: make + - name: Publish a Python distribution to PyPI + uses: pypa/gh-action-pypi-publish@release/v1 + with: + user: __token__ + password: ${{ secrets.PYPI }} + skip_existing: true + - name: Update API + run: python .github/update_api.py + env: + GITHUB_TOKEN: ${{ secrets.POLICYENGINE_GITHUB }} \ No newline at end of file From e1608069700c4a0f0685a20f4fda0bd71f56b488 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 20 Sep 2025 14:43:12 +0100 Subject: [PATCH 90/97] Update CI --- .github/workflows/code_changes.yaml | 2 +- .github/workflows/pr_code_changes.yaml | 2 +- .github/workflows/pr_docs_changes.yaml | 2 +- .github/workflows/versioning.yaml | 2 +- 4 files changed, 4 insertions(+), 4 deletions(-) diff --git a/.github/workflows/code_changes.yaml b/.github/workflows/code_changes.yaml index 4d619cdd..001f50cd 100644 --- a/.github/workflows/code_changes.yaml +++ b/.github/workflows/code_changes.yaml @@ -4,7 +4,7 @@ name: Code changes on: push: branches: - - master + - main paths: - src/** diff --git a/.github/workflows/pr_code_changes.yaml b/.github/workflows/pr_code_changes.yaml index 1940f3a0..8a54a01d 100644 --- a/.github/workflows/pr_code_changes.yaml +++ b/.github/workflows/pr_code_changes.yaml @@ -4,7 +4,7 @@ name: Code changes on: pull_request: branches: - - master + - main paths: - src/** diff --git a/.github/workflows/pr_docs_changes.yaml b/.github/workflows/pr_docs_changes.yaml index 088d9f20..e769642a 100644 --- a/.github/workflows/pr_docs_changes.yaml +++ b/.github/workflows/pr_docs_changes.yaml @@ -4,7 +4,7 @@ name: Docs changes on: pull_request: branches: - - master + - main paths: - docs/** diff --git a/.github/workflows/versioning.yaml b/.github/workflows/versioning.yaml index 9ad014a5..75c082c3 100644 --- a/.github/workflows/versioning.yaml +++ b/.github/workflows/versioning.yaml @@ -4,7 +4,7 @@ name: Versioning updates on: push: branches: - - master + - main paths: - changelog_entry.yaml From 94f71199e5cdb54e1de7ef87c9391f14e547ec03 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 20 Sep 2025 14:44:44 +0100 Subject: [PATCH 91/97] Update CI --- .github/workflows/deploy.yml | 4 ++-- .github/workflows/pr_docs_changes.yaml | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml index 9141f4e7..ac19f55c 100644 --- a/.github/workflows/deploy.yml +++ b/.github/workflows/deploy.yml @@ -39,11 +39,11 @@ jobs: - name: Install MyST run: npm install -g mystmd - name: Build HTML Assets - run: myst build --html + run: cd docs && myst build --html - name: Upload artifact uses: actions/upload-pages-artifact@v3 with: - path: './_build/html' + path: './docs/_build/html' - name: Deploy to GitHub Pages id: deployment uses: actions/deploy-pages@v4 diff --git a/.github/workflows/pr_docs_changes.yaml b/.github/workflows/pr_docs_changes.yaml index e769642a..03edf201 100644 --- a/.github/workflows/pr_docs_changes.yaml +++ b/.github/workflows/pr_docs_changes.yaml @@ -33,4 +33,4 @@ jobs: - name: Install JB run: uv pip install "jupyter-book>=2.0.0a0" --system - name: Test documentation builds - run: make documentation \ No newline at end of file + run: make docs \ No newline at end of file From a18d387417dec8184cfacbb93aee13bc86b2e116 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 20 Sep 2025 14:45:21 +0100 Subject: [PATCH 92/97] Lint fix --- .github/workflows/pr_code_changes.yaml | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/.github/workflows/pr_code_changes.yaml b/.github/workflows/pr_code_changes.yaml index 8a54a01d..b5cb9606 100644 --- a/.github/workflows/pr_code_changes.yaml +++ b/.github/workflows/pr_code_changes.yaml @@ -17,11 +17,12 @@ jobs: runs-on: ubuntu-latest steps: - uses: actions/checkout@v4 - - name: Check formatting - uses: "lgeiger/black-action@master" - with: - args: ". -l 79 --check" - Test: + # Check formatting with ruff + - name: Install ruff + run: pip install ruff + + - name: Run ruff check + run: ruff check . runs-on: macos-latest steps: - name: Checkout repo From 6a0a5223fcb14ccccf1e83c14ea15773357e448e Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 20 Sep 2025 14:49:48 +0100 Subject: [PATCH 93/97] Fix docs action --- .github/workflows/pr_docs_changes.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/pr_docs_changes.yaml b/.github/workflows/pr_docs_changes.yaml index 03edf201..3ede653c 100644 --- a/.github/workflows/pr_docs_changes.yaml +++ b/.github/workflows/pr_docs_changes.yaml @@ -33,4 +33,4 @@ jobs: - name: Install JB run: uv pip install "jupyter-book>=2.0.0a0" --system - name: Test documentation builds - run: make docs \ No newline at end of file + run: cd docs && jupyter book build \ No newline at end of file From 14f9a0a30c9e84da1e921b926ea66f01c1a5084d Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 20 Sep 2025 14:50:34 +0100 Subject: [PATCH 94/97] No change --- src/policyengine/database/link.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/policyengine/database/link.py b/src/policyengine/database/link.py index b6e33af1..5094c585 100644 --- a/src/policyengine/database/link.py +++ b/src/policyengine/database/link.py @@ -13,7 +13,7 @@ class TableLink(BaseModel): table_to_model_custom_transforms: dict[str, Callable] | None = None primary_key: str | tuple[str, ...] = ( "id" # Allow multiple strings in tuple - ) + ) def get(self, database: "Database", **kwargs): statement = select(self.table_cls).filter_by(**kwargs) From 0743eecb0e115fe72336e840da658f091f36daf1 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 20 Sep 2025 14:50:38 +0100 Subject: [PATCH 95/97] Format --- src/policyengine/database/link.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/policyengine/database/link.py b/src/policyengine/database/link.py index 5094c585..b6e33af1 100644 --- a/src/policyengine/database/link.py +++ b/src/policyengine/database/link.py @@ -13,7 +13,7 @@ class TableLink(BaseModel): table_to_model_custom_transforms: dict[str, Callable] | None = None primary_key: str | tuple[str, ...] = ( "id" # Allow multiple strings in tuple - ) + ) def get(self, database: "Database", **kwargs): statement = select(self.table_cls).filter_by(**kwargs) From aa1b8204f7af4e10075eee0e1ff523bde4a663a4 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 20 Sep 2025 14:51:50 +0100 Subject: [PATCH 96/97] Fix test action --- .github/workflows/pr_code_changes.yaml | 43 +++++++++++++------------- 1 file changed, 22 insertions(+), 21 deletions(-) diff --git a/.github/workflows/pr_code_changes.yaml b/.github/workflows/pr_code_changes.yaml index b5cb9606..aa03bc02 100644 --- a/.github/workflows/pr_code_changes.yaml +++ b/.github/workflows/pr_code_changes.yaml @@ -23,25 +23,26 @@ jobs: - name: Run ruff check run: ruff check . - runs-on: macos-latest - steps: - - name: Checkout repo - uses: actions/checkout@v4 - - name: Install uv - uses: astral-sh/setup-uv@v5 + Test: + runs-on: macos-latest + steps: + - name: Checkout repo + uses: actions/checkout@v4 + - name: Install uv + uses: astral-sh/setup-uv@v5 - - name: Set up Python - uses: actions/setup-python@v5 - with: - python-version: '3.13' - - - name: Install package - run: uv pip install -e .[dev] --system - - name: Install policyengine - run: uv pip install policyengine --system - - name: UV sync - run: uv sync - - name: Run tests with coverage - run: make test - env: - HUGGING_FACE_TOKEN: ${{ secrets.HUGGING_FACE_TOKEN }} \ No newline at end of file + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: '3.13' + + - name: Install package + run: uv pip install -e .[dev] --system + - name: Install policyengine + run: uv pip install policyengine --system + - name: UV sync + run: uv sync + - name: Run tests with coverage + run: make test + env: + HUGGING_FACE_TOKEN: ${{ secrets.HUGGING_FACE_TOKEN }} \ No newline at end of file From 4f5ff4b24f7dca91c37692cd2214af392f904784 Mon Sep 17 00:00:00 2001 From: Nikhil Woodruff Date: Sat, 20 Sep 2025 14:58:28 +0100 Subject: [PATCH 97/97] Fix issues --- .github/fetch_version.py | 1 - docs/quickstart.ipynb | 14 +++--- pyproject.toml | 3 +- src/policyengine/database/__init__.py | 30 ++++++------- src/policyengine/database/aggregate.py | 9 ++-- .../baseline_parameter_value_table.py | 14 +++--- .../database/baseline_variable_table.py | 13 +++--- src/policyengine/database/database.py | 38 ++++++++-------- src/policyengine/database/dataset_table.py | 20 +++++---- src/policyengine/database/dynamic_table.py | 14 +++--- src/policyengine/database/link.py | 4 +- src/policyengine/database/model_table.py | 9 ++-- .../database/model_version_table.py | 8 ++-- src/policyengine/database/parameter_table.py | 8 ++-- .../database/parameter_value_table.py | 13 +++--- src/policyengine/database/policy_table.py | 14 +++--- .../database/report_element_table.py | 34 +++++++------- src/policyengine/database/report_table.py | 10 +++-- src/policyengine/database/simulation_table.py | 18 ++++---- src/policyengine/database/user_table.py | 16 ++++--- .../database/versioned_dataset_table.py | 8 ++-- src/policyengine/models/__init__.py | 45 +++++++++++-------- src/policyengine/models/aggregate.py | 13 +++--- .../models/baseline_parameter_value.py | 6 ++- src/policyengine/models/baseline_variable.py | 2 +- src/policyengine/models/dataset.py | 4 +- src/policyengine/models/dynamic.py | 7 +-- src/policyengine/models/model.py | 20 +++++---- src/policyengine/models/model_version.py | 6 ++- src/policyengine/models/parameter.py | 4 +- src/policyengine/models/parameter_value.py | 6 ++- src/policyengine/models/policy.py | 8 ++-- src/policyengine/models/policyengine_uk.py | 7 +-- src/policyengine/models/policyengine_us.py | 7 +-- src/policyengine/models/report.py | 8 ++-- src/policyengine/models/report_element.py | 43 +++++++++--------- src/policyengine/models/simulation.py | 14 +++--- src/policyengine/models/user.py | 16 +++---- src/policyengine/models/versioned_dataset.py | 4 +- src/policyengine/utils/charts.py | 16 +++---- src/policyengine/utils/compress.py | 3 +- src/policyengine/utils/datasets.py | 5 ++- tests/test_database_models.py | 12 ++--- tests/test_database_simple.py | 5 ++- 44 files changed, 310 insertions(+), 249 deletions(-) diff --git a/.github/fetch_version.py b/.github/fetch_version.py index 2835c828..7f394b76 100644 --- a/.github/fetch_version.py +++ b/.github/fetch_version.py @@ -3,7 +3,6 @@ def fetch_version(): import importlib return importlib.import_module("policyengine").__version__ - return version except Exception as e: print(f"Error fetching version: {e}") return None diff --git a/docs/quickstart.ipynb b/docs/quickstart.ipynb index 0cd19375..9340cb1a 100644 --- a/docs/quickstart.ipynb +++ b/docs/quickstart.ipynb @@ -976,15 +976,16 @@ } ], "source": [ + "import plotly.graph_objects as go\n", + "\n", "from policyengine.models import (\n", - " Simulation,\n", " Aggregate,\n", - " policyengine_uk_model,\n", + " Simulation,\n", " policyengine_uk_latest_version,\n", + " policyengine_uk_model,\n", ")\n", - "from policyengine.utils.datasets import create_uk_dataset\n", - "import plotly.graph_objects as go\n", "from policyengine.utils.charts import add_fonts, format_figure\n", + "from policyengine.utils.datasets import create_uk_dataset\n", "\n", "# Load the dataset\n", "\n", @@ -1148,7 +1149,7 @@ ], "y": [ 6172777.805479924, - 10310058.003841259, + 10310058.00384126, 6911190.799784593, 4471614.799692215, 2005466.130918176, @@ -2057,9 +2058,10 @@ } ], "source": [ - "from policyengine.models import ParameterValue, Parameter, Policy\n", "from datetime import datetime\n", "\n", + "from policyengine.models import Parameter, ParameterValue, Policy\n", + "\n", "# Parameter = the parameter to change\n", "\n", "personal_allowance = Parameter(\n", diff --git a/pyproject.toml b/pyproject.toml index 8108edea..ec698300 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -94,6 +94,7 @@ extend-exclude = ''' [tool.ruff] line-length = 79 target-version = "py313" +extend-exclude = ["*.ipynb"] [tool.ruff.lint] select = [ @@ -103,7 +104,7 @@ select = [ "W", # pycodestyle warnings "UP", # pyupgrade ] -ignore = [] +ignore = ["E501"] # Ignore line length errors [tool.ruff.format] quote-style = "double" diff --git a/src/policyengine/database/__init__.py b/src/policyengine/database/__init__.py index b698bfd0..2490d15c 100644 --- a/src/policyengine/database/__init__.py +++ b/src/policyengine/database/__init__.py @@ -1,30 +1,30 @@ +from .baseline_parameter_value_table import ( + BaselineParameterValueTable, + baseline_parameter_value_table_link, +) +from .baseline_variable_table import ( + BaselineVariableTable, + baseline_variable_table_link, +) from .database import Database +from .dataset_table import DatasetTable, dataset_table_link +from .dynamic_table import DynamicTable, dynamic_table_link from .link import TableLink # Import all table classes and links from .model_table import ModelTable, model_table_link from .model_version_table import ModelVersionTable, model_version_table_link -from .dataset_table import DatasetTable, dataset_table_link -from .versioned_dataset_table import ( - VersionedDatasetTable, - versioned_dataset_table_link, -) -from .policy_table import PolicyTable, policy_table_link -from .dynamic_table import DynamicTable, dynamic_table_link from .parameter_table import ParameterTable, parameter_table_link from .parameter_value_table import ( ParameterValueTable, parameter_value_table_link, ) -from .baseline_parameter_value_table import ( - BaselineParameterValueTable, - baseline_parameter_value_table_link, -) -from .baseline_variable_table import ( - BaselineVariableTable, - baseline_variable_table_link, -) +from .policy_table import PolicyTable, policy_table_link from .simulation_table import SimulationTable, simulation_table_link +from .versioned_dataset_table import ( + VersionedDatasetTable, + versioned_dataset_table_link, +) __all__ = [ "Database", diff --git a/src/policyengine/database/aggregate.py b/src/policyengine/database/aggregate.py index 19909e2f..b945ea6c 100644 --- a/src/policyengine/database/aggregate.py +++ b/src/policyengine/database/aggregate.py @@ -1,11 +1,8 @@ -from pydantic import BaseModel -from sqlmodel import SQLModel, Field +from uuid import uuid4 + +from sqlmodel import Field, SQLModel -from policyengine.models import Simulation -from enum import Enum -from typing import Literal from policyengine.database.link import TableLink -from uuid import uuid4 from policyengine.models.aggregate import Aggregate diff --git a/src/policyengine/database/baseline_parameter_value_table.py b/src/policyengine/database/baseline_parameter_value_table.py index deb26111..49282996 100644 --- a/src/policyengine/database/baseline_parameter_value_table.py +++ b/src/policyengine/database/baseline_parameter_value_table.py @@ -1,10 +1,12 @@ -from sqlmodel import SQLModel, Field, JSON, Column -from typing import Optional, Any -from uuid import uuid4 from datetime import datetime +from typing import Any +from uuid import uuid4 + +from sqlmodel import JSON, Column, Field, SQLModel + from policyengine.models import BaselineParameterValue + from .link import TableLink -import json class BaselineParameterValueTable(SQLModel, table=True): @@ -17,11 +19,11 @@ class BaselineParameterValueTable(SQLModel, table=True): model_version_id: str = Field( foreign_key="model_versions.id", ondelete="CASCADE" ) - value: Optional[Any] = Field( + value: Any | None = Field( default=None, sa_column=Column(JSON) ) # JSON field for any type start_date: datetime = Field(nullable=False) - end_date: Optional[datetime] = Field(default=None) + end_date: datetime | None = Field(default=None) def transform_value_to_table(bpv): diff --git a/src/policyengine/database/baseline_variable_table.py b/src/policyengine/database/baseline_variable_table.py index bd99a915..6f7e61e5 100644 --- a/src/policyengine/database/baseline_variable_table.py +++ b/src/policyengine/database/baseline_variable_table.py @@ -1,9 +1,10 @@ -from sqlmodel import SQLModel, Field -from typing import Optional +from sqlmodel import Field, SQLModel + from policyengine.models import BaselineVariable -from .link import TableLink from policyengine.utils.compress import compress_data, decompress_data +from .link import TableLink + class BaselineVariableTable(SQLModel, table=True): __tablename__ = "baseline_variables" @@ -17,9 +18,9 @@ class BaselineVariableTable(SQLModel, table=True): foreign_key="model_versions.id", ondelete="CASCADE" ) entity: str = Field(nullable=False) - label: Optional[str] = Field(default=None) - description: Optional[str] = Field(default=None) - data_type: Optional[bytes] = Field(default=None) # Pickled type + label: str | None = Field(default=None) + description: str | None = Field(default=None) + data_type: bytes | None = Field(default=None) # Pickled type baseline_variable_table_link = TableLink( diff --git a/src/policyengine/database/database.py b/src/policyengine/database/database.py index 3b92353a..61b03b83 100644 --- a/src/policyengine/database/database.py +++ b/src/policyengine/database/database.py @@ -1,23 +1,25 @@ -from sqlmodel import SQLModel, Session from typing import Any + +from sqlmodel import Session, SQLModel + +from .aggregate import aggregate_table_link +from .baseline_parameter_value_table import baseline_parameter_value_table_link +from .baseline_variable_table import baseline_variable_table_link +from .dataset_table import dataset_table_link +from .dynamic_table import dynamic_table_link from .link import TableLink # Import all table links from .model_table import model_table_link from .model_version_table import model_version_table_link -from .dataset_table import dataset_table_link -from .versioned_dataset_table import versioned_dataset_table_link -from .policy_table import policy_table_link -from .dynamic_table import dynamic_table_link from .parameter_table import parameter_table_link from .parameter_value_table import parameter_value_table_link -from .baseline_parameter_value_table import baseline_parameter_value_table_link -from .baseline_variable_table import baseline_variable_table_link -from .simulation_table import simulation_table_link -from .aggregate import aggregate_table_link -from .report_table import report_table_link +from .policy_table import policy_table_link from .report_element_table import report_element_table_link +from .report_table import report_table_link +from .simulation_table import simulation_table_link from .user_table import user_table_link +from .versioned_dataset_table import versioned_dataset_table_link class Database: @@ -102,7 +104,7 @@ def set(self, object: Any, commit: bool = True): ( link for link in self._model_table_links - if link.model_cls == type(object) + if link.model_cls is type(object) ), None, ) @@ -113,14 +115,14 @@ def register_model_version(self, model_version): """Register a model version with its model and seed objects. This replaces all existing parameters, baseline parameter values, and baseline variables for this model version.""" - from .parameter_table import ParameterTable + # Add or update the model directly to avoid conflicts + from policyengine.utils.compress import compress_data + from .baseline_parameter_value_table import BaselineParameterValueTable from .baseline_variable_table import BaselineVariableTable from .model_table import ModelTable from .model_version_table import ModelVersionTable - - # Add or update the model directly to avoid conflicts - from policyengine.utils.compress import compress_data + from .parameter_table import ParameterTable existing_model = ( self.session.query(ModelTable) @@ -200,11 +202,12 @@ def register_model_version(self, model_version): # Add all baseline parameter values for baseline_param_value in seed_objects.baseline_parameter_values: + import math + from uuid import uuid4 + from .baseline_parameter_value_table import ( BaselineParameterValueTable, ) - from uuid import uuid4 - import math # Handle special float values that JSON doesn't support value = baseline_param_value.value @@ -228,7 +231,6 @@ def register_model_version(self, model_version): # Add all baseline variables for baseline_variable in seed_objects.baseline_variables: from .baseline_variable_table import BaselineVariableTable - from policyengine.utils.compress import compress_data bv_table = BaselineVariableTable( id=baseline_variable.id, diff --git a/src/policyengine/database/dataset_table.py b/src/policyengine/database/dataset_table.py index e8621a70..4eb4156c 100644 --- a/src/policyengine/database/dataset_table.py +++ b/src/policyengine/database/dataset_table.py @@ -1,24 +1,26 @@ -from sqlmodel import SQLModel, Field -from typing import Optional from uuid import uuid4 + +from sqlmodel import Field, SQLModel + from policyengine.models import Dataset -from .link import TableLink from policyengine.utils.compress import compress_data, decompress_data +from .link import TableLink + class DatasetTable(SQLModel, table=True): __tablename__ = "datasets" id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) name: str = Field(nullable=False) - description: Optional[str] = Field(default=None) - version: Optional[str] = Field(default=None) - versioned_dataset_id: Optional[str] = Field( + description: str | None = Field(default=None) + version: str | None = Field(default=None) + versioned_dataset_id: str | None = Field( default=None, foreign_key="versioned_datasets.id", ondelete="SET NULL" ) - year: Optional[int] = Field(default=None) - data: Optional[bytes] = Field(default=None) - model_id: Optional[str] = Field( + year: int | None = Field(default=None) + data: bytes | None = Field(default=None) + model_id: str | None = Field( default=None, foreign_key="models.id", ondelete="SET NULL" ) diff --git a/src/policyengine/database/dynamic_table.py b/src/policyengine/database/dynamic_table.py index 77f67404..6d510afe 100644 --- a/src/policyengine/database/dynamic_table.py +++ b/src/policyengine/database/dynamic_table.py @@ -1,19 +1,21 @@ -from sqlmodel import SQLModel, Field -from typing import Optional -from uuid import uuid4 from datetime import datetime +from uuid import uuid4 + +from sqlmodel import Field, SQLModel + from policyengine.models import Dynamic -from .link import TableLink from policyengine.utils.compress import compress_data, decompress_data +from .link import TableLink + class DynamicTable(SQLModel, table=True): __tablename__ = "dynamics" id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) name: str = Field(nullable=False) - description: Optional[str] = Field(default=None) - simulation_modifier: Optional[bytes] = Field(default=None) + description: str | None = Field(default=None) + simulation_modifier: bytes | None = Field(default=None) created_at: datetime = Field(default_factory=datetime.now) updated_at: datetime = Field(default_factory=datetime.now) diff --git a/src/policyengine/database/link.py b/src/policyengine/database/link.py index b6e33af1..f6f19da8 100644 --- a/src/policyengine/database/link.py +++ b/src/policyengine/database/link.py @@ -1,6 +1,8 @@ +from collections.abc import Callable +from typing import TYPE_CHECKING + from pydantic import BaseModel from sqlmodel import SQLModel, select -from typing import Callable, TYPE_CHECKING if TYPE_CHECKING: from .database import Database diff --git a/src/policyengine/database/model_table.py b/src/policyengine/database/model_table.py index d9765085..40d4d2e8 100644 --- a/src/policyengine/database/model_table.py +++ b/src/policyengine/database/model_table.py @@ -1,16 +1,17 @@ -from sqlmodel import SQLModel, Field +from sqlmodel import Field, SQLModel + from policyengine.models import Model -from typing import Optional -from .link import TableLink from policyengine.utils.compress import compress_data, decompress_data +from .link import TableLink + class ModelTable(SQLModel, table=True, extend_existing=True): __tablename__ = "models" id: str = Field(primary_key=True) name: str = Field(nullable=False) - description: Optional[str] = Field(default=None) + description: str | None = Field(default=None) simulation_function: bytes diff --git a/src/policyengine/database/model_version_table.py b/src/policyengine/database/model_version_table.py index 0e13a82d..fe590ec9 100644 --- a/src/policyengine/database/model_version_table.py +++ b/src/policyengine/database/model_version_table.py @@ -1,8 +1,10 @@ -from sqlmodel import SQLModel, Field -from typing import Optional from datetime import datetime from uuid import uuid4 + +from sqlmodel import Field, SQLModel + from policyengine.models import ModelVersion + from .link import TableLink @@ -12,7 +14,7 @@ class ModelVersionTable(SQLModel, table=True): id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) model_id: str = Field(foreign_key="models.id", ondelete="CASCADE") version: str = Field(nullable=False) - description: Optional[str] = Field(default=None) + description: str | None = Field(default=None) created_at: datetime = Field(default_factory=datetime.now) diff --git a/src/policyengine/database/parameter_table.py b/src/policyengine/database/parameter_table.py index 61e0a561..500484e1 100644 --- a/src/policyengine/database/parameter_table.py +++ b/src/policyengine/database/parameter_table.py @@ -1,8 +1,8 @@ -from sqlmodel import SQLModel, Field -from typing import Optional +from sqlmodel import Field, SQLModel + from policyengine.models import Parameter + from .link import TableLink -from policyengine.utils.compress import compress_data, decompress_data class ParameterTable(SQLModel, table=True): @@ -14,7 +14,7 @@ class ParameterTable(SQLModel, table=True): primary_key=True, foreign_key="models.id" ) # Part of composite key description: str | None = Field(default=None) - data_type: Optional[str] = Field(nullable=True) # Data type name + data_type: str | None = Field(nullable=True) # Data type name parameter_table_link = TableLink( diff --git a/src/policyengine/database/parameter_value_table.py b/src/policyengine/database/parameter_value_table.py index b43e0697..1bdc19c2 100644 --- a/src/policyengine/database/parameter_value_table.py +++ b/src/policyengine/database/parameter_value_table.py @@ -1,8 +1,11 @@ -from sqlmodel import SQLModel, Field, JSON, Column -from typing import Optional, Any -from uuid import uuid4 from datetime import datetime +from typing import Any +from uuid import uuid4 + +from sqlmodel import JSON, Column, Field, SQLModel + from policyengine.models import ParameterValue + from .link import TableLink @@ -13,11 +16,11 @@ class ParameterValueTable(SQLModel, table=True): id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) parameter_id: str = Field(nullable=False) # Part of composite foreign key model_id: str = Field(nullable=False) # Part of composite foreign key - value: Optional[Any] = Field( + value: Any | None = Field( default=None, sa_column=Column(JSON) ) # JSON field for any type start_date: datetime = Field(nullable=False) - end_date: Optional[datetime] = Field(default=None) + end_date: datetime | None = Field(default=None) def transform_value_to_table(pv): diff --git a/src/policyengine/database/policy_table.py b/src/policyengine/database/policy_table.py index 82bba197..b8ce5a88 100644 --- a/src/policyengine/database/policy_table.py +++ b/src/policyengine/database/policy_table.py @@ -1,19 +1,21 @@ -from sqlmodel import SQLModel, Field -from typing import Optional -from uuid import uuid4 from datetime import datetime +from uuid import uuid4 + +from sqlmodel import Field, SQLModel + from policyengine.models import Policy -from .link import TableLink from policyengine.utils.compress import compress_data, decompress_data +from .link import TableLink + class PolicyTable(SQLModel, table=True): __tablename__ = "policies" id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) name: str = Field(nullable=False) - description: Optional[str] = Field(default=None) - simulation_modifier: Optional[bytes] = Field(default=None) + description: str | None = Field(default=None) + simulation_modifier: bytes | None = Field(default=None) created_at: datetime = Field(default_factory=datetime.now) updated_at: datetime = Field(default_factory=datetime.now) diff --git a/src/policyengine/database/report_element_table.py b/src/policyengine/database/report_element_table.py index 0a734498..477bfcc3 100644 --- a/src/policyengine/database/report_element_table.py +++ b/src/policyengine/database/report_element_table.py @@ -1,9 +1,11 @@ -from sqlmodel import SQLModel, Field, JSON, Column -from policyengine.models.report_element import ReportElement -from typing import Optional +import uuid from datetime import datetime + +from sqlmodel import Field, SQLModel + +from policyengine.models.report_element import ReportElement + from .link import TableLink -import uuid class ReportElementTable(SQLModel, table=True, extend_existing=True): @@ -16,26 +18,26 @@ class ReportElementTable(SQLModel, table=True, extend_existing=True): type: str = Field(nullable=False) # "chart" or "markdown" # Data source - data_table: Optional[str] = Field(default=None) # "aggregates" + data_table: str | None = Field(default=None) # "aggregates" # Chart configuration - chart_type: Optional[str] = Field( + chart_type: str | None = Field( default=None ) # "bar", "line", "scatter", "area", "pie" - x_axis_variable: Optional[str] = Field(default=None) - y_axis_variable: Optional[str] = Field(default=None) - group_by: Optional[str] = Field(default=None) - color_by: Optional[str] = Field(default=None) - size_by: Optional[str] = Field(default=None) + x_axis_variable: str | None = Field(default=None) + y_axis_variable: str | None = Field(default=None) + group_by: str | None = Field(default=None) + color_by: str | None = Field(default=None) + size_by: str | None = Field(default=None) # Markdown specific - markdown_content: Optional[str] = Field(default=None) + markdown_content: str | None = Field(default=None) # Metadata - report_id: Optional[str] = Field(default=None, foreign_key="reports.id") - user_id: Optional[str] = Field(default=None, foreign_key="users.id") - position: Optional[int] = Field(default=None) - visible: Optional[bool] = Field(default=True) + report_id: str | None = Field(default=None, foreign_key="reports.id") + user_id: str | None = Field(default=None, foreign_key="users.id") + position: int | None = Field(default=None) + visible: bool | None = Field(default=True) created_at: datetime = Field(default_factory=datetime.utcnow) updated_at: datetime = Field(default_factory=datetime.utcnow) diff --git a/src/policyengine/database/report_table.py b/src/policyengine/database/report_table.py index d46bc2a2..9ac473b5 100644 --- a/src/policyengine/database/report_table.py +++ b/src/policyengine/database/report_table.py @@ -1,9 +1,11 @@ -from sqlmodel import SQLModel, Field -from policyengine.models.report import Report -from typing import Optional +import uuid from datetime import datetime + +from sqlmodel import Field, SQLModel + +from policyengine.models.report import Report + from .link import TableLink -import uuid class ReportTable(SQLModel, table=True, extend_existing=True): diff --git a/src/policyengine/database/simulation_table.py b/src/policyengine/database/simulation_table.py index ed014903..483a78be 100644 --- a/src/policyengine/database/simulation_table.py +++ b/src/policyengine/database/simulation_table.py @@ -1,11 +1,13 @@ -from sqlmodel import SQLModel, Field -from typing import Optional, Any -from uuid import uuid4 from datetime import datetime +from uuid import uuid4 + +from sqlmodel import Field, SQLModel + from policyengine.models import Simulation -from .link import TableLink from policyengine.utils.compress import compress_data, decompress_data +from .link import TableLink + class SimulationTable(SQLModel, table=True): __tablename__ = "simulations" @@ -14,19 +16,19 @@ class SimulationTable(SQLModel, table=True): created_at: datetime = Field(default_factory=datetime.now) updated_at: datetime = Field(default_factory=datetime.now) - policy_id: Optional[str] = Field( + policy_id: str | None = Field( default=None, foreign_key="policies.id", ondelete="SET NULL" ) - dynamic_id: Optional[str] = Field( + dynamic_id: str | None = Field( default=None, foreign_key="dynamics.id", ondelete="SET NULL" ) dataset_id: str = Field(foreign_key="datasets.id", ondelete="CASCADE") model_id: str = Field(foreign_key="models.id", ondelete="CASCADE") - model_version_id: Optional[str] = Field( + model_version_id: str | None = Field( default=None, foreign_key="model_versions.id", ondelete="SET NULL" ) - result: Optional[bytes] = Field(default=None) + result: bytes | None = Field(default=None) simulation_table_link = TableLink( diff --git a/src/policyengine/database/user_table.py b/src/policyengine/database/user_table.py index bfb98ed0..8c79f73a 100644 --- a/src/policyengine/database/user_table.py +++ b/src/policyengine/database/user_table.py @@ -1,9 +1,11 @@ -from sqlmodel import SQLModel, Field -from policyengine.models.user import User -from typing import Optional +import uuid from datetime import datetime + +from sqlmodel import Field, SQLModel + +from policyengine.models.user import User + from .link import TableLink -import uuid class UserTable(SQLModel, table=True, extend_existing=True): @@ -13,9 +15,9 @@ class UserTable(SQLModel, table=True, extend_existing=True): primary_key=True, default_factory=lambda: str(uuid.uuid4()) ) username: str = Field(nullable=False, unique=True) - first_name: Optional[str] = Field(default=None) - last_name: Optional[str] = Field(default=None) - email: Optional[str] = Field(default=None) + first_name: str | None = Field(default=None) + last_name: str | None = Field(default=None) + email: str | None = Field(default=None) created_at: datetime = Field(default_factory=datetime.utcnow) updated_at: datetime = Field(default_factory=datetime.utcnow) diff --git a/src/policyengine/database/versioned_dataset_table.py b/src/policyengine/database/versioned_dataset_table.py index 739bcfd6..52aa207b 100644 --- a/src/policyengine/database/versioned_dataset_table.py +++ b/src/policyengine/database/versioned_dataset_table.py @@ -1,7 +1,9 @@ -from sqlmodel import SQLModel, Field -from typing import Optional from uuid import uuid4 + +from sqlmodel import Field, SQLModel + from policyengine.models import VersionedDataset + from .link import TableLink @@ -11,7 +13,7 @@ class VersionedDatasetTable(SQLModel, table=True): id: str = Field(default_factory=lambda: str(uuid4()), primary_key=True) name: str = Field(nullable=False) description: str = Field(nullable=False) - model_id: Optional[str] = Field( + model_id: str | None = Field( default=None, foreign_key="models.id", ondelete="SET NULL" ) diff --git a/src/policyengine/models/__init__.py b/src/policyengine/models/__init__.py index 34e3f699..b92592b9 100644 --- a/src/policyengine/models/__init__.py +++ b/src/policyengine/models/__init__.py @@ -1,23 +1,30 @@ -from .dataset import Dataset -from .versioned_dataset import VersionedDataset -from .dynamic import Dynamic -from .policy import Policy -from .model import Model -from .model_version import ModelVersion -from .parameter import Parameter -from .parameter_value import ParameterValue -from .baseline_parameter_value import BaselineParameterValue -from .baseline_variable import BaselineVariable -from .simulation import Simulation -from .report import Report -from .report_element import ReportElement -from .user import User -from .aggregate import Aggregate, AggregateType +from .aggregate import Aggregate as Aggregate +from .aggregate import AggregateType as AggregateType +from .baseline_parameter_value import ( + BaselineParameterValue as BaselineParameterValue, +) +from .baseline_variable import BaselineVariable as BaselineVariable +from .dataset import Dataset as Dataset +from .dynamic import Dynamic as Dynamic +from .model import Model as Model +from .model_version import ModelVersion as ModelVersion +from .parameter import Parameter as Parameter +from .parameter_value import ParameterValue as ParameterValue +from .policy import Policy as Policy +from .policyengine_uk import ( + policyengine_uk_latest_version as policyengine_uk_latest_version, +) from .policyengine_uk import ( - policyengine_uk_latest_version, - policyengine_uk_model, + policyengine_uk_model as policyengine_uk_model, +) +from .policyengine_us import ( + policyengine_us_latest_version as policyengine_us_latest_version, ) from .policyengine_us import ( - policyengine_us_latest_version, - policyengine_us_model, + policyengine_us_model as policyengine_us_model, ) +from .report import Report as Report +from .report_element import ReportElement as ReportElement +from .simulation import Simulation as Simulation +from .user import User as User +from .versioned_dataset import VersionedDataset as VersionedDataset diff --git a/src/policyengine/models/aggregate.py b/src/policyengine/models/aggregate.py index a9b8a108..b25d9d1a 100644 --- a/src/policyengine/models/aggregate.py +++ b/src/policyengine/models/aggregate.py @@ -1,9 +1,12 @@ -from pydantic import BaseModel -from policyengine.models import Simulation from enum import Enum -from typing import Literal -from microdf import MicroDataFrame +from typing import TYPE_CHECKING, Literal + import pandas as pd +from microdf import MicroDataFrame +from pydantic import BaseModel + +if TYPE_CHECKING: + from policyengine.models import Simulation class AggregateType(str, Enum): @@ -13,7 +16,7 @@ class AggregateType(str, Enum): class Aggregate(BaseModel): - simulation: Simulation + simulation: "Simulation" entity: str variable_name: str year: int | None = None diff --git a/src/policyengine/models/baseline_parameter_value.py b/src/policyengine/models/baseline_parameter_value.py index ad879ad9..65cd4aba 100644 --- a/src/policyengine/models/baseline_parameter_value.py +++ b/src/policyengine/models/baseline_parameter_value.py @@ -1,7 +1,9 @@ +from datetime import datetime + from pydantic import BaseModel -from .parameter import Parameter + from .model_version import ModelVersion -from datetime import datetime +from .parameter import Parameter class BaselineParameterValue(BaseModel): diff --git a/src/policyengine/models/baseline_variable.py b/src/policyengine/models/baseline_variable.py index 516414b5..b0e739b1 100644 --- a/src/policyengine/models/baseline_variable.py +++ b/src/policyengine/models/baseline_variable.py @@ -1,5 +1,5 @@ from pydantic import BaseModel -from datetime import datetime + from .model_version import ModelVersion diff --git a/src/policyengine/models/dataset.py b/src/policyengine/models/dataset.py index 06e605ae..59dd626f 100644 --- a/src/policyengine/models/dataset.py +++ b/src/policyengine/models/dataset.py @@ -1,6 +1,8 @@ -from pydantic import BaseModel, Field from typing import Any from uuid import uuid4 + +from pydantic import BaseModel, Field + from .model import Model from .versioned_dataset import VersionedDataset diff --git a/src/policyengine/models/dynamic.py b/src/policyengine/models/dynamic.py index 19e46ff0..40cf364f 100644 --- a/src/policyengine/models/dynamic.py +++ b/src/policyengine/models/dynamic.py @@ -1,7 +1,8 @@ -from pydantic import BaseModel, Field -from typing import Callable -from uuid import uuid4 +from collections.abc import Callable from datetime import datetime +from uuid import uuid4 + +from pydantic import BaseModel, Field class Dynamic(BaseModel): diff --git a/src/policyengine/models/model.py b/src/policyengine/models/model.py index 6c7f159c..e898f489 100644 --- a/src/policyengine/models/model.py +++ b/src/policyengine/models/model.py @@ -1,12 +1,13 @@ -from pydantic import BaseModel -from typing import Callable +from collections.abc import Callable from datetime import datetime -from typing import List, TYPE_CHECKING +from typing import TYPE_CHECKING + +from pydantic import BaseModel if TYPE_CHECKING: from .baseline_parameter_value import BaselineParameterValue - from .parameter import Parameter from .baseline_variable import BaselineVariable + from .parameter import Parameter class Model(BaseModel): @@ -16,10 +17,11 @@ class Model(BaseModel): simulation_function: Callable def create_seed_objects(self, model_version): + from policyengine_core.parameters import Parameter as CoreParameter + from .baseline_parameter_value import BaselineParameterValue - from .parameter import Parameter from .baseline_variable import BaselineVariable - from policyengine_core.parameters import Parameter as CoreParameter + from .parameter import Parameter if self.id == "policyengine_uk": from policyengine_uk.tax_benefit_system import system @@ -117,6 +119,6 @@ def safe_parse_instant_str(instant_str: str) -> datetime: class SeedObjects(BaseModel): - parameters: List["Parameter"] - baseline_parameter_values: List["BaselineParameterValue"] - baseline_variables: List["BaselineVariable"] + parameters: list["Parameter"] + baseline_parameter_values: list["BaselineParameterValue"] + baseline_variables: list["BaselineVariable"] diff --git a/src/policyengine/models/model_version.py b/src/policyengine/models/model_version.py index aaed0a70..18b542f8 100644 --- a/src/policyengine/models/model_version.py +++ b/src/policyengine/models/model_version.py @@ -1,8 +1,10 @@ -from pydantic import BaseModel, Field from datetime import datetime -from .model import Model from uuid import uuid4 +from pydantic import BaseModel, Field + +from .model import Model + class ModelVersion(BaseModel): id: str = Field(default_factory=lambda: str(uuid4())) diff --git a/src/policyengine/models/parameter.py b/src/policyengine/models/parameter.py index ebb60918..c438f4f6 100644 --- a/src/policyengine/models/parameter.py +++ b/src/policyengine/models/parameter.py @@ -1,5 +1,7 @@ -from pydantic import BaseModel, Field from uuid import uuid4 + +from pydantic import BaseModel, Field + from .model import Model diff --git a/src/policyengine/models/parameter_value.py b/src/policyengine/models/parameter_value.py index e02b96bc..a7867557 100644 --- a/src/policyengine/models/parameter_value.py +++ b/src/policyengine/models/parameter_value.py @@ -1,6 +1,8 @@ -from pydantic import BaseModel, Field -from uuid import uuid4 from datetime import datetime +from uuid import uuid4 + +from pydantic import BaseModel, Field + from .parameter import Parameter diff --git a/src/policyengine/models/policy.py b/src/policyengine/models/policy.py index bce54a0b..20587d85 100644 --- a/src/policyengine/models/policy.py +++ b/src/policyengine/models/policy.py @@ -1,7 +1,9 @@ -from pydantic import BaseModel, Field -from typing import Callable -from uuid import uuid4 +from collections.abc import Callable from datetime import datetime +from uuid import uuid4 + +from pydantic import BaseModel, Field + from .parameter_value import ParameterValue diff --git a/src/policyengine/models/policyengine_uk.py b/src/policyengine/models/policyengine_uk.py index 123757e9..22b089a8 100644 --- a/src/policyengine/models/policyengine_uk.py +++ b/src/policyengine/models/policyengine_uk.py @@ -1,8 +1,9 @@ -from pydantic import BaseModel -from ..models import Simulation, Model, Dataset, Policy, Dynamic, ModelVersion -import pandas as pd import importlib.metadata +import pandas as pd + +from ..models import Dataset, Dynamic, Model, ModelVersion, Policy + def run_policyengine_uk( dataset: "Dataset", diff --git a/src/policyengine/models/policyengine_us.py b/src/policyengine/models/policyengine_us.py index 42d47819..8886f0b8 100644 --- a/src/policyengine/models/policyengine_us.py +++ b/src/policyengine/models/policyengine_us.py @@ -1,8 +1,9 @@ -from pydantic import BaseModel -from ..models import Simulation, Model, Dataset, Policy, Dynamic, ModelVersion -import pandas as pd import importlib.metadata +import pandas as pd + +from ..models import Dataset, Dynamic, Model, ModelVersion, Policy + def run_policyengine_us( dataset: "Dataset", diff --git a/src/policyengine/models/report.py b/src/policyengine/models/report.py index 2d6ce37b..6a6442b3 100644 --- a/src/policyengine/models/report.py +++ b/src/policyengine/models/report.py @@ -1,10 +1,10 @@ -from pydantic import BaseModel, Field -from datetime import datetime -from typing import Optional import uuid +from datetime import datetime + +from pydantic import BaseModel, Field class Report(BaseModel): id: str = Field(default_factory=lambda: str(uuid.uuid4())) label: str - created_at: Optional[datetime] = None + created_at: datetime | None = None diff --git a/src/policyengine/models/report_element.py b/src/policyengine/models/report_element.py index ecd6160f..63055fd7 100644 --- a/src/policyengine/models/report_element.py +++ b/src/policyengine/models/report_element.py @@ -1,7 +1,8 @@ -from pydantic import BaseModel, Field -from typing import Optional, Literal -from datetime import datetime import uuid +from datetime import datetime +from typing import Literal + +from pydantic import BaseModel, Field class ReportElement(BaseModel): @@ -10,28 +11,26 @@ class ReportElement(BaseModel): type: Literal["chart", "markdown"] # Data source - data_table: Optional[Literal["aggregates"]] = ( - None # Which table to pull from - ) + data_table: Literal["aggregates"] | None = None # Which table to pull from # Chart configuration - chart_type: Optional[ - Literal["bar", "line", "scatter", "area", "pie", "histogram"] - ] = None - x_axis_variable: Optional[str] = None # Column name from the table - y_axis_variable: Optional[str] = None # Column name from the table - group_by: Optional[str] = None # Column to group/split series by - color_by: Optional[str] = None # Column for color mapping - size_by: Optional[str] = None # Column for size mapping (bubble charts) + chart_type: ( + Literal["bar", "line", "scatter", "area", "pie", "histogram"] | None + ) = None + x_axis_variable: str | None = None # Column name from the table + y_axis_variable: str | None = None # Column name from the table + group_by: str | None = None # Column to group/split series by + color_by: str | None = None # Column for color mapping + size_by: str | None = None # Column for size mapping (bubble charts) # Markdown specific - markdown_content: Optional[str] = None + markdown_content: str | None = None # Metadata - report_id: Optional[str] = None - user_id: Optional[str] = None - position: Optional[int] = None - visible: Optional[bool] = True - custom_config: Optional[dict] = None # Additional chart-specific config - created_at: Optional[datetime] = None - updated_at: Optional[datetime] = None + report_id: str | None = None + user_id: str | None = None + position: int | None = None + visible: bool | None = True + custom_config: dict | None = None # Additional chart-specific config + created_at: datetime | None = None + updated_at: datetime | None = None diff --git a/src/policyengine/models/simulation.py b/src/policyengine/models/simulation.py index 48291d17..8993ebe6 100644 --- a/src/policyengine/models/simulation.py +++ b/src/policyengine/models/simulation.py @@ -1,12 +1,14 @@ -from pydantic import BaseModel, Field -from uuid import uuid4 from datetime import datetime -from .policy import Policy -from .dynamic import Dynamic +from typing import Any +from uuid import uuid4 + +from pydantic import BaseModel, Field + from .dataset import Dataset -from .model_version import ModelVersion +from .dynamic import Dynamic from .model import Model -from typing import Any +from .model_version import ModelVersion +from .policy import Policy class Simulation(BaseModel): diff --git a/src/policyengine/models/user.py b/src/policyengine/models/user.py index c7758fc9..dee924e1 100644 --- a/src/policyengine/models/user.py +++ b/src/policyengine/models/user.py @@ -1,14 +1,14 @@ -from pydantic import BaseModel, Field -from datetime import datetime -from typing import Optional import uuid +from datetime import datetime + +from pydantic import BaseModel, Field class User(BaseModel): id: str = Field(default_factory=lambda: str(uuid.uuid4())) username: str - first_name: Optional[str] = None - last_name: Optional[str] = None - email: Optional[str] = None - created_at: Optional[datetime] = None - updated_at: Optional[datetime] = None + first_name: str | None = None + last_name: str | None = None + email: str | None = None + created_at: datetime | None = None + updated_at: datetime | None = None diff --git a/src/policyengine/models/versioned_dataset.py b/src/policyengine/models/versioned_dataset.py index 88c18b54..2f5e14f7 100644 --- a/src/policyengine/models/versioned_dataset.py +++ b/src/policyengine/models/versioned_dataset.py @@ -1,5 +1,7 @@ -from pydantic import BaseModel, Field from uuid import uuid4 + +from pydantic import BaseModel, Field + from .model import Model diff --git a/src/policyengine/utils/charts.py b/src/policyengine/utils/charts.py index 8c0c9ce8..0cee7048 100644 --- a/src/policyengine/utils/charts.py +++ b/src/policyengine/utils/charts.py @@ -1,10 +1,8 @@ """Chart formatting utilities for PolicyEngine.""" import plotly.graph_objects as go -from typing import Optional from IPython.display import HTML - COLOUR_SCHEMES = { "teal": { "primary": "#319795", @@ -64,14 +62,14 @@ def add_fonts() -> HTML: def format_figure( fig: go.Figure, - title: Optional[str] = None, - x_title: Optional[str] = None, - y_title: Optional[str] = None, + title: str | None = None, + x_title: str | None = None, + y_title: str | None = None, colour_scheme: str = "teal", show_grid: bool = True, show_legend: bool = True, - height: Optional[int] = None, - width: Optional[int] = None, + height: int | None = None, + width: int | None = None, ) -> go.Figure: """Apply consistent formatting to a Plotly figure. @@ -194,7 +192,7 @@ def create_bar_chart( data: dict[str, list], x: str, y: str, - title: Optional[str] = None, + title: str | None = None, colour_scheme: str = "teal", **kwargs, ) -> go.Figure: @@ -241,7 +239,7 @@ def create_line_chart( data: dict[str, list], x: str, y: str | list[str], - title: Optional[str] = None, + title: str | None = None, colour_scheme: str = "teal", **kwargs, ) -> go.Figure: diff --git a/src/policyengine/utils/compress.py b/src/policyengine/utils/compress.py index a14a7ea5..19180e2a 100644 --- a/src/policyengine/utils/compress.py +++ b/src/policyengine/utils/compress.py @@ -1,7 +1,8 @@ -import blosc import pickle from typing import Any +import blosc + def compress_data(data: Any) -> bytes: """Compress data using blosc after pickling.""" diff --git a/src/policyengine/utils/datasets.py b/src/policyengine/utils/datasets.py index 8093a0b9..02090e11 100644 --- a/src/policyengine/utils/datasets.py +++ b/src/policyengine/utils/datasets.py @@ -1,12 +1,14 @@ -from policyengine.models import Dataset import pandas as pd +from policyengine.models import Dataset + def create_uk_dataset( dataset: str = "enhanced_frs_2023_24.h5", year: int = 2029, ): from policyengine_uk import Microsimulation + from policyengine.models.policyengine_uk import policyengine_uk_model sim = Microsimulation( @@ -35,6 +37,7 @@ def create_us_dataset( year: int = 2024, ): from policyengine_us import Microsimulation + from policyengine.models.policyengine_us import policyengine_us_model sim = Microsimulation( diff --git a/tests/test_database_models.py b/tests/test_database_models.py index f402d0ae..ed6473c0 100644 --- a/tests/test_database_models.py +++ b/tests/test_database_models.py @@ -1,9 +1,10 @@ """Test database model tables for set and get operations.""" -import pytest +import sys from datetime import datetime from pathlib import Path -import sys + +import pytest # Add src to path to allow imports sys.path.insert(0, str(Path(__file__).parent.parent / "src")) @@ -148,9 +149,9 @@ def test_baseline_parameter_value_table_set_and_get(fresh_database): """Test BaselineParameterValueTable set and get operations.""" from policyengine.models import ( BaselineParameterValue, - Parameter, - ModelVersion, Model, + ModelVersion, + Parameter, ) # Create model, parameter and model version first @@ -326,11 +327,10 @@ def test_aggregate_table_set_and_get(fresh_database): """Test AggregateTable set and get operations.""" from policyengine.models import ( Aggregate, - AggregateType, - Simulation, Dataset, Model, ModelVersion, + Simulation, ) # Create model first diff --git a/tests/test_database_simple.py b/tests/test_database_simple.py index 34346869..bb890a14 100644 --- a/tests/test_database_simple.py +++ b/tests/test_database_simple.py @@ -1,9 +1,10 @@ """Test database model tables for simple set and get operations without complex relationships.""" -import pytest +import sys from datetime import datetime from pathlib import Path -import sys + +import pytest # Add src to path to allow imports sys.path.insert(0, str(Path(__file__).parent.parent / "src"))