diff --git a/Assessment_01_Umair_Hanif.ipynb b/Assessment_01_Umair_Hanif.ipynb new file mode 100644 index 0000000..df743eb --- /dev/null +++ b/Assessment_01_Umair_Hanif.ipynb @@ -0,0 +1,208 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import pandas\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "df = pandas.read_csv(\"C:/Users/umair.hanif/Desktop/Learning Outcomes/Updated Dataset/Updated Dataset/Dataset/chronic_kidney_disease_updated.csv\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['age', 'bp', 'sg', 'al', 'su', 'rbc', 'pc', 'pcc', 'ba', 'bgr', 'bu', 'sc', 'sod', 'pot', 'hemo', 'pcv', 'wbcc', 'rbcc', 'htn', 'dm', 'cad', 'appet', 'pe', 'ane', 'class']\n", + " age bp sg al su rbc pc pcc ba bgr ... \\\n", + "2 7 50 1.020 4 0 NaN normal notpresent notpresent NaN ... \n", + "3 62 80 1.010 2 3 normal normal notpresent notpresent 423 ... \n", + "4 48 70 1.005 4 0 normal abnormal present notpresent 117 ... \n", + "5 51 80 1.010 2 0 normal normal notpresent notpresent 106 ... \n", + "6 60 90 1.015 3 0 NaN NaN notpresent notpresent 74 ... \n", + "\n", + " pcv wbcc rbcc htn dm cad appet pe ane class \n", + "2 38 6000 NaN no no no good no no ckd \n", + "3 31 7500 NaN no yes no poor no yes ckd \n", + "4 32 6700 3.9 yes no no poor yes yes ckd \n", + "5 35 7300 4.6 no no no good no no ckd \n", + "6 39 7800 4.4 yes yes no good yes no ckd \n", + "\n", + "[5 rows x 25 columns]\n", + "['yes' 'no' nan]\n", + "['yes' 'no' 'nan']\n", + " pc al\n", + "3 normal 2\n", + "4 abnormal 4\n", + "5 normal 2\n", + "6 nan 3\n", + "7 normal 0\n", + "8 abnormal 2\n", + "9 abnormal 3\n", + "10 abnormal 2\n", + "11 abnormal 2\n", + "12 abnormal 3\n", + "13 normal 3\n", + "14 nan nan\n", + "15 abnormal 3\n", + "16 normal 3\n", + "17 normal 2\n", + "18 nan nan\n", + "19 normal 0\n", + "20 abnormal 1\n", + "21 abnormal 2\n", + "22 nan nan\n", + "23 abnormal 4\n", + "24 normal 0\n", + "25 abnormal 4\n", + "26 normal 0\n", + "27 normal 0\n", + "28 abnormal 3\n", + "29 nan 1\n", + "30 abnormal 1\n", + "31 nan nan\n", + "32 abnormal 3\n", + ".. ... ...\n", + "371 normal 0\n", + "372 normal 0\n", + "373 normal 0\n", + "374 normal 0\n", + "375 normal 0\n", + "376 normal 0\n", + "377 normal 0\n", + "378 normal 0\n", + "379 normal 0\n", + "380 normal 0\n", + "381 normal 0\n", + "382 nan 0\n", + "383 normal 0\n", + "384 normal 0\n", + "385 normal 0\n", + "386 normal 0\n", + "387 normal 0\n", + "388 normal 0\n", + "389 normal 0\n", + "390 normal 0\n", + "391 normal 0\n", + "392 normal 0\n", + "393 normal 0\n", + "394 normal 0\n", + "395 normal 0\n", + "396 normal 0\n", + "397 normal 0\n", + "398 normal 0\n", + "399 normal 0\n", + "400 normal 0\n", + "\n", + "[398 rows x 2 columns]\n", + "180.0\n" + ] + } + ], + "source": [ + "#print column names\n", + "print(list(df) )\n", + "\n", + "#print first 5 rows\n", + "print(df.head())\n", + "\n", + "df.drop(df.index[[0]], inplace=True)\n", + "\n", + "print(df.dm.unique() )\n", + "\n", + "def replace(tup, df):\n", + " for i in tup:\n", + " df.replace(to_replace=i, value=np.nan, inplace=True)\n", + " \n", + "def cleandf(df):\n", + " df=df.applymap(lambda x: str(x).strip())\n", + " return df\n", + " \n", + "df=cleandf(df)\n", + " \n", + "replace(( \"\\t\", \" \", \"?\"), df)\n", + "\n", + "print(df.dm.unique() )\n", + "\n", + "\n", + "numeric_columns= ['age', 'bp', 'bgr', 'bu', 'sc', 'sod', 'pot', 'hemo', 'pcv', 'wbcc', 'rbcc']\n", + "for i in numeric_columns:\n", + " df[i] = pandas.to_numeric(df[i], errors='coerce')\n", + "\n", + "\n", + "print(df[['pc','al']])\n", + "\n", + "df.rename(columns={'class': 'Class'}, inplace=True)\n", + "ckd=df[df.Class=='ckd']\n", + "\n", + "normal_count=(len(ckd[ckd.rbc=='normal'].index))\n", + "abnormal_count=(len(ckd[ckd.rbc=='abnormal'].index))\n", + "\n", + "ckd['rbc'].value_counts().plot(kind='bar')\n", + "\n", + "print(ckd['bp'].max())\n", + "\n", + "\n", + "df.to_csv(path_or_buf=\"C:/Users/umair.hanif/Desktop/Learning Outcomes/Python Codes/clean_chronic_kidney_disease.csv\")\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEhCAYAAABx6WukAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n7v8B9erMBMVRUWkAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('ggplot')\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000..0500a74 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,9 @@ +FROM ipython/notebook +RUN pip install ipython notebook[all] +RUN pip install pandas +RUN pip install numpy +RUN pip install matplotlib +RUN pip install datetime +ADD chronic_kidney_disease_updated.csv . +ADD Assessment_01_Umair_Hanif.ipynb . +CMD [ "ipython", "notebook", "./Assessment_01_Umair_Hanif"] diff --git a/README.md b/README.md index ee19b22..74382f3 100644 --- a/README.md +++ b/README.md @@ -1 +1,19 @@ -# Dockers_Assignment_1 \ No newline at end of file +To run my docker Image: + +1. To search for my repository: + docker search umair + +2. To pull the repository: + docker pull umairhanif00/umair:docker_assignment + +*** Make sure that your port is open before running it. *** + +3. To run the repository: + docker run -d -p 8888:8888 umairhanif00/umair + +If error occurs, run the following commands: + docker ps ---> To check containers. + docker stop ---> To stop the container id on which port is running. + +4. After running the repository, open your browser and enter the following link: + https://localhost:8888/ diff --git a/chronic_kidney_disease_updated.csv b/chronic_kidney_disease_updated.csv new file mode 100644 index 0000000..6df8d54 --- /dev/null +++ b/chronic_kidney_disease_updated.csv @@ -0,0 +1,402 @@ +age,bp,sg,al,su,rbc,pc,pcc,ba,bgr,bu,sc,sod,pot,hemo,pcv,wbcc,rbcc,htn,dm,cad,appet,pe,ane,class +,,,,,,,,,,,,,,,,,,,,,,,, +48,80,1.020,1,0,?,normal,notpresent,notpresent,121,36,1.2,?,?,15.4,44,7800,5.2,yes,yes,no,good,no,no,ckd +7,50,1.020,4,0,?,normal,notpresent,notpresent,?,18,0.8,?,?,11.3,38,6000,?,no,no,no,good,no,no,ckd +62,80,1.010,2,3,normal,normal,notpresent,notpresent,423,53,1.8,?,?,9.6,31,7500,?,no,yes,no,poor,no,yes,ckd +48,70,1.005,4,0,normal,abnormal,present,notpresent,117,56,3.8,111,2.5,11.2,32,6700,3.9,yes,no,no,poor,yes,yes,ckd +51,80,1.010,2,0,normal,normal,notpresent,notpresent,106,26,1.4,?,?,11.6,35,7300,4.6,no,no,no,good,no,no,ckd +60,90,1.015,3,0,?,?,notpresent,notpresent,74,25,1.1,142,3.2,12.2,39,7800,4.4,yes,yes,no,good,yes,no,ckd +68,70,1.010,0,0,?,normal,notpresent,notpresent,100,54,24.0,104,4.0,12.4,36,?,?,no,no,no,good,no,no,ckd +24,?,1.015,2,4,normal,abnormal,notpresent,notpresent,410,31,1.1,?,?,12.4,44,6900,5,no,yes,no,good,yes,no,ckd +52,100,1.015,3,0,normal,abnormal,present,notpresent,138,60,1.9,?,?,10.8,33,9600,4.0,yes,yes,no,good,no,yes,ckd +53,90,1.020,2,0,abnormal,abnormal,present,notpresent,70,107,7.2,114,3.7,9.5,29,12100,3.7,yes,yes,no,poor,no,yes,ckd +50,60,1.010,2,4,?,abnormal,present,notpresent,490,55,4.0,?,?,9.4,28,?,?,yes,yes,no,good,no,yes,ckd +63,70,1.010,3,0,abnormal,abnormal,present,notpresent,380,60,2.7,131,4.2,10.8,32,4500,3.8,yes,yes,no,poor,yes,no,ckd +68,70,1.015,3,1,?,normal,present,notpresent,208,72,2.1,138,5.8,9.7,28,12200,3.4,yes,yes,yes,poor,yes,no,ckd +68,70,?,?,?,?,?,notpresent,notpresent,98,86,4.6,135,3.4,9.8,?,?,?,yes,yes,yes,poor,yes,no,ckd +68,80,1.010,3,2,normal,abnormal,present,present,157,90,4.1,130,6.4,5.6,16,11000,2.6,yes,yes,yes,poor,yes,no,ckd +40,80,1.015,3,0,?,normal,notpresent,notpresent,76,162,9.6,141,4.9,7.6,24,3800,2.8,yes,no,no,good,no,yes,ckd +47,70,1.015,2,0,?,normal,notpresent,notpresent,99,46,2.2,138,4.1,12.6,?,?,?,no,no,no,good,no,no,ckd +47,80,?,?,?,?,?,notpresent,notpresent,114,87,5.2,139,3.7,12.1,?,?,?,yes,no,no,poor,no,no,ckd +60,100,1.025,0,3,?,normal,notpresent,notpresent,263,27,1.3,135,4.3,12.7,37,11400,4.3,yes,yes,yes,good,no,no,ckd +62,60,1.015,1,0,?,abnormal,present,notpresent,100,31,1.6,?,?,10.3,30,5300,3.7,yes,no,yes,good,no,no,ckd +61,80,1.015,2,0,abnormal,abnormal,notpresent,notpresent,173,148,3.9,135,5.2,7.7,24,9200,3.2,yes,yes,yes,poor,yes,yes,ckd +60,90,?,?,?,?,?,notpresent,notpresent,?,180,76,4.5,?,10.9,32,6200,3.6,yes,yes,yes,good,no,no,ckd +48,80,1.025,4,0,normal,abnormal,notpresent,notpresent,95,163,7.7,136,3.8,9.8,32,6900,3.4,yes,no,no,good,no,yes,ckd +21,70,1.010,0,0,?,normal,notpresent,notpresent,?,?,?,?,?,?,?,?,?,no,no,no,poor,no,yes,ckd +42,100,1.015,4,0,normal,abnormal,notpresent,present,?,50,1.4,129,4.0,11.1,39,8300,4.6,yes,no,no,poor,no,no,ckd +61,60,1.025,0,0,?,normal,notpresent,notpresent,108,75,1.9,141,5.2,9.9,29,8400,3.7,yes,yes,no,good,no,yes,ckd +75,80,1.015,0,0,?,normal,notpresent,notpresent,156,45,2.4,140,3.4,11.6,35,10300,4,yes,yes,no,poor,no,no,ckd +69,70,1.010,3,4,normal,abnormal,notpresent,notpresent,264,87,2.7,130,4.0,12.5,37,9600,4.1,yes,yes,yes,good,yes,no,ckd +75,70,?,1,3,?,?,notpresent,notpresent,123,31,1.4,?,?,?,?,?,?,no,yes,no,good,no,no,ckd +68,70,1.005,1,0,abnormal,abnormal,present,notpresent,?,28,1.4,?,?,12.9,38,?,?,no,no,yes,good,no,no,ckd +?,70,?,?,?,?,?,notpresent,notpresent,93,155,7.3,132,4.9,?,?,?,?,yes, yes,no,good,no,no,ckd +73,90,1.015,3,0,?,abnormal,present,notpresent,107,33,1.5,141,4.6,10.1,30,7800,4,no,no,no,poor,no,no,ckd +61,90,1.010,1,1,?,normal,notpresent,notpresent,159,39,1.5,133,4.9,11.3,34,9600,4.0,yes,yes,no,poor,no,no,ckd +60,100,1.020,2,0,abnormal,abnormal,notpresent,notpresent,140,55,2.5,?,?,10.1,29,?,?,yes,no,no,poor,no,no,ckd +70,70,1.010,1,0,normal,?,present,present,171,153,5.2,?,?,?,?,?,?,no,yes,no,poor,no,no,ckd +65,90,1.020,2,1,abnormal,normal,notpresent,notpresent,270,39,2.0,?,?,12.0,36,9800,4.9,yes,yes,no,poor,no,yes,ckd +76,70,1.015,1,0,normal,normal,notpresent,notpresent,92,29,1.8,133,3.9,10.3,32,?,?,yes,no,no,good,no,no,ckd +72,80,?,?,?,?,?,notpresent,notpresent,137,65,3.4,141,4.7,9.7,28,6900,2.5,yes,yes,no,poor,no,yes,ckd +69,80,1.020,3,0,abnormal,normal,notpresent,notpresent,?,103,4.1,132,5.9,12.5,?,?,?,yes,no,no,good,no,no,ckd +82,80,1.010,2,2,normal,?,notpresent,notpresent,140,70,3.4,136,4.2,13.0,40,9800,4.2,yes,yes,no,good,no,no,ckd +46,90,1.010,2,0,normal,abnormal,notpresent,notpresent,99,80,2.1,?,?,11.1,32,9100,4.1,yes,no, no,good,no,no,ckd +45,70,1.010,0,0,?,normal,notpresent,notpresent,?,20,0.7,?,?,?,?,?,?,no,no,no,good,yes,no,ckd +47,100,1.010,0,0,?,normal,notpresent,notpresent,204,29,1.0,139,4.2,9.7,33,9200,4.5,yes,no,no,good,no,yes,ckd +35,80,1.010,1,0,abnormal,?,notpresent,notpresent,79,202,10.8,134,3.4,7.9,24,7900,3.1,no,yes,no,good,no,no,ckd +54,80,1.010,3,0,abnormal,abnormal,notpresent,notpresent,207,77,6.3,134,4.8,9.7,28,?,?,yes,yes,no,poor,yes,no,ckd +54,80,1.020,3,0,?,abnormal,notpresent,notpresent,208,89,5.9,130,4.9,9.3,?,?,?,yes,yes,no,poor,yes,no,ckd +48,70,1.015,0,0,?,normal,notpresent,notpresent,124,24,1.2,142,4.2,12.4,37,6400,4.7,no,yes,no,good,no,no,ckd +11,80,1.010,3,0,?,normal,notpresent,notpresent,?,17,0.8,?,?,15.0,45,8600,?,no,no,no,good,no,no,ckd +73,70,1.005,0,0,normal,normal,notpresent,notpresent,70,32,0.9,125,4.0,10.0,29,18900,3.5,yes,yes,no,good,yes,no,ckd +60,70,1.010,2,0,normal,abnormal,present,notpresent,144,72,3.0,?,?,9.7,29,21600,3.5,yes,yes,no,poor,no,yes,ckd +53,60,?,?,?,?,?,notpresent,notpresent,91,114,3.25,142,4.3,8.6,28,11000,3.8,yes,yes,no,poor,yes,yes,ckd +54,100,1.015,3,0,?,normal,present,notpresent,162,66,1.6,136,4.4,10.3,33,?,?,yes,yes,no,poor,yes,no,ckd +53,90,1.015,0,0,?,normal,notpresent,notpresent,?,38,2.2,?,?,10.9,34,4300,3.7,no,no,no,poor,no,yes,ckd +62,80,1.015,0,5,?,?,notpresent,notpresent,246,24,1.0,?,?,13.6,40,8500,4.7,yes,yes,no,good,no,no,ckd +63,80,1.010,2,2,normal,?,notpresent,notpresent,?,?,3.4,136,4.2,13.0,40,9800,4.2,yes,no,yes,good,no,no,ckd +35,80,1.005,3,0,abnormal,normal,notpresent,notpresent,?,?,?,?,?,9.5,28,?,?,no,no,no,good,yes,no,ckd +76,70,1.015,3,4,normal,abnormal,present,notpresent,?,164,9.7,131,4.4,10.2,30,11300,3.4,yes,yes,yes,poor,yes,no,ckd +76,90,?,?,?,?,normal,notpresent,notpresent,93,155,7.3,132,4.9,?,?,?,?,yes,yes,yes,poor,no,no,ckd +73,80,1.020,2,0,abnormal,abnormal,notpresent,notpresent,253,142,4.6,138,5.8,10.5,33,7200,4.3,yes,yes,yes,good,no,no,ckd +59,100,?,?,?,?,?,notpresent,notpresent,?,96,6.4,?,?,6.6,?,?,?,yes,yes,no,good,no,yes,ckd +67,90,1.020,1,0,?,abnormal,present,notpresent,141,66,3.2,138,6.6,?,?,?,?,yes,no,no,good,no,no,ckd +67,80,1.010,1,3,normal,abnormal,notpresent,notpresent,182,391,32.0,163,39.0,?,?,?,?,no,no,no,good,yes,no,ckd +15,60,1.020,3,0,?,normal,notpresent,notpresent,86,15,0.6,138,4.0,11.0,33,7700,3.8,yes,yes,no,good,no,no,ckd +46,70,1.015,1,0,abnormal,normal,notpresent,notpresent,150,111,6.1,131,3.7,7.5,27,?,?,no,no,no,good,no,yes,ckd +55,80,1.010,0,0,?,normal,notpresent,notpresent,146,?,?,?,?,9.8,?,?,?,no,no, no,good,no,no,ckd +44,90,1.010,1,0,?,normal,notpresent,notpresent,?,20,1.1,?,?,15.0,48,?,?,no, no,no,good,no,no,ckd +67,70,1.020,2,0,abnormal,normal,notpresent,notpresent,150,55,1.6,131,4.8,?, ?,?,?,yes,yes,no,good,yes,no,ckd +45,80,1.020,3,0,normal,abnormal,notpresent,notpresent,425,?,?,?,?,?,?,?,?,no,no,no,poor,no,no,ckd +65,70,1.010,2,0,?,normal,present,notpresent,112,73,3.3,?,?,10.9,37,?,?,no,no,no,good,no,no,ckd +26,70,1.015,0,4,?,normal,notpresent,notpresent,250,20,1.1,?,?,15.6,52,6900,6.0,no,yes,no,good,no,no,ckd +61,80,1.015,0,4,?,normal,notpresent,notpresent,360,19,0.7,137,4.4,15.2,44,8300,5.2,yes,yes,no,good,no,no,ckd +46,60,1.010,1,0,normal,normal,notpresent,notpresent,163,92,3.3,141,4.0,9.8,28,14600,3.2,yes,yes,no,good,no,no,ckd +64,90,1.010,3,3,?,abnormal,present,notpresent,?,35,1.3,?,?,10.3,?,?,?,yes,yes,no,good,yes,no,ckd +?,100,1.015,2,0,abnormal,abnormal,notpresent,notpresent,129,107,6.7,132,4.4,4.8,14,6300,?,yes,no,no,good,yes,yes,ckd +56,90,1.015,2,0,abnormal,abnormal,notpresent,notpresent,129,107,6.7,131,4.8,9.1,29,6400,3.4,yes,no,no,good,no,no,ckd +5,?,1.015,1,0,?,normal,notpresent,notpresent,?,16,0.7,138,3.2,8.1,?,?,?,no,no,no,good,no,yes,ckd +48,80,1.005,4,0,abnormal,abnormal,notpresent,present,133,139,8.5,132,5.5,10.3,36, 6200,4,no,yes,no,good,yes,no,ckd +67,70,1.010,1,0,?,normal,notpresent,notpresent,102,48,3.2,137,5.0,11.9,34,7100,3.7,yes,yes,no,good,yes,no,ckd +70,80,?,?,?,?,?,notpresent,notpresent,158,85,3.2,141,3.5,10.1,30,?,?,yes,no,no,good,yes,no,ckd +56,80,1.010,1,0,?,normal,notpresent,notpresent,165,55,1.8,?,?,13.5,40,11800,5.0,yes,yes,no,poor,yes,no,ckd +74,80,1.010,0,0,?,normal,notpresent,notpresent,132,98,2.8,133,5.0,10.8,31,9400,3.8,yes,yes,no,good,no,no,ckd +45,90,?,?,?,?,?,notpresent,notpresent,360,45,2.4,128,4.4,8.3,29,5500,3.7,yes,yes,no,good,no,no,ckd +38,70,?,?,?,?,?,notpresent,notpresent,104,77,1.9,140,3.9,?,?,?,?,yes,no,no,poor,yes,no,ckd +48,70,1.015,1,0,normal,normal,notpresent,notpresent,127,19,1.0,134,3.6,?,?,?,?,yes,yes,no,good,no,no,ckd +59,70,1.010,3,0,normal,abnormal,notpresent,notpresent,76,186,15,135,7.6,7.1,22,3800,2.1,yes,no,no,poor,yes,yes,ckd +70,70,1.015,2,?,?,?,notpresent,notpresent,?,46,1.5,?,?,9.9,?,?,?,no,yes,no,poor,yes,no,ckd +56,80,?,?,?,?,?,notpresent,notpresent,415,37,1.9,?,?,?,?,?,?,no,yes,no,good,no,no,ckd +70,100,1.005,1,0,normal,abnormal,present,notpresent,169,47,2.9,?,?,11.1,32,5800,5,yes,yes,no,poor,no,no,ckd +58,110,1.010,4,0,?,normal,notpresent,notpresent,251,52,2.2,?,?,?,?,13200,4.7,yes, yes,no,good,no,no,ckd +50,70,1.020,0,0,?,normal,notpresent,notpresent,109,32,1.4,139,4.7,?,?,?,?,no,no,no,poor,no,no,ckd +63,100,1.010,2,2,normal,normal,notpresent,present,280,35,3.2,143,3.5,13.0,40,9800,4.2,yes,no,yes,good,no,no,ckd +56,70,1.015,4,1,abnormal,normal,notpresent,notpresent,210,26,1.7,136,3.8,16.1,52,12500,5.6,no,no,no,good,no,no,ckd +71,70,1.010,3,0,normal,abnormal,present,present,219,82,3.6,133,4.4,10.4,33,5600,3.6,yes,yes,yes,good,no,no,ckd +73,100,1.010,3,2,abnormal,abnormal,present,notpresent,295,90,5.6,140,2.9,9.2,30,7000,3.2,yes,yes,yes,poor,no,no,ckd +65,70,1.010,0,0,?,normal,notpresent,notpresent,93,66,1.6,137,4.5,11.6,36,11900,3.9,no,yes,no,good,no,no,ckd +62,90,1.015,1,0,?,normal,notpresent,notpresent,94,25,1.1,131,3.7,?,?,?,?,yes,no,no,good,yes,yes,ckd +60,80,1.010,1,1,?,normal,notpresent,notpresent,172,32,2.7,?,?,11.2,36,?,?,no,yes,yes,poor,no,no,ckd +65,60,1.015,1,0,?,normal,notpresent,notpresent,91,51,2.2,132,3.8,10.0,32,9100,4.0,yes,yes,no,poor,yes,no,ckd +50,140,?,?,?,?,?,notpresent,notpresent,101,106,6.5,135,4.3,6.2,18,5800,2.3,yes,yes,no,poor,no,yes,ckd +56,180,?,0,4,?,abnormal,notpresent,notpresent,298,24,1.2,139,3.9,11.2,32,10400,4.2,yes,yes,no,poor,yes,no,ckd +34,70,1.015,4,0,abnormal,abnormal,notpresent,notpresent,153,22,0.9,133,3.8,?,?,?,?,no,no,no,good,yes,no,ckd +71,90,1.015,2,0,?,abnormal,present,present,88,80,4.4,139,5.7,11.3,33,10700,3.9,no,no,no,good,no,no,ckd +17,60,1.010,0,0,?,normal,notpresent,notpresent,92,32,2.1,141,4.2,13.9,52,7000,?,no,no,no,good,no,no,ckd +76,70,1.015,2,0,normal,abnormal,present,notpresent,226,217,10.2,?,?,10.2,36,12700,4.2,yes,no,no,poor,yes,yes,ckd +55,90,?,?,?,?,?,notpresent,notpresent,143,88,2.0,?,?,?,?,?,?,yes,yes,no,poor,yes,no,ckd +65,80,1.015,0,0,?,normal,notpresent,notpresent,115,32,11.5,139,4.0,14.1,42,6800,5.2,no,no,no,good,no,no,ckd +50,90,?,?,?,?,?,notpresent,notpresent,89,118,6.1,127,4.4,6.0,17,6500,?,yes,yes,no,good,yes,yes,ckd +55,100,1.015,1,4,normal,?,notpresent,notpresent,297,53,2.8,139,4.5,11.2,34,13600,4.4,yes,yes,no,good,no,no,ckd +45,80,1.015,0,0,?,abnormal,notpresent,notpresent,107,15,1.0,141,4.2,11.8,37,10200,4.2,no,no,no,good,no,no,ckd +54,70,?,?,?,?,?,notpresent,notpresent,233,50.1,1.9,?,?,11.7,?,?,?,no,yes,no,good,no,no,ckd +63,90,1.015,0,0,?,normal,notpresent,notpresent,123,19,2.0,142,3.8,11.7,34,11400,4.7,no,no,no,good,no,no,ckd +65,80,1.010,3,3,?,normal,notpresent,notpresent,294,71,4.4,128,5.4,10.0,32,9000,3.9,yes,yes,yes,good,no,no,ckd +?,60,1.015,3,0,abnormal,abnormal,notpresent,notpresent,?,34,1.2,?,?,10.8,33,?,?,no,no,no,good,no,no,ckd +61,90,1.015,0,2,?,normal,notpresent,notpresent,?,?,?,?,?,?,?,9800,?,no,yes,no,poor,no,yes,ckd +12,60,1.015,3,0,abnormal,abnormal,present,notpresent,?,51,1.8,?,?,12.1,?,10300,?,no,no,no,good,no,no,ckd +47,80,1.010,0,0,?,abnormal,notpresent,notpresent,?,28,0.9,?,?,12.4,44,5600,4.3,no,no,no,good,no,yes,ckd +?,70,1.015,4,0,abnormal,normal,notpresent,notpresent,104,16,0.5,?,?,?,?,?,?,no,no,no,good,yes,no,ckd +?,70,1.020,0,0,?,?,notpresent,notpresent,219,36,1.3,139,3.7,12.5,37,9800,4.4,no,no,no,good,no,no,ckd +55,70,1.010,3,0,?,normal,notpresent,notpresent,99,25,1.2,?,?,11.4,?,?,?,no,no,no,poor,yes,no,ckd +60,70,1.010,0,0,?,normal,notpresent,notpresent,140,27,1.2,?,?,?,?,?,?,no,no,no,good,no,no,ckd +72,90,1.025,1,3,?,normal,notpresent,notpresent,323,40,2.2,137,5.3,12.6,?,?,?,no,yes,yes,poor,no,no,ckd +54,60,?,3,?,?,?,notpresent,notpresent,125,21,1.3,137,3.4,15.0,46,?,?,yes,yes,no,good,yes,no,ckd +34,70,?,?,?,?,?,notpresent,notpresent,?,219,12.2,130,3.8,6.0,?,?,?,yes,no,no,good,no,yes,ckd +43,80,1.015,2,3,?,abnormal,present,present,?,30,1.1,?,?,14.0,42,14900,?,no,no,no,good,no,no,ckd +65,100,1.015,0,0,?,normal,notpresent,notpresent,90,98,2.5,?,?,9.1,28,5500,3.6,yes,no,no,good,no,no,ckd +72,90,?,?,?,?,?,notpresent,notpresent,308,36,2.5,131,4.3,?,?,?,?,yes,yes,no,poor,no,no,ckd +70,90,1.015,0,0,?,normal,notpresent,notpresent,144,125,4.0,136,4.6,12.0,37,8200,4.5,yes,yes,no,poor,yes,no,ckd +71,60,1.015,4,0,normal,normal,notpresent,notpresent,118,125,5.3,136,4.9,11.4,35,15200,4.3,yes,yes,no,poor,yes,no,ckd +52,90,1.015,4,3,normal,abnormal,notpresent,notpresent,224,166,5.6,133,47,8.1,23,5000,2.9,yes,yes,no,good,no,yes,ckd +75,70,1.025,1,0,?,normal,notpresent,notpresent,158,49,1.4,135,4.7,11.1,?,?,?,yes,no,no,poor,yes,no,ckd +50,90,1.010,2,0,normal,abnormal,present,present,128,208,9.2,134,4.8,8.2,22,16300,2.7,no,no,no,poor,yes,yes,ckd +5,50,1.010,0,0,?,normal,notpresent,notpresent,?,25,0.6,?,?,11.8,36,12400,?,no,no,no,good,no,no,ckd +50,?,?,?,?,normal,?,notpresent,notpresent,219,176,13.8,136,4.5,8.6,24,13200,2.7,yes,no,no,good,yes,yes,ckd +70,100,1.015,4,0,normal,normal,notpresent,notpresent,118,125,5.3,136,4.9,12.0,37, 8400,8.0,yes,no,no,good,no,no,ckd +47,100,1.010,?,?,normal,?,notpresent,notpresent,122,?,16.9,138,5.2,10.8,33,10200,3.8,no,yes,no,good,no,no,ckd +48,80,1.015,0,2,?,normal,notpresent,notpresent,214,24,1.3,140,4.0,13.2,39,?,?,no,yes,no,poor,no,no,ckd +46,90,1.020,?,?,?,normal,notpresent,notpresent,213,68,2.8,146,6.3,9.3,?,?,?,yes,yes,no,good,no,no,ckd +45,60,1.010,2,0,normal,abnormal,present,notpresent,268,86,4.0,134,5.1,10.0,29,9200,?,yes,yes,no,good,no,no,ckd +73,?,1.010,1,0,?,?,notpresent,notpresent,95,51,1.6,142,3.5,?,?,?,?,no, no,no,good,no,no,ckd +41,70,1.015,2,0,?,abnormal,notpresent,present,?,68,2.8,132,4.1,11.1,33,?,?,yes,no,no,good,yes,yes,ckd +69,70,1.010,0,4,?,normal,notpresent,notpresent,256,40,1.2,142,5.6,?,?,?,?,no,no,no,good,no,no,ckd +67,70,1.010,1,0,normal,normal,notpresent,notpresent,?,106,6.0,137,4.9,6.1,19,6500,?,yes,no,no,good,no,yes,ckd +72,90,?,?,?,?,?,notpresent,notpresent,84,145,7.1,135,5.3,?,?,?,?,no,yes,no,good,no,no,ckd +41,80,1.015,1,4,abnormal,normal,notpresent,notpresent,210,165,18.0,135,4.7,?,?,?,?,no,yes,no,good,no,no,ckd +60,90,1.010,2,0,abnormal,normal,notpresent,notpresent,105,53,2.3,136,5.2,11.1,33,10500,4.1,no,no,no,good,no,no,ckd +57,90,1.015,5,0,abnormal,abnormal,notpresent,present,?,322,13.0,126,4.8,8.0,24,4200,3.3,yes,yes,yes,poor,yes,yes,ckd +53,100,1.010,1,3,abnormal,normal,notpresent,notpresent,213,23,1.0,139,4,?,?,?,?,no,yes,no,good,no,no,ckd +60,60,1.010,3,1,normal,abnormal,present,notpresent,288,36,1.7,130,3.0,7.9,25,15200,3.0,yes,no,no,poor,no,yes,ckd +69,60,?,?,?,?,?,notpresent,notpresent,171,26,48.1,?,?,?,?,?,?,yes,no,no,poor,no,no,ckd +65,70,1.020,1,0,abnormal,abnormal,notpresent,notpresent,139,29,1.0,?,?,10.5,32,?,?,yes,no,no,good,yes,no,ckd +8,60,1.025,3,0,normal,normal,notpresent,notpresent,78,27,0.9,?,?,12.3,41,6700,?,no,no,no,poor,yes,no,ckd +76,90,?,?,?,?,?,notpresent,notpresent,172,46,1.7,141,5.5,9.6,30,?,?,yes,yes,no,good,no,yes,ckd +39,70,1.010,0,0,?,normal,notpresent,notpresent,121,20,0.8,133,3.5,10.9,32,?,?,no,yes,no,good,no,no,ckd +55,90,1.010,2,1,abnormal,abnormal,notpresent,notpresent,273,235,14.2,132,3.4,8.3,22,14600,2.9,yes,yes,no,poor,yes,yes,ckd +56,90,1.005,4,3,abnormal,abnormal,notpresent,notpresent,242,132,16.4,140,4.2,8.4,26,?,3,yes,yes,no,poor,yes,yes,ckd +50,70,1.020,3,0,abnormal,normal,present,present,123,40,1.8,?,?,11.1,36,4700,?,no,no,no,good,no,no,ckd +66,90,1.015,2,0,?,normal,notpresent,present,153,76,3.3,?,?,?,?,?,?,no,no,no,poor,no,no,ckd +62,70,1.025,3,0,normal,abnormal,notpresent,notpresent,122,42,1.7,136,4.7,12.6,39,7900,3.9,yes,yes,no,good,no,no,ckd +71,60,1.020,3,2,normal,normal,present,notpresent,424,48,1.5,132,4.0,10.9,31,?,?,yes,yes,yes,good,no,no,ckd +59,80,1.010,1,0,abnormal,normal,notpresent,notpresent,303,35,1.3,122,3.5,10.4,35,10900,4.3,no,yes,no,poor,no,no,ckd +81,60,?,?,?,?,?,notpresent,notpresent,148,39,2.1,147,4.2,10.9,35,9400,2.4,yes,yes,yes,poor,yes,no,ckd +62,?,1.015,3,0,abnormal,?,notpresent,notpresent,?,?,?,?,?,14.3,42,10200,4.8,yes,yes,no,good,no,no,ckd +59,70,?,?,?,?,?,notpresent,notpresent,204,34,1.5,124,4.1,9.8,37,6000, ?,no,yes,no,good,no,no,ckd +46,80,1.010,0,0,?,normal,notpresent,notpresent,160,40,2,140,4.1,9.0,27,8100,3.2,yes,no,no,poor,no,yes,ckd +14,?,1.015,0,0,?,?,notpresent,notpresent,192,15,0.8,137,4.2,14.3,40,9500,5.4,no,yes,no,poor,yes,no,ckd +60,80,1.020,0,2,?,?,notpresent,notpresent,?,?,?,?,?,?,?,?,?,no,yes,no,good,no,no,ckd +27,60,?,?,?,?,?,notpresent,notpresent,76,44,3.9,127,4.3,?,?,?,?,no,no,no,poor,yes,yes,ckd +34,70,1.020,0,0,abnormal,normal,notpresent,notpresent,139,19,0.9,?,?,12.7,42,2200,?,no,no,no,poor,no,no,ckd +65,70,1.015,4,4,?,normal,present,notpresent,307,28,1.5,?,?,11.0,39,6700,?,yes,yes,no,good,no,no,ckd +?,70,1.010,0,2,?,normal,notpresent,notpresent,220,68,2.8,?,?,8.7,27,?,?,yes,yes,no,good,no,yes,ckd +66,70,1.015,2,5,?,normal,notpresent,notpresent,447,41,1.7,131,3.9,12.5,33,9600,4.4,yes,yes,no,good,no,no,ckd +83,70,1.020,3,0,normal,normal,notpresent,notpresent,102,60,2.6,115,5.7,8.7,26,12800,3.1,yes,no,no,poor,no,yes,ckd +62,80,1.010,1,2,?,?,notpresent,notpresent,309,113,2.9,130,2.5,10.6,34,12800,4.9,no,no,no,good,no,no,ckd +17,70,1.015,1,0,abnormal,normal,notpresent,notpresent,22,1.5,7.3,145,2.8,13.1,41,11200,?,no,no,no,good,no,no,ckd +54,70,?,?,?,?,?,notpresent,notpresent,111,146,7.5,141,4.7,11.0,35,8600,4.6,no,no,no,good,no,no,ckd +60,50,1.010,0,0,?,normal,notpresent,notpresent,261,58,2.2,113,3.0,?,?,4200,3.4,yes,no,no,good,no,no,ckd +21,90,1.010,4,0,normal,abnormal,present,present,107,40,1.7,125,3.5,8.3,23,12400,3.9,no,no,no,good,no,yes,ckd +65,80,1.015,2,1,normal,normal,present,notpresent,215,133,2.5,?,?,13.2,41,?,?,no,yes,no,good,no,no,ckd +42,90,1.020,2,0,abnormal,abnormal,present,notpresent,93,153,2.7,139,4.3,9.8,34,9800,?,no,no,no,poor,yes,yes,ckd +72,90,1.010,2,0,?,abnormal,present,notpresent,124,53,2.3,?,?,11.9,39,?,?,no,no,no,good,no,no,ckd +73,90,1.010,1,4,abnormal,abnormal,present,notpresent,234,56,1.9,?,?,10.3,28,?,?,no,yes,no,good,no,no,ckd +45,70,1.025,2,0,normal,abnormal,present,notpresent,117,52,2.2,136,3.8,10.0,30,19100,3.7,no,no,no,good,no,no,ckd +61,80,1.020,0,0,?,normal,notpresent,notpresent,131,23,0.8,140,4.1,11.3,35,?,?,no,no,no,good,no,no,ckd +30,70,1.015,0,0,?,normal,notpresent,notpresent,101,106,6.5,135,4.3,?,?,?,?,no,no,no,poor,no,no,ckd +54,60,1.015,3,2,?,abnormal,notpresent,notpresent,352,137,3.3,133,4.5,11.3,31,5800,3.6,yes,yes,yes,poor,yes,no,ckd +4,?,1.020,1,0,?,normal,notpresent,notpresent,99,23,0.6,138,4.4,12,34, ?,?,no,no,no,good,no,no,ckd +8,50,1.020,4,0,normal,normal,notpresent,notpresent,?,46,1.0,135,3.8,?,?,?,?,no,no,no,good,yes,no,ckd +3,?,1.010,2,0,normal,normal,notpresent,notpresent,?,22,0.7,?,?,10.7,34,12300,?,no,no,no,good,no,no,ckd +8,?,?,?,?,?,?,notpresent,notpresent,80,66,2.5,142,3.6,12.2,38,?,?,no, no,no,good,no,no,ckd +64,60,1.010,4,1,abnormal,abnormal,notpresent,present,239,58,4.3,137,5.4,9.5,29,7500,3.4,yes,yes,no,poor,yes,no,ckd +6,60,1.010,4,0,abnormal,abnormal,notpresent,present,94,67,1.0,135,4.9,9.9,30,16700,4.8,no,no,no,poor,no,no,ckd +?,70,1.010,3,0,normal,normal,notpresent,notpresent,110,115,6.0,134,2.7,9.1,26,9200,3.4,yes,yes,no,poor,no,no,ckd +46,110,1.015,0,0,?,normal,notpresent,notpresent,130,16,0.9,?,?,?,?,?,?,no,no,no,good,no,no,ckd +32,90,1.025,1,0,abnormal,abnormal,notpresent,notpresent,?,223,18.1,113,6.5,5.5,15,2600,2.8,yes,yes,no,poor,yes,yes,ckd +80,70,1.010,2,?,?,abnormal,notpresent,notpresent,?,49,1.2,?,?,?,?,?,?,yes, yes,no,good,no,no,ckd +70,90,1.020,2,1,abnormal,abnormal,notpresent,present,184,98.6,3.3,138,3.9,5.8,?,?,?,yes,yes,yes,poor,no,no,ckd +49,100,1.010,3,0,abnormal,abnormal,notpresent,notpresent,129,158,11.8,122,3.2,8.1,24,9600,3.5,yes,yes,no,poor,yes,yes,ckd +57,80,?,?,?,?,?,notpresent,notpresent,?,111,9.3,124,5.3,6.8,?,4300,3.0,yes,yes,no,good,no,yes,ckd +59,100,1.020,4,2,normal,normal,notpresent,notpresent,252,40,3.2,137,4.7,11.2,30,26400,3.9,yes,yes,no,poor,yes,no,ckd +65,80,1.015,0,0,?,normal,notpresent,notpresent,92,37,1.5,140,5.2,8.8,25,10700,3.2,yes,no,yes,good,yes,no,ckd +90,90,1.025,1,0,?,normal,notpresent,notpresent,139,89,3.0,140,4.1,12.0,37,7900,3.9,yes,yes,no,good,no,no,ckd +64,70,?,?,?,?,?,notpresent,notpresent,113,94,7.3,137,4.3,7.9,21,?,?,yes,yes,yes,good,yes,yes,ckd +78,60,?,?,?,?,?,notpresent,notpresent,114,74,2.9,135,5.9,8.0,24,?,?,no,yes,no,good,no,yes,ckd +?,90,?,?,?,?,?,notpresent,notpresent,207,80,6.8,142,5.5,8.5,?,?,?,yes,yes,no,good,no,yes,ckd +65,90,1.010,4,2,normal,normal,notpresent,notpresent,172,82,13.5,145,6.3,8.8,31,?,?,yes,yes,no,good,yes,yes,ckd +61,70,?,?,?,?,?,notpresent,notpresent,100,28,2.1,?,?,12.6,43,?,?,yes,yes,no,good,no,no,ckd +60,70,1.010,1,0,?,normal,notpresent,notpresent,109,96,3.9,135,4.0,13.8,41,?,?,yes,no,no,good,no,no,ckd +50,70,1.010,0,0,?,normal,notpresent,notpresent,230,50,2.2,?,?,12,41,10400,4.6,yes,yes,no,good,no,no,ckd +67,80,?,?,?,?,?,notpresent,notpresent,341,37,1.5,?,?,12.3,41,6900,4.9,yes,yes,no,good,no,yes,ckd +19,70,1.020,0,0,?,normal,notpresent,notpresent,?,?,?,?,?,11.5,?,6900,?,no,no,no,good,no,no,ckd +59,100,1.015,4,2,normal,normal,notpresent,notpresent,255,132,12.8,135,5.7,7.3,20,9800,3.9,yes,yes,yes,good,no,yes,ckd +54,120,1.015,0,0,?,normal,notpresent,notpresent,103,18,1.2,?,?,?,?,?,?,no,no,no,good,no,no,ckd +40,70,1.015,3,4,normal,normal,notpresent,notpresent,253,150,11.9,132,5.6,10.9,31,8800,3.4,yes,yes,no,poor,yes,no,ckd +55,80,1.010,3,1,normal,abnormal,present,present,214,73,3.9,137,4.9,10.9,34,7400,3.7,yes,yes,no,good,yes,no,ckd +68,80,1.015,0,0,?,abnormal,notpresent,notpresent,171,30,1.0,?,?,13.7, 43,4900,5.2,no,yes,no,good,no,no,ckd +2,?,1.010,3,0,normal,abnormal,notpresent,notpresent,?,?,?,?,?,?,?,?,?,no,no,no,good,yes,no,ckd +64,70,1.010,0,0,?,normal,notpresent,notpresent,107,15,?,?,?,12.8,38,?,?,no,no,no,good,no,no,ckd +63,100,1.010,1,0,?,normal,notpresent,notpresent,78,61,1.8,141,4.4,12.2,36,10500,4.3,no,yes,no,good,no,no,ckd +33,90,1.015,0,0,?,normal,notpresent,notpresent,92,19,0.8,?,?,11.8,34,7000,?,no,no,no,good,no,no,ckd +68,90,1.010,0,0,?,normal,notpresent,notpresent,238,57,2.5,?,?,9.8,28,8000,3.3,yes,yes,no,poor,no,no,ckd +36,80,1.010,0,0,?,normal,notpresent,notpresent,103,?,?,?,?,11.9,36,8800,?,no,no,no,good,no,no,ckd +66,70,1.020,1,0,normal,?,notpresent,notpresent,248,30,1.7,138,5.3,?,?,?,?,yes,yes,no,good,no,no,ckd +74,60,?,?,?,?,?,notpresent,notpresent,108,68,1.8,?,?,?,?,?,?,yes,yes,no,good,no,no,ckd +71,90,1.010,0,3,?,normal,notpresent,notpresent,303,30,1.3,136,4.1,13.0,38,9200,4.6,yes,yes,no,good,no,no,ckd +34,60,1.020,0,0,?,normal,notpresent,notpresent,117,28,2.2,138,3.8,?,?,?,?,no,no,no,good,yes,no,ckd +60,90,1.010,3,5,abnormal,normal,notpresent,present,490,95,2.7,131,3.8,11.5,35,12000,4.5,yes,yes,no,good,no,no,ckd +64,100,1.015,4,2,abnormal,abnormal,notpresent,present,163,54,7.2,140,4.6,7.9,26,7500,3.4,yes,yes,no,good,yes,no,ckd +57,80,1.015,0,0,?,normal,notpresent,notpresent,120,48,1.6,?,?,11.3,36,7200,3.8,yes,yes,no,good,no,no,ckd +60,70,?,?,?,?,?,notpresent,notpresent,124,52,2.5,?,?,?,?,?,?,yes,no,no,good,no,no,ckd +59,50,1.010,3,0,normal,abnormal,notpresent,notpresent,241,191,12.0,114,2.9,9.6,31,15700,3.8,no,yes,no,good,yes,no,ckd +65,60,1.010,2,0,normal,abnormal,present,notpresent,192,17,1.7,130,4.3,?,?,9500,?,yes,yes,no,poor,no,no,ckd +60,90,?,?,?,?,?,notpresent,notpresent,269,51,2.8,138,3.7,11.5,35,?,?,yes,yes,yes,good,yes,no,ckd +50,90,1.015,1,0,abnormal,abnormal,notpresent,notpresent,?,?,?,?,?,?,?,?,?,no,no,no,good,yes,no,ckd +51,100,1.015,2,0,normal,normal,notpresent,present,93,20,1.6,146,4.5,?,?,?,?,no,no,no,poor,no,no,ckd +37,100,1.010,0,0,abnormal,normal,notpresent,notpresent,?,19,1.3,?,?,15.0,44,4100,5.2,yes,no,no,good,no,no,ckd +45,70,1.010,2,0,?,normal,notpresent,notpresent,113,93,2.3,?,?,7.9,26,5700,?,no,no,yes,good,no,yes,ckd +65,80,?,?,?,?,?,notpresent,notpresent,74,66,2.0,136,5.4,9.1,25,?,?,yes,yes,yes,good,yes,no,ckd +80,70,1.015,2,2,?,normal,notpresent,notpresent,141,53,2.2,?,?,12.7,40,9600,?,yes,yes,no,poor,yes,no,ckd +72,100,?,?,?,?,?,notpresent,notpresent,201,241,13.4,127,4.8,9.4,28,?,?,yes,yes,no,good,no,yes,ckd +34,90,1.015,2,0,normal,normal,notpresent,notpresent,104,50,1.6,137,4.1,11.9,39,?,?,no,no,no,good,no,no,ckd +65,70,1.015,1,0,?,normal,notpresent,notpresent,203,46,1.4,?,?,11.4,36,5000,4.1,yes,yes,no,poor,yes,no,ckd +57,70,1.015,1,0,?,abnormal,notpresent,notpresent,165,45,1.5,140,3.3,10.4,31,4200,3.9,no,no,no,good,no,no,ckd +69,70,1.010,4,3,normal,abnormal,present,present,214,96,6.3,120,3.9,9.4,28,11500,3.3,yes,yes,yes,good,yes,yes,ckd +62,90,1.020,2,1,?,normal,notpresent,notpresent,169,48,2.4,138,2.9,13.4,47,11000,6.1,yes,no,no,good,no,no,ckd +64,90,1.015,3,2,?,abnormal,present,notpresent,463,64,2.8,135,4.1,12.2,40,9800,4.6,yes,yes,no,good,no,yes,ckd +48,100,?,?,?,?,?,notpresent,notpresent,103,79,5.3,135,6.3,6.3,19,7200,2.6,yes,no,yes,poor,no,no,ckd +48,110,1.015,3,0,abnormal,normal,present,notpresent,106,215,15.2,120,5.7,8.6,26,5000,2.5,yes,no,yes,good,no,yes,ckd +54,90,1.025,1,0,normal,abnormal,notpresent,notpresent,150,18,1.2,140,4.2,?,?,?,?,no,no,no,poor,yes,yes,ckd +59,70,1.010,1,3,abnormal,abnormal,notpresent,notpresent,424,55,1.7,138,4.5,12.6,37,10200,4.1,yes,yes,yes,good,no,no,ckd +56,90,1.010,4,1,normal,abnormal,present,notpresent,176,309,13.3,124,6.5,3.1,9,5400,2.1,yes,yes,no,poor,yes,yes,ckd +40,80,1.025,0,0,normal,normal,notpresent,notpresent,140,10,1.2,135,5.0,15.0,48,10400,4.5,no,no,no,good,no,no,notckd +23,80,1.025,0,0,normal,normal,notpresent,notpresent,70,36,1.0,150,4.6,17.0,52,9800,5.0,no,no,no,good,no,no,notckd +45,80,1.025,0,0,normal,normal,notpresent,notpresent,82,49,0.6,147,4.4,15.9,46,9100,4.7,no,no,no,good,no,no,notckd +57,80,1.025,0,0,normal,normal,notpresent,notpresent,119,17,1.2,135,4.7,15.4,42,6200,6.2,no,no,no,good,no,no,notckd +51,60,1.025,0,0,normal,normal,notpresent,notpresent,99,38,0.8,135,3.7,13.0,49,8300,5.2,no,no,no,good,no,no,notckd +34,80,1.025,0,0,normal,normal,notpresent,notpresent,121,27,1.2,144,3.9,13.6,52,9200,6.3,no,no,no,good,no,no,notckd +60,80,1.025,0,0,normal,normal,notpresent,notpresent,131,10,0.5,146,5.0,14.5,41,10700,5.1,no,no,no,good,no,no,notckd +38,60,1.020,0,0,normal,normal,notpresent,notpresent,91,36,0.7,135,3.7,14.0,46,9100,5.8,no,no,no,good,no,no,notckd +42,80,1.020,0,0,normal,normal,notpresent,notpresent,98,20,0.5,140,3.5,13.9,44,8400,5.5,no,no,no,good,no,no,notckd +35,80,1.020,0,0,normal,normal,notpresent,notpresent,104,31,1.2,135,5.0,16.1,45,4300,5.2,no,no,no,good,no,no,notckd +30,80,1.020,0,0,normal,normal,notpresent,notpresent,131,38,1.0,147,3.8,14.1,45,9400,5.3,no,no,no,good,no,no,notckd +49,80,1.020,0,0,normal,normal,notpresent,notpresent,122,32,1.2,139,3.9,17.0,41,5600,4.9,no,no,no,good,no,no,notckd +55,80,1.020,0,0,normal,normal,notpresent,notpresent,118,18,0.9,135,3.6,15.5,43,7200,5.4,no,no,no,good,no,no,notckd +45,80,1.020,0,0,normal,normal,notpresent,notpresent,117,46,1.2,137,5.0,16.2,45,8600,5.2,no,no,no,good,no,no,notckd +42,80,1.020,0,0,normal,normal,notpresent,notpresent,132,24,0.7,140,4.1,14.4,50,5000,4.5,no,no,no,good,no,no,notckd +50,80,1.020,0,0,normal,normal,notpresent,notpresent,97,40,0.6,150,4.5,14.2,48,10500,5.0,no,no,no,good,no,no,notckd +55,80,1.020,0,0,normal,normal,notpresent,notpresent,133,17,1.2,135,4.8,13.2,41,6800,5.3,no,no,no,good,no,no,notckd +48,80,1.025,0,0,normal,normal,notpresent,notpresent,122,33,0.9,146,3.9,13.9,48,9500,4.8,no,no,no,good,no,no,notckd +?,80,?,?,?,?,?,notpresent,notpresent,100,49,1.0,140,5.0,16.3,53,8500,4.9,no,no,no,good,no,no,notckd +25,80,1.025,0,0,normal,normal,notpresent,notpresent,121,19,1.2,142,4.9,15.0,48,6900,5.3,no,no,no,good,no,no,notckd +23,80,1.025,0,0,normal,normal,notpresent,notpresent,111,34,1.1,145,4.0,14.3,41,7200,5.0,no,no,no,good,no,no,notckd +30,80,1.025,0,0,normal,normal,notpresent,notpresent,96,25,0.5,144,4.8,13.8,42,9000,4.5,no,no,no,good,no,no,notckd +56,80,1.025,0,0,normal,normal,notpresent,notpresent,139,15,1.2,135,5.0,14.8,42,5600,5.5,no,no,no,good,no,no,notckd +47,80,1.020,0,0,normal,normal,notpresent,notpresent,95,35,0.9,140,4.1,?,?,?,?,no,no,no,good,no,no,notckd +19,80,1.020,0,0,normal,normal,notpresent,notpresent,107,23,0.7,141,4.2,14.4,44,?,?,no,no,no,good,no,no,notckd +52,80,1.020,0,0,normal,normal,notpresent,notpresent,125,22,1.2,139,4.6,16.5,43,4700,4.6,no,no,no,good,no,no,notckd +20,60,1.025,0,0,normal,normal,notpresent,notpresent,?,?,?,137,4.7,14.0,41,4500,5.5,no,no,no,good,no,no,notckd +46,60,1.025,0,0,normal,normal,notpresent,notpresent,123,46,1.0,135,5.0,15.7,50,6300,4.8,no,no,no,good,no,no,notckd +48,60,1.020,0,0,normal,normal,notpresent,notpresent,112,44,1.2,142,4.9,14.5,44,9400,6.4,no,no,no,good,no,no,notckd +24,70,1.025,0,0,normal,normal,notpresent,notpresent,140,23,0.6,140,4.7,16.3,48,5800,5.6,no,no,no,good,no,no,notckd +47,80,?,?,?,?,?,notpresent,notpresent,93,33,0.9,144,4.5,13.3,52,8100,5.2,no,no,no,good,no,no,notckd +55,80,1.025,0,0,normal,normal,notpresent,notpresent,130,50,1.2,147,5,15.5,41,9100,6.0,no,no,no,good,no,no,notckd +20,70,1.020,0,0,normal,normal,notpresent,notpresent,123,44,1.0,135,3.8,14.6,44,5500,4.8,no,no,no,good,no,no,notckd +60,70,1.020,0,0,normal,normal,notpresent,notpresent,?,?,?,?,?,16.4,43,10800,5.7,no,no,no,good,no,no,notckd +33,80,1.025,0,0,normal,normal,notpresent,notpresent,100,37,1.2,142,4.0,16.9,52,6700,6.0,no,no,no,good,no,no,notckd +66,70,1.020,0,0,normal,normal,notpresent,notpresent,94,19,0.7,135,3.9,16.0,41,5300,5.9,no,no,no,good,no,no,notckd +71,70,1.020,0,0,normal,normal,notpresent,notpresent,81,18,0.8,145,5.0,14.7,44,9800,6.0,no,no,no,good,no,no,notckd +39,70,1.025,0,0,normal,normal,notpresent,notpresent,124,22,0.6,137,3.8,13.4,43,?,?,no,no,no,good,no,no,notckd +56,70,1.025,0,0,normal,normal,notpresent,notpresent,70,46,1.2,135,4.9,15.9,50,11000,5.1,?,?,?,good,no,no,notckd +42,70,1.020,0,0,normal,normal,notpresent,notpresent,93,32,0.9,143,4.7,16.6,43,7100,5.3,no,no,no,good,no,no,notckd +54,70,1.020,0,0,?,?,?,?,76,28,0.6,146,3.5,14.8,52,8400,5.9,no,no,no,good,no,no,notckd +47,80,1.025,0,0,normal,normal,notpresent,notpresent,124,44,1.0,140,4.9,14.9,41,7000,5.7,no,no,no,good,no,no,notckd +30,80,1.020,0,0,normal,normal,notpresent,notpresent,89,42,0.5,139,5.0,16.7,52,10200,5.0,no,no,no,good,no,no,notckd +50,?,1.020,0,0,normal,normal,notpresent,notpresent,92,19,1.2,150,4.8,14.9,48,4700,5.4,no,no,no,good,no,no,notckd +75,60,1.020,0,0,normal,normal,notpresent,notpresent,110,50,0.7,135,5.0,14.3,40,8300,5.8,no,no,no,?,?,?,notckd +44,70,?,?,?,?,?,notpresent,notpresent,106,25,0.9,150,3.6,15.0,50,9600,6.5,no,no,no,good,no,no,notckd +41,70,1.020,0,0,normal,normal,notpresent,notpresent,125,38,0.6,140,5.0,16.8,41,6300,5.9,no,no,no,good,no,no,notckd +53,60,1.025,0,0,normal,normal,notpresent,notpresent,116,26,1.0,146,4.9,15.8,45,7700,5.2,?,?,?,good,no,no,notckd +34,60,1.020,0,0,normal,normal,notpresent,notpresent,91,49,1.2,135,4.5,13.5,48,8600,4.9,no,no,no,good,no,no,notckd +73,60,1.020,0,0,normal,normal,notpresent,notpresent,127,48,0.5,150,3.5,15.1,52,11000,4.7,no,no,no,good,no,no,notckd +45,60,1.020,0,0,normal,normal,?,?,114,26,0.7,141,4.2,15.0,43,9200,5.8,no,no,no,good,no,no,notckd +44,60,1.025,0,0,normal,normal,notpresent,notpresent,96,33,0.9,147,4.5,16.9,41,7200,5.0,no,no,no,good,no,no,notckd +29,70,1.020,0,0,normal,normal,notpresent,notpresent,127,44,1.2,145,5.0,14.8,48,?,?,no,no,no,good,no,no,notckd +55,70,1.020,0,0,normal,normal,notpresent,notpresent,107,26,1.1,?,?,17.0,50,6700,6.1,no,no,no,good,no,no,notckd +33,80,1.025,0,0,normal,normal,notpresent,notpresent,128,38,0.6,135,3.9,13.1,45,6200,4.5,no,no,no,good,no,no,notckd +41,80,1.020,0,0,normal,normal,notpresent,notpresent,122,25,0.8,138,5.0,17.1,41,9100,5.2,no,no,no,good,no,no,notckd +52,80,1.020,0,0,normal,normal,notpresent,notpresent,128,30,1.2,140,4.5,15.2,52,4300,5.7,no,no,no,good,no,no,notckd +47,60,1.020,0,0,normal,normal,notpresent,notpresent,137,17,0.5,150,3.5,13.6,44,7900,4.5,no,no,no,good,no,no,notckd +43,80,1.025,0,0,normal,normal,notpresent,notpresent,81,46,0.6,135,4.9,13.9,48,6900,4.9,no,no,no,good,no,no,notckd +51,60,1.020,0,0,?,?,notpresent,notpresent,129,25,1.2,139,5.0,17.2,40,8100,5.9,no,no,no,good,no,no,notckd +46,60,1.020,0,0,normal,normal,notpresent,notpresent,102,27,0.7,142,4.9,13.2,44,11000,5.4,no,no,no,good,no,no,notckd +56,60,1.025,0,0,normal,normal,notpresent,notpresent,132,18,1.1,147,4.7,13.7,45,7500,5.6,no,no,no,good,no,no,notckd +80,70,1.020,0,0,normal,normal,notpresent,notpresent,?,?,?,135,4.1,15.3,48,6300,6.1,no,no,no,good,no,no,notckd +55,80,1.020,0,0,normal,normal,notpresent,notpresent,104,28,0.9,142,4.8,17.3,52,8200,4.8,no,no,no,good,no,no,notckd +39,70,1.025,0,0,normal,normal,notpresent,notpresent,131,46,0.6,145,5.0,15.6,41,9400,4.7,no,no,no,good,no,no,notckd +44,70,1.025,0,0,normal,normal,notpresent,notpresent,?,?,?,?,?,13.8,48,7800,4.4,no,no,no,good,no,no,notckd +35,?,1.020,0,0,normal,normal,?,?,99,30,0.5,135,4.9,15.4,48,5000,5.2,no,no,no,good,no,no,notckd +58,70,1.020,0,0,normal,normal,notpresent,notpresent,102,48,1.2,139,4.3,15.0,40,8100,4.9,no,no,no,good,no,no,notckd +61,70,1.025,0,0,normal,normal,notpresent,notpresent,120,29,0.7,137,3.5,17.4,52,7000,5.3,no,no,no,good,no,no,notckd +30,60,1.020,0,0,normal,normal,notpresent,notpresent,138,15,1.1,135,4.4,?,?,?,?,no,no,no,good,no,no,notckd +57,60,1.020,0,0,normal,normal,notpresent,notpresent,105,49,1.2,150,4.7,15.7,44,10400,6.2,no,no,no,good,no,no,notckd +65,60,1.020,0,0,normal,normal,notpresent,notpresent,109,39,1.0,144,3.5,13.9,48,9600,4.8,no,no,no,good,no,no,notckd +70,60,?,?,?,?,?,notpresent,notpresent,120,40,0.5,140,4.6,16.0,43,4500,4.9,no,no,no,good,no,no,notckd +43,80,1.025,0,0,normal,normal,notpresent,notpresent,130,30,1.1,143,5.0,15.9,45,7800,4.5,no,no,no,good,no,no,notckd +40,80,1.020,0,0,normal,normal,notpresent,notpresent,119,15,0.7,150,4.9,?,?,?,?,no,no,no,good,no,no,notckd +58,80,1.020,0,0,normal,normal,notpresent,notpresent,100,50,1.2,140,3.5,14.0,50,6700,6.5,no,no,no,good,no,no,notckd +47,60,1.020,0,0,normal,normal,notpresent,notpresent,109,25,1.1,141,4.7,15.8,41,8300,5.2,no,no,no,good,no,no,notckd +30,60,1.025,0,0,normal,normal,notpresent,notpresent,120,31,0.8,150,4.6,13.4,44,10700,5.8,no,no,no,good,no,no,notckd +28,70,1.020,0,0,normal,normal,?,?,131,29,0.6,145,4.9,?,45,8600,6.5,no,no,no,good,no,no,notckd +33,60,1.025,0,0,normal,normal,notpresent,notpresent,80,25,0.9,146,3.5,14.1,48,7800,5.1,no,no,no,good,no,no,notckd +43,80,1.020,0,0,normal,normal,notpresent,notpresent,114,32,1.1,135,3.9,?,42,?,?,no,no,no,good,no,no,notckd +59,70,1.025,0,0,normal,normal,notpresent,notpresent,130,39,0.7,147,4.7,13.5,46,6700,4.5,no,no,no,good,no,no,notckd +34,70,1.025,0,0,normal,normal,notpresent,notpresent,?,33,1,150,5.0,15.3,44,10500,6.1,no,no,no,good,no,no,notckd +23,80,1.020,0,0,normal,normal,notpresent,notpresent,99,46,1.2,142,4.0,17.7,46,4300,5.5,no,no,no,good,no,no,notckd +24,80,1.025,0,0,normal,normal,notpresent,notpresent,125,?,?,136,3.5,15.4,43,5600,4.5,no,no,no,good,no,no,notckd +60,60,1.020,0,0,normal,normal,notpresent,notpresent,134,45,0.5,139,4.8,14.2,48,10700,5.6,no,no,no,good,no,no,notckd +25,60,1.020,0,0,normal,normal,notpresent,notpresent,119,27,0.5,?,?,15.2,40,9200,5.2,no,no,no,good,no,no,notckd +44,70,1.025,0,0,normal,normal,notpresent,notpresent,92,40,0.9,141,4.9,14.0,52,7500,6.2,no,no,no,good,no,no,notckd +62,80,1.020,0,0,normal,normal,notpresent,notpresent,132,34,0.8,147,3.5,17.8,44,4700,4.5,no,no,no,good,no,no,notckd +25,70,1.020,0,0,normal,normal,notpresent,notpresent,88,42,0.5,136,3.5,13.3,48,7000,4.9,no,no,no,good,no,no,notckd +32,70,1.025,0,0,normal,normal,notpresent,notpresent,100,29,1.1,142,4.5,14.3,43,6700,5.9,no,no,no,good,no,no,notckd +63,70,1.025,0,0,normal,normal,notpresent,notpresent,130,37,0.9,150,5.0,13.4,41,7300,4.7,no,no,no,good,no,no,notckd +44,60,1.020,0,0,normal,normal,notpresent,notpresent,95,46,0.5,138,4.2,15.0,50,7700,6.3,no,no,no,good,no,no,notckd +37,60,1.025,0,0,normal,normal,notpresent,notpresent,111,35,0.8,135,4.1,16.2,50,5500,5.7,no,no,no,good,no,no,notckd +64,60,1.020,0,0,normal,normal,notpresent,notpresent,106,27,0.7,150,3.3,14.4,42,8100,4.7,no,no,no,good,no,no,notckd +22,60,1.025,0,0,normal,normal,notpresent,notpresent,97,18,1.2,138,4.3,13.5,42,7900,6.4,no,no,no,good,no,no,notckd +33,60,?,?,?,normal,normal,notpresent,notpresent,130,41,0.9,141,4.4,15.5,52,4300,5.8,no,no,no,good,no,no,notckd +43,60,1.025,0,0,normal,normal,notpresent,notpresent,108,25,1.0,144,5.0,17.8,43,7200,5.5,no,no,no,good,no,no,notckd +38,80,1.020,0,0,normal,normal,notpresent,notpresent,99,19,0.5,147,3.5,13.6,44,7300,6.4,no,no,no,good,no,no,notckd +35,70,1.025,0,0,?,?,notpresent,notpresent,82,36,1.1,150,3.5,14.5,52,9400,6.1,no,no,no,good,no,no,notckd +65,70,1.025,0,0,?,?,notpresent,notpresent,85,20,1.0,142,4.8,16.1,43,9600,4.5,no,no,no,good,no,no,notckd +29,80,1.020,0,0,normal,normal,notpresent,notpresent,83,49,0.9,139,3.3,17.5,40,9900,4.7,no,no,no,good,no,no,notckd +37,60,1.020,0,0,normal,normal,notpresent,notpresent,109,47,1.1,141,4.9,15.0,48,7000,5.2,no,no,no,good,no,no,notckd +39,60,1.020,0,0,normal,normal,notpresent,notpresent,86,37,0.6,150,5.0,13.6,51,5800,4.5,no,no,no,good,no,no,notckd +32,60,1.025,0,0,normal,normal,notpresent,notpresent,102,17,0.4,147,4.7,14.6,41,6800,5.1,no,no,no,good,no,no,notckd +23,60,1.020,0,0,normal,normal,notpresent,notpresent,95,24,0.8,145,5.0,15,52,6300,4.6,no,no,no,good,no,no,notckd +34,70,1.025,0,0,normal,normal,notpresent,notpresent,87,38,0.5,144,4.8,17.1,47,7400,6.1,no,no,no,good,no,no,notckd +66,70,1.025,0,0,normal,normal,notpresent,notpresent,107,16,1.1,140,3.6,13.6,42,11000,4.9,no,no,no,good,no,no,notckd +47,60,1.020,0,0,normal,normal,notpresent,notpresent,117,22,1.2,138,3.5,13,45,5200,5.6,no,no,no,good,no,no,notckd +74,60,1.020,0,0,normal,normal,notpresent,notpresent,88,50,0.6,147,3.7,17.2,53,6000,4.5,no,no,no,good,no,no,notckd +35,60,1.025,0,0,normal,normal,notpresent,notpresent,105,39,0.5,135,3.9,14.7,43,5800,6.2,no,no,no,good,no,no,notckd +29,80,1.020,0,0,normal,normal,notpresent,notpresent,70,16,0.7,138,3.5,13.7,54,5400,5.8,no,no,no,good,no,no,notckd +33,80,1.025,0,0,normal,normal,notpresent,notpresent,89,19,1.1,144,5.0,15,40,10300,4.8,no,no,no,good,no,no,notckd +67,80,1.025,0,0,normal,normal,notpresent,notpresent,99,40,0.5,?,?,17.8,44,5900,5.2,no,no,no,good,no,no,notckd +73,80,1.025,0,0,normal,normal,notpresent,notpresent,118,44,0.7,137,3.5,14.8,45,9300,4.7,no,no,no,good,no,no,notckd +24,80,1.020,0,0,normal,normal,notpresent,notpresent,93,46,1.0,145,3.5,?,?,10700,6.3,no,no,no,good,no,no,notckd +60,80,1.025,0,0,normal,normal,notpresent,notpresent,81,15,0.5,141,3.6,15,46,10500,5.3,no,no,no,good,no,no,notckd +68,60,1.025,0,0,normal,normal,notpresent,notpresent,125,41,1.1,139,3.8,17.4,50,6700,6.1,no,no,no,good,no,no,notckd +30,80,1.025,0,0,normal,normal,notpresent,notpresent,82,42,0.7,146,5.0,14.9,45,9400,5.9,no,no,no,good,no,no,notckd +75,70,1.020,0,0,normal,normal,notpresent,notpresent,107,48,0.8,144,3.5,13.6,46,10300,4.8,no,no,no,good,no,no,notckd +69,70,1.020,0,0,normal,normal,notpresent,notpresent,83,42,1.2,139,3.7,16.2,50,9300,5.4,no,no,no,good,no,no,notckd +28,60,1.025,0,0,normal,normal,notpresent,notpresent,79,50,0.5,145,5.0,17.6,51,6500,5.0,no,no,no,good,no,no,notckd +72,60,1.020,0,0,normal,normal,notpresent,notpresent,109,26,0.9,150,4.9,15,52,10500,5.5,no,no,no,good,no,no,notckd +61,70,1.025,0,0,normal,normal,notpresent,notpresent,133,38,1.0,142,3.6,13.7,47,9200,4.9,no,no,no,good,no,no,notckd +79,80,1.025,0,0,normal,normal,notpresent,notpresent,111,44,1.2,146,3.6,16.3,40,8000,6.4,no,no,no,good,no,no,notckd +70,80,1.020,0,0,normal,normal,notpresent,notpresent,74,41,0.5,143,4.5,15.1,48,9700,5.6,no,no,no,good,no,no,notckd +58,70,1.025,0,0,normal,normal,notpresent,notpresent,88,16,1.1,147,3.5,16.4,53,9100,5.2,no,no,no,good,no,no,notckd +64,70,1.020,0,0,normal,normal,notpresent,notpresent,97,27,0.7,145,4.8,13.8,49,6400,4.8,no,no,no,good,no,no,notckd +71,60,1.025,0,0,normal,normal,notpresent,notpresent,?,?,0.9,140,4.8,15.2,42,7700,5.5,no,no,no,good,no,no,notckd +62,80,1.025,0,0,normal,normal,notpresent,notpresent,78,45,0.6,138,3.5,16.1,50,5400,5.7,no,no,no,good,no,no,notckd +59,60,1.020,0,0,normal,normal,notpresent,notpresent,113,23,1.1,139,3.5,15.3,54,6500,4.9,no,no,no,good,no,no,notckd +71,70,1.025,0,0,?,?,notpresent,notpresent,79,47,0.5,142,4.8,16.6,40,5800,5.9,no,no,no,good,no,no,notckd +48,80,1.025,0,0,normal,normal,notpresent,notpresent,75,22,0.8,137,5.0,16.8,51,6000,6.5,no,no,no,good,no,no,notckd +80,80,1.025,0,0,normal,normal,notpresent,notpresent,119,46,0.7,141,4.9,13.9,49,5100,5.0,no,no,no,good,no,no,notckd +57,60,1.020,0,0,normal,normal,notpresent,notpresent,132,18,1.1,150,4.7,15.4,42,11000,4.5,no,no,no,good,no,no,notckd +63,70,1.020,0,0,normal,normal,notpresent,notpresent,113,25,0.6,146,4.9,16.5,52,8000,5.1,no,no,no,good,no,no,notckd +46,70,1.025,0,0,normal,normal,notpresent,notpresent,100,47,0.5,142,3.5,16.4,43,5700,6.5,no,no,no,good,no,no,notckd +15,80,1.025,0,0,normal,normal,notpresent,notpresent,93,17,0.9,136,3.9,16.7,50,6200,5.2,no,no,no,good,no,no,notckd +51,80,1.020,0,0,normal,normal,notpresent,notpresent,94,15,1.2,144,3.7,15.5,46,9500,6.4,no,no,no,good,no,no,notckd +41,80,1.025,0,0,normal,normal,notpresent,notpresent,112,48,0.7,140,5.0,17.0,52,7200,5.8,no,no,no,good,no,no,notckd +52,80,1.025,0,0,normal,normal,notpresent,notpresent,99,25,0.8,135,3.7,15.0,52,6300,5.3,no,no,no,good,no,no,notckd +36,80,1.025,0,0,normal,normal,notpresent,notpresent,85,16,1.1,142,4.1,15.6,44,5800,6.3,no,no,no,good,no,no,notckd +57,80,1.020,0,0,normal,normal,notpresent,notpresent,133,48,1.2,147,4.3,14.8,46,6600,5.5,no,no,no,good,no,no,notckd +43,60,1.025,0,0,normal,normal,notpresent,notpresent,117,45,0.7,141,4.4,13.0,54,7400,5.4,no,no,no,good,no,no,notckd +50,80,1.020,0,0,normal,normal,notpresent,notpresent,137,46,0.8,139,5.0,14.1,45,9500,4.6,no,no,no,good,no,no,notckd +55,80,1.020,0,0,normal,normal,notpresent,notpresent,140,49,0.5,150,4.9,15.7,47,6700,4.9,no,no,no,good,no,no,notckd +42,70,1.025,0,0,normal,normal,notpresent,notpresent,75,31,1.2,141,3.5,16.5,54,7800,6.2,no,no,no,good,no,no,notckd +12,80,1.020,0,0,normal,normal,notpresent,notpresent,100,26,0.6,137,4.4,15.8,49,6600,5.4,no,no,no,good,no,no,notckd +17,60,1.025,0,0,normal,normal,notpresent,notpresent,114,50,1.0,135,4.9,14.2,51,7200,5.9,no,no,no,good,no,no,notckd +58,80,1.025,0,0,normal,normal,notpresent,notpresent,131,18,1.1,141,3.5,15.8,53,6800,6.1,no,no,no,good,no,no,notckd diff --git a/howToUse b/howToUse new file mode 100644 index 0000000..448c525 --- /dev/null +++ b/howToUse @@ -0,0 +1,19 @@ +To run my docker Image: + +1. To search for my repository: + docker search umair + +2. To pull the repository: + docker pull umairhanif00/umair:docker_assignment + +*** Make sure that your port is open before running it. *** + +3. To run the repository: + docker run -d -p 8888:8888 umairhanif00/umair + +If error occurs, run the following commands: + docker ps ---> To check containers. + docker stop ---> To stop the container id on which port is running. + +4. After running the repository, open your browser and enter the following link: + https://localhost:8888/