From 408d935ce9032eb2ee2bf20ec1dc7ddd50d09ea4 Mon Sep 17 00:00:00 2001 From: hifsa-tahreem Date: Mon, 20 Mar 2017 11:14:17 +0500 Subject: [PATCH 1/3] Created directory --- HifsaTahreem_Isb_Python_Assigment_1/dummy.txt | 1 + 1 file changed, 1 insertion(+) create mode 100644 HifsaTahreem_Isb_Python_Assigment_1/dummy.txt diff --git a/HifsaTahreem_Isb_Python_Assigment_1/dummy.txt b/HifsaTahreem_Isb_Python_Assigment_1/dummy.txt new file mode 100644 index 0000000..f59170e --- /dev/null +++ b/HifsaTahreem_Isb_Python_Assigment_1/dummy.txt @@ -0,0 +1 @@ +This is dummy file. From 44c0bf8519f9ce161aeef9dca0a705918e6ba0fc Mon Sep 17 00:00:00 2001 From: hifsa-tahreem Date: Mon, 20 Mar 2017 12:14:24 +0500 Subject: [PATCH 2/3] dummy --- test | 1 + 1 file changed, 1 insertion(+) create mode 100644 test diff --git a/test b/test new file mode 100644 index 0000000..5c3118d --- /dev/null +++ b/test @@ -0,0 +1 @@ +dummy file From 5875786cf633e45762fcb7ab5c2aed0665e204a1 Mon Sep 17 00:00:00 2001 From: hifsa-tahreem Date: Mon, 20 Mar 2017 12:18:57 +0500 Subject: [PATCH 3/3] Uploading Python Assessment One --- .../HifsaTahreem_ISB_Python_Asignment_1.ipynb | 779 ++++++++++++++++++ .../clean_chronic_kidney_disease.csv | 402 +++++++++ 2 files changed, 1181 insertions(+) create mode 100644 HifsaTahreem_Isb_Python_Assigment_1/HifsaTahreem_ISB_Python_Asignment_1.ipynb create mode 100644 HifsaTahreem_Isb_Python_Assigment_1/clean_chronic_kidney_disease.csv diff --git a/HifsaTahreem_Isb_Python_Assigment_1/HifsaTahreem_ISB_Python_Asignment_1.ipynb b/HifsaTahreem_Isb_Python_Assigment_1/HifsaTahreem_ISB_Python_Asignment_1.ipynb new file mode 100644 index 0000000..a70763f --- /dev/null +++ b/HifsaTahreem_Isb_Python_Assigment_1/HifsaTahreem_ISB_Python_Asignment_1.ipynb @@ -0,0 +1,779 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Load the dataset to pandas dataframe and print names of columns" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index([u'age', u'bp', u'sg', u'al', u'su', u'rbc', u'pc', u'pcc', u'ba',\n", + " u'bgr', u'bu', u'sc', u'sod', u'pot', u'hemo', u'pcv', u'wbcc', u'rbcc',\n", + " u'htn', u'dm', u'cad', u'appet', u'pe', u'ane', u'class'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "Location = 'chronic_kidney_disease_updated.csv'\n", + "df = pd.read_csv(Location) #Load dataset \n", + "print df.columns # print names of columns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Display first 5 rows in the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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agebpsgalsurbcpcpccbabgr...pcvwbccrbcchtndmcadappetpeaneclass
0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
148801.02010?normalnotpresentnotpresent121...4478005.2yesyesnogoodnonockd
27501.02040?normalnotpresentnotpresent?...386000?nononogoodnonockd
362801.01023normalnormalnotpresentnotpresent423...317500?noyesnopoornoyesckd
448701.00540normalabnormalpresentnotpresent117...3267003.9yesnonopooryesyesckd
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5 rows × 25 columns

\n", + "
" + ], + "text/plain": [ + " age bp sg al su rbc pc pcc ba bgr \\\n", + "0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "1 48 80 1.020 1 0 ? normal notpresent notpresent 121 \n", + "2 7 50 1.020 4 0 ? normal notpresent notpresent ? \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", + "\n", + " ... pcv wbcc rbcc htn dm cad appet pe ane class \n", + "0 ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "1 ... 44 7800 5.2 yes yes no good no no ckd \n", + "2 ... 38 6000 ? no no no good no no ckd \n", + "3 ... 31 7500 ? no yes no poor no yes ckd \n", + "4 ... 32 6700 3.9 yes no no poor yes yes ckd \n", + "\n", + "[5 rows x 25 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(n=5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Check if dataset is in cleaned form else clean it. Check Diabetes Mellitus(dm) variable and print what type of values it has." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([nan, 'yes', 'no', ' yes', '\\tno', '\\tyes', '?'], dtype=object)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['dm'].unique()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. The dataset is not in clean form. Write a function that takes pandas dataframe as an input, remove these characters i-e ( \"\\t\", \" \") from the string value and replace with \"nan\" if the string value has only unicode characters i-e (\"?\"). The function should apply this transformation to all columns in dataframe and for cross check display unique values of Diabetes Mellitus(dm)." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "age object\n", + "bp object\n", + "sg object\n", + "al object\n", + "su object\n", + "rbc object\n", + "pc object\n", + "pcc object\n", + "ba object\n", + "bgr object\n", + "bu object\n", + "sc object\n", + "sod object\n", + "pot object\n", + "hemo object\n", + "pcv object\n", + "wbcc object\n", + "rbcc object\n", + "htn object\n", + "dm object\n", + "cad object\n", + "appet object\n", + "pe object\n", + "ane object\n", + "class object\n", + "dtype: object" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes #print types of columns" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5. Change datatype to Numerical of following columns in Dataframe. columns = ['age', 'bp', 'bgr', 'bu', 'sc', 'sod', 'pot', 'hemo', 'pcv', 'wbcc', 'rbcc']¶" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "age float64\n", + "bp object\n", + "sg object\n", + "al object\n", + "su object\n", + "rbc object\n", + "pc object\n", + "pcc object\n", + "ba object\n", + "bgr object\n", + "bu object\n", + "sc object\n", + "sod object\n", + "pot object\n", + "hemo object\n", + "pcv object\n", + "wbcc object\n", + "rbcc object\n", + "htn object\n", + "dm object\n", + "cad object\n", + "appet object\n", + "pe object\n", + "ane object\n", + "class object\n", + "dtype: object\n", + "age float64\n", + "bp float64\n", + "sg object\n", + "al object\n", + "su object\n", + "rbc object\n", + "pc object\n", + "pcc object\n", + "ba object\n", + "bgr object\n", + "bu object\n", + "sc object\n", + "sod object\n", + "pot object\n", + "hemo object\n", + "pcv object\n", + "wbcc object\n", + "rbcc object\n", + "htn object\n", + "dm object\n", + "cad object\n", + "appet object\n", + "pe object\n", + "ane object\n", + "class object\n", + "dtype: object\n", + "age float64\n", + "bp float64\n", + "sg object\n", + "al object\n", + "su object\n", + "rbc object\n", + "pc object\n", + "pcc object\n", + "ba object\n", + "bgr float64\n", + "bu object\n", + "sc object\n", + "sod object\n", + "pot object\n", + "hemo object\n", + "pcv object\n", + "wbcc object\n", + "rbcc object\n", + "htn object\n", + "dm object\n", + "cad object\n", + "appet object\n", + "pe object\n", + "ane object\n", + "class object\n", + "dtype: object\n", + "age float64\n", + "bp float64\n", + "sg object\n", + "al object\n", + "su object\n", + "rbc object\n", + "pc object\n", + "pcc object\n", + "ba object\n", + "bgr float64\n", + "bu float64\n", + "sc object\n", + "sod object\n", + "pot object\n", + "hemo object\n", + "pcv object\n", + "wbcc object\n", + "rbcc object\n", + "htn object\n", + "dm object\n", + "cad object\n", + "appet object\n", + "pe object\n", + "ane object\n", + "class object\n", + "dtype: object\n", + "age float64\n", + "bp float64\n", + "sg object\n", + "al object\n", + "su object\n", + "rbc object\n", + "pc object\n", + "pcc object\n", + "ba object\n", + "bgr float64\n", + "bu float64\n", + "sc float64\n", + "sod object\n", + "pot object\n", + "hemo object\n", + "pcv object\n", + "wbcc object\n", + "rbcc object\n", + "htn object\n", + "dm object\n", + "cad object\n", + "appet object\n", + "pe object\n", + "ane object\n", + "class object\n", + "dtype: object\n", + "age float64\n", + "bp float64\n", + "sg object\n", + "al object\n", + "su object\n", + "rbc object\n", + "pc object\n", + "pcc object\n", + "ba object\n", + "bgr float64\n", + "bu float64\n", + "sc float64\n", + "sod float64\n", + "pot object\n", + "hemo object\n", + "pcv object\n", + "wbcc object\n", + "rbcc object\n", + "htn object\n", + "dm object\n", + "cad object\n", + "appet object\n", + "pe object\n", + "ane object\n", + "class object\n", + "dtype: object\n", + "age float64\n", + "bp float64\n", + "sg object\n", + "al object\n", + "su object\n", + "rbc object\n", + "pc object\n", + "pcc object\n", + "ba object\n", + "bgr float64\n", + "bu float64\n", + "sc float64\n", + "sod float64\n", + "pot float64\n", + "hemo object\n", + "pcv object\n", + "wbcc object\n", + "rbcc object\n", + "htn object\n", + "dm object\n", + "cad object\n", + "appet object\n", + "pe object\n", + "ane object\n", + "class object\n", + "dtype: object\n", + "age float64\n", + "bp float64\n", + "sg object\n", + "al object\n", + "su object\n", + "rbc object\n", + "pc object\n", + "pcc object\n", + "ba object\n", + "bgr float64\n", + "bu float64\n", + "sc float64\n", + "sod float64\n", + "pot float64\n", + "hemo float64\n", + "pcv object\n", + "wbcc object\n", + "rbcc object\n", + "htn object\n", + "dm object\n", + "cad object\n", + "appet object\n", + "pe object\n", + "ane object\n", + "class object\n", + "dtype: object\n", + "age float64\n", + "bp float64\n", + "sg object\n", + "al object\n", + "su object\n", + "rbc object\n", + "pc object\n", + "pcc object\n", + "ba object\n", + "bgr float64\n", + "bu float64\n", + "sc float64\n", + "sod float64\n", + "pot float64\n", + "hemo float64\n", + "pcv float64\n", + "wbcc object\n", + "rbcc object\n", + "htn object\n", + "dm object\n", + "cad object\n", + "appet object\n", + "pe object\n", + "ane object\n", + "class object\n", + "dtype: object\n", + "age float64\n", + "bp float64\n", + "sg object\n", + "al object\n", + "su object\n", + "rbc object\n", + "pc object\n", + "pcc object\n", + "ba object\n", + "bgr float64\n", + "bu float64\n", + "sc float64\n", + "sod float64\n", + "pot float64\n", + "hemo float64\n", + "pcv float64\n", + "wbcc float64\n", + "rbcc object\n", + "htn object\n", + "dm object\n", + "cad object\n", + "appet object\n", + "pe object\n", + "ane object\n", + "class object\n", + "dtype: object\n", + "age float64\n", + "bp float64\n", + "sg object\n", + "al object\n", + "su object\n", + "rbc object\n", + "pc object\n", + "pcc object\n", + "ba object\n", + "bgr float64\n", + "bu float64\n", + "sc float64\n", + "sod float64\n", + "pot float64\n", + "hemo float64\n", + "pcv float64\n", + "wbcc float64\n", + "rbcc float64\n", + "htn object\n", + "dm object\n", + "cad object\n", + "appet object\n", + "pe object\n", + "ane object\n", + "class object\n", + "dtype: object\n" + ] + } + ], + "source": [ + "list=['age', 'bp', 'bgr', 'bu', 'sc', 'sod', 'pot', 'hemo', 'pcv', 'wbcc', 'rbcc']\n", + "for i in list:\n", + " df[i]= pd.to_numeric(df[i],errors=\"coerce\")\n", + " print df.dtypes " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6. Count the number of normal or abnormal red blood cells people having Chronic Kidney Disease(CKD)." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "normal 0.5025\n", + "? 0.3800\n", + "abnormal 0.1175\n", + "Name: rbc, dtype: float64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['rbc'].value_counts(\"normal\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "normal 0.5025\n", + "? 0.3800\n", + "abnormal 0.1175\n", + "Name: rbc, dtype: float64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['rbc'].value_counts(\"abnormal\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7. Display maximum blood pressure having Chronic Kidney Disease(CKD)." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "class\n", + "ckd 180.0\n", + "ckd\\t 80.0\n", + "notckd 80.0\n", + "Name: bp, dtype: float64\n" + ] + } + ], + "source": [ + "print df.groupby('class').bp.max()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 8. Create a csv file of cleaned data in dataframe with name \"clean_chronic_kidney_disease.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "',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\\n0,,,,,,,,,,,,,,,,,,,,,,,,,\\n1,48.0,80.0,1.020,1,0,?,normal,notpresent,notpresent,121.0,36.0,1.2,,,15.4,44.0,7800.0,5.2,yes,yes,no,good,no,no,ckd\\n2,7.0,50.0,1.020,4,0,?,normal,notpresent,notpresent,,18.0,0.8,,,11.3,38.0,6000.0,,no,no,no,good,no,no,ckd\\n3,62.0,80.0,1.010,2,3,normal,normal,notpresent,notpresent,423.0,53.0,1.8,,,9.6,31.0,7500.0,,no,yes,no,poor,no,yes,ckd\\n4,48.0,70.0,1.005,4,0,normal,abnormal,present,notpresent,117.0,56.0,3.8,111.0,2.5,11.2,32.0,6700.0,3.9,yes,no,no,poor,yes,yes,ckd\\n5,51.0,80.0,1.010,2,0,normal,normal,notpresent,notpresent,106.0,26.0,1.4,,,11.6,35.0,7300.0,4.6,no,no,no,good,no,no,ckd\\n6,60.0,90.0,1.015,3,0,?,?,notpresent,notpresent,74.0,25.0,1.1,142.0,3.2,12.2,39.0,7800.0,4.4,yes,yes,no,good,yes,no,ckd\\n7,68.0,70.0,1.010,0,0,?,normal,notpresent,notpresent,100.0,54.0,24.0,104.0,4.0,12.4,36.0,,,no,no,no,good,no,no,ckd\\n8,24.0,,1.015,2,4,normal,abnormal,notpresent,notpresent,410.0,31.0,1.1,,,12.4,44.0,6900.0,5.0,no,yes,no,good,yes,no,ckd\\n9,52.0,100.0,1.015,3,0,normal,abnormal,present,notpresent,138.0,60.0,1.9,,,10.8,33.0,9600.0,4.0,yes,yes,no,good,no,yes,ckd\\n10,53.0,90.0,1.020,2,0,abnormal,abnormal,present,notpresent,70.0,107.0,7.2,114.0,3.7,9.5,29.0,12100.0,3.7,yes,yes,no,poor,no,yes,ckd\\n11,50.0,60.0,1.010,2,4,?,abnormal,present,notpresent,490.0,55.0,4.0,,,9.4,28.0,,,yes,yes,no,good,no,yes,ckd\\n12,63.0,70.0,1.010,3,0,abnormal,abnormal,present,notpresent,380.0,60.0,2.7,131.0,4.2,10.8,32.0,4500.0,3.8,yes,yes,no,poor,yes,no,ckd\\n13,68.0,70.0,1.015,3,1,?,normal,present,notpresent,208.0,72.0,2.1,138.0,5.8,9.7,28.0,12200.0,3.4,yes,yes,yes,poor,yes,no,ckd\\n14,68.0,70.0,?,?,?,?,?,notpresent,notpresent,98.0,86.0,4.6,135.0,3.4,9.8,,,,yes,yes,yes,poor,yes,no,ckd\\n15,68.0,80.0,1.010,3,2,normal,abnormal,present,present,157.0,90.0,4.1,130.0,6.4,5.6,16.0,11000.0,2.6,yes,yes,yes,poor,yes,no,ckd\\n16,40.0,80.0,1.015,3,0,?,normal,notpresent,notpresent,76.0,162.0,9.6,141.0,4.9,7.6,24.0,3800.0,2.8,yes,no,no,good,no,yes,ckd\\n17,47.0,70.0,1.015,2,0,?,normal,notpresent,notpresent,99.0,46.0,2.2,138.0,4.1,12.6,,,,no,no,no,good,no,no,ckd\\n18,47.0,80.0,?,?,?,?,?,notpresent,notpresent,114.0,87.0,5.2,139.0,3.7,12.1,,,,yes,no,no,poor,no,no,ckd\\n19,60.0,100.0,1.025,0,3,?,normal,notpresent,notpresent,263.0,27.0,1.3,135.0,4.3,12.7,37.0,11400.0,4.3,yes,yes,yes,good,no,no,ckd\\n20,62.0,60.0,1.015,1,0,?,abnormal,present,notpresent,100.0,31.0,1.6,,,10.3,30.0,5300.0,3.7,yes,no,yes,good,no,no,ckd\\n21,61.0,80.0,1.015,2,0,abnormal,abnormal,notpresent,notpresent,173.0,148.0,3.9,135.0,5.2,7.7,24.0,9200.0,3.2,yes,yes,yes,poor,yes,yes,ckd\\n22,60.0,90.0,?,?,?,?,?,notpresent,notpresent,,180.0,76.0,4.5,,10.9,32.0,6200.0,3.6,yes,yes,yes,good,no,no,ckd\\n23,48.0,80.0,1.025,4,0,normal,abnormal,notpresent,notpresent,95.0,163.0,7.7,136.0,3.8,9.8,32.0,6900.0,3.4,yes,no,no,good,no,yes,ckd\\n24,21.0,70.0,1.010,0,0,?,normal,notpresent,notpresent,,,,,,,,,,no,no,no,poor,no,yes,ckd\\n25,42.0,100.0,1.015,4,0,normal,abnormal,notpresent,present,,50.0,1.4,129.0,4.0,11.1,39.0,8300.0,4.6,yes,no,no,poor,no,no,ckd\\n26,61.0,60.0,1.025,0,0,?,normal,notpresent,notpresent,108.0,75.0,1.9,141.0,5.2,9.9,29.0,8400.0,3.7,yes,yes,no,good,no,yes,ckd\\n27,75.0,80.0,1.015,0,0,?,normal,notpresent,notpresent,156.0,45.0,2.4,140.0,3.4,11.6,35.0,10300.0,4.0,yes,yes,no,poor,no,no,ckd\\n28,69.0,70.0,1.010,3,4,normal,abnormal,notpresent,notpresent,264.0,87.0,2.7,130.0,4.0,12.5,37.0,9600.0,4.1,yes,yes,yes,good,yes,no,ckd\\n29,75.0,70.0,?,1,3,?,?,notpresent,notpresent,123.0,31.0,1.4,,,,,,,no,yes,no,good,no,no,ckd\\n30,68.0,70.0,1.005,1,0,abnormal,abnormal,present,notpresent,,28.0,1.4,,,12.9,38.0,,,no,no,yes,good,no,no,ckd\\n31,,70.0,?,?,?,?,?,notpresent,notpresent,93.0,155.0,7.3,132.0,4.9,,,,,yes, yes,no,good,no,no,ckd\\n32,73.0,90.0,1.015,3,0,?,abnormal,present,notpresent,107.0,33.0,1.5,141.0,4.6,10.1,30.0,7800.0,4.0,no,no,no,poor,no,no,ckd\\n33,61.0,90.0,1.010,1,1,?,normal,notpresent,notpresent,159.0,39.0,1.5,133.0,4.9,11.3,34.0,9600.0,4.0,yes,yes,no,poor,no,no,ckd\\n34,60.0,100.0,1.020,2,0,abnormal,abnormal,notpresent,notpresent,140.0,55.0,2.5,,,10.1,29.0,,,yes,no,no,poor,no,no,ckd\\n35,70.0,70.0,1.010,1,0,normal,?,present,present,171.0,153.0,5.2,,,,,,,no,yes,no,poor,no,no,ckd\\n36,65.0,90.0,1.020,2,1,abnormal,normal,notpresent,notpresent,270.0,39.0,2.0,,,12.0,36.0,9800.0,4.9,yes,yes,no,poor,no,yes,ckd\\n37,76.0,70.0,1.015,1,0,normal,normal,notpresent,notpresent,92.0,29.0,1.8,133.0,3.9,10.3,32.0,,,yes,no,no,good,no,no,ckd\\n38,72.0,80.0,?,?,?,?,?,notpresent,notpresent,137.0,65.0,3.4,141.0,4.7,9.7,28.0,6900.0,2.5,yes,yes,no,poor,no,yes,ckd\\t\\n39,69.0,80.0,1.020,3,0,abnormal,normal,notpresent,notpresent,,103.0,4.1,132.0,5.9,12.5,,,,yes,no,no,good,no,no,ckd\\n40,82.0,80.0,1.010,2,2,normal,?,notpresent,notpresent,140.0,70.0,3.4,136.0,4.2,13.0,40.0,9800.0,4.2,yes,yes,no,good,no,no,ckd\\n41,46.0,90.0,1.010,2,0,normal,abnormal,notpresent,notpresent,99.0,80.0,2.1,,,11.1,32.0,9100.0,4.1,yes,no,\\tno,good,no,no,ckd\\n42,45.0,70.0,1.010,0,0,?,normal,notpresent,notpresent,,20.0,0.7,,,,,,,no,no,no,good,yes,no,ckd\\n43,47.0,100.0,1.010,0,0,?,normal,notpresent,notpresent,204.0,29.0,1.0,139.0,4.2,9.7,33.0,9200.0,4.5,yes,no,no,good,no,yes,ckd\\n44,35.0,80.0,1.010,1,0,abnormal,?,notpresent,notpresent,79.0,202.0,10.8,134.0,3.4,7.9,24.0,7900.0,3.1,no,yes,no,good,no,no,ckd\\n45,54.0,80.0,1.010,3,0,abnormal,abnormal,notpresent,notpresent,207.0,77.0,6.3,134.0,4.8,9.7,28.0,,,yes,yes,no,poor,yes,no,ckd\\n46,54.0,80.0,1.020,3,0,?,abnormal,notpresent,notpresent,208.0,89.0,5.9,130.0,4.9,9.3,,,,yes,yes,no,poor,yes,no,ckd\\n47,48.0,70.0,1.015,0,0,?,normal,notpresent,notpresent,124.0,24.0,1.2,142.0,4.2,12.4,37.0,6400.0,4.7,no,yes,no,good,no,no,ckd\\n48,11.0,80.0,1.010,3,0,?,normal,notpresent,notpresent,,17.0,0.8,,,15.0,45.0,8600.0,,no,no,no,good,no,no,ckd\\n49,73.0,70.0,1.005,0,0,normal,normal,notpresent,notpresent,70.0,32.0,0.9,125.0,4.0,10.0,29.0,18900.0,3.5,yes,yes,no,good,yes,no,ckd\\n50,60.0,70.0,1.010,2,0,normal,abnormal,present,notpresent,144.0,72.0,3.0,,,9.7,29.0,21600.0,3.5,yes,yes,no,poor,no,yes,ckd\\n51,53.0,60.0,?,?,?,?,?,notpresent,notpresent,91.0,114.0,3.25,142.0,4.3,8.6,28.0,11000.0,3.8,yes,yes,no,poor,yes,yes,ckd\\n52,54.0,100.0,1.015,3,0,?,normal,present,notpresent,162.0,66.0,1.6,136.0,4.4,10.3,33.0,,,yes,yes,no,poor,yes,no,ckd\\n53,53.0,90.0,1.015,0,0,?,normal,notpresent,notpresent,,38.0,2.2,,,10.9,34.0,4300.0,3.7,no,no,no,poor,no,yes,ckd\\n54,62.0,80.0,1.015,0,5,?,?,notpresent,notpresent,246.0,24.0,1.0,,,13.6,40.0,8500.0,4.7,yes,yes,no,good,no,no,ckd\\n55,63.0,80.0,1.010,2,2,normal,?,notpresent,notpresent,,,3.4,136.0,4.2,13.0,40.0,9800.0,4.2,yes,no,yes,good,no,no,ckd\\n56,35.0,80.0,1.005,3,0,abnormal,normal,notpresent,notpresent,,,,,,9.5,28.0,,,no,no,no,good,yes,no,ckd\\n57,76.0,70.0,1.015,3,4,normal,abnormal,present,notpresent,,164.0,9.7,131.0,4.4,10.2,30.0,11300.0,3.4,yes,yes,yes,poor,yes,no,ckd\\n58,76.0,90.0,?,?,?,?,normal,notpresent,notpresent,93.0,155.0,7.3,132.0,4.9,,,,,yes,yes,yes,poor,no,no,ckd\\n59,73.0,80.0,1.020,2,0,abnormal,abnormal,notpresent,notpresent,253.0,142.0,4.6,138.0,5.8,10.5,33.0,7200.0,4.3,yes,yes,yes,good,no,no,ckd\\n60,59.0,100.0,?,?,?,?,?,notpresent,notpresent,,96.0,6.4,,,6.6,,,,yes,yes,no,good,no,yes,ckd\\n61,67.0,90.0,1.020,1,0,?,abnormal,present,notpresent,141.0,66.0,3.2,138.0,6.6,,,,,yes,no,no,good,no,no,ckd\\n62,67.0,80.0,1.010,1,3,normal,abnormal,notpresent,notpresent,182.0,391.0,32.0,163.0,39.0,,,,,no,no,no,good,yes,no,ckd\\n63,15.0,60.0,1.020,3,0,?,normal,notpresent,notpresent,86.0,15.0,0.6,138.0,4.0,11.0,33.0,7700.0,3.8,yes,yes,no,good,no,no,ckd\\n64,46.0,70.0,1.015,1,0,abnormal,normal,notpresent,notpresent,150.0,111.0,6.1,131.0,3.7,7.5,27.0,,,no,no,no,good,no,yes,ckd\\n65,55.0,80.0,1.010,0,0,?,normal,notpresent,notpresent,146.0,,,,,9.8,,,,no,no,\\tno,good,no,no,ckd\\n66,44.0,90.0,1.010,1,0,?,normal,notpresent,notpresent,,20.0,1.1,,,15.0,48.0,,,no,\\tno,no,good,no,no,ckd\\n67,67.0,70.0,1.020,2,0,abnormal,normal,notpresent,notpresent,150.0,55.0,1.6,131.0,4.8,,,,,yes,yes,no,good,yes,no,ckd\\n68,45.0,80.0,1.020,3,0,normal,abnormal,notpresent,notpresent,425.0,,,,,,,,,no,no,no,poor,no,no,ckd\\n69,65.0,70.0,1.010,2,0,?,normal,present,notpresent,112.0,73.0,3.3,,,10.9,37.0,,,no,no,no,good,no,no,ckd\\n70,26.0,70.0,1.015,0,4,?,normal,notpresent,notpresent,250.0,20.0,1.1,,,15.6,52.0,6900.0,6.0,no,yes,no,good,no,no,ckd\\n71,61.0,80.0,1.015,0,4,?,normal,notpresent,notpresent,360.0,19.0,0.7,137.0,4.4,15.2,44.0,8300.0,5.2,yes,yes,no,good,no,no,ckd\\n72,46.0,60.0,1.010,1,0,normal,normal,notpresent,notpresent,163.0,92.0,3.3,141.0,4.0,9.8,28.0,14600.0,3.2,yes,yes,no,good,no,no,ckd\\n73,64.0,90.0,1.010,3,3,?,abnormal,present,notpresent,,35.0,1.3,,,10.3,,,,yes,yes,no,good,yes,no,ckd\\n74,,100.0,1.015,2,0,abnormal,abnormal,notpresent,notpresent,129.0,107.0,6.7,132.0,4.4,4.8,14.0,6300.0,,yes,no,no,good,yes,yes,ckd\\n75,56.0,90.0,1.015,2,0,abnormal,abnormal,notpresent,notpresent,129.0,107.0,6.7,131.0,4.8,9.1,29.0,6400.0,3.4,yes,no,no,good,no,no,ckd\\n76,5.0,,1.015,1,0,?,normal,notpresent,notpresent,,16.0,0.7,138.0,3.2,8.1,,,,no,no,no,good,no,yes,ckd\\n77,48.0,80.0,1.005,4,0,abnormal,abnormal,notpresent,present,133.0,139.0,8.5,132.0,5.5,10.3,36.0,6200.0,4.0,no,yes,no,good,yes,no,ckd\\n78,67.0,70.0,1.010,1,0,?,normal,notpresent,notpresent,102.0,48.0,3.2,137.0,5.0,11.9,34.0,7100.0,3.7,yes,yes,no,good,yes,no,ckd\\n79,70.0,80.0,?,?,?,?,?,notpresent,notpresent,158.0,85.0,3.2,141.0,3.5,10.1,30.0,,,yes,no,no,good,yes,no,ckd\\n80,56.0,80.0,1.010,1,0,?,normal,notpresent,notpresent,165.0,55.0,1.8,,,13.5,40.0,11800.0,5.0,yes,yes,no,poor,yes,no,ckd\\n81,74.0,80.0,1.010,0,0,?,normal,notpresent,notpresent,132.0,98.0,2.8,133.0,5.0,10.8,31.0,9400.0,3.8,yes,yes,no,good,no,no,ckd\\n82,45.0,90.0,?,?,?,?,?,notpresent,notpresent,360.0,45.0,2.4,128.0,4.4,8.3,29.0,5500.0,3.7,yes,yes,no,good,no,no,ckd\\n83,38.0,70.0,?,?,?,?,?,notpresent,notpresent,104.0,77.0,1.9,140.0,3.9,,,,,yes,no,no,poor,yes,no,ckd\\n84,48.0,70.0,1.015,1,0,normal,normal,notpresent,notpresent,127.0,19.0,1.0,134.0,3.6,,,,,yes,yes,no,good,no,no,ckd\\n85,59.0,70.0,1.010,3,0,normal,abnormal,notpresent,notpresent,76.0,186.0,15.0,135.0,7.6,7.1,22.0,3800.0,2.1,yes,no,no,poor,yes,yes,ckd\\n86,70.0,70.0,1.015,2,?,?,?,notpresent,notpresent,,46.0,1.5,,,9.9,,,,no,yes,no,poor,yes,no,ckd\\n87,56.0,80.0,?,?,?,?,?,notpresent,notpresent,415.0,37.0,1.9,,,,,,,no,yes,no,good,no,no,ckd\\n88,70.0,100.0,1.005,1,0,normal,abnormal,present,notpresent,169.0,47.0,2.9,,,11.1,32.0,5800.0,5.0,yes,yes,no,poor,no,no,ckd\\n89,58.0,110.0,1.010,4,0,?,normal,notpresent,notpresent,251.0,52.0,2.2,,,,,13200.0,4.7,yes,\\tyes,no,good,no,no,ckd\\n90,50.0,70.0,1.020,0,0,?,normal,notpresent,notpresent,109.0,32.0,1.4,139.0,4.7,,,,,no,no,no,poor,no,no,ckd\\n91,63.0,100.0,1.010,2,2,normal,normal,notpresent,present,280.0,35.0,3.2,143.0,3.5,13.0,40.0,9800.0,4.2,yes,no,yes,good,no,no,ckd\\n92,56.0,70.0,1.015,4,1,abnormal,normal,notpresent,notpresent,210.0,26.0,1.7,136.0,3.8,16.1,52.0,12500.0,5.6,no,no,no,good,no,no,ckd\\n93,71.0,70.0,1.010,3,0,normal,abnormal,present,present,219.0,82.0,3.6,133.0,4.4,10.4,33.0,5600.0,3.6,yes,yes,yes,good,no,no,ckd\\n94,73.0,100.0,1.010,3,2,abnormal,abnormal,present,notpresent,295.0,90.0,5.6,140.0,2.9,9.2,30.0,7000.0,3.2,yes,yes,yes,poor,no,no,ckd\\n95,65.0,70.0,1.010,0,0,?,normal,notpresent,notpresent,93.0,66.0,1.6,137.0,4.5,11.6,36.0,11900.0,3.9,no,yes,no,good,no,no,ckd\\n96,62.0,90.0,1.015,1,0,?,normal,notpresent,notpresent,94.0,25.0,1.1,131.0,3.7,,,,,yes,no,no,good,yes,yes,ckd\\n97,60.0,80.0,1.010,1,1,?,normal,notpresent,notpresent,172.0,32.0,2.7,,,11.2,36.0,,,no,yes,yes,poor,no,no,ckd\\n98,65.0,60.0,1.015,1,0,?,normal,notpresent,notpresent,91.0,51.0,2.2,132.0,3.8,10.0,32.0,9100.0,4.0,yes,yes,no,poor,yes,no,ckd\\n99,50.0,140.0,?,?,?,?,?,notpresent,notpresent,101.0,106.0,6.5,135.0,4.3,6.2,18.0,5800.0,2.3,yes,yes,no,poor,no,yes,ckd\\n100,56.0,180.0,?,0,4,?,abnormal,notpresent,notpresent,298.0,24.0,1.2,139.0,3.9,11.2,32.0,10400.0,4.2,yes,yes,no,poor,yes,no,ckd\\n101,34.0,70.0,1.015,4,0,abnormal,abnormal,notpresent,notpresent,153.0,22.0,0.9,133.0,3.8,,,,,no,no,no,good,yes,no,ckd\\n102,71.0,90.0,1.015,2,0,?,abnormal,present,present,88.0,80.0,4.4,139.0,5.7,11.3,33.0,10700.0,3.9,no,no,no,good,no,no,ckd\\n103,17.0,60.0,1.010,0,0,?,normal,notpresent,notpresent,92.0,32.0,2.1,141.0,4.2,13.9,52.0,7000.0,,no,no,no,good,no,no,ckd\\n104,76.0,70.0,1.015,2,0,normal,abnormal,present,notpresent,226.0,217.0,10.2,,,10.2,36.0,12700.0,4.2,yes,no,no,poor,yes,yes,ckd\\n105,55.0,90.0,?,?,?,?,?,notpresent,notpresent,143.0,88.0,2.0,,,,,,,yes,yes,no,poor,yes,no,ckd\\n106,65.0,80.0,1.015,0,0,?,normal,notpresent,notpresent,115.0,32.0,11.5,139.0,4.0,14.1,42.0,6800.0,5.2,no,no,no,good,no,no,ckd\\n107,50.0,90.0,?,?,?,?,?,notpresent,notpresent,89.0,118.0,6.1,127.0,4.4,6.0,17.0,6500.0,,yes,yes,no,good,yes,yes,ckd\\n108,55.0,100.0,1.015,1,4,normal,?,notpresent,notpresent,297.0,53.0,2.8,139.0,4.5,11.2,34.0,13600.0,4.4,yes,yes,no,good,no,no,ckd\\n109,45.0,80.0,1.015,0,0,?,abnormal,notpresent,notpresent,107.0,15.0,1.0,141.0,4.2,11.8,37.0,10200.0,4.2,no,no,no,good,no,no,ckd\\n110,54.0,70.0,?,?,?,?,?,notpresent,notpresent,233.0,50.1,1.9,,,11.7,,,,no,yes,no,good,no,no,ckd\\n111,63.0,90.0,1.015,0,0,?,normal,notpresent,notpresent,123.0,19.0,2.0,142.0,3.8,11.7,34.0,11400.0,4.7,no,no,no,good,no,no,ckd\\n112,65.0,80.0,1.010,3,3,?,normal,notpresent,notpresent,294.0,71.0,4.4,128.0,5.4,10.0,32.0,9000.0,3.9,yes,yes,yes,good,no,no,ckd\\n113,,60.0,1.015,3,0,abnormal,abnormal,notpresent,notpresent,,34.0,1.2,,,10.8,33.0,,,no,no,no,good,no,no,ckd\\n114,61.0,90.0,1.015,0,2,?,normal,notpresent,notpresent,,,,,,,,9800.0,,no,yes,no,poor,no,yes,ckd\\n115,12.0,60.0,1.015,3,0,abnormal,abnormal,present,notpresent,,51.0,1.8,,,12.1,,10300.0,,no,no,no,good,no,no,ckd\\n116,47.0,80.0,1.010,0,0,?,abnormal,notpresent,notpresent,,28.0,0.9,,,12.4,44.0,5600.0,4.3,no,no,no,good,no,yes,ckd\\n117,,70.0,1.015,4,0,abnormal,normal,notpresent,notpresent,104.0,16.0,0.5,,,,,,,no,no,no,good,yes,no,ckd\\n118,,70.0,1.020,0,0,?,?,notpresent,notpresent,219.0,36.0,1.3,139.0,3.7,12.5,37.0,9800.0,4.4,no,no,no,good,no,no,ckd\\n119,55.0,70.0,1.010,3,0,?,normal,notpresent,notpresent,99.0,25.0,1.2,,,11.4,,,,no,no,no,poor,yes,no,ckd\\n120,60.0,70.0,1.010,0,0,?,normal,notpresent,notpresent,140.0,27.0,1.2,,,,,,,no,no,no,good,no,no,ckd\\n121,72.0,90.0,1.025,1,3,?,normal,notpresent,notpresent,323.0,40.0,2.2,137.0,5.3,12.6,,,,no,yes,yes,poor,no,no,ckd\\n122,54.0,60.0,?,3,?,?,?,notpresent,notpresent,125.0,21.0,1.3,137.0,3.4,15.0,46.0,,,yes,yes,no,good,yes,no,ckd\\n123,34.0,70.0,?,?,?,?,?,notpresent,notpresent,,219.0,12.2,130.0,3.8,6.0,,,,yes,no,no,good,no,yes,ckd\\n124,43.0,80.0,1.015,2,3,?,abnormal,present,present,,30.0,1.1,,,14.0,42.0,14900.0,,no,no,no,good,no,no,ckd\\n125,65.0,100.0,1.015,0,0,?,normal,notpresent,notpresent,90.0,98.0,2.5,,,9.1,28.0,5500.0,3.6,yes,no,no,good,no,no,ckd\\n126,72.0,90.0,?,?,?,?,?,notpresent,notpresent,308.0,36.0,2.5,131.0,4.3,,,,,yes,yes,no,poor,no,no,ckd\\n127,70.0,90.0,1.015,0,0,?,normal,notpresent,notpresent,144.0,125.0,4.0,136.0,4.6,12.0,37.0,8200.0,4.5,yes,yes,no,poor,yes,no,ckd\\n128,71.0,60.0,1.015,4,0,normal,normal,notpresent,notpresent,118.0,125.0,5.3,136.0,4.9,11.4,35.0,15200.0,4.3,yes,yes,no,poor,yes,no,ckd\\n129,52.0,90.0,1.015,4,3,normal,abnormal,notpresent,notpresent,224.0,166.0,5.6,133.0,47.0,8.1,23.0,5000.0,2.9,yes,yes,no,good,no,yes,ckd\\n130,75.0,70.0,1.025,1,0,?,normal,notpresent,notpresent,158.0,49.0,1.4,135.0,4.7,11.1,,,,yes,no,no,poor,yes,no,ckd\\n131,50.0,90.0,1.010,2,0,normal,abnormal,present,present,128.0,208.0,9.2,134.0,4.8,8.2,22.0,16300.0,2.7,no,no,no,poor,yes,yes,ckd\\n132,5.0,50.0,1.010,0,0,?,normal,notpresent,notpresent,,25.0,0.6,,,11.8,36.0,12400.0,,no,no,no,good,no,no,ckd\\n133,50.0,,?,?,?,normal,?,notpresent,notpresent,219.0,176.0,13.8,136.0,4.5,8.6,24.0,13200.0,2.7,yes,no,no,good,yes,yes,ckd\\n134,70.0,100.0,1.015,4,0,normal,normal,notpresent,notpresent,118.0,125.0,5.3,136.0,4.9,12.0,37.0,8400.0,8.0,yes,no,no,good,no,no,ckd\\n135,47.0,100.0,1.010,?,?,normal,?,notpresent,notpresent,122.0,,16.9,138.0,5.2,10.8,33.0,10200.0,3.8,no,yes,no,good,no,no,ckd\\n136,48.0,80.0,1.015,0,2,?,normal,notpresent,notpresent,214.0,24.0,1.3,140.0,4.0,13.2,39.0,,,no,yes,no,poor,no,no,ckd\\n137,46.0,90.0,1.020,?,?,?,normal,notpresent,notpresent,213.0,68.0,2.8,146.0,6.3,9.3,,,,yes,yes,no,good,no,no,ckd\\n138,45.0,60.0,1.010,2,0,normal,abnormal,present,notpresent,268.0,86.0,4.0,134.0,5.1,10.0,29.0,9200.0,,yes,yes,no,good,no,no,ckd\\n139,73.0,,1.010,1,0,?,?,notpresent,notpresent,95.0,51.0,1.6,142.0,3.5,,,,,no,\\tno,no,good,no,no,ckd\\n140,41.0,70.0,1.015,2,0,?,abnormal,notpresent,present,,68.0,2.8,132.0,4.1,11.1,33.0,,,yes,no,no,good,yes,yes,ckd\\n141,69.0,70.0,1.010,0,4,?,normal,notpresent,notpresent,256.0,40.0,1.2,142.0,5.6,,,,,no,no,no,good,no,no,ckd\\n142,67.0,70.0,1.010,1,0,normal,normal,notpresent,notpresent,,106.0,6.0,137.0,4.9,6.1,19.0,6500.0,,yes,no,no,good,no,yes,ckd\\n143,72.0,90.0,?,?,?,?,?,notpresent,notpresent,84.0,145.0,7.1,135.0,5.3,,,,,no,yes,no,good,no,no,ckd\\n144,41.0,80.0,1.015,1,4,abnormal,normal,notpresent,notpresent,210.0,165.0,18.0,135.0,4.7,,,,,no,yes,no,good,no,no,ckd\\n145,60.0,90.0,1.010,2,0,abnormal,normal,notpresent,notpresent,105.0,53.0,2.3,136.0,5.2,11.1,33.0,10500.0,4.1,no,no,no,good,no,no,ckd\\n146,57.0,90.0,1.015,5,0,abnormal,abnormal,notpresent,present,,322.0,13.0,126.0,4.8,8.0,24.0,4200.0,3.3,yes,yes,yes,poor,yes,yes,ckd\\n147,53.0,100.0,1.010,1,3,abnormal,normal,notpresent,notpresent,213.0,23.0,1.0,139.0,4.0,,,,,no,yes,no,good,no,no,ckd\\n148,60.0,60.0,1.010,3,1,normal,abnormal,present,notpresent,288.0,36.0,1.7,130.0,3.0,7.9,25.0,15200.0,3.0,yes,no,no,poor,no,yes,ckd\\n149,69.0,60.0,?,?,?,?,?,notpresent,notpresent,171.0,26.0,48.1,,,,,,,yes,no,no,poor,no,no,ckd\\n150,65.0,70.0,1.020,1,0,abnormal,abnormal,notpresent,notpresent,139.0,29.0,1.0,,,10.5,32.0,,,yes,no,no,good,yes,no,ckd\\n151,8.0,60.0,1.025,3,0,normal,normal,notpresent,notpresent,78.0,27.0,0.9,,,12.3,41.0,6700.0,,no,no,no,poor,yes,no,ckd\\n152,76.0,90.0,?,?,?,?,?,notpresent,notpresent,172.0,46.0,1.7,141.0,5.5,9.6,30.0,,,yes,yes,no,good,no,yes,ckd\\n153,39.0,70.0,1.010,0,0,?,normal,notpresent,notpresent,121.0,20.0,0.8,133.0,3.5,10.9,32.0,,,no,yes,no,good,no,no,ckd\\n154,55.0,90.0,1.010,2,1,abnormal,abnormal,notpresent,notpresent,273.0,235.0,14.2,132.0,3.4,8.3,22.0,14600.0,2.9,yes,yes,no,poor,yes,yes,ckd\\n155,56.0,90.0,1.005,4,3,abnormal,abnormal,notpresent,notpresent,242.0,132.0,16.4,140.0,4.2,8.4,26.0,,3.0,yes,yes,no,poor,yes,yes,ckd\\n156,50.0,70.0,1.020,3,0,abnormal,normal,present,present,123.0,40.0,1.8,,,11.1,36.0,4700.0,,no,no,no,good,no,no,ckd\\n157,66.0,90.0,1.015,2,0,?,normal,notpresent,present,153.0,76.0,3.3,,,,,,,no,no,no,poor,no,no,ckd\\n158,62.0,70.0,1.025,3,0,normal,abnormal,notpresent,notpresent,122.0,42.0,1.7,136.0,4.7,12.6,39.0,7900.0,3.9,yes,yes,no,good,no,no,ckd\\n159,71.0,60.0,1.020,3,2,normal,normal,present,notpresent,424.0,48.0,1.5,132.0,4.0,10.9,31.0,,,yes,yes,yes,good,no,no,ckd\\n160,59.0,80.0,1.010,1,0,abnormal,normal,notpresent,notpresent,303.0,35.0,1.3,122.0,3.5,10.4,35.0,10900.0,4.3,no,yes,no,poor,no,no,ckd\\n161,81.0,60.0,?,?,?,?,?,notpresent,notpresent,148.0,39.0,2.1,147.0,4.2,10.9,35.0,9400.0,2.4,yes,yes,yes,poor,yes,no,ckd\\n162,62.0,,1.015,3,0,abnormal,?,notpresent,notpresent,,,,,,14.3,42.0,10200.0,4.8,yes,yes,no,good,no,no,ckd\\n163,59.0,70.0,?,?,?,?,?,notpresent,notpresent,204.0,34.0,1.5,124.0,4.1,9.8,37.0,6000.0,,no,yes,no,good,no,no,ckd\\n164,46.0,80.0,1.010,0,0,?,normal,notpresent,notpresent,160.0,40.0,2.0,140.0,4.1,9.0,27.0,8100.0,3.2,yes,no,no,poor,no,yes,ckd\\n165,14.0,,1.015,0,0,?,?,notpresent,notpresent,192.0,15.0,0.8,137.0,4.2,14.3,40.0,9500.0,5.4,no,yes,no,poor,yes,no,ckd\\n166,60.0,80.0,1.020,0,2,?,?,notpresent,notpresent,,,,,,,,,,no,yes,no,good,no,no,ckd\\n167,27.0,60.0,?,?,?,?,?,notpresent,notpresent,76.0,44.0,3.9,127.0,4.3,,,,,no,no,no,poor,yes,yes,ckd\\n168,34.0,70.0,1.020,0,0,abnormal,normal,notpresent,notpresent,139.0,19.0,0.9,,,12.7,42.0,2200.0,,no,no,no,poor,no,no,ckd\\n169,65.0,70.0,1.015,4,4,?,normal,present,notpresent,307.0,28.0,1.5,,,11.0,39.0,6700.0,,yes,yes,no,good,no,no,ckd\\n170,,70.0,1.010,0,2,?,normal,notpresent,notpresent,220.0,68.0,2.8,,,8.7,27.0,,,yes,yes,no,good,no,yes,ckd\\n171,66.0,70.0,1.015,2,5,?,normal,notpresent,notpresent,447.0,41.0,1.7,131.0,3.9,12.5,33.0,9600.0,4.4,yes,yes,no,good,no,no,ckd\\n172,83.0,70.0,1.020,3,0,normal,normal,notpresent,notpresent,102.0,60.0,2.6,115.0,5.7,8.7,26.0,12800.0,3.1,yes,no,no,poor,no,yes,ckd\\n173,62.0,80.0,1.010,1,2,?,?,notpresent,notpresent,309.0,113.0,2.9,130.0,2.5,10.6,34.0,12800.0,4.9,no,no,no,good,no,no,ckd\\n174,17.0,70.0,1.015,1,0,abnormal,normal,notpresent,notpresent,22.0,1.5,7.3,145.0,2.8,13.1,41.0,11200.0,,no,no,no,good,no,no,ckd\\n175,54.0,70.0,?,?,?,?,?,notpresent,notpresent,111.0,146.0,7.5,141.0,4.7,11.0,35.0,8600.0,4.6,no,no,no,good,no,no,ckd\\n176,60.0,50.0,1.010,0,0,?,normal,notpresent,notpresent,261.0,58.0,2.2,113.0,3.0,,,4200.0,3.4,yes,no,no,good,no,no,ckd\\n177,21.0,90.0,1.010,4,0,normal,abnormal,present,present,107.0,40.0,1.7,125.0,3.5,8.3,23.0,12400.0,3.9,no,no,no,good,no,yes,ckd\\n178,65.0,80.0,1.015,2,1,normal,normal,present,notpresent,215.0,133.0,2.5,,,13.2,41.0,,,no,yes,no,good,no,no,ckd\\n179,42.0,90.0,1.020,2,0,abnormal,abnormal,present,notpresent,93.0,153.0,2.7,139.0,4.3,9.8,34.0,9800.0,,no,no,no,poor,yes,yes,ckd\\n180,72.0,90.0,1.010,2,0,?,abnormal,present,notpresent,124.0,53.0,2.3,,,11.9,39.0,,,no,no,no,good,no,no,ckd\\n181,73.0,90.0,1.010,1,4,abnormal,abnormal,present,notpresent,234.0,56.0,1.9,,,10.3,28.0,,,no,yes,no,good,no,no,ckd\\n182,45.0,70.0,1.025,2,0,normal,abnormal,present,notpresent,117.0,52.0,2.2,136.0,3.8,10.0,30.0,19100.0,3.7,no,no,no,good,no,no,ckd\\n183,61.0,80.0,1.020,0,0,?,normal,notpresent,notpresent,131.0,23.0,0.8,140.0,4.1,11.3,35.0,,,no,no,no,good,no,no,ckd\\n184,30.0,70.0,1.015,0,0,?,normal,notpresent,notpresent,101.0,106.0,6.5,135.0,4.3,,,,,no,no,no,poor,no,no,ckd\\n185,54.0,60.0,1.015,3,2,?,abnormal,notpresent,notpresent,352.0,137.0,3.3,133.0,4.5,11.3,31.0,5800.0,3.6,yes,yes,yes,poor,yes,no,ckd\\n186,4.0,,1.020,1,0,?,normal,notpresent,notpresent,99.0,23.0,0.6,138.0,4.4,12.0,34.0,,,no,no,no,good,no,no,ckd\\n187,8.0,50.0,1.020,4,0,normal,normal,notpresent,notpresent,,46.0,1.0,135.0,3.8,,,,,no,no,no,good,yes,no,ckd\\n188,3.0,,1.010,2,0,normal,normal,notpresent,notpresent,,22.0,0.7,,,10.7,34.0,12300.0,,no,no,no,good,no,no,ckd\\n189,8.0,,?,?,?,?,?,notpresent,notpresent,80.0,66.0,2.5,142.0,3.6,12.2,38.0,,,no,\\tno,no,good,no,no,ckd\\n190,64.0,60.0,1.010,4,1,abnormal,abnormal,notpresent,present,239.0,58.0,4.3,137.0,5.4,9.5,29.0,7500.0,3.4,yes,yes,no,poor,yes,no,ckd\\n191,6.0,60.0,1.010,4,0,abnormal,abnormal,notpresent,present,94.0,67.0,1.0,135.0,4.9,9.9,30.0,16700.0,4.8,no,no,no,poor,no,no,ckd\\n192,,70.0,1.010,3,0,normal,normal,notpresent,notpresent,110.0,115.0,6.0,134.0,2.7,9.1,26.0,9200.0,3.4,yes,yes,no,poor,no,no,ckd\\n193,46.0,110.0,1.015,0,0,?,normal,notpresent,notpresent,130.0,16.0,0.9,,,,,,,no,no,no,good,no,no,ckd\\n194,32.0,90.0,1.025,1,0,abnormal,abnormal,notpresent,notpresent,,223.0,18.1,113.0,6.5,5.5,15.0,2600.0,2.8,yes,yes,no,poor,yes,yes,ckd\\n195,80.0,70.0,1.010,2,?,?,abnormal,notpresent,notpresent,,49.0,1.2,,,,,,,yes,\\tyes,no,good,no,no,ckd\\n196,70.0,90.0,1.020,2,1,abnormal,abnormal,notpresent,present,184.0,98.6,3.3,138.0,3.9,5.8,,,,yes,yes,yes,poor,no,no,ckd\\n197,49.0,100.0,1.010,3,0,abnormal,abnormal,notpresent,notpresent,129.0,158.0,11.8,122.0,3.2,8.1,24.0,9600.0,3.5,yes,yes,no,poor,yes,yes,ckd\\n198,57.0,80.0,?,?,?,?,?,notpresent,notpresent,,111.0,9.3,124.0,5.3,6.8,,4300.0,3.0,yes,yes,no,good,no,yes,ckd\\n199,59.0,100.0,1.020,4,2,normal,normal,notpresent,notpres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+ ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.to_csv()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/HifsaTahreem_Isb_Python_Assigment_1/clean_chronic_kidney_disease.csv b/HifsaTahreem_Isb_Python_Assigment_1/clean_chronic_kidney_disease.csv new file mode 100644 index 0000000..6df8d54 --- /dev/null +++ b/HifsaTahreem_Isb_Python_Assigment_1/clean_chronic_kidney_disease.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 +,,,,,,,,,,,,,,,,,,,,,,,, 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