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posts/airflow/execute-context.html

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<meta name="twitter:card" content="summary" />
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<meta property="twitter:title" content="What’s in Airflow’s context dictionary?" />
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{"description":"Showing the contents of the “context” object, which is available in an Operator’s execute method, or a PythonOperator’s function definition.","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/airflow/execute-context"},"headline":"What’s in Airflow’s context dictionary?","dateModified":"2025-07-15T23:50:31+00:00","datePublished":"2017-12-13T00:00:00+00:00","url":"https://explodinglabs.com/posts/airflow/execute-context","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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{"description":"Showing the contents of the “context” object, which is available in an Operator’s execute method, or a PythonOperator’s function definition.","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/airflow/execute-context"},"headline":"What’s in Airflow’s context dictionary?","dateModified":"2025-07-16T00:01:42+00:00","datePublished":"2017-12-13T00:00:00+00:00","url":"https://explodinglabs.com/posts/airflow/execute-context","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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<time datetime="2017-12-13T00:00:00+00:00" itemprop="datePublished">
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Beau Barker, <time>Dec 13, 2017</time>.
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<a href="https://github.com/explodinglabs/posts/edit/main/docs/_posts/airflow/2017-12-13-airflows-execute-context.markdown">
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posts/airflow/fernet-key.html

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<meta name="twitter:card" content="summary" />
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<meta property="twitter:title" content="How to generate a Fernet key?" />
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{"description":"How to create a fernet key which is required for storing encrypted passwords.","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/airflow/fernet-key"},"headline":"How to generate a Fernet key?","dateModified":"2025-07-15T23:50:31+00:00","datePublished":"2018-01-12T00:00:00+00:00","url":"https://explodinglabs.com/posts/airflow/fernet-key","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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{"description":"How to create a fernet key which is required for storing encrypted passwords.","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/airflow/fernet-key"},"headline":"How to generate a Fernet key?","dateModified":"2025-07-16T00:01:42+00:00","datePublished":"2018-01-12T00:00:00+00:00","url":"https://explodinglabs.com/posts/airflow/fernet-key","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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<time datetime="2018-01-12T00:00:00+00:00" itemprop="datePublished">
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Beau Barker, <time>Jan 12, 2018</time>.
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<a href="https://github.com/explodinglabs/posts/edit/main/docs/_posts/airflow/2018-01-12-generate-fernet-key.markdown">
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posts/airflow/gpl-dependency-error-with-pip.html

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<meta property="twitter:title" content="GPL dependency error installing Airflow 1.10" />
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{"description":"Posts about Exploding Labs projects and other interests.","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/airflow/gpl-dependency-error-with-pip"},"headline":"GPL dependency error installing Airflow 1.10","dateModified":"2025-07-15T23:50:31+00:00","datePublished":"2018-08-28T00:00:00+00:00","url":"https://explodinglabs.com/posts/airflow/gpl-dependency-error-with-pip","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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{"description":"Posts about Exploding Labs projects and other interests.","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/airflow/gpl-dependency-error-with-pip"},"headline":"GPL dependency error installing Airflow 1.10","dateModified":"2025-07-16T00:01:42+00:00","datePublished":"2018-08-28T00:00:00+00:00","url":"https://explodinglabs.com/posts/airflow/gpl-dependency-error-with-pip","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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<span>(73)</span>
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<time datetime="2018-08-28T00:00:00+00:00" itemprop="datePublished">
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Beau Barker, <time>Aug 28, 2018</time>.
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Updated <time>Jul 16, 2025</time>.
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<a href="https://github.com/explodinglabs/posts/edit/main/docs/_posts/airflow/2018-08-28-gpl-dependency-error-in-airflow-1.10.markdown">
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posts/airflow/hide-globals-in-dag-definition-file.html

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<meta name="twitter:card" content="summary" />
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<meta property="twitter:title" content="How to hide globals in an Airflow DAG definition file?" />
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<script type="application/ld+json">
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{"description":"Don’t instantiate the DAG and operators when importing your DAG definition file.","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/airflow/hide-globals-in-dag-definition-file"},"headline":"How to hide globals in an Airflow DAG definition file?","dateModified":"2025-07-15T23:50:31+00:00","datePublished":"2018-03-06T00:00:00+00:00","url":"https://explodinglabs.com/posts/airflow/hide-globals-in-dag-definition-file","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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{"description":"Don’t instantiate the DAG and operators when importing your DAG definition file.","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/airflow/hide-globals-in-dag-definition-file"},"headline":"How to hide globals in an Airflow DAG definition file?","dateModified":"2025-07-16T00:01:42+00:00","datePublished":"2018-03-06T00:00:00+00:00","url":"https://explodinglabs.com/posts/airflow/hide-globals-in-dag-definition-file","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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<time datetime="2018-03-06T00:00:00+00:00" itemprop="datePublished">
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Beau Barker, <time>Mar 6, 2018</time>.
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<a href="https://github.com/explodinglabs/posts/edit/main/docs/_posts/airflow/2018-03-06-hide-globals-in-dag-definition-file.markdown">
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posts/airflow/index.html

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<meta name="twitter:card" content="summary" />
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<meta property="twitter:title" content="Airflow" />
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{"description":"Posts about Exploding Labs projects and other interests.","headline":"Airflow","dateModified":"2025-07-15T23:50:31+00:00","url":"https://explodinglabs.com/posts/airflow/","author":{"@type":"Person","name":"Exploding Labs"},"@type":"WebPage","@context":"https://schema.org"}</script>
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{"description":"Posts about Exploding Labs projects and other interests.","headline":"Airflow","dateModified":"2025-07-16T00:01:42+00:00","url":"https://explodinglabs.com/posts/airflow/","author":{"@type":"Person","name":"Exploding Labs"},"@type":"WebPage","@context":"https://schema.org"}</script>
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posts/airflow/log-elapsed-time.html

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<meta name="twitter:card" content="summary" />
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<meta property="twitter:title" content="Log elapsed time between Airflow tasks (removed)" />
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{"description":"How to get the elapsed time since the dag run began, or another task began, and log it.","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/airflow/log-elapsed-time"},"headline":"Log elapsed time between Airflow tasks (removed)","dateModified":"2025-07-15T23:50:31+00:00","datePublished":"2018-09-26T00:00:00+00:00","url":"https://explodinglabs.com/posts/airflow/log-elapsed-time","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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{"description":"How to get the elapsed time since the dag run began, or another task began, and log it.","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/airflow/log-elapsed-time"},"headline":"Log elapsed time between Airflow tasks (removed)","dateModified":"2025-07-16T00:01:42+00:00","datePublished":"2018-09-26T00:00:00+00:00","url":"https://explodinglabs.com/posts/airflow/log-elapsed-time","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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<time datetime="2018-09-26T00:00:00+00:00" itemprop="datePublished">
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Beau Barker, <time>Sep 26, 2018</time>.
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<a href="https://github.com/explodinglabs/posts/edit/main/docs/_posts/airflow/2018-09-26-log-elapsed-time.markdown">
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posts/airflow/run-dag-and-watch-logs.html

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<meta name="twitter:card" content="summary" />
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<meta property="twitter:title" content="How to run an Airflow DAG from the command-line?" />
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{"description":"Explains how to run a DAG, completely from the command-line, and watch the log output in real-time.","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/airflow/run-dag-and-watch-logs"},"headline":"How to run an Airflow DAG from the command-line?","dateModified":"2025-07-15T23:50:31+00:00","datePublished":"2018-03-05T00:00:00+00:00","url":"https://explodinglabs.com/posts/airflow/run-dag-and-watch-logs","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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{"description":"Explains how to run a DAG, completely from the command-line, and watch the log output in real-time.","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/airflow/run-dag-and-watch-logs"},"headline":"How to run an Airflow DAG from the command-line?","dateModified":"2025-07-16T00:01:42+00:00","datePublished":"2018-03-05T00:00:00+00:00","url":"https://explodinglabs.com/posts/airflow/run-dag-and-watch-logs","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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<time datetime="2018-03-05T00:00:00+00:00" itemprop="datePublished">
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Beau Barker, <time>Mar 5, 2018</time>.
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<a href="https://github.com/explodinglabs/posts/edit/main/docs/_posts/airflow/2018-03-05-run-dag-and-watch-logs.markdown">
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posts/airflow/testing-dags.html

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<meta name="twitter:card" content="summary" />
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<meta property="twitter:title" content="How to Unit Test an Airflow DAG?" />
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{"description":"How to test an Airflow DAG by writing unit tests for individual operators.","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/airflow/testing-dags"},"headline":"How to Unit Test an Airflow DAG?","dateModified":"2025-07-15T23:50:31+00:00","datePublished":"2017-10-20T00:00:00+00:00","url":"https://explodinglabs.com/posts/airflow/testing-dags","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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{"description":"How to test an Airflow DAG by writing unit tests for individual operators.","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/airflow/testing-dags"},"headline":"How to Unit Test an Airflow DAG?","dateModified":"2025-07-16T00:01:42+00:00","datePublished":"2017-10-20T00:00:00+00:00","url":"https://explodinglabs.com/posts/airflow/testing-dags","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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<time datetime="2017-10-20T00:00:00+00:00" itemprop="datePublished">
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Beau Barker, <time>Oct 20, 2017</time>.
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Updated <time>Jul 16, 2025</time>.
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<a href="https://github.com/explodinglabs/posts/edit/main/docs/_posts/airflow/2017-10-20-testing-dags.markdown">
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posts/apple-numbers-tax.html

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<meta property="twitter:title" content="How to calculate Australian Personal Income Tax in Apple Numbers?" />
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<script type="application/ld+json">
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{"description":"Use this formula to calculate the income tax for an Employee or Sole Trader in Australia as of 2022. IF(A1≥180001,(A1−180000)×0.45+51667, IF(A1≥120001,(A1−120000)×0.37+29467, IF(A1≥45001,(A1−45000)×0.325+5092, IF(A1≥18201,(A1−18200)×0.19, 0))))","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/apple-numbers-tax"},"headline":"How to calculate Australian Personal Income Tax in Apple Numbers?","dateModified":"2025-07-15T23:50:31+00:00","datePublished":"2022-04-27T00:00:00+00:00","url":"https://explodinglabs.com/posts/apple-numbers-tax","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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{"description":"Use this formula to calculate the income tax for an Employee or Sole Trader in Australia as of 2022. IF(A1≥180001,(A1−180000)×0.45+51667, IF(A1≥120001,(A1−120000)×0.37+29467, IF(A1≥45001,(A1−45000)×0.325+5092, IF(A1≥18201,(A1−18200)×0.19, 0))))","mainEntityOfPage":{"@type":"WebPage","@id":"https://explodinglabs.com/posts/apple-numbers-tax"},"headline":"How to calculate Australian Personal Income Tax in Apple Numbers?","dateModified":"2025-07-16T00:01:42+00:00","datePublished":"2022-04-27T00:00:00+00:00","url":"https://explodinglabs.com/posts/apple-numbers-tax","author":{"@type":"Person","name":"Exploding Labs"},"@type":"BlogPosting","@context":"https://schema.org"}</script>
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@@ -88,7 +88,7 @@ <h1>How to calculate Australian Personal Income Tax in Apple Numbers?</h1>
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<time datetime="2022-04-27T00:00:00+00:00" itemprop="datePublished">
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Beau Barker, <time>Apr 27, 2022</time>.
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Updated <time>Jul 15, 2025</time>.
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Updated <time>Jul 16, 2025</time>.
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<a href="https://github.com/explodinglabs/posts/edit/main/docs/_posts/2022-04-27-apple-numbers-tax.markdown">
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&#9998;

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