cleansing_1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a553f90a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import arabic_reshaper\n",
    "from arabic_reshaper import reshape\n",
    "from bidi.algorithm import get_display\n",
    "import jalali_pandas\n",
    "from persiantools.jdatetime import JalaliDate, JalaliDateTime\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "48aa50d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>کد ملی / کد اتباع خارجی</th>\n",
       "      <th>تاریخ پذیرش</th>\n",
       "      <th>سن</th>\n",
       "      <th>جنسیت</th>\n",
       "      <th>نام بخش بستری</th>\n",
       "      <th>سابقه تماس با بیمار مبتلا به کرونا ویروس</th>\n",
       "      <th>جواب تست کرونا ویروس</th>\n",
       "      <th>علا ئم اولیه - تب</th>\n",
       "      <th>علا ئم اولیه - سرفه</th>\n",
       "      <th>علا ئم اولیه - درد عضلانی</th>\n",
       "      <th>...</th>\n",
       "      <th>سینا-نام واکسن مرحله 2</th>\n",
       "      <th>سینا-نام واکسن مرحله 3</th>\n",
       "      <th>سینا-نام واکسن مرحله 4</th>\n",
       "      <th>سینا-تاریخ تزریق دوز اول</th>\n",
       "      <th>سینا-تاریخ تزریق دوز دوم</th>\n",
       "      <th>سینا-تاریخ تزریق دوز سوم</th>\n",
       "      <th>سینا-تاریخ تزریق دوز چهارم</th>\n",
       "      <th>سابقه ابتلا به موکورمایکوزیس</th>\n",
       "      <th>دوز دريافت واكسن</th>\n",
       "      <th>فوت شده</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10026894.0</td>\n",
       "      <td>1400/07/03</td>\n",
       "      <td>32</td>\n",
       "      <td>مرد</td>\n",
       "      <td>بستری موقت</td>\n",
       "      <td>بلی</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ندارد</td>\n",
       "      <td>دارد</td>\n",
       "      <td>ندارد</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10061207.0</td>\n",
       "      <td>1400/05/29</td>\n",
       "      <td>52</td>\n",
       "      <td>زن</td>\n",
       "      <td>سایر (بخش های عادی)</td>\n",
       "      <td>بلی</td>\n",
       "      <td>مثبت</td>\n",
       "      <td>ندارد</td>\n",
       "      <td>دارد</td>\n",
       "      <td>ندارد</td>\n",
       "      <td>...</td>\n",
       "      <td>Covid19-sinopharm -کرونا سینوفارم</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Covid19-sinopharm -کرونا سینوفارم</td>\n",
       "      <td>1400/05/12</td>\n",
       "      <td>1400/07/29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1401/05/18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>بیمار دوز اول دریافت کرده</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10087869.0</td>\n",
       "      <td>1401/11/23</td>\n",
       "      <td>33</td>\n",
       "      <td>مرد</td>\n",
       "      <td>ویژه</td>\n",
       "      <td>بلی</td>\n",
       "      <td>منفی</td>\n",
       "      <td>ندارد</td>\n",
       "      <td>ندارد</td>\n",
       "      <td>دارد</td>\n",
       "      <td>...</td>\n",
       "      <td>Covid19-sinopharm -کرونا سینوفارم</td>\n",
       "      <td>Covid19-sinopharm -کرونا سینوفارم</td>\n",
       "      <td>SpikoGen-اسپایکوژن</td>\n",
       "      <td>1400/05/14</td>\n",
       "      <td>1400/07/10</td>\n",
       "      <td>1400/10/19</td>\n",
       "      <td>1401/04/28</td>\n",
       "      <td>خیر</td>\n",
       "      <td>دوز سوم نیز دریافت شده است</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10240691.0</td>\n",
       "      <td>1400/05/21</td>\n",
       "      <td>32</td>\n",
       "      <td>مرد</td>\n",
       "      <td>بستری موقت</td>\n",
       "      <td>خیر</td>\n",
       "      <td>مثبت</td>\n",
       "      <td>ندارد</td>\n",
       "      <td>ندارد</td>\n",
       "      <td>دارد</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10403930.0</td>\n",
       "      <td>1399/07/04</td>\n",
       "      <td>31</td>\n",
       "      <td>زن</td>\n",
       "      <td>سایر (بخش های عادی)</td>\n",
       "      <td>خیر</td>\n",
       "      <td>منفی</td>\n",
       "      <td>ندارد</td>\n",
       "      <td>دارد</td>\n",
       "      <td>ندارد</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 54 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   کد ملی / کد اتباع خارجی تاریخ پذیرش  سن جنسیت        نام بخش بستری  \\\n",
       "0               10026894.0  1400/07/03  32   مرد           بستری موقت   \n",
       "1               10061207.0  1400/05/29  52    زن  سایر (بخش های عادی)   \n",
       "2               10087869.0  1401/11/23  33   مرد                 ویژه   \n",
       "3               10240691.0  1400/05/21  32   مرد           بستری موقت   \n",
       "4               10403930.0  1399/07/04  31    زن  سایر (بخش های عادی)   \n",
       "\n",
       "  سابقه تماس با بیمار مبتلا به کرونا ویروس جواب تست کرونا ویروس  \\\n",
       "0                                      بلی                  NaN   \n",
       "1                                      بلی                 مثبت   \n",
       "2                                      بلی                 منفی   \n",
       "3                                      خیر                 مثبت   \n",
       "4                                      خیر                 منفی   \n",
       "\n",
       "  علا ئم اولیه - تب علا ئم اولیه - سرفه علا ئم اولیه - درد عضلانی  ...  \\\n",
       "0             ندارد                دارد                     ندارد  ...   \n",
       "1             ندارد                دارد                     ندارد  ...   \n",
       "2             ندارد               ندارد                      دارد  ...   \n",
       "3             ندارد               ندارد                      دارد  ...   \n",
       "4             ندارد                دارد                     ندارد  ...   \n",
       "\n",
       "              سینا-نام واکسن مرحله 2             سینا-نام واکسن مرحله 3  \\\n",
       "0                                NaN                                NaN   \n",
       "1  Covid19-sinopharm -کرونا سینوفارم                                NaN   \n",
       "2  Covid19-sinopharm -کرونا سینوفارم  Covid19-sinopharm -کرونا سینوفارم   \n",
       "3                                NaN                                NaN   \n",
       "4                                NaN                                NaN   \n",
       "\n",
       "              سینا-نام واکسن مرحله 4 سینا-تاریخ تزریق دوز اول  \\\n",
       "0                                NaN                      NaN   \n",
       "1  Covid19-sinopharm -کرونا سینوفارم               1400/05/12   \n",
       "2                 SpikoGen-اسپایکوژن               1400/05/14   \n",
       "3                                NaN                      NaN   \n",
       "4                                NaN                      NaN   \n",
       "\n",
       "  سینا-تاریخ تزریق دوز دوم سینا-تاریخ تزریق دوز سوم  \\\n",
       "0                      NaN                      NaN   \n",
       "1               1400/07/29                      NaN   \n",
       "2               1400/07/10               1400/10/19   \n",
       "3                      NaN                      NaN   \n",
       "4                      NaN                      NaN   \n",
       "\n",
       "  سینا-تاریخ تزریق دوز چهارم سابقه ابتلا به موکورمایکوزیس  \\\n",
       "0                        NaN                          NaN   \n",
       "1                 1401/05/18                          NaN   \n",
       "2                 1401/04/28                          خیر   \n",
       "3                        NaN                          NaN   \n",
       "4                        NaN                          NaN   \n",
       "\n",
       "             دوز دريافت واكسن فوت شده  \n",
       "0                         NaN       0  \n",
       "1   بیمار دوز اول دریافت کرده       0  \n",
       "2  دوز سوم نیز دریافت شده است       0  \n",
       "3                         NaN       0  \n",
       "4                         NaN       0  \n",
       "\n",
       "[5 rows x 54 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv(r'covid_0.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "850401df",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1200x1400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lab=df.isna().sum().index\n",
    "persian_lab= [get_display(reshape(lab)) for lab in lab]\n",
    "fig,ax=plt.subplots(figsize=(12,14))\n",
    "bars = ax.barh(persian_lab, df.isna().sum())\n",
    "ax.bar_label(bars)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ed355092",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(89954, 54)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4e75998c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df[df['تاریخ پذیرش']>='1400/03/31']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "13c4b46c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[(df['جواب تست کرونا ویروس']=='مثبت'),'covid']=1\n",
    "df.loc[(df['جواب تست کرونا ویروس']=='منفی'),'covid']=0\n",
    "df.loc[(df['جواب تست کرونا ویروس']=='در حال پیگیری')& (df['سی تی اسکن']=='علائم دارد'),'covid']=1\n",
    "df.loc[(df['جواب تست کرونا ویروس'].isnull()==True)& (df['سی تی اسکن']=='علائم دارد'),'covid']=1\n",
    "df['covid'].fillna(0,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "66874f6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, 'negative'), Text(1, 0, 'positive')]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df['covid'].value_counts().plot(kind='bar')\n",
    "ax.set_xticklabels(['negative','positive'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0ad42e62",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[(df['جنسیت']=='مرد'),'sex']='male'\n",
    "df.loc[(df['جنسیت']=='زن'),'sex']='female'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "9511bfe9",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.iloc[:, :] = df.iloc[:, :].replace({ 'خیر' : 0, 'بلی': 1 })\n",
    "df.iloc[:, :] = df.iloc[:, :].replace({ 'ندارد' : 0, 'دارد': 1 })\n",
    "df.iloc[:, :] = df.iloc[:, :].replace({ 'انجام نمی شود' : 0, 'انجام می شود': 1 })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "68c220da",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Early_symptoms'] = df.iloc[:, 7:21].sum(axis=1)\n",
    "df['Digestion_symptoms'] = df.iloc[:, 21:26].sum(axis=1)\n",
    "df['temp'] = df.iloc[:, 30:41].sum(axis=1)\n",
    "df.loc[df['temp']==0,'Underlying_disease']=0\n",
    "df.loc[df['temp']>0,'Underlying_disease']=1\n",
    "df.loc[df['کانسر']==1,'Underlying_disease']=2\n",
    "df.loc[df['دیابت']==1,'Underlying_disease']=3\n",
    "df.loc[(df['دیابت']==1)&(df['کانسر']==1),'Underlying_disease']=4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "34d37ea7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lab=df.columns[21:26]\n",
    "persian_lab= [get_display(reshape(lab)) for lab in lab]\n",
    "column_sum = df.iloc[:, 21:26].sum(axis=0)\n",
    "plt.bar(persian_lab, column_sum)\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "cecbad01",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, 'ﯼﺍ ﻪﻨﯿﻣﺯ ﻢﺋﻼﻋ ﻥﻭﺪﺑ'),\n",
       " Text(1, 0, 'ﺩﺭﺍﺩ ﺍﺭ ﯼﺍ ﻪﻨﯿﻣﺯ ﯼﺎﻫ ﯼﺭﺎﻤﯿﺑ ﺮﯾﺎﺳ'),\n",
       " Text(2, 0, 'ﺖﺑﺎﯾﺩ'),\n",
       " Text(3, 0, 'ﻥﺎﻃﺮﺳ'),\n",
       " Text(4, 0, 'ﻥﺎﻃﺮﺳ ﻭ ﺖﺑﺎﯾﺩ')]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=df['Underlying_disease'].value_counts().plot(kind='bar')\n",
    "ax.set_xticklabels([get_display(reshape('بدون علائم زمینه ای')),get_display(reshape('سایر بیماری های زمینه ای را دارد')),get_display(reshape('دیابت')),get_display(reshape('سرطان')),get_display(reshape('دیابت و سرطان'))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a2ddf423",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[df['سن']=='زیر یک سال','سن']=0\n",
    "df.loc[df['سن']=='BALAYE100','سن']=100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "972ba348",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['کد ملی / کد اتباع خارجی'].dropna(inplace=True)\n",
    "df.drop(df[df['کد ملی / کد اتباع خارجی'] == 0].index, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ba0d836b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['سن'] = df.groupby('کد ملی / کد اتباع خارجی')['سن'].fillna(method='ffill')\n",
    "df['سن'].fillna(62,inplace=True)\n",
    "df['سن']=df['سن'].astype('int')\n",
    "df=df[df['سن']<=100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "eb5c9e51",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.fillna(0,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d29ab329",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['میزان Po2']=df['میزان Po2'].replace({'بیشتر از 93 درصد':1,'کمتر از 93 درصد':0})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "273fe18e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['اینتوباسیون']=df['اینتوباسیون'].replace({'انجام شده':1,'انجام نشده':0})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "09f67f7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "le = LabelEncoder()\n",
    "df['نام بخش بستری'] = le.fit_transform(df['نام بخش بستری'])\n",
    "df['sex'] = le.fit_transform(df['sex'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "322e93f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('first_preP.csv',index=False,encoding='utf-8-sig')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f4775356",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}