From d339a7bf6a6d1df4620818b7d0a488d2d465b6f6 Mon Sep 17 00:00:00 2001 From: umairhanif00 Date: Fri, 17 Mar 2017 12:54:16 +0500 Subject: [PATCH 1/3] Assessment01_Umair_Hanif_Python --- Assessment_01_Umair_Hanif.ipynb | 208 ++++++++++++++++ clean_chronic_kidney_disease.csv | 399 +++++++++++++++++++++++++++++++ 2 files changed, 607 insertions(+) create mode 100644 Assessment_01_Umair_Hanif.ipynb create mode 100644 clean_chronic_kidney_disease.csv 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": 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6040adf4552f0de4be8db3d9bf9f66677365bce2 Mon Sep 17 00:00:00 2001 From: umairhanif00 Date: Mon, 20 Mar 2017 11:13:51 +0500 Subject: [PATCH 3/3] Umair_Hanif_Assignment_python_1