himanshu17bce1331.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Full Data Analysis of Covid in india\n",
    "\n",
    "# HIMANSHU TIWARI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import io\n",
    "import requests\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('StatewiseTestingDetails.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>Date</th>\n",
       "      <th>State</th>\n",
       "      <th>TotalSamples</th>\n",
       "      <th>Negative</th>\n",
       "      <th>Positive</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2020-04-17</td>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>1403.0</td>\n",
       "      <td>1210.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>2679.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2020-04-27</td>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>2848.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>2020-05-01</td>\n",
       "      <td>Andaman and Nicobar Islands</td>\n",
       "      <td>3754.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>2020-04-02</td>\n",
       "      <td>Andhra Pradesh</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>1175.0</td>\n",
       "      <td>132.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date                        State  TotalSamples  Negative  Positive\n",
       "0  2020-04-17  Andaman and Nicobar Islands        1403.0    1210.0      12.0\n",
       "1  2020-04-24  Andaman and Nicobar Islands        2679.0       NaN      27.0\n",
       "2  2020-04-27  Andaman and Nicobar Islands        2848.0       NaN      33.0\n",
       "3  2020-05-01  Andaman and Nicobar Islands        3754.0       NaN      33.0\n",
       "4  2020-04-02               Andhra Pradesh        1800.0    1175.0     132.0"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['State']=df['State'].apply(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 987 entries, 0 to 986\n",
      "Data columns (total 5 columns):\n",
      "Date            987 non-null object\n",
      "State           987 non-null object\n",
      "TotalSamples    987 non-null float64\n",
      "Negative        795 non-null float64\n",
      "Positive        979 non-null float64\n",
      "dtypes: float64(3), object(2)\n",
      "memory usage: 38.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.fillna(value=0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_csv('covid_19_india.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1902 entries, 0 to 1901\n",
      "Data columns (total 9 columns):\n",
      "Sno                         1902 non-null int64\n",
      "Date                        1902 non-null object\n",
      "Time                        1902 non-null object\n",
      "State/UnionTerritory        1902 non-null object\n",
      "ConfirmedIndianNational     1902 non-null object\n",
      "ConfirmedForeignNational    1902 non-null object\n",
      "Cured                       1902 non-null int64\n",
      "Deaths                      1902 non-null int64\n",
      "Confirmed                   1902 non-null int64\n",
      "dtypes: int64(4), object(5)\n",
      "memory usage: 133.9+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        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>Sno</th>\n",
       "      <th>Date</th>\n",
       "      <th>Time</th>\n",
       "      <th>State/UnionTerritory</th>\n",
       "      <th>ConfirmedIndianNational</th>\n",
       "      <th>ConfirmedForeignNational</th>\n",
       "      <th>Cured</th>\n",
       "      <th>Deaths</th>\n",
       "      <th>Confirmed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>30/01/20</td>\n",
       "      <td>6:00 PM</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>31/01/20</td>\n",
       "      <td>6:00 PM</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>01/02/20</td>\n",
       "      <td>6:00 PM</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>02/02/20</td>\n",
       "      <td>6:00 PM</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>03/02/20</td>\n",
       "      <td>6:00 PM</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Sno      Date     Time State/UnionTerritory ConfirmedIndianNational  \\\n",
       "0    1  30/01/20  6:00 PM               Kerala                       1   \n",
       "1    2  31/01/20  6:00 PM               Kerala                       1   \n",
       "2    3  01/02/20  6:00 PM               Kerala                       2   \n",
       "3    4  02/02/20  6:00 PM               Kerala                       3   \n",
       "4    5  03/02/20  6:00 PM               Kerala                       3   \n",
       "\n",
       "  ConfirmedForeignNational  Cured  Deaths  Confirmed  \n",
       "0                        0      0       0          1  \n",
       "1                        0      0       0          1  \n",
       "2                        0      0       0          2  \n",
       "3                        0      0       0          3  \n",
       "4                        0      0       0          3  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.fillna(value=-1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_var(var='Positive',\n",
    "             state='Tamil Nadu'):\n",
    "    \"\"\"\n",
    "    Plots a bar chart of the given variable over the date range\n",
    "    \"\"\"\n",
    "    assert type(var)==str, \"Expected string as the variable name\"\n",
    "    assert type(state)==str, \"Expected string as the state name\"\n",
    " \n",
    "    y = df[df['State']==state][var]\n",
    "    x = df[df['State']==state]['Date']\n",
    "    plt.figure(figsize=(15,4))\n",
    "    plt.title(\"Plot of \\\"{}\\\" for {}\".format(var,state),fontsize=18)\n",
    "    plt.bar(x=x,height=y,edgecolor='k',color='brown')\n",
    "    plt.grid(True)\n",
    "    plt.xticks(fontsize=14,rotation=45)\n",
    "    plt.yticks(fontsize=14)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_var()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_var(state='Uttar Pradesh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fatality_ratio(state):\n",
    "    \"\"\"\n",
    "    Computes the fatality ratio for the given state\n",
    "    Fatality ratio is the ratio of total dead to total confirmed case\n",
    "    \"\"\"\n",
    "    \n",
    "    date = data.iloc[1901]['Date']\n",
    "    try:\n",
    "        d = float(data[(data['State/UnionTerritory']==state) & (data['Date']==date)]['Deaths'])\n",
    "        p = float(data[(data['State/UnionTerritory']==state) & (data['Date']==date)]['Confirmed'])\n",
    "    except:\n",
    "        return -1\n",
    "    \n",
    "    if (d!=-1.0) and (p!=-1.0) and (p!=0):\n",
    "        return round(d/p,3)\n",
    "    else:\n",
    "        return -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def recovery_ratio(state):\n",
    "    \"\"\"\n",
    "    Computes the recovery ratio for the given state\n",
    "    Recovery ratio is the ratio of total recovered cases to total positive cases\n",
    "    \"\"\"\n",
    "    \n",
    "    date = data.iloc[1901]['Date']\n",
    "    try:\n",
    "        r = float(data[(data['State/UnionTerritory']==state) & (data['Date']==date)]['Cured'])\n",
    "        p = float(data[(data['State/UnionTerritory']==state) & (data['Date']==date)]['Confirmed'])\n",
    "    except:\n",
    "        return -1\n",
    "    \n",
    "    if (r!=-1.0) and (p!=-1.0) and (p!=0):\n",
    "        return round(r/p,3)\n",
    "    else:\n",
    "        return -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "states = ['Kerala','Uttar Pradesh','Delhi','Tamil Nadu','Maharashtra']\n",
    "fr,x = [],[]\n",
    "for s in states:\n",
    "    data1 = recovery_ratio(s)\n",
    "    if data1!=-1:\n",
    "        fr.append(data1)\n",
    "        x.append(s)\n",
    "\n",
    "plt.figure(figsize=(15,4))\n",
    "plt.title(\"Recovery ratio chart\",fontsize=18)\n",
    "plt.xticks(fontsize=14)\n",
    "plt.yticks(fontsize=14)\n",
    "plt.bar(x=x,height=fr,color='blue',\n",
    "        edgecolor='k',linewidth=1.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "states = ['Kerala','Uttar Pradesh','Delhi','Tamil Nadu','Maharashtra']\n",
    "fr,x = [],[]\n",
    "for s in states:\n",
    "    data1 = fatality_ratio(s)\n",
    "    if data1!=-1:\n",
    "        fr.append(data1)\n",
    "        x.append(s)\n",
    "\n",
    "plt.figure(figsize=(15,4))\n",
    "plt.title(\"Fatality ratio chart\",fontsize=18)\n",
    "plt.xticks(fontsize=14)\n",
    "plt.yticks(fontsize=14)\n",
    "plt.bar(x=x,height=fr,color='red',\n",
    "        edgecolor='k',linewidth=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotTesting(lst_states=['Kerala','Uttar Pradesh','Delhi','Tamil Nadu','Maharashtra']):\n",
    "    \"\"\"\n",
    "    Plots the cumulative testing done by the given list of states\n",
    "    \"\"\"\n",
    "    legends = []\n",
    "    plt.figure(figsize=(10,5))\n",
    "    plt.title(\"Total test results\",fontsize=18)\n",
    "    for s in lst_states:\n",
    "        data = np.array(df[df['State']==s]['TotalSamples'])\n",
    "        slope = int((data[-1]-data[0])/len(data))\n",
    "        plt.plot(data,linewidth=2)\n",
    "        plt.text(x=len(data)-2,y=data[-1]*1.05,s=s,fontsize=14)\n",
    "        legends.append(str(slope)+\" tests/day in \" + s)\n",
    "    plt.legend(legends,fontsize=14)\n",
    "    plt.grid(True)\n",
    "    plt.xlim(0,len(data)+2)\n",
    "    plt.xticks(fontsize=16)\n",
    "    plt.yticks(fontsize=16)\n",
    "    plt.xlabel(\"Days\",fontsize=16)\n",
    "    plt.ylabel(\"Total test results\",fontsize=16)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotTesting()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotTesting(['Punjab'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_xy(varx='Confirmed',\n",
    "            vary='Cured',\n",
    "            state='Maharashtra'):\n",
    "    \"\"\"\n",
    "    Plots a bar chart of the given variable over the date range\n",
    "    \"\"\"\n",
    "    assert type(varx)==str, \"Expected string as the variable x name\"\n",
    "    assert type(vary)==str, \"Expected string as the variable y name\"\n",
    " \n",
    "    y = data[data['State/UnionTerritory']==state][vary]\n",
    "    x = data[data['State/UnionTerritory']==state][varx]\n",
    "    if (x.nunique()!=1) and (y.nunique()!=1):\n",
    "        plt.figure(figsize=(12,4))\n",
    "        plt.title(\"Plot of \\\"{}\\\" vs. \\\"{}\\\" for {}\".format(varx,vary,state),fontsize=18)\n",
    "        plt.scatter(x=x,y=y,edgecolor='k',color='green',s=100)\n",
    "        plt.grid(True)\n",
    "        plt.xticks(fontsize=14,rotation=45)\n",
    "        plt.yticks(fontsize=14)\n",
    "        plt.show()\n",
    "    else:\n",
    "        print(\"Some of the data unavailable for a scatter plot. Sorry!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FtusUmscD78lzvz3xE8Ln56Vpbawj/Lp0Rzx4LAR3f5wwy8pXCSPV3ekkbfTWzPYifInqjdRocXrdn2LnnOP51OXsOmKeSnnZRZQDnS51PkNO79UZ5PVeH1PIx0AqgEa0pRJcRbigw/XRB/GfCB+GnyD87HdVrOyDhLzqyyxcLv014El3/0M39X+eML3f780sNb3fBwg/cy51918X+Hh2cHe3MMfwzwjHN4MQhDxHmEnjFMIMFrdH5TvN7HOE4P9BM7uJMIPHRwkjZVf6AJmayt2fMbPPAE3Ao2a2iDDjyr7AsYRA8CjgKXd/JZoy8NvAfdHP9NWE/NG/Ep4vhXQboV/mEk70Sv9yczYw28x+DPyN8LP/uwjPqR/E0joOJEyh+FtCvmivuPtzZvaBqD3/Z2Y/YefP5AcQRpxPIUz9ljIf+DrQEpU/gPC4rSdcCTXXfT9oZl8hBJKrzeyHhHSC/Qkn8b6fMFMF7v6X6LX2OWCFmd1OmN7vc4QTpQvdX+kWAucAl1iYV/t3hFzomcDzhJzignP39JOSu9IMnG9m3yekJ40lnDz+crdbZddCSKdYZGbzCedFvIPQN63kF1M0E04mbTGzHxG+cJ7FrlP1pTxqZg8QftFJPScaCakmy3t2KDwQ/f2WmS0hzFC0PvoVqTuFfAykAugJIQOeu7eZ2TsIH+BnEE4oep4wH+tXPHaVMnd/2szOI/xEewNh/tnbCG/wXdX/kJmdHNU/k3ByzBNRHXOLclC77v9FMzuVEJxNI+TyjiAER2sIXwRujZX/mZn9C2Fu2osJwcujwKfcvanY7S0ld7/VzB4nXBzkfMKXj5cIX7D+k/CFJFV2roWL5lxECAA2EALvNsLP9oX0c0LaxSigKUM+9EpCsPgBQlDRSRjN/gIhsC0ad/+jmR1NyPH9IGH+4j0Jeb4PAB9y9ztim3yL8HybQQj2HyF8iZ1EHoF2tO//MrNVhGkcLyS8ll4gBO2fTyv+eUL/NRJSB/5KmLLzMIocaHuY6/x0wmvoo4RfJzYRTtb+srvnOkd2sVxE+AL9EcIMLRsIqUCpk2p7xN1bo1H7KwlfJjoJ04K+i/C8HJ9Hdf9DGBX+BGG6zecII/W3svsJyHMJgewFhOda6rn4DXdf08NjudfMLiF8KbyZEA99lZ0nhXe1XSEfA6kAVpw0PxERERGRyqYcbRERERGRIlCgLSIiIiJSBAq0RURERESKQIG2iIiIiEgRDIhZR/bZZx8fP358Wfb92muvsdde6VdglYFK/V151OeVR31eWdTflae3fb5q1aqX3H3fXMoOiEB7/PjxPPTQQ2XZ98qVK5kyZUpZ9i2lp/6uPOrzyqM+ryzq78rT2z43s7/nWlapIyIiIiIiRaBAW0RERESkCBRoi4iIiIgUgQJtEREREenzWltbmTlrJjWja6gaVEXN6BpmzppJa2truZvWJQXaIiIiItKntbS0MGHSBJrWNdHe0I5f5rQ3tNO0rokJkybQ0tJS7iZmpEBbRERERPqs1tZW6qfVs7l+M8mpSRgFDAJGQXJqks31m6mfVt8nR7YVaIuIiIhInzX32rkkJyZhXBcFxkHyuCTXXHdNSduVCwXaIiIiItJnLV66mORxyW7LJCcmWbRkUYlalDsF2iIiIiLSZ3Vs6oARWQqNiMr1MVkDbTO7wsw87fZcbL1FZZ41sy1mttLMjk6rY28zW2RmbdFtkZmNTCtzrJn9NqrjH2Z2uZlZ4Q5VRERERPqbYSOHQVuWQm1RuT4m1xHtx4D9Y7djY+u+CMwBZgEnAC8A95jZ8FiZpcDxQB3wvuj+jvF9M6sB7gGej+q4ALgYuCjvIxIRERGRAaPhrAYSaxLdlkmsTjBj+owStSh3uQba29z9udjtRQij2cCFwDfd/XZ3Xw+cAwwHzorKHEkIrhvd/T53vx84H/iAmR0e1T8dqAbOcff17n478C3gIo1qi4iIiFSuORfOIbE6ARu6KLABEmsSzL5gdknblYtcA+1DonSOJ81suZkdEi0/GNgPuDtV0N23AL8DTo4WnQR0APfF6rsXeC2tzO+jbVPuAg4Axud+OCIiIiIykNTW1tK8rJnq5moSKxKwEegENkJiRYLq5mqalzVTW1tb7qbuxty9+wJmdYQR6r8AY4AvA0cARwOHE4LmN7v707FtbgEOdPfTzexLwCfd/ZC0ep8Abnb3b5jZ3cAz7n5ebP1BwN+Bk6NR8PR2NQKNAGPHjp20fPnyvA++EDo6Ohg2rO/lBElxqL8rj/q88qjPK4v6u//YunUrL7zwAi9vfJnObZ0MGjyI0aNGM2bMGIYOHZpzPb3t86lTp65y98m5lB2crYC773KpHTN7AHiCkCLyQKpY2maWtixTNJ+tjHWxPNWum4CbACZPnuxTpkzJfABFtnLlSsq1byk99XflUZ9XHvV5ZVF/V55S9nne0/u5ewfwZ+AwIDX7yH5pxcYQTmwkKjMmnmsd3d83rUymOoiVERERERHpN/IOtM1sD0LqyD+BJwlB8mlp609lZ072/cAwQh52yknAXmllTo22TTkNeBZ4Kt82ioiIiEjptLa2MnPWTGpG11A1qIqa0TXMnDWzT14WvZRymUf722b2LjM72MzeDjQTguTbPCR4XwtcamZnmtkxwELCyY9LAdz9UeCXwAIzO9HMTgIWAD9398ei3SwFNgMLzewYMzsTuBS42rMlkYuIiIhI2bS0tDBh0gSa1jXR3tCOX+a0N7TTtK6JCZMm0NLSkr2SASprjjbwJmAZsA/wIiEv+0R3/3u0/ipgT+B6YG/gD8B73b09Vsd04Dp2zk5yB/C51Ep3bzOz06I6HgJeAeYCV/fssERERESk2FpbW6mfVs/m+s0wLrZiFCSnJkkemqR+Wj1rV63tk7OCFFsuJ0N+LMt6B66Ibl2V2Qg0ZKlnHfDObO0RERERkb5h7rVzSU5M7hpkx42D5HFJrrnuGubPm1/StvUFeedoi4iIiIgALF66mORxyW7LJCcmWbRkUbdlBioF2iIiIiLSIx2bOmBElkIjonIVSIG2iIiIiPTIsJHDoC1LobaoXAVSoC0iIiIiPdJwVgOJNYluyyRWJ5gxfUaJWtS3KNAWERERkR6Zc+EcEqsTsKGLAhsgsSbB7Atml7RdfYUCbRERERHpkdraWpqXNVPdXE1iRQI2Ap3ARkisSFDdXE3zsuaKnNoPFGiLiIiISC/U1dWxdtVaGic2UrOkhqorq6hZUkPjxEbWrlpLXV1duZtYNrlcsEZEREREpEu1tbXMnze/IufK7o5GtEVEREREikCBtoiIiIhIESjQFhEREREpAgXaIiIiIiJFoEBbRERERKQIFGiLiIiIiBSBAm0RERERkSJQoC0iIiIiUgQKtEVEREREikCBtoiIiIhIESjQFhEREREpAgXaIiIiIgNAa2srM2fNpGZ0DVWDqqgZXcPMWTNpbW0td9MqlgJtERERkX6upaWFCZMm0LSuifaGdvwyp72hnaZ1TUyYNIGWlpZyN7EiKdAWERER6cdaW1upn1bP5vrNJKcmYRQwCBgFyalJNtdvpn5avUa2y0CBtoiIiEg/NvfauSQnJmFcFwXGQfK4JNdcd01J2yUKtEVERET6tcVLF5M8LtltmeTEJIuWLCpRiyRFgbaIiIhIP9axqQNGZCk0IionJaVAW0RERKQfGzZyGLRlKdQWlZOSUqAtIiIi0o81nNVAYk2i2zKJ1QlmTJ9RohZJigJtERERkX5szoVzSKxOwIYuCmyAxJoEsy+YXdJ2SQ8CbTP7kpm5mc2PLTMzu8LMnjWzLWa20syOTttubzNbZGZt0W2RmY1MK3Osmf02quMfZna5mVnPD09ERERkYKutraV5WTPVzdUkViRgI9AJbITEigTVzdU0L2umtra23E2tOHkF2mZ2IvApYG3aqi8Cc4BZwAnAC8A9ZjY8VmYpcDxQB7wvur/j9FczqwHuAZ6P6rgAuBi4KJ82ioiIiFSauro61q5aS+PERmqW1FB1ZRU1S2ponNjI2lVrqaurK3cTK9LgXAua2QhgCfAJ4PLYcgMuBL7p7rdHy84hBNtnAQvM7EhCcH2Ku98XlTkf+L2ZHe7ujwHTgWrgHHffAqyPtrvIzK52d+/94YqIiIgMTLW1tcyfN5/58+ZnLywlkc+I9k1As7uvSFt+MLAfcHdqQRQo/w44OVp0EtAB3Bfb7l7gtbQyv4+2TbkLOAAYn0c7RURERETKLqcRbTP7FHAokOl01f2iv8+nLX8eODBW5sX4qLS7u5m9ENt+P+CZDHWk1j2Z1qZGoBFg7NixrFy5MpdDKbiOjo6y7VtKT/1dedTnlUd9XlnU35WnlH2eNdA2s8OBK4FT3f2Nboqmp3ZY2rJMqR/ZylgXy3H3mwij7EyePNmnTJnSTdOKZ+XKlZRr31J66u/Koz6vPOrzyqL+rjyl7PNcUkdOAvYh5ExvM7NtwLuAmdH9l6Ny+6VtN4adI9LPAWPiM4hE9/dNK5OpDth9tFxERESkoFpbW5k5ayY1o2uoGlRFzegaZs6aSWtra7mbJv1ULoH2T4BjgYmx20PA8uj+44Qg+bTUBma2B3AqO3Oy7weGEYL2lJOAvdLKnBptm3Ia8CzwVB7HJCIiIpKXlpYWJkyaQNO6Jtob2vHLnPaGdprWNTFh0gRaWlrK3UTph7Kmjrj7JmBTfJmZvQZsdPf10f/XApeZ2V8IgfeXCSc/Lo3qeNTMfkmYgeRThJSQBcDPoxlHiMp+BVhoZl8H3gJcCnxVM46IiIhIsbS2tlI/rZ7N9ZthXGzFKEhOTZI8NEn9tHrWrlqruaglL4W6MuRVwNXA9YTR7v2B97p7e6zMdGANYXaSu6L7O06udPc2wgj2AVEd1wNzo3pFREREimLutXNJTkzuGmTHjYPkcUmuue6akrZL+r+c59GOc/cpaf87cEV062qbjUBDlnrXAe/sSZtEREREemLx0sUkG5LdlklOTLJoySLNUS15KdSItoiIiEi/1LGpA0ZkKTQiKieSBwXaIiIiUtGGjRwGbVkKtUXlRPKgQFtEREQqWsNZDSTWJLotk1idYMb0TNftE+maAm0RERGpaHMunENidQI2dFFgAyTWJJh9weyStkv6PwXaIiIiUtFqa2tpXtZMdXM1iRUJ2Ah0AhshsSJBdXM1zcuaNbWf5E2BtoiIiFS8uro61q5aS+PERmqW1FB1ZRU1S2ponNjI2lVrqaurK3cTpR/q0fR+IiIiIgNNbW0t8+fN1xR+UjAa0RYRERERKQIF2iIiItLntLa2MnPWTGpG11A1qIqa0TXMnDWT1tbWcjdNJGcKtEVERKRPaWlpYcKkCTSta6K9oR2/zGlvaKdpXRMTJk2gpaWl3E0UyYkCbREREekzWltbqZ9Wz+b6zSSnJmEUMAgYBcmpSTbXb6Z+Wr1GtqVfUKAtIiIifcbca+eSnJiEcV0UGAfJ45Jcc901JW2XSE8o0BYREZE+Y/HSxSSPS3ZbJjkxyaIli0rUIpGeU6AtIiIifUbHpg4YkaXQiKicSB+nQFtERET6jGEjh0FblkJtUTmRPk6BtoiIiOSkFFPuNZzVQGJNotsyidUJZkyfUbB9ihSLAm0RERHJqlRT7s25cA6J1QnY0EWBDZBYk2D2BbMLsj+RYlKgLSIiIt0q5ZR7tbW1NC9rprq5msSKBGwEOoGNkFiRoLq5muZlzdTW1vZ6XyLFpkBbREREulXqKffq6upYu2otjRMbqVlSQ9WVVdQsqaFxYiNrV62lrq6uIPsRKTYF2iIiItKtcky5V1tby/x582l7qY3ObZ20vdTG/HnzNZIt/YoCbREREemWptwT6RkF2iIiItItTbkn0jMKtEVERKRbmnJPpGcUaIuIiPQjpZjLOp2m3BPpGQXaIiIi/USp5rJOpyn3RHpGgbaIiEg/UMq5rDPRlHsi+VOgLSIi0g+Uei7rTDTlnkh+FGiLiIj0A+WYy1pEeidroG1mnzWztWb2anS738z+NbbezOwKM3vWzLaY2UozOzqtjr3NbJGZtUW3RWY2Mq3MsWb226iOf5jZ5WZmhTtUERGR/ktzWYv0P7mMaD8DXAIcD0wGVgA/MbMJ0fovAtm3rjMAACAASURBVHOAWcAJwAvAPWY2PFbH0mj7OuB90f0dX7nNrAa4B3g+quMC4GLgop4emIiIyECiuaxF+p+sgba7/9TdW9z9b+7+uLtfBrQDJ0UjzhcC33T32919PXAOMBw4C8DMjiQE143ufp+73w+cD3zAzA6PdjMdqAbOcff17n478C3gIo1qi4iIaC5rkf7I3D33wmaDgP8HfA+YBLwGtAJvc/cHY+XuBF5y93PM7DxgHlDj0c6i4LkdmOXut5rZ94DR7h5PSTkB+CNwiLs/maEtjUAjwNixYyctX748vyMvkI6ODoYN0+hBpVB/Vx71eeXpq32+detWHnn0EbbvvR2GZCjwBlS9UsVRRx7F0KFDS96+/qqv9rcUT2/7fOrUqavcfXIuZQfnUsjMjgXuB/YAOoAPu/s6Mzs5KvJ82ibPAwdG9/cDXvRYRO/ubmYvROtSZZ7JUEdq3W6BtrvfBNwEMHnyZJ8yZUouh1JwK1eupFz7ltJTf1ce9Xnl6ct9vn37duqn1ZM8LhlmIBkBtIWR7MSaBM3Lmjn99NPL3cx+pS/3txRHKfs811lHHgMmAicCNwC3mdkxsfXpw+KWtizTsHm2MtbFchERkbIrxxUaNZe1SP+S04i2u78B/C3696EorWM28N/Rsv3Y9cKsY9g5Iv0cMMbMLC11ZN+0MvuxqzHR3/TRchERkbJqaWkJI8sTkyQbwshye1s7TWuauG3SbTQvay5a0Juay3r+vPlFqV9ECqen82hXAUMJKR3PAaelVpjZHsCpwH3RovuBYcBJse1PAvZKK3NqtG3KacCzwFM9bKOIiEjBlfsKjSLSf+Qyj/Y3zexUMxsfzXX9DWAKsCQaob4WuNTMzozSSRYS8riXArj7o8AvgQVmdqKZnQQsAH7u7o9Fu1kKbAYWmtkxZnYmcClwtedztqaIiEiR9YUrNIpI/5DLiPZ+wGJCnvavCfNc17l7S7T+KuBq4HrgIWB/4L3u3h6rYzqwBrgbuCu6v2P+IXdvI4xgHxDVcT0wN6pXRESkz9AVGkUkV1lztN393CzrHbgiunVVZiPQkKWedcA7s7VHRESknHSFRhHJVU9ztEVERCqSrtAoIrlSoC0iIpIHXaFRRHKlQFtERCQPcy6cQ2J1YtdJbeM2QGJNgtkXzC5pu0Sk71GgLSIikofa2lqalzVT3VxNYkUCNgKdwEZIrEhQ3VxN87Jmamtry91UESkzBdoiIiJ50hUaRSQXOV0ZUkRERHalKzSKSDYa0RYRERERKQIF2iIiIiIiRaBAW0REBpzW1lZmzppJzegaqgZVUTO6hpmzZtLa2lrupolIBVGgLSIiA0pLSwsTJk2gaV0T7Q3t+GVOe0M7TeuamDBpAi0tLeVuoohUCAXaIiIyYLS2tlI/rZ7N9ZtJTk3CKGAQMAqSU5Nsrt9M/bR6jWyLSEko0BYRkQFj7rVzSU5MwrguCoyD5HFJrrnumpK2S0QqkwJtEREZMBYvXUzyuGS3ZZITkyxasqhELRKRSqZAW0REBoyOTR0wIkuhEVE5EZEiU6AtIiIDxrCRw6AtS6G2qJyISJEp0BYRkQGj4awGEmsS3ZZJrE4wY/qMErVIRCqZAm0RERkw5lw4h8TqBGzoosAGSKxJMPuC2SVtl4hUJgXaIiIyYNTW1tK8rJnq5moSKxKwEegENkJiRYLq5mqalzVTW1tb7qaKSAVQoC0iIgNKXV0da1etpXFiIzVLaqi6soqaJTU0Tmxk7aq11NXVlbuJIlIhBpe7ASIiIoVWW1vL/HnzmT9vfrmbIiIVTCPaIiIiIiJFoEBbRER6pLW1lZmzZlIzuoaqQVXUjK5h5qyZury5iEhEgbaIiOStpaWFCZMm0LSuifaGdvwyp72hnaZ1TUyYNIGWlpZyN1FEpOwUaIuISF5aW1upn1bP5vrNJKcmYRQwCBgFyalJNtdvpn5avUa2RaTiKdAWEZG8zL12LsmJSRjXRYFxkDwuyTXXXVPSdomI9DUKtEVEJC+Lly4meVyy2zLJiUkWLVlUohaJiPRNCrRFRCpQb05k7NjUASOyFBoRlRMRqWBZA20z+w8ze9DMXjWzF83sZ2Z2TFoZM7MrzOxZM9tiZivN7Oi0Mnub2SIza4tui8xsZFqZY83st1Ed/zCzy83MCnOoIiICvT+RcdjIYdCWZSdtUTkRkQqWy4j2FOC7wMnAu4FtwK/MbFSszBeBOcAs4ATgBeAeMxseK7MUOB6oA94X3d/xu6KZ1QD3AM9HdVwAXAxc1IPjEhGRDApxImPDWQ0k1iS63U9idYIZ02cUtvEiIv1M1kDb3U9391vdfb27rwNmAPsC74Awmg1cCHzT3W939/XAOcBw4KyozJGE4LrR3e9z9/uB84EPmNnh0a6mA9XAOdG+bge+BVykUW0RkcIoxImMcy6cQ2J1AjZ0UWADJNYkmH3B7F63V0SkP+tJjvbwaLtXov8PBvYD7k4VcPctwO8Io+AAJwEdwH2xeu4FXksr8/to25S7gAOA8T1op4jIgFGoi8MU4kTG2tpampc1U91cTWJFAjYCncBGSKxIUN1cTfOyZmpra/Nqm4jIQGPunt8GZj8ADgMmu3unmZ1MCJrf7O5Px8rdAhzo7qeb2ZeAT7r7IWl1PQHc7O7fMLO7gWfc/bzY+oOAvwMnR6Pg8W0bgUaAsWPHTlq+fHlex1EoHR0dDBumPMRKof6uPH2hz1999VVan2jFqx3f00OqRyfYFsM2G7WH1FJTU5NTXatWrYL9ge5+J3TgnzBp0qRu69q6dSsvvPACL298mc5tnQwaPIjRo0YzZswYhg4dmuvh9Tl9oc+ldNTflae3fT516tRV7j45l7KD86nYzK4GTgFOcffOtNXpEbulLcsU0WcrY10sx91vAm4CmDx5sk+ZMqXbthfLypUrKde+pfTU35Wn3H3e2trKhEkT2Fy/OXO6xwaovqKatavW5jSCfMa/n0F7Q3vIze7KRqhZUkPbS9nOeByYyt3nUlrq78pTyj7POXXEzK4BpgHvdvcnYquei/7ul7bJGMKJjakyY+K51tH9fdPKZKqDWBkRkYpS6IvD6ERGEZHSySnQNrN5hBMb3+3uf0lb/SQhSD4tVn4P4FR25mTfDwwj5GGnnATslVbm1GjblNOAZ4GncmmniMhAU+iLw+hERhGR0sllHu3rgY8TRrNfMbP9otswAA9J3tcCl5rZmdEc2wsJJz8ujco8CvwSWGBmJ5rZScAC4Ofu/li0q6XAZmChmR1jZmcClwJXe76J5CIiJVSoExUzKfTFYXQio4hI6eQyoj2TMNPIr4F/xm5fiJW5CrgauB54iHCqzXvdvT1WZjqwhjA7yV3R/R2/Tbp7G2EE+4CojuuBuVG9IiJ9Um8v/pJNMS4OU1dXx9pVa2mc2EjNkhqqrqyiZkkNjRMbWbtqLXV1db1qs4iIBFlPhnT3rHNYRyPOV0S3rspsBBqy1LMOeGe2/YmI9AXxi7/skkMdXfwleWiS+mn1OZ+omEnDWQ00rWkKF5fpQk9yqmtra5k/bz7z583vUbtERCS7nsyjLSIiFP5ExUyUUy0i0n8p0BYR6aFCn6iYiXKqRUT6LwXaIiI9VOgTFbuinGoRkf5JgbaISCTT7CFPb3i6y9lDinGiYldSOdVtL7XRua2TtpfamD9vvkayRUT6MAXaIiJ0PXvIS1te6nL2EF38RUREuqNAW0QqXnz2kOTUZLg8+SBgFPhwZ3P9Zuqn1e82sq0TFUVEpDsKtEWk4vV09hCdqCgiIt1RoC0iFa83s4foREUREelK1gvWiIgMdL2dPUQXfxERkUw0oi0iFa+Us4eIiEjlUKAtIhVPs4eIiEgxKNAWkQEl01zYM2fN7HIubNDsISIiUhwKtEVkwOhqLuymdU1dzoUN3c8eYq+aZg8REZEeUaAtIgNCd3NhJ6cmu5wLO6Wr2UP2rd5Xs4eIiEiPKNAWkQGhp3Nhx2W6zPm4ceM0ki0iIj2iQFtE+oSe5FbH9WYubBERkWJQoC0iZdfT3Oq43s6FLSIiUmgKtEWkrHqbW52iubBFRKSvUaAtImVViNxq0FzYIiLS9yjQFpGCyyffulC51ZoLW0RE+hoF2iJSUPnmWxcqt7q7ubATKxKaC1tEREpOgbaIFExP8q0LmVvd1VzYjRMbNRe2iIiUnAJtESmYnuRbFzq3OtNc2PPnzddItoiIlJwCbRHJSS551z3Jt1ZutYiIDFQKtEUkq1zzrnuSb63cahERGagUaItIt/LJu+5pvrVyq0VEZCBSoC0i3con77o3+dbKrRYRkYFGgbaIdCufvGvlW4uIiOyUU6BtZu80szvM7B9m5mZ2btp6M7MrzOxZM9tiZivN7Oi0Mnub2SIza4tui8xsZFqZY83st1Ed/zCzy83Men2UIhUon4vGdCefvGvlW4uIiOyU64j2MGA98HlgS4b1XwTmALOAE4AXgHvMbHiszFLgeKAOeF90f8fUA2ZWA9wDPB/VcQFwMXBR7ocjIpD/RWO6k2/etfKtRUREgsG5FHL3XwC/ADCzhfF10YjzhcA33f32aNk5hGD7LGCBmR1JCK5Pcff7ojLnA783s8Pd/TFgOlANnOPuW4D10XYXmdnV7u69PlqRChA/eXGXvOro5MXkoUnqp9WzdtXanEaWG85qoGlNUzgRsgvpedepfOv58+b35lBERET6Ncs3fjWzDuBz7r4w+v8QoBV4m7s/GCt3J/CSu59jZucB84CaVMAcBejtwCx3v9XMvgeMdvd/jdVxAvBH4BB3fzKtHY1AI8DYsWMnLV++PL8jL5COjg6GDct+xToZGPpDfz+94Wle2vISPrzr17a9auxbvS/jxnV1huNOW7du5ZFHH2H73tthSIYCb0DVK1UcdeRRDB06tBct75v6Q59LYanPK4v6u/L0ts+nTp26yt0n51I2pxHtLPaL/j6ftvx54MBYmRfjo9Lu7mb2Qmz7/YBnMtSRWrdLoO3uNwE3AUyePNmnTJnSi0PouZUrV1KufUvp9Yf+rhldQ3tDe5iGrysboWZJDW0vZcsJCbZv3079tHqSxyXDDCQjgLYwkp1Yk6B5WTOnn356Qdrf1/SHPpfCUp9XFvV35Sllnxdy1pH04TNLW5ZpeC1bGetiuUjFynaSY08uGpON8q5FRETyV4hA+7no735py8ewc0T6OWBMfAaR6P6+aWUy1QG7j5aL9CuFmgEkl5Mce3rRmGw0z7WIiEh+ChFoP0kIkk9LLTCzPYBTgfuiRfcTZi45KbbdScBeaWVOjbZNOQ14FniqAO0UKYtCzQCS6xUaz/jAGT2+aIyIiIgUTq7zaA8zs4lmNjHa5qDo/4OivOtrgUvN7EwzOwZYCHQQpvTD3R8FfkmYgeREMzsJWAD8PJpxhKjsZmChmR1jZmcClwKacUT6rXwuX55NrldoNEwXjREREekDch3Rngz8KbrtCXw1uv9f0fqrgKuB64GHgP2B97p7e6yO6cAa4G7gruj+jiE1d28jjGAfENVxPTA3qlekz8klHSSfy5dnk+sVGu+48w5dNEZERKQPyCnQdveV7m4ZbudG693dr3D3/d19D3d/l7uvT6tjo7s3uHtNdGtw901pZda5+zujOvZ3969qNFv6olzTQfK5fHk2+ZzkqJMXRUREyq8Q0/uJVJR8LghTyBlAho0cRntblmn7Yic56qIxIiIi5VXI6f1EKkI+6SCFnAGk4awGneQoIiLSjyjQFslTPukghQyO51w4Ryc5ioiI9CMKtEXylE86SCGD49raWp3kKCIi0o8o0JaKl+/FZPJJByl0cKyTHEVERPoPBdpS0XpyMZl800EKHRzrCo0iIiL9gwJtGXByHaHu6cVkepIOouBYRESk8ijQlgElnxHqnl5MRrnSIiIikgsF2jJg5DtC3ZuLyShXWkRERLJRoC0DRr4j1L29mIzSQURERKQ7CrRlwMh3hLqQF5MRERERSadAWwaMfEeodaVFERERKSYF2tKn5TPHdb4j1LrSooiIiBSTAm0pq+4C6XznuM53hFqzh4iIiEgxKdCWkksF19XDqzn0yEO54eEbdgukj5l4DB/+yIfzmuO6JyPUmj1EREREikWBthRcLqPUN//xZrZ0boGzgfeyWyD9+vjX2Tpha15zXPd0hFqzh4iIiEgxKNCWXkkPqquHV3PEsUdw89qbux2l3la1DSbRdSD9JDC5+31nmuNaI9QiIiLSVyjQli5lOxFxtxzqzzhbOrew7axtbHv3tu5HqdcBx3ez8830eI5rjVCLiIhIX6BAuwJkCpinnz2dhnMacg+i005EvOWWW3a/CuMqch+lzhZIV6M5rkVERKRfG1zuBkhhtba2MvfauSxeupiOTR3sUb0Hyc4knADbGrbBCGhf087SHywNQXEDYVlbO01rmrht0m185+rvMOuiWWyu37xr0ByNTCcPTdL4uUbsBNt1/TrgE900Lh5cpwLpUV2UPRZ4GHhP19VpjmsRERHpyxRoDyAtLS3UT6snOTFJsiEJnbDlli1wFjsD4o3ArwgBdj5BdNw46NzeCRPTluc6Sj2K7IH024AFwOFkbkdqBpFbNMe1iIiI9E1KHekHusqVXrFixY7lVmW8/0Pvz57K8UdCbnSWIHrbxG3dN+oNdg+qs6V7pIJrCIH0w3Q9Fd9rMHTQUPb84Z6a41pERET6JY1o93G7jVJHaR43rbiJGxbcwKATB9HZ0Al/ABJkT+XIlt4BmYPodJlSP/Idpf4wsIwQ+B8f7bMNBq8ezJA1Q2hubuYtb3kL11x3DYuWLKJjUwfDRg5jxvQZzL5ltoJsERER6dMUaPdRra2tXP7Vy1m6fGmYazptBLrziU44GzrHdYYF69k9gM6UypHLbB7Z8qcBDgMeIsyBnfI2oImu0z2iUeqqH1axbeI2khOT8HHgXuAmYCtU11Tz8XM+vksgPX/efObPm5+l0SIiIiJ9i1JHCiSV3jFs5DCsyrAhhiUMM8MGGUOGDQnLLKw75q3HsHjx4l1SP4bsNYQhew3BqoxDjzyUpSuWwtvZPWjNlP6RKYDOlMqRy2weqSC6G4MTgxn8p8G7pn6MYuco9T1kTPf4cfOPWffwup3zXN9YRc2GGj7b+Fn+9te/8dqm1zQVn4iIiAwIGtHupa1bt/L2k9/OHx/6IxwKvEZ4VE8gTGW3BrgvXMWQyexIj/jzPX9mxnkzqHp7FdtP2Q6/guTxSTgEaAamAcvJPNd0pvSPXFM5cpjNY3BiMPwJth25rcsTEYc8PoTvzA+zkySPS4bR6RHAaBh89GD8YWfo+qG83vF6xnQPjVKLiIjIQKcR7R749Kc/HUamq4z169eHIPvfgFbA2HlZ8U3Afex+mXGAv4fl248PQTbTCMHv4+wcre4qzSPT8viJhimZTjjMdhJiFEQvmL8g66XMzzvvvIxXYTz/pPN5bN1jvLbpNV0wRkRERCpWnwu0zWymmT1pZq+b2SozO7XcbYo7+OCDWbBgQQioqwh/TyAErntE91OjwL9K+z8lnvqRngYSv2JiV2kemZZnCqAzpXKMIAT0i4G7yDuITr+Uua7CKCIiIpJZn0odMbOPAvOAmcD/RX9bzOwod3+6rI0jjGQ/9dRTYVTaCAEvhJSQ/wW2svPKhwAvAvUZKoqnfqSngcRHq7tK88i0PB5Ux2fx6CKV44yPnoGb87MlP+tyNo9UEK0UDxEREZH89alAG7gIWOjuN0f/zzKz9wGfAf6jfM0KFty6IEyhtyewhRAUOyGgjd9PSZI99SM9DSSea93VLB5dLT8M+CSwArgBrNMYvvfwEEAv03R4IiIiIqXUZwJtMxtCuLzKt9NW3Q2cXPoWZbA9+rsZSF3PxQiBcTVhRDt+QmKCzNPkxYPp9JMY46PVXY1SA4wHvkeYR/utnTtOskysTpDYkKD5p8070jtEREREpPTM3cvdBgDM7ADgH8C73P13seWXA9Pd/fC08o1AI8DYsWMnLV++vOhtXLVqVawB4c+bDnwTz2x6Joxmv04Y7a6JyrwIDI39n9IWbV+Tdh9CAP8SIcgeElv2GmEUfXsoP2rUKPYZvQ+bNm3i5Y0v07mtk0GDBzF61GjGjBnD0KFDC3bcslNHRwfDhg0rdzOkhNTnlUd9XlnU35Wnt30+derUVe4+OXvJPjSiHZMe+VuGZbj7TYTLnDB58mSfMmVK0Rs29bSpuy6ohm9/7dt84YtfgDOAn0YtTV1g5gnCaHT6BWc2ElI/pgF7xe6nyvwV+DG7XTExsTpBYk2C5mUarS6XlStXUornmvQd6vPKoz6vLOrvylPKPu9LgfZLhPkv9ktbPgZ4vvTNyaCKEEjvSRhZ3kIYbXbg54R5tB8HvsfOebRPTvs/lfrx5rC86u1VbH/P9hCQv5WQPHMIUA+2wvA/+K651rr0uIiIiEi/0GcCbXd/w8xWAacBP4ytOg24vTyt2tX5Hz8/TO23PW1FdBV02giP6FbCtH1/JATig2DImiG88eAb4QTJBBxz9DFccsslPPDgAyxasoj219sZ/KfB2J+M5OvJnYH1BQqsRURERPqjPhNoR64GFpnZH4F7gU8DBwA3lrVVkRtvvJG77rorTPEXn4F8JCHITo27R4kuh7/lcO68485uA+WGhgZNnyciIiIyAPWpC9a4+/eBC4EvA6uBU4D3u/vfy9qwmCeffJLzzz9/56i2s/PiMdFMJOMPG8+v7/o1f/nzXzQaLSIiIlKh+tqINu7+XeC75W5Hd2688UZuvDEMsq9cuRJP9o2ZW0RERESk7+hTI9oiIiIiIgOFAm0RERERkSJQoC0iIiIiUgR95sqQvWFmLwLlOmFyH8Ic4FIZ1N+VR31eedTnlUX9XXl62+dvdvd9cyk4IALtcjKzh3K9DKf0f+rvyqM+rzzq88qi/q48pexzpY6IiIiIiBSBAm0RERERkSJQoN17N5W7AVJS6u/Koz6vPOrzyqL+rjwl63PlaIuIiIiIFIFGtEVEREREikCBtoiIiIhIESjQFhEREREpAgXaIiIiIiJFoEA7T2Y22MwS5W6H9F1mpteViMgAYWZ7mtnI+Hu73ucri5lZj7fVrCO5M7OjgK8ABwB/A+5292XlbZWUm5mNAIYBne7+XLTMXC+uimBmY4CDon+fdvcXouV6DlQI9fXAZWbHANcC+wMvAr8HvuHum81skLt3lrWBUhRmNhyoATqAdnffbmZV7r4977r03pAbM3sL8Efg54Qg+zRgL+Bhdz+vnG2T8jGzCcDNwBjCC/JRoNHdN5W1YVISZnYs4T3hVeAI4P+AZne/PlqvAGyAMbMDgOOA7YQvVo+WuUlSJGZ2CPAg8APgfuAU4G1AEni3u7f3NPiSvit6X78Z2Jfw3r4e+Ky7v9qj+vQZkF30k8HXgCPcvT5aVg18Krqtd/ePlbGJUgZm9mbgD8D3gN8SRjU/BwwGznL3VWVsnhSZme1L6P+fAnOBtwAfBhqA6939y1E5BdsDRPQBfBfwHHAY8AzwA3f/SlkbJkVhZo3AR4D3ufu2aNlpwFXAEODt7t6h1/jAEX2uPwgsBu4BJgL/DxgNnO7uf8m3v5VjlIPoAT2Q8NNRatlmwjee7wBHmNmVZWqelM9bgX8CV7r7ne5+AzCV8CH8AzM7HMDMBpWxjVI844AtwHXu/oy7rwC+DvwX8AUz+zLseP+Qfs7M9iaMbH4feBdwKnALcImZ3Rwr1+NcTulzDiAMsG2LLfsVcAHwOrDMzIboNT6gTAaeBC539xZ3/wYwDfgrcI+ZHejunk+OvgLtLGJvmg8Dg6N8LWBHsL0c+DXwnihXUyrH/sCbU2kiZjY4ys/9ICGXbwmAcvgGrG1ALXBkaoG7Pw8sBL4KfMLMPlCepkkRjAQcWOTu7e6+GrgOOAuYZmbXgb5YDQSxwZHfA5vM7N9TgVXUvw8QBtneTBjxlIFjP+Aod+9ILXD3x4BPAH8HfmFme+aTLqRAO4vYm+YvgEOAi81sZGx9G/Btwregk0rfQim12JevO4GtsZHLbdHJMa8CjcBoM/tEudopRfcCcC/wb2Z2YGqhu78CLAOeJrwvyMDQSfgMiA+2bAV+ApwPfNzMdL5OPxabUSz1Hr8WeIWQEnhcqpy7Jwm/bhyIPvcHhNgI9a+Bf5rZF9J+jX4a+BIhbv7XfOpWoJ0jd28l5Gp9FPiGmY2NrU4Cq4G2crRNSsPM9ojupt6MXyH8ovF+M5sBu4xetxJOojgIGRDMbISZHWhm+wFEM8wsAz4GnGNmo1Nl3f0pwnPgFKUODRgvAM3Ax6KToAGIRrZ+DtwBnKzUkf7JzI4EbjSzO4HvmNkp7v4iMJ1wovPVZnZybJMkIRB/ufStlUKJfa4Pjf4+Szjx9d8Iv04DOwZd/wDsQexLVy4UaOfB3X9DSIr/OHCTmc2ITo65mJDL1VrO9knxmNnRwA/NbCWwwsw+SJhlZC6wEWg0s0+lyrv7a4QTpd6ItteHbz8WBVZ3E2YVucfMms1shLs3Af9NyMueFc1OlJIgzFCkVIJ+yMz2MbPDomldcffXCV+sa4Hz430d/bK5AZhAOBla+hEzO4IQXEF4Pz8I+I2ZzXb3pwmj1uOAuWZ2pZnVAf9DCLjuz1Sn9H3R5/oyM/st8CMz+1D0i/TFhF81LjazHRNdRL9gPUZ4juS+H6WT5c/MjicEWLWEb7VJYJq7/6msDZOiMLNDgYcIH7LPEX4+ngZcTzj5rZrwpnssYYTjbuDtUZnJ7v54GZotBdLN7DJDgY+4+8NmNhv4PPAPwk+MDnwAONnd15el4dJj0RerpYT58asIfXq+u//ZzM4mfLlqAW519/ujL9LfBUYBM9z9jTI1XXrAzL5DON/mjOj/4cBM4BuEk+K+bmZvIqQOnEIY1dxEmMp1dZmaLb1gZocRZhdZRvj1eSxwNjAPuATY9yTcUQAADiJJREFUG1gE7EOYtveXwDsIn+sn5PO5rkC7h8yshvCmOgx4zt1fKnOTpEjM7KuEgOm02LJPAZcTfjK+hPDG+0HCm/N2wgv3IndfU/oWSyGZ2b8RLlQ1NXbi6xjgh8B44D3u/lczez9hJppTCSPZNyrI7n+ifPsHCNN7/Yxw0YrLCQMrn3H3H5nZNMLME/sTZiN4HXgncKq7ry1Lw+X/t3fuQXPW1R3/fAOBXGAAIUUwQmxFqNiqAWkHEmDAYpTSGWHGoQUlMJYSSBUUYxgJFqqWXEgAuRRBSmIlpCaRDjMYsaACQeVqo0kHNCTYQAtW6kgScn2//eOctUsm0+aybzbPu+fzD7O/fTacmX2ffc71e3YYSQuA1bbPa1UfU1nik8AsInj6uqS9iIrFfnn9a92zutgZJF1DPNff33Z2DjAbuMP2RdkOeD7RRrIPkcm+bHuf61Xi2kGyvLBD4uVF4xhOKM4I2MP2Jtu3S9oIzCSWVvwd8FXgq5L2JoLYdV20uegcW1WXyfahB4ihqPfavp+YSBfx/dcSi2ZyBNEWdrPtVXm2SNJC4HZJa2zPlfQz4GhiedkKYFItr2ksS4CLUrrtxRyMs+0bJB0GXCvpkWwj2QCs7aq1RScYQXQjtAYhlcHUOmCepOdtT5M00/aMrHJssv369v6Pqke7KP5/XiDUI0amssheALbvAq4Frsr2EvJ8fTnZzWc71GX2b/XnK7bEuZzsRnMQoSbRCqyGANg+k+jHvU3SENtP2p5t+1zbU8rJbjTfAlYCUyQd7Fy3ne/NB/Yg5rCKgcNPgJMkHZm/15Ik2wuIHu2/kfTO1m95Snput5MN5WgXxbbw94SqzDclHWR7Q9uk8m3Ay8Afd826oqPsoLrMyDwvB7v5LCIUpGZADEFmlQpCM3sT0atbQ84NRNLbJU3JocYL07l6nFhEdDyxgGhk2738PPAaMLRbNhf9wkLgMeAmSaNyKdGebe/9ktj2u9OUo10UbUg6UtJMSfdImixpdGqmXpWXzJf0pi0y1qupUuKAoNRleg9JwyQNljQUIBdVTAPGSroiz9YrZBrXEv33B+Z5DTk1iLy/nwROJoYaryfu8zG2rycC6hOJFqHRqUbySWLg/dnuWF3sLJLeIek6SXdmkHV4yrPeBOwLzJL0e/msh/itX02HfORytIsiSRmvHxFR7GbgU4Se6iUp7fh5YiDiGUlnSDqNKDGNAJ7qktlFh8j2n8WEcsj3iEzWQmIYah0x6PoScFkGYhdIuo0YfvwGlOPVNBSbfr9FZLaWSpoo6VDgH4CHCM3sqyGqGJn1WgNsUNIt24vtIytV04C5tk8lnO13EeoS10n6E9tfIu53EQ75QkJl4s9sv9QVw4udIp/rTxBa6MOAS4F7JH3M9r2EysgI4D5J4ySNBa4gguknO2JDPReK4rcbwe4ANtr+eJ6NAj4HHAfMsX1dZjimAKcRPZyvA+NtP90Nu4vOUeoyvYWktxEB8t353yOB8USQ9UVC0u8KwtFanudvI3YpvK96spuHpMXA/ba/mEPNmxQLqBYQbQN/YXt5Vi9GE1nNV22/3EWzix0k56lmA2vanusjiJbPw4Dbbd+mWER0MXFvryB+28/plGRzOdpFkUh6AFhl+4Ls23Nmt64gerBn2J6X1x5FOFnrbddmsAGApBnAMcAppLpMno8n1GWmp7pM6/pSl2kwCu3zM22PbTs7C5gE/AcwmXjonpBng4l7/irbP9n1Fhc7SlYe9gYeBpa0OV2DbW9UyHU+A3zH9vjuWVp0GkmLgBW2J+QQ+2ZJbwJuJKrXV9p+IK99B1GxWt9JyeZqHSl6msxctJymVcCBkobn2aAsF84gBuLObfvos7ZfKid7QFHqMr3FIOAASfu1WkBSceALROZ6Yhz5Idvjst3gI+VkN49UAlpHtI6cJ+m8PN+YCjKvEN/3uByWrJaghpNzF4MJx7k1rL45g6tXid77PuCy1mdsP2f7xU462VCOdtHDKDZ8flfScMdq1dnA6cQGOLcknmy/QLSLnC7pPVC9uAOUUpfpLf4deDtwVFavWoHVfUSf7l8RK9Xb2bRrTSx2FEmHSTpd0sclHSppGPBN4CvA3yqWk9AWLK8j1GZeq9/35iLpYIggKocbpxGKUZe3ziXtlUmyS4BT0hfoN8rRLnoSSe8myohP2F6TrSLfJ9pEpkuaAG+Qa1tNrGEtdZEBQKnL9B75nZ/Qem37nwiN9AUK7eQNWdlqVTF+TrQR0faZcsAagKQ/BB4nqhMziGG4q4mht2uA7wA3SLpU0r6KZSRjCGd749b/1WJ3J5/rP5Z0Sr6W7R8RcpxTJf01gO0NbR9bSQRY/UZthix6jvwRXgzcYnsS/Hbd7hDb0xWLCm7KYan5RJ/mucQgXL/ekEX/k1PojwGPEt/np4AzJN1t+2ZJnyceys9ImgisJyS/Sl2moWQlajHRd724NYNBKAl9BXhc0olZvWopVKwGOlpCLvofSfsDdwJzgGttv5qDzqcRWz8vJtSiXiBawi4leu8PBsZlW0HRMNLJ/iFwo+2H4A2B8WxCMWyWpJGEqtB/Ax8mEs6v9attFaAXvUROmD9DDMR8IHu0ZxFDEUcQN+D9wFuBW4mb8NfETXpGp6aQi+5Q6jK9Rz6AHwNutX35Fu+JUJeYCbwbuJIIvo4G/hI4zvbyXWtxsTMoVqY/TLQAfrvt/HziO30euNT2f+V9fjzhaD1he2UXTC52kkyePEUEVlfnff1W4M3A0zlzszdwNqGdvpbo3R5GSDf26+96OdpFT5GO9i3EsNM1xArtPYky4xDgg8BS4AJCX3UUMa2+zPaLXTC56DClLtM7SDqCWLU8w/aVGWj9KbFi/VfAtzPjuS9RxfggEVz/CrikAuvmIektwL8A19m+oyXjl+9NIIYep9qe0007i84gaT8iOXa47ZF5Ng94J5E8WwV8CZhv+zf59/EHxCDkMtur+t3GcrSLXkPSIcBU4CNE5uPPW06UpDOB24mH7D3ds7LoNFm9GEQMNh5IrNNeS/wO9kk6nPju19s+Iz/TajEoGoakPYmNnh8FJtieJ+l+4FCiQnUY0as71fbD+ZlDib8J2642sYYi6Z+JJMmpmbnew/bmfG8BcIjt47tpY9E5ctDxdGKh2JGEPOedwDKiWjkW+Izt+V2xr54hRS+SD9SJwIO2H0x1kb58bxnwkO2JXTWy6AjtGa18fRLwIDDJ9sw8G5TO9h8BPwBG2/5xdywuOkVmtC8n2kPeDCwh5LyWExmvbwBLbZ+V11dg1TAk7UNonKvVXy3pIGLL7wqiNWBt2/UXEhXLE7cYiisaRvv9KukTwEXEoqkL3LbJM6uYQ92mmb8rKdWRoifJm/Ba4JF83afgAGIAqobeBgCKBQRT0uECINVlPkuoy1yUZ6UuM0DITDYAtn9GyHv9G/CvwKdTK3ezQw97IvBhxSr2UhVpGNmbey/wXeBZSRMkDUsd5HOI2ZtFko6WNDQ/dizRDlZa2Q1F0j75rD6gdWb7RuKZfjPwn3ld67egqy1gpTpS9Cy2f7PFayu2xR1C/HAXDUaxXGYx0Sayv6RZbcNOtwLDgVtyGHIhpS7TeDKwOkfSP6aTjWOl9pVEBnt5XtfKhA0BngNe6ZbNxY4h6feB7xPqIouJqsWXiZ78R23/UNKHgLuB+4BfS3oROAkY49idUDSMDK5uBA4C3iLpKmKIfY3tOYqFNH0AbZXMQ4ClqSjmXR1QV+tIUQCSzgZOJvq2T60hqGaj2O55A1FSfoxQlbiLWKO+Mq8ZRGS9phHZrVKXaTAZWP2ACKy+DLQHVlttC5E0FTgGOKt6spuDYoX2XGJD7yfazhcBL7UPOuf5xYQKxevAPNvPdsPuYufI4Oph3hhcTQZOtv3oVq4fQigJXQiM7db3XhntogiWEdnMsbaXdtuYYqfpI8qFr9qeK+ll4OsAkmbYXpFZj69JeoQYjBsK/LTUZZpHBlaTCfWBVmC1p6Tp3opkW7aKnE30dI4pJ7txDCbaBuZDDDrnsOPPiV78VoVyj2wTuqV7phadIIOr64G5tj+dxwslHUv03D+6RXD1IWJHwlHAB7oZXJWjXRSA7SWSzqzhmIGB7dcl3WV7Tb6+V9JHga8Ryc1ptldmD19fS3WiaCz/V2A13fbKtgfwKGA60b97UvZqFw3C9suSzrX9XB4NAjYTqhMj2q7bLGmE7V9CDbs2nG0Krtqu/x6R8b6k2xWMcrSLIikne2DRcrJT1q/P9sJcZDAHsKTriYzmKEkfA9bWQ7iZbENgNdX2C9kutBaYQPxN/KKLZhc7QcvJTsWg1tr0vWhztCV9Dhgh6bO219f93Vy2NbgCkPQ7tl8BvrCLzdwq5WgXRTGgyayW8oG8QJIJjdVxRMvI+1oOWtFctiOw+l1CO39d96wtOkWbYlCLll72NUR/7ugafBwYbGdwNXl3ucfL0S6KYsCTmSxn6XhhyvodA7zX9k+7bF7RQbYhsDpud3kAF51B/7sHYRPwC0mfASYBx7r08Acc2xhc7Tb3eDnaRVH0EoMkTQfeD7ynnOyBSQVWvUWb49UHnE/Ic46x/XT3rCr6kyYFV+VoF0XRaywlMh5Lum1I0e9UYNVbPED05Z5ge1m3jSn6jyYFV6WjXRRFT1HKA71D9muPB57a3bJcRf8gaXjNXPQOKe/3OPCu3TW4Kke7KIqiGLBUYFUUA5vdPbgqR7soiqIoiqIo+oFB3TagKIqiKIqiKAYi5WgXRVEURVEURT9QjnZRFEVRFEVR9APlaBdFURRFURRFP1COdlEURVEURVH0A+VoF0VRFEVRFEU/8D98uD447SCExwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_xy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_xy(state='Tamil Nadu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def positiveTest_ratio(state='Tamil Nadu'):\n",
    "    \"\"\"\n",
    "    Computes the test-positive ratio for the given state\n",
    "    Test-positive ratio is the ratio of total positive cases to total number of tests\n",
    "    \"\"\"\n",
    "    \n",
    "    date = df.iloc[1]['Date']\n",
    "    try:\n",
    "        p = float(df[(df['State']==state) & (df['Date']==date)]['Positive'])\n",
    "        t = float(df[(df['State']==state) & (df['Date']==date)]['TotalSamples'])\n",
    "    except:\n",
    "        return -1\n",
    "    \n",
    "    if (p!=-1.0) and (t!=-1.0) and (t!=0):\n",
    "        return round(p/t,3)\n",
    "    else:\n",
    "        return -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "states = ['Kerala','Uttar Pradesh','Delhi','Tamil Nadu','Maharashtra']\n",
    "tp,x = [],[]\n",
    "for s in states:\n",
    "    data1 = positiveTest_ratio(s)\n",
    "    if data1!=-1:\n",
    "        tp.append(data1)\n",
    "        x.append(s)\n",
    "plt.figure(figsize=(8,4))\n",
    "plt.title(\"Test-positive ratio chart\",fontsize=18)\n",
    "plt.xticks(fontsize=14)\n",
    "plt.yticks(fontsize=14)\n",
    "plt.bar(x=x,height=tp,color='lightblue',\n",
    "        edgecolor='k',linewidth=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data=pd.read_csv('covid_19_india.csv')\n",
    "data.fillna(value=0, inplace=True)\n",
    "states = list(data['State/UnionTerritory'].unique())\n",
    "for s in ['Manipur','Mizoram','Andaman and Nicobar Islands','Arunachal Pradesh','Ladakh','Chhattisgarh','Tripura','Goa','Dadar Nagar Haveli','Puducherry']:\n",
    "    try:\n",
    "        states.remove(s)\n",
    "    except:\n",
    "        pass\n",
    "\n",
    "fr,x = [],[]\n",
    "for s in states:\n",
    "    data1 = fatality_ratio(s)\n",
    "    if data1!=-1:\n",
    "        fr.append(data1)\n",
    "        x.append(s)\n",
    "fr = np.array(fr)\n",
    "plt.figure(figsize=(15,15))\n",
    "plt.tick_params(\n",
    "    axis='x',          # changes apply to the x-axis\n",
    "    which='both',      # both major and minor ticks are affected\n",
    "    bottom=False,      # ticks along the bottom edge are off\n",
    "    top=False,         # ticks along the top edge are off\n",
    "    labelbottom=False)\n",
    "plt.title(\"Fatality ratio across the states\",fontsize=18)\n",
    "plt.scatter(x=x,y=fr,\n",
    "            s=4e5*fr**2,\n",
    "            color='yellow',edgecolor='red',alpha=0.75,linewidth=2.5)\n",
    "#plt.xticks(rotation=45,fontsize=12)\n",
    "for i,s in enumerate(x):\n",
    "    plt.annotate(s=s,xy=(x[i],fr[i]))\n",
    "plt.ylim(0,0.12)\n",
    "plt.yticks(fontsize=16)\n",
    "plt.grid(True,axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HDx8+NseDBpYbycsE2ZfAx8m+1K8k6xZ4B3B8QbnzyNaYm0vWYjUH+BtwYJ3jtSMba7UAWEc9SwvUqVOztMfnyMbcvUL2xfUl4Cv11DkSGE/WArKSbGzWF+uU+QTw+/x4y8lmknyGrBW0aZHzn1Sn/mfJEsxV+f678+31LheR738o3z95A9e8LfAjsnGG75Elrs+TdeEbVMJ7OxZYtoH9X8hjX0E28+8tZF/411s+JC/bJ39vl+ZxLyvY94Hy+fZTyJKEFfl78AgwfCM+myXHl5f/dH5f383f7xn5vdq2lPckL7Mv2WzHi3l/yZT/omCpDLIlX0bnn72l+bVNI2tNbVtQ7lKyH1nm58d6nWydxn1KvP6DyJK1FXncUxu6DupZ8oNs/cYb8xhW5zE9nX++ujQQx1Fkif7rvD/xzuPUWTan4JpfI+sVUBsjWSJ7DVlPgPfIkttv5e9Zsb+rc/P7u5o6S92QzSL7HbK/05rP1stkP9Acsqnuvw8fPnxsrkfNGlgbFBFdyRb7PYLsi9iDwDdTSq+XULdl/g/8F8kWXa4i+wX+kTrldiD7hfDTZP+DfZvsf4KXp4Jp9SXpoyQijiUbt/m5lJKtDZIk6T9Sg11hI5tO/19kv4qdQfYL2xXAQxHRLxWs5VWPG8lml7uArCXg68D9EXFAyiaVqBkn8jeyX0t/SDbtfm+yhHRwRAxJpWTAkiRJkqQtrpQxlueQrXHVM6U0AyAippDNyPYVskW5i4qI/mRjM85KKd2Ub3uYrGvNKOC4vOieZOuXfSWldEO+bXxErCPr7rMXH5xBUZIkSZK0FShlVtjjgCdqkkqonWXuMeAzJdRdQzazXU3dtcBtwFH5TIaQjSuAbPxIoZpFtZ29VpIkSZK2UqUkbH3IBvnXNY3i667VrTszfXCWvGlkyeQeBa8fIVu4uzIi2uYztf0QuC+l9EIJcUrSf5yU0t0ppXB8pSRJ+k9WSlfY7YFiU+W/A7Qvo27NflJKKSKOJpsZ7+mCcveQzZRYVESMBEYCtGrVanDXrl0bCEeSJEmSPppefvnlBSmljo1x7lLXsSw2cU6DCzPnZUqtO5psQe1zySbv2ZtsPbSxEfHplNK6DwSVjce8AaCysjJNnDixhJAkSZIk6aMnX3e7UZSSWC4ib1msoz3FWyMLvcMHFwiuqVuzn4g4hmxdsMNTSv/M9z0SEa+SLX78aeCuEmKVJEmSJG1hpYyxnEY2VrKu3mQLWjdUd/d8yZK6dVeTLfIMsE/+/HSdck/lz3uXEKckSZIkqRGUklj+Ddg/IrrXbIiIbsDQfF9DdZtRME4yIpoCJwMPpJRW5Zvfzp8/Uaf+fvnzmyXEKUmSJElqBKUklqOBWcBdEfGZiDiOrFvqbOD6mkIRsVtErI2IH9ZsSylVkS01cnVEnB0Rh5EtNbI7cGnBOf4CzAF+FxFfjYhDIuKrwO/y89xZzkVKkiRJkjafBhPLlNJy4FDgZbJZW28FZgKHppSWFRQNoKLIMb8E3ARcQTbLa1dgeErpmYJzvEs2cc99wIUFz38HDqhzHkmSJEnSViRSKjZp638eZ4WVJEmS9HEWEZNSSpWNce5SusJKkiRJklQvE0tJkiRJUllMLCVJkiRJZTGxlCRJkiSVxcRSkiRJklQWE0tJkiRJUllMLCVJkiRJZTGxlCRJkiSVxcRSkiRJklQWE0tJkiRJUllMLCVJkiRJZTGxlCRJkiSVxcRSkiRJklQWE0tJkiRJUllMLCVJkiRJZTGxlCRJkiSVxcRSkiRJklQWE0tJkiRJUllMLCVJkiRJZTGxlLR1WLMGliyBFSuoqKhgwIAB9OnTh/79+3PVVVexbt26DVafNWsWffv2BWDMmDGcd955RcsdffTRLF68eJOHL0mS9HHWtLEDkPQx9/rr8OSTVE97gbWr1tGkCbRq2pSqG26AAQOYt3gxp556KkuWLOHyyy8v+3T33nvvJghakiRJhWyxlNR4xo/nvV//lul/ncbjjybGT9qGR55ozrrqxILf3Qs33kinVq244YYbuPbaa0kpUV1dzQUXXMC+++5Lv379uP7664sees6cOQwfPpw999yTCy+8sHZ7t27dWLBgwZa6QkmSpI8FWywlNY6nn2b5PeOpejaYseOBzNl3X1a12JZYV031I1fw1Cs70HvZXLo1+QPdzz6bdevWMW/ePO666y7atWvH008/zapVqxg6dChHHnkkEbHe4auqqpg8eTItWrSgZ8+enH/++XTt2rWRLlaSJOmjzcRS0pa3di3pofFMmwZTuh/P3B371+5KTSpI0YTJA88invk/2j3/Fu2ff56UEgAPPPAAU6ZMYezYsQAsWbKE6dOns9dee613isMOO4x27doB0Lt3b1577TUTS0mSpM3ExFLSlvfiiyx6YznzojNzO/crWmRN8zbM3nUoXd+8m0X33ktFRQWdOnUipcSvfvUrjjrqqPXKz5o1a73XLVq0qP3viooK1q5du8kvQ5IkSRnHWEra8t58k0WLYF6nvlCnC2uheZ368urbyzl39GjOO+88IoKjjjqK6667jjVr1gDw8ssvs3z58i0VuSRJkoqwxVLSllddzbp1sK6iWdHda9eu5De/GcC66jVsu3Ih5w7px3//8IcAnH322cyaNYtBgwaRUqJjx4789a9/3ZLRS5IkqY6oGbf0n66ysjJNnDixscOQVIrHHmPOzeN4bFFvpvX5fL3Ftls0k6EzbmbfI7aDb35zCwYoSZL0nyciJqWUKhvj3HaFlbTl9etHpx2b0HnRi7RasbB4mZToOvtxdtoJGDBgi4YnSZKkjWNiKWnL22Ybmg7oS4/d19Fvyu9ps2zuersrqlez54z76LZmOjvu2hwGD26kQCVJklQKx1hKahzHHMPOCxbQpMkc2k25jnmtu7F0m51otmYFHRe8QJftV7HnoAoqTj4JttmmsaOVJEnSBphYSmocLVrAGWfQZecH6Tz5WRa+NYuVK2dR0RI67A4t9twVDj8cdt21sSOVJElSA0wsJTWeFi3gmGNocthhdHzpJVi2DJo2hd12gx13bOzoJEmSVCITS0mNr2VL6N+/saOQJEnSh+TkPZIkSZKksphYSpIkSZLKYmIpSZIkSSqLiaUkSZIkqSwmlpIkSZKksphYSpIkSZLKYmIpSZIkSSqLiaUkSZIkqSwmlpIkSZKksphYSpIkSZLKYmIpSZIkSSqLiaUkSZIkqSwmlpIkSZKksphYSpIkSZLKYmIpSZIkSSqLiaUkSZIkqSwmlpIkSZKksphYSpIkSZLKYmIpSZIkSSqLiaUkSdpoEcFpp51W+3rt2rV07NiRY489dqOOc/DBBzNx4kQA2rZtu0ljBBgzZgwdO3ZkwIAB9O7dm9GjR5d1vDPPPJOxY8dudL3LLruMX/ziF2WdW5K2Zk0bOwBJkrSVSwleeQUmT4YlS6CigjYtWzL12WdZuXIlrVq1Yty4cey8886NHWlRJ598Mtdeey3z5s2jT58+HHfccXTu3Ll2/9q1a2na1K9EklSOklosI6JrRIyNiCUR8W5E/CUidi2xbsuI+HlEvBURKyNiQkQMq1PmzIhIG3js+GEuTpIklendd+GGG1h63e956S/TeOZvb1B112uktdUcte123PPzn0NK/PGPf+SUU06prfbUU08xZMgQBg4cyJAhQ3jppZcAWLlyJV/4whfo168fJ598MitXrlzvdN///vfp378/+++/P3PnzmXp0qXsvvvurFmzJg/nXbp168aaNWsYPXo0++67L/379+fEE09kxYoVG7yUTp060aNHD1577TUuu+wyRo4cyZFHHsnpp5/OrFmzOOiggxg0aBCDBg3i8ccfByClxHnnnUfv3r055phjmDdvXu3xJk2axCc/+UkGDx7MUUcdxVtvvQXANddcQ+/evenXrx9f+MIXass///zzHHzwwXTv3p1rrrmmjDdFkrY+DSaWEdEa+BfQCzgDOA3YE3goItqUcI4bgXOAHwLHAm8B90fEgIIy9wAH1HkMARYCT6eU3i71giRJ0iayciXcfDOvPPoWj0/dlsdaHsb4Hl/m311PpTo1Ye/qPvz+97fx3r/+xZQpU9hvv/1qq/bq1YtHHnmEyZMnM2rUKC6++GIArrvuOlq3bs2UKVP4/ve/z6RJk2rrLF++nP33359nn32WYcOGMXr0aLbZZhsOPvhg7rnnHgBuu+02TjzxRJo1a8ZnP/tZnn76aZ599ln23ntvbrzxxg1ezquvvsqrr77KHnvsAWSJ4V133cUf/vAHOnXqxLhx43jmmWe4/fbb+cY3vgHAnXfeyUsvvcRzzz3H6NGjaxPONWvWcP755zN27FgmTZrEWWedxfe//30ArrzySiZPnsyUKVP4zW9+U3v+F198kfvvv5+nnnqKyy+/vDZZlqSPglL6fZwDdAd6ppRmAETEFGA68BXgqvoqRkR/4FTgrJTSTfm2h4FpwCjgOICU0nxgfp26BwE7AJdu3CVJkqRN4skneWvqQl54pzNVlWeytlmr2l3rmjRl+cCv8+Lv7+LWa67l6COOWK/qkiVLOOOMM5g+fToRUZtEPfLII7VJW79+/ejXr19tnebNm9eO0Rw8eDDjxo0D4Oyzz+ZnP/sZxx9/PDfddFPtOMmpU6fygx/8gMWLF7Ns2TKOOuqoopdx++238+ijj9KiRQuuv/56tt9+ewCOO+44WrXKrmnNmjWcd955VFVVUVFRwcsvv1wb7ymnnEJFRQU77bQThx56KAAvvfQSU6dO5Yj8uqurq+nSpUvtdY0YMYLjjz+e448/vjaOY445hhYtWtCiRQs6derE3Llz2WWXXTbuPZGkrVQpieVxwBM1SSVASmlmRDwGfIYNJJZ53TXA7QV110bEbcD3IqJFSmlVPXXPAFYDt5UQoyRJ2pTWrYNJk3jjDZixx/D1ksoa8zr1ZcAuQ7jg/nt5+LPHs7Bg3yWXXMIhhxzCnXfeyaxZszj44INr90VE0VM2a9asdl9FRQVr164FYOjQocyaNYuHH36Y6upq+vbtC2QT6fz1r3+lf//+jBkzhvHjxxc9bs0Yy7ratHm/49Uvf/lLOnfuzLPPPsu6deto2bLlBuNNKdGnTx8mTJjwgX333HMPjzzyCH/729/40Y9+xLRp0wBo0aJFbZnC65Okj4JSxlj2AaYW2T4N6F1C3ZkppbqDHqYBzYE9ilWKiFbA54C7U0oLi5WRJEmb0ZIlvDd/KYvWtGXxdt3qLdZv8FcY2XMY+xQkTVn1JbWT+YwZM6Z2+7Bhw7j11luBrMVxypQpJYVz+umnc8opp/ClL32pdtvSpUvp0qULa9asqT3mh7VkyRK6dOlCkyZNuOWWW6iurq6N97bbbqO6upq33nqLhx56CICePXsyf/782sRyzZo1TJs2jXXr1jF79mwOOeQQfvazn9W2pkrSR10pLZbbA4uKbH8HaF9G3Zr9xRwPbAvcvKGDR8RIYCRA586d6/2lUpIkbaS1a1m3T0/e61FBz7YPf2B3kybV9Ow5nqY9qml78BmMb96cqqoqFi5cyPjx4zn88MP55je/yaWXXsqgQYN47733GD9+PH369OHuu++mR48e9OjRg169ejFp0iSWLVtGdXV17f/Lp02bxttvv137evfdd2fhwoV07dq1dttpp51G//796dy5M927d1+vfI0XX3yRN9988wPbZ82aRatWrWq3Dx48mEsvvZQbb7yRgQMH0rJlS8aPH0/79u1p3bo1PXr0YJdddqFPnz5MmzaNDh068L3vfY9zzz23NvaTTjqJ4cOH861vfYvly5eTUuIzn/kMVVVVHzjf8uXLeeKJJ5g1a9ameb8kqZFFSmnDBSJWA/+TUrqozvYfA99NKdWbnEbEOKBtSumAOtuPAB4AhqWU/l2k3j+AQcBOKaWS+olUVlammnWwJElSmVavpvrKn/HEv9fy6KBvsLJV8d+C95x+L0ObPUW3k/eDT31qs4UzduxY7rrrLm655ZbNdg5J+k8XEZNSSpWNce5SWiwXUbxlsT3FWyMLvQMUW5akfcH+9UREF+Bw4FelJpWSJGkTa96cin592XF6Fd1mjeeFXidAnbGGrVa+Q5e5VXTZFxg0aA9vxA0AACAASURBVLOFcv7553Pfffdx7733brZzSJLKU0piOY1srGRdvYHnS6h7QkS0rjPOsjfZxDwzitT5IlBBA91gJUnSZjZkCLs9O5XFE6cQz1fz2m7DWN62M03WraXjvGn0mPkgvbqvpkX/XtC582YL41e/+tVmO7YkadMoJbH8G/CLiOieUnoVICK6AUOB75VQ93KyiXhuzus2BU4GHqhnRtjTgSkppapSLkCSJG0mnTrR9JTP0z/+xA6vTqPrc9NYVt2KinVr2KHdWnbtBe0H7AYnnNDYkUqSGlkpieVo4Dzgroj4AZCAHwGzgetrCkXEbsArwKiU0iiAlFJVRNwOXB0RzYCZwFeB3YERdU8UEYOAvsC3y7koSZK0iey1F02/fi7dnnyS3aqeZe3ylTRpAhW7dIHKShgwACoqGjtKSVIjazCxTCktj4hDgV8CtwAB/BP4ZkqpcP7sIOvCWncJky8BPwauALYDngWGp5SeKXK6M4C1QHlzhkuSpE1nhx3g6KOJ4cNptnIlNG0KdZYXkSR9vJWyjiUppddTSiemlLZNKW2TUjo+pTSrTplZKaVIKV1WZ/vKlNJ/p5R2TCm1TCntl1IaX895/iul1CylNPdDXo8kSdpcmjSBNm22fFK5Zg2sXk1EcNppp9VuXrt2LR07duTYY4/dYPUxY8Zw3nnnbe4oSzrfT37yky0WhyRtSaV0hZUkSdqyVq+GZ56BiRNZN28BKUGb5s2Z+uSTrFy0iFbt2zNu3Dh23nnnzR5KdXU1FZuou+9PfvITLr744g9sTymRUqJJk5J+85ekrY7/ekmSpK3LsmVw443Mv+UfTB63gPH/ruDhRytYV50Y1rYz93z727B4MX/84x855ZRTaqs99dRTDBkyhIEDBzJkyBBeeuml2n1z5sxh+PDh7Lnnnlx44YW127/61a9SWVlJnz59uPTSS2u3d+vWjVGjRnHggQfypz/9idGjR7PvvvvSv39/TjzxRFasyCa7/9Of/kTfvn3p378/w4YN2+D5vve977Fy5UoGDBjAiBEjmDVrFnvvvTdf+9rXGDRoELNnz643Hkna2tliKUmSth4pwe23M+vJuTw/dwde7X44Czv0BKD6sSvZo80w/u/BOzl2zBimTJnCWWedxb///W8AevXqxSOPPELTpk158MEHufjii/nzn/8MQFVVFZMnT6ZFixb07NmT888/n65du/LjH/+Y7bffnurqag477DCmTJlCv379AGjZsiWPPvooAAsXLuScc84B4Ac/+AE33ngj559/PqNGjeL+++9n5513ZvHixbWXUex8V155Jddeey1VVdnE97NmzeKll17ipptu4te//jXABuORpK2ZLZaSJGnrMWsWy16Yzctz2jJ54Fks6Lg3KZpkD4Iln7yEV5Ys48Z7HuLoT3xivapLlizhc5/7HH379uVb3/oW06ZNq9132GGH0a5dO1q2bEnv3r157bXXALjjjjsYNGgQAwcOZNq0aTz//PtLdJ988sm1/z116lQOOugg9tlnH2699dbaYw8dOpQzzzyT0aNHU11d3eD56tptt93Yf//9a19vKB5J2pqZWEqSpK3H5MnMmQNzdqpkTfM2H9i9tmlLeu8xnO8/Mo5Tundfb98ll1zCIYccwtSpU/n73//Oe++9V7uvRcGEQxUVFaxdu5aZM2fyi1/8gn/+859MmTKFY445Zr06bdq8f/4zzzyTa6+9lueee45LL720ttxvfvMbrrjiCmbPns2AAQNYuHBhvecrpvAcDcUjSVszE0tJkrT1WLKE5cthcbvd6i2yT+W5fLnHMPbZdts6VZfUTuYzZsyYBk/17rvv0qZNG9q1a8fcuXO577776i27dOlSunTpwpo1a7j11vdXRXvllVfYb7/9GDVqFB06dGD27NkbPGezZs1Ys2ZN2fFI0tbGxFKSJG09mjalogKarVlRb5GOLdoxYo/9oVmz9bZfeOGFXHTRRQwdOnS9bqn16d+/PwMHDqRPnz6cddZZDB06tN6yP/rRj9hvv/044ogj6NWrV+32Cy64gH322Ye+ffsybNgw+vfvv8Fzjhw5kn79+jFixIiy4pGkrU2klBo7hk2isrIyTZw4sbHDkCRJ5XjsMd6+ZRyPz9uDKf2+WLTI3s//mSHbPEfXUw6Eww/fwgFK0tYrIiallCob49y2WEqSpK3HwIF03KkpO6+cQdfXH8tmia2REl3mTGLXJc+x404BlY3y3UmSVITLjUiSpK1H69ZUfPoY+q+4i6bTxtHl7cnM79ibFE3osOBFOq17m779odnRR8J22zV2tJKknImlJEnaugwcSMtmzRh8//0snr2ARYsegQTtukP7XdoQhx0Kgwc3dpSSpAImlpIkaevTty/svTfbvfwy282Zk23r3Bl69YKmfn2RpK2N/zJLkqStU0UF7L139pAkbdWcvEeSJEmSVBYTS0mSJElSWUwsJUmSJEllMbGUJEmSJJXFxFKSJEmSVBYTS0mSJElSWUwsJUmSJEllMbGUJEmSJJXFxFKSJEmSVBYTS0mSJElSWUwsJUmSJEllMbGUJEmSJJXFxFKSJEmSVBYTS0mSJElSWUwsJUmSJEllMbGUJEmSJJXFxFKSJEmSVBYTS0mSJElSWUwsJUmSJEllMbGUJEmSJJXFxFKSJEmSVBYTS0mSJElSWUwsJUmSJEllMbGUJEmSJJXFxFKSJEmSVBYTS0mSJElSWUwsJUmSJEllMbGUJEmSJJXFxFKSJEmSVBYTS0mSJElSWUwsJUmSJEllMbGUJEmSJJXFxFKSJEmSVBYTS0mSJElSWUwsJUmSJEllMbGUJEmSJJXFxFKSJEmSVBYTS0mSJElSWUwsJUmSJEllMbGUJEmSJJXFxFKSgLlz53LqqafSvXt3Bg8ezAEHHMCdd965wTpHH300ixcv3iTnHzNmDHPmzNkkx5IkSdrSTCwlfXytWwdLlpCWLOH4449n2LBhvPrqq0yaNInbbruNN954Y4PV7733XrbbbruST1ddXV3vPhNLSZL0n6ykxDIiukbE2IhYEhHvRsRfImLXEuu2jIifR8RbEbEyIiZExLB6yu4cEb+NiLcjYlVEzIyIn27MBUlSg9asgfHj4Ze/ZNWVv+Qf555P8/nzOXeffSBP/nbbbTfOP/98xowZw3nnnVdb9dhjj2X8+PEAdOvWjQULFgBw/PHHM3jwYPr06cMNN9xQW75t27b88Ic/ZL/99mPChAmMGjWKfffdl759+zJy5EhSSowdO5aJEycyYsQIBgwYwMqVK7fYrZAkSdoUGkwsI6I18C+gF3AGcBqwJ/BQRLQp4Rw3AucAPwSOBd4C7o+IAXXO0w14CtgL+AZwJHAZsLakK5GkUqxeDTffzLw7xvP0v5by8MQ2/P2Zxey8rgMLbxsHf/gDrN34f3Z++9vfMmnSJCZOnMg111zDwoULAVi+fDl9+/blySef5MADD+S8887j6aefZurUqaxcuZK7776bk046icrKSm699Vaqqqpo1arVpr5qSZKkzappCWXOAboDPVNKMwAiYgowHfgKcFV9FSOiP3AqcFZK6aZ828PANGAUcFxB8d8AbwKHpJTW5Nse3qirkaSG/OtfvD3xDapmtuOlXp9h0Xa7M7OiOe+9PZlJL7VlUHqFS/98Eo/OnEnz5s35+te/XtJhr7nmmtoxmbNnz2b69OnssMMOVFRUcOKJJ9aWe+ihh/jZz37GihUreOedd+jTpw+f/vSnN8ulSpIkbSmldIU9DniiJqkESCnNBB4DPlNC3TXA7QV11wK3AUdFRAuAiOgBHAX8qiCplKRNa/Vq1j0zmZkzYVrfk1nUvjtE0LFTX2YunskLvU7g1Vfhfw88kH8+8ADz58+nadOmrFu3rvYQ77333gcOO378eB588EEmTJjAs88+y8CBA2vLtWzZkoqKitq6X/va1xg7dizPPfcc55xzTtHjSZIk/acpJbHsA0wtsn0a0LuEujNTSiuK1G0O7JG/Hpo/r4yIcfn4ykUR8buI2KGEGCWpYW+9xdL5q1jYbEeWbrNT7ebddz+UtWvf44FX7ued6nasmLeMFW++CWTjKKuqqli3bh2zZ8/mqaee+sBhlyxZQvv27WndujUvvvgiTzzxRNHT1ySRHTp0YNmyZYwdO7Z23zbbbMPSpUs35dVKkiRtMaV0hd0eWFRk+ztA+zLq1uwHqPmG91vgFuCnZEnnT4HeEfGJlNI66oiIkcBIgM6dO9dOqCFJRa1eTfWgnlT3aUbPNuPX23XxxRdyyy3/yxnTp9J+xja0euCvnH766axZs4bWrVvTvXt3dt99d7p3705VVRWQJYqPPfYYrVq1Yt68efTo0YOuXbvSq1ev2jLV1dXr/dt05JFHsscee7DjjjvStWtXZs2axfjx46msrOSMM86gefPm/O///i8tWrTYUndFkiSpbJFS2nCBiNXA/6SULqqz/cfAd1NK9SanETEOaJtSOqDO9iOAB4BhKaV/R8TFwI+Bv6eUjisodzJZt9mjU0r3bSjOysrKNHHixA1ei6SPueXLWfuz/2HCY4lHK7/Jqpbt1tvdZvk8hj77a/b/ZHOaXPAdaN683kNVV1fTqVMn3n77bZo1a7a5I5ckSWpQRExKKVU2xrlL6Qq7iPdbFgu1p3hrZKF3NlC3Zj/Awvx5XJ1yD+TPAxs4jyQ1rE0bmvbdm112TvR+4c80X72sdleL95bQ64U72XVXaNK/3waTSoA+ffpw9tlnm1RKkiRRWlfYaWRjJevqDTxfQt0TIqJ1nXGWvYHVwIyCcgD1NZ9+oBusJH0oRx5Jt9deJ015ne2e+iULt92dSOvYYeksduu6jl36bQ+HHNLgYV588cUtEKwkSdJ/hlJaLP8G7B8R3Ws25GtODs33NVS3GfC5grpNgZOBB1JKq/LNTwBvA8Pr1K95/XQJcUpSw9q1I87+Mt0/1ZMhB6xj2E4zGLbLqwwZCrsd3QfOOgvalLJEryRJkmqUMsayDfAssBL4AVmr4o+AbYB+KaVlebndgFeAUSmlUQX1byNbSuQCYCbwVeBYYEhK6ZmCcmcAY4Drgb+QTd7zY6AKODQ1EKhjLCVttCVLYM4ciICdd4ZttmnsiCRJkj60xhxj2WBX2JTS8og4FPgl2YytAfwT+GZNUpkLoIIPtoJ+iSxBvALYjixJHV6YVObnuTki1gHfzeu8A/weuKihpFKSPpR27bKHJEmSylJKV1hSSq+nlE5MKW2bUtompXR8SmlWnTKzUkqRUrqszvaVKaX/TintmFJqmVLaL6U0vp7z3JJS6ptSapFS6pJSOr9O8ipJkiRJjepb3/oWV199de3ro446irPPPrv29be//W2uuuqqjT7u1VdfzYoVK4ruO/jgg+nZsycDBgxg77335oYbbtj4wMsQEbMiokN9+0tKLCVJkiTpY23dOpgxAyZNYkjXrjz+6KP55nUsWLCAadOm1RZ9/PHHGTp06EafYkOJJcCtt95KVVUVjz32GN/97ndZvXr1xl/HZlLKrLCSJEmS9PE1bRrcfz/vvvEuy5fD3quX8vi4cfDQQ0zbYQf69u3LW2+9xaJFi2jdujUvvPACAwdmKyb+/Oc/54477mDVqlWccMIJXH755SxfvpzPf/7zvPHGG1RXV3PJJZcwd+5c5syZwyGHHEKHDh146KGH6g1n2bJltGnThoqKCgAeeOABLr30UoC9I+JPwJdSSssiYhZwM/Bp8klVU0ovRkRH4A/ADmQTpQ4HBqeUFkTEX4GuQEvg/6WUSmoaNbGUJEmSpPo89xyr/vBnpk6FuWt3YEm7XWm9ciHVq4Pnbvkbj7dewwEHHMCbb77JhAkTaNeuHf369aN58+Y88MADTJ8+naeeeoqUEscddxyPPPII8+fPZ6edduKee+4BYMmSJbRr146rrrqKhx56iA4divc4HTFiBC1atGD69OlcffXVVFRUsGDBAq644goefPBB2rZt+wIwEfhvoGZC1QUppUER8TXgO8DZwKXAv1JKP42I4cDIgtOclVJ6JyJaAU9HxJ9TSgsbuk0mlpIkSZJUzNq1pPv+wXPPwZSOh/H6rgdms8kDO794F3966k1ejZe54IQTeHPXXXn88cdp164dQ4YMAbKWxAceeKC29XLZsmVMnz6dgw46iO985zt897vf5dhjj+Wggw4qKZxbb72VyspK5s+fz5AhQxg+fDjPPfcczz//fE3X297AGcCEgmp/yZ8nAZ/N//tA4ASAlNI/ImJRQflvRMQJ+X93BfYEGkwsHWMpSZIkScW8/DKL31zO26nzekklQKceR/LkmveomjOXvitXsv/++zNhwoT1xlemlLjooouoqqqiqqqKGTNm8OUvf5m99tqLSZMmsc8++3DRRRcxatSo+iIoqmPHjgwaNIgnn3ySlBJHHHEEVVVVAM+nlHqnlL5cUHxV/lzN+w2LQRERcTBwOHBASqk/MJmsS2yDTCwlSZIkqZh33mHpUljUvvt6SSXArrsOZdLbk2lb0YqKJUvYfvvtWbx4MRMmTOCAAw4Astlif/vb37JsWbbQxZtvvsm8efOYM2cOrVu35otf/CLf+c53eOaZbCXGbbbZhqVLlzYY1ooVK5g8eTI9evRg//3357HHHmPGjBkARETriNirgUM8Cnw+L38k0D7f3g5YlFJaERG9gP1LuU1gV1hJkiRJKq5FC5o1g5bvLv7Ark6d9mH5yncYsMtgaNECgH322Ydly5bVjpE88sgjeeGFF2oTzbZt2/L73/+eGTNmcMEFF9CkSROaNWvGddddB8DIkSP51Kc+RZcuXYpO3jNixAhatWrFqlWrOPPMMxk8eDAAY8aM4ZRTToGsK+wTwA+AlzdwZZcDf4yIk4GHgbeApcA/gHMjYgrwUn6skkRKqdSyW7XKyso0ceLExg5DkiRJ0kfFkiWs/cXVPD4heHLguSxv06l2V8XaVVROup4Der7Ddud8Dvr0acRAMxExKaVUWUK5FkB1SmltRBwAXJdSGlDOuW2xlCRJkqRi2rWj6eD+9FxQxeqqm5i9ywEs3q4brVcsoOvsx9lj+3fYbo8O0KtXY0e6sXYF7oiIJsBq4JxyD2hiKUmSJEn1OeYYOi9fTps20+n65r9Y/go0bw5desAOe24PI0ZAvp7kf4qU0nRg4KY8pomlJEmSJNWnWTM49VTa7v8qPSdPhsWLoVWrrOtrnz7ZfplYSpIkSdIGRUCPHtlDRbnciCRJkiSpLCaWkiRJkqSymFhKkiRJkspiYilJkiRJKouJpSRJkiSpLCaWkiRJkqSymFhKkiRJkspiYilJkiRJKouJpSRJkiSpLCaWkiRJkqSymFhKkiRJkspiYilJkiRJKouJpSRJkiSpLCaWkiRJkqSymFhKkiRJkspiYilJkiRJKouJpSRJkiSpLCaWkiRJkqSymFhKkiRJkspiYilJkiRJKouJpSRJkiSpLCaWkiRJkqSymFhKkiRJkspiYilJkiRJKouJpSRJkiSpLCaWkiRJkqSymFhKkiRJkspiYilJkiRJKouJpSRJkiSpLCaWkiRJkqSymFhKkiRJkspiYilJkiRJKouJpSRJkiSpLCaWkiRJkqSymFhKkiRJkspiYilJkiRJKouJpSRJkiSpLCaWkiRJkqSymFhKkiRJkspiYilJkiRJKouJpSRJkiSpLCaWkiRJkqSymFhKkiRJkspSUmIZEV0jYmxELImIdyPiLxGxa4l1W0bEzyPirYhYGRETImJYkXKzIiIVeRy/sRclSZIkSdpymjZUICJaA/8CVgFnAAm4AngoIvqllJY3cIgbgWOAC4BXga8D90fEASmlqjpl7wcuq7PtpYZilCRJkiQ1ngYTS+AcoDvQM6U0AyAipgDTga8AV9VXMSL6A6cCZ6WUbsq3PQxMA0YBx9WpsiCl9MTGXoQkSZIkqfGU0hX2OOCJmqQSIKU0E3gM+EwJddcAtxfUXQvcBhwVES02OmJJkiRJ0lallMSyDzC1yPZpQO8S6s5MKa0oUrc5sEed7Z+OiBURsSoinnB8pSRJkiRt/UrpCrs9sKjI9neA9mXUrdlf4+/A08BMoDNwHnBnRJyWUvp9sYNHxEhgJEDnzp0ZP358A+FIkiRJkja1UhJLyCbsqStKqBel1k0pnb9egYg7gSeAnwJFE8uU0g3ADQCVlZXp4IMPLiEkSZIkSdKmVEpX2EWs37JYoz3FWyMLvbOBujX7i0opVQN/AnaJiC4lxClJkiRJagSlJJbTyMZK1tUbeL6EurvnS5bUrbsamPHBKuupadks1uopSZIkSdoKlJJY/g3YPyK612yIiG7A0HxfQ3WbAZ8rqNsUOBl4IKW0qr6KebnPAa+nlN4uIU5JkiRJUiMoZYzlaLKJdO6KiB+QtR7+CJgNXF9TKCJ2A14BRqWURgGklKoi4nbg6ohoRjYxz1eB3YERBXVPIVu65N78uJ2BrwODgVPKvEZJkiRJ0mbUYGKZUloeEYcCvwRuIeue+k/gmymlZQVFA6jgg62gXwJ+DFwBbAc8CwxPKT1TUGYm0An4OdmYzBVkM8QOTynd/yGuS5IkSZK0hURKH43hi5WVlWnixImNHYYkSZIkNYqImJRSqmyMc5cyxlKSJEmSpHqZWEqSJEmSymJiKUmSJEkqi4mlJEmSJKksJpaSJEmSpLKYWEqSJEmSymJiKUmSJEkqi4mlJEmSJKksJpaSJEmSpLKYWEqSJEmSymJiKUmSJEkqi4mlJEmSJKksJpaSJEmSpLKYWEqSJEmSymJiKUmSJEkqi4mlJEmSJKksJpaSJEmSpLKYWEqSJEmSymJiKUmSJEkqi4mlJEmSJKksJpaSJEmSpLKYWEqSJEmSymJiKUmSJEkqi4mlJEmSJKksJpaSJEmSpLKYWEqSJEmSymJiKUmSJEkqi4mlJEmSJKksJpaSJEmSpLKYWEqSJEmSymJiKUmSJEkqi4mlJEmSJKksJpaSJEmSpLKYWEqSJEmSymJi+f/Zu/P4mu7E/+OvTxYRiV2pqgq1xJJIIkEJk1QtLY22GDoU1dIvQ7dRpp1qU6WdH1pqOjOtVic6NVpKa9cKYmstSUVIpNZYioxYQiQhNzm/PyJ3EoLLRYj38/HIo/d+zmc7Rx/Vdz7nfI6IiIiIiIg4RcFSREREREREnKJgKSIiIiIiIk5RsBQRERERERGnKFiKiIiIiIiIUxQsRe4gR48epU+fPjz44IM0adKExx57jGnTptGtW7ebMl5YWBixsbEAPPbYY5w6deqG9BsZGcmkSZNuSF8iIiIiUvIULEXuEJZl8eSTTxIWFsaePXtISkrivffeIzU19ZaMv2TJEipVquR0Pzab7QbMRkRERERuJwqWIneIVatW4e7uzv/93//ZywICAmjXrh0ZGRn07NkTX19f+vbti2VZAIwdO5aQkBCaNWvGkCFD7OVhYWGMHj2ali1b0rBhQ9auXQtAVlYWffr0wd/fn969e5OVlWUfy8fHh7S0NADeffddfH196dixI08//bR99fGzzz4jJCSE5s2b06NHDzIzMwEYOHAgr776KuHh4YwePRqApKQkwsLCqFevHlOnTr3JV09EREREbiYFS5HbWVoarF4Ny5ezfcUKWgQFFVtty5YtTJkyhaSkJPbu3cv69esBGD58OJs3b2b79u1kZWWxaNEiexubzcamTZuYMmUK77zzDgD//Oc/KVeuHAkJCfzlL38hLi7ukrFiY2OZO3cuW7ZsYd68efZbZQGeeuopNm/ezNatW2ncuDHTp0+3H9u5cyfR0dF88MEHACQnJ/PDDz+wadMm3nnnHXJycpy/XiIiIiJSItxKegIichlr1nB+2UpSUyEnB7IP/gKuOZCVBZ6eRaq2bNmS+++/H8hfxUxJSSE0NJRVq1YxYcIEMjMzOXHiBE2bNuXxxx8H8kMgQIsWLUhJSbkw5BpefPFFAPz9/fH3979kWuvWraN79+54XphDQX8A27dv58033+TUqVNkZGTQuXNn+7FevXrh6upq/961a1c8PDzw8PCgevXqpKam2s9BRERERO4sCpYit6O9e8lavJJfthgOVAngnEcF8s4c5adDS2HpUrgQCgt4eHjYP7u6umKz2cjOzmbYsGHExsZSu3ZtIiMjyc7OvqRNQf0CxpgrTq3gdtriDBw4kO+//57mzZsTFRVFTEyM/ZiXl9dV5ywiIiIidybdCityO/rlFw4cgF012/Orb3dS6obDw+M5k5XLp/+KggsBcfPmzaxevbrYLgpCZLVq1cjIyODbb7+96rDt27dn5syZQP7qY0JCwiV1QkNDWbhwIdnZ2WRkZLB48WL7sTNnzlCzZk1ycnLs/YiIiIhI6acVS5HbUXo6mZmQXr2OvSi7XFX+EvA883bNYULjxpQtVw4fHx+eeOKJYruoVKkSgwcPxs/PDx8fH0JCQq467NChQ3n22Wfx9/cnICCAli1bXlInJCSEiIgImjdvTp06dQgODqZixYpA/qY+rVq1ok6dOvj5+XHmzJnrvAAiIiIicicxV7qt7U4SHBxsFd5EROSOtnAhe+fEsfF8IL82igBjqJh+gFaJX9A6zAOX10aCu3uJTS8jIwNvb28yMzNp374906ZNI+gyGwuJiIiIyK1hjImzLCu4JMbWiqXI7ahlS2pv2sKJLVvwjjvKubIVuefULho1BpeQ4BINlQBDhgwhKSmJ7OxsBgwYoFApIiIicpfTiqXI7WrHDqz5Czh1JIucHKhcxeAeEgDdukGh3VVFREREREArliJSnMaNMfXrU3nPHjh/HmrXhsqVS3pWIiIiIiKXULAUuZ25u4Ovb0nPQkRERETkivS6EREREREREXGKgqWIiIiIiIg4RcFSREREREREnOJQsDTG1DbGfGuMSTfGnDbGzDPGPOBg27LGmInGmCPGmCxjzM/GmPZXdLa1UAAAIABJREFUafO0McYyxhxyZAwREREREREpOVcNlsaYcsBKwBcYADwDNABWGWO8HBhjOjAYeAvoBhwBfjDGBFxmvErAZOCoIycgIiIiIiIiJcuRXWEHA/WARpZl7QYwxiQAu4AXgA8v19AY0xz4AzDIsqx/XShbDSQCY4GIYppNALaSH0AfcfhMREREREREpEQ4citsBLChIFQCWJa1D1gPdHegbQ7wTaG2NuBroLMxxqNwZWNMW6Af8EeHZi8iIiIiIiIlzpFg2RTYXkx5ItDEgbb7LMvKLKZtGaB+QYExxh2YBkwsHGJFRERERETk9ubIrbBVgJPFlJ8AKjvRtuB4gdGAB/C+A3MCwBgzBBgCUKNGDWJiYhxtKiIit9Cjjz7K0qVLS3oaN0x8fDzffPMN77///hXLp0+fTnJyMuPHj6dMmTIO9x8VFYWnpye9e/e+rvmtX7+e/fv384c//OG62ouIiFwrR4IlgFVMmXGgnXGkrTGmPvAX4EnLsrIdnBOWZU0jf5WT4OBgKywszNGmIiJyC7m6ulLa/hsdHR1d7DkVlI8fP55Dhw6xZs0aPD09r6nvmJgYvL29r/uaXa6dzWbDzc3Rv/pFREQc58itsCcpurJYoDLFr0YWduIKbQuOA0wlf+fZDcaYShd2hi0DmAvfr+1vZBERue1kZGTQoUMHgoKC8PPzY/78+QCkpKTg6+vL888/T7Nmzejbty/R0dG0bduWBg0asGnTJgAiIyMZMGAAnTp1wsfHh3nz5jFq1Cj8/Pzo0qULOTk5APj4+JCWlgZAbGxssSErJSWFdu3aERQURFBQED/99BOQH+jCwsLo2bMnvr6+9O3bF8vK//3osmXL8PX1JTQ0lHnz5l3xXD/44AOWLFnCwoUL7aFy7NixhISE0KxZM4YMGWLvd+rUqTRp0gR/f3/69Olj7yMpKYmwsDDq1avH1KlTr+laRUVFMXz4cAAGDhzIq6++Snh4OKNHj77GPzURERHHOPJry0Tyn5W8WBMgyYG2Txpjyl30nGUT4Dywu9D3OhQfVE8CHwEvOzBXERG5HRw8CKtX5//T0xNycynr5sZ3331HhQoVSEtLo3Xr1kRE5G8Ovnv3bubMmcO0adMICQnhP//5D+vWrWPBggW89957fP/99wDs2bOHVatWkZSUxEMPPcTcuXOZMGECTz75JIsXL+aJJ55waHrVq1dn+fLllC1bll27dvH0008TGxsLwJYtW0hMTOS+++6jbdu2rF+/nuDgYAYPHszKlSupX7/+FW9RXb9+Pb/++itxcXF4e3vby4cPH85bb70FwDPPPMOiRYt4/PHH+etf/8q+ffvw8PDg1KlT9vrJycmsWrWKM2fO0KhRI4YOHXpN16qwnTt3Eh0djaurq0PXR0RE5Fo5smK5AGhtjKlXUGCM8QHaXjh2tbbuQK9Cbd2A3sCPlmWdu1DcBwi/6OcHIO3C548dmKeIiNwO9u8n5/MokhftZt2Kc2xefgrLlos1Zw5vvP46/v7+PPLII/z222+kpqYCULduXfz8/HBxcaFp06Z06NABYwx+fn6kpKTYu3700Udxd3fHz8+P3NxcunTpAnBJvavJyclh8ODB+Pn50atXL5KS/vd70pYtW3L//ffj4uJCQEAAKSkpJCcnU7duXRo0aIAxhn79+l227/r162NZFj/++GOR8lWrVtGqVSv8/PxYuXIliYmJAPj7+9O3b1+++uqrIrepdu3aFQ8PD6pVq0b16tWv+VoV1qtXL4VKERG5qRxZsfwMGA7MN8a8Sf4zk+8CB4FPCyoZY+oAe4CxlmWNBbAsK94Y8w0w5cKur/uAoUBdoG9BW8uyNlw8qDFmIHDOsqyY6zozEREpGStXsmtHLltdAtkX8jBeZ/9LnvU+X8yayzHXXOLi4nB3d8fHx4fs7PzH6j08/vf2KRcXF/t3FxcXbDab/Vjhcnd3d4wxl9Rzc3MjLy8PwN7/xSZPnkyNGjXYunUreXl5lC1b9pIxIP/Z0IJ+C8a6mho1ajBz5kw6dOhA1apVCQ8PJzs7m2HDhhEbG0vt2rWJjIy0z23x4sWsWbOGBQsW8O6779oD5+Xm4ei1KszLy8uhuYuIiFyvq65YWpZ1FngY2An8G5hJfkB82LKsjEJVDeBaTJ/PAv8CxgGLgdpAF8uyfnF69iIicnuxLKz9Bzh2DHbX78J5j/KcrPIglnHhyPFsqpcpg7u7O6tWrWL//v03ZQo+Pj7ExcUBMHfu3GLrpKenU7NmTVxcXPj3v/9Nbm7uFfv09fVl37597NmzB4BZs2ZdsX7Dhg2ZN28e/fr1Iz4+3h4iq1WrRkZGBt9++y0AeXl5HDx4kPDwcCZMmMCpU6fIyMi4UtciIiK3JYe2hrMs6wDQ4yp1Uihmp1jLsrKAVy/8OMyyrIHXUl9ERG4PpqwHZcpk45l9kgzve8nLs+Fu3Ojl68/zvywlODiYgIAAfH19b8r4b7/9Ns899xzvvfcerVq1KrbOsGHD6NGjB3PmzCE8PPyqK3ply5Zl2rRpdO3alWrVqhEaGsr27cW94vl/QkJC+Ne//kVERASrVq2y33rr4+NDSEgIALm5ufTr14/09HQsy+KVV16hUqVK13fiIiIiJcgU7Ep3pwsODrYKNl4QEZEStGQJR+ZvImFfeY7UDOLYb5uJiv2IhFeG4vqnl6HQhjYiIiJy4xhj4izLCi6JsfUyKxERubEefpiahw/j5XWIqT99wJe/buSjbo/h2uMJhUoREZFSSiuWIiJy4+Xlwc6d+a8bKVcOmjWDihVLelYiIiKlmlYsRUSkdHFxAV/f/B8REREp9Rx5j6WIiIiIiIjIZSlYioiIiIiIiFMULEVERERERMQpCpYiIiIiIiLiFAVLERERERERcYqCpYiIiIiIiDhFwVJEREREREScomApIiIiIiIiTlGwFBEREREREacoWIqIiIiIiIhTFCxFRERERETEKQqWIiIiIiIi4hQFSxEREREREXGKgqWIiIiIiIg4RcFSREREREREnKJgKSIiIiIiIk5RsBQRERERERGnKFiKiIiIiIiIUxQsRURERERExCkKliIiIiIiIuIUBUsRERERERFxioKliIiIiIiIOEXBUkRERERERJyiYCkiIiIiIiJOUbAUERERERERpyhYioiIiIiIiFMULEVERERERMQpCpYiIiIiIiLiFAVLERERERERcYqCpYiIiIiIiDhFwVJEREREREScomApIiIiIiIiTlGwFBEREREREacoWIqIiIiIiIhTFCxFRERERETEKQqWIiIiIiIi4hQFSxEREREREXGKgqWIiIiIiIg4RcFSREREREREnKJgKSIiIiIiIk5RsBQRERERERGnKFiKiIiIiIiIUxQsRURERERExCkKliIiIiIiIuIUBUsRERERERFxioKliIiIiIiIOEXBUkRERERERJyiYCkiIiIiIiJOUbAUERERERERpyhYioiIiIiI01JSUmjWrFmRssjISCZNmgRAVFQUhw8fth+bMmUKmZmZTo0ZGRlJrVq1CAgIoFmzZixYsMCp/sLCwoiNjb3mdgMHDuTbb791auw7nYKliIiIiIjcdDciWObm5l5S9sorrxAfH8+cOXMYNGgQeXl5RY7bbLbrm7BcE4eCpTGmtjHmW2NMujHmtDFmnjHmAQfbljXGTDTGHDHGZBljfjbGtL+oTnljzGxjzG5jzFljzCljzEZjTL/rOSkREREREbl9fPvtt8TGxtK3b18CAgL46KOPOHz4MOHh4YSHhwMwdOhQgoODadq0KW+//ba9rY+PD2PHjiU0NJQ5c+ZcdozGjRvj5uZGWloaAwcO5NVXXyU8PJzRo0ezadMm2rRpQ2BgIG3atOHXX38FICsriz59+uDv70/v3r3Jysqy9/fjjz/y0EMPERQURK9evcjIyADgz3/+M02aNMHf35+RI0fa669Zs4Y2bdpQr169u3L10u1qFYwx5YCVwDlgAGAB44BVxhh/y7LOXqWL6UBX4DVgL/BH4AdjzEOWZcVfqFMGsAHvAymAB9Ab+Lcx5h7LsiZf64mJiIiIiMgtcuYMpKdf9nDPnj35+OOPmTRpEsHBwQBMnjyZVatWUa1aNQDGjx9PlSpVyM3NpUOHDiQkJODv7w9A2bJlWbdu3RWnsHHjRlxcXLjnnnsA2LlzJ9HR0bi6unL69GnWrFmDm5sb0dHRvPHGG8ydO5d//vOflCtXjoSEBBISEggKCgIgLS2NcePGER0djZeXF//v//0/PvzwQ4YPH853331HcnIyxhhOnTplH//IkSOsW7eO5ORkIiIi6Nmz5/VfzzvQVYMlMBioBzSyLGs3gDEmAdgFvAB8eLmGxpjmwB+AQZZl/etC2WogERgLRABYlnX8Qr3ClhhjGgKDAAVLEREREZHbTXY2zJ1LTtIuzp04BSdOwPHjULWqvYoxxqGuZs+ezbRp07DZbBw5coSkpCR7sOzdu/dl202ePJmvvvqK8uXL880339jH69WrF66urgCkp6czYMAAdu3ahTGGnJwcIH+V8cUXXwTA39/fPt6GDRtISkqibdu2AJw/f56HHnqIChUqULZsWZ5//nm6du1Kt27d7PN44okncHFxoUmTJqSmpjp0zqWJI7fCRgAbCkIlgGVZ+4D1QHcH2uYA3xRqawO+BjobYzyu0v74hfYiIiIiInK7WbSII2t2sW6DGzt3VObYqQyYNQsuPOd44sQJ+4rklezbt49JkyaxYsUKEhIS6Nq1K9nZ2fbjXl5el21b8Izl2rVradeuXbFtxowZQ3h4ONu3b2fhwoVF+i4u+FqWRceOHYmPjyc+Pp6kpCSmT5+Om5sbmzZtokePHnz//fd06dLF3sbDw6NI+7uNI8GyKbC9mPJEoIkDbfdZlnXxU7mJ5N/+Wr9wocnnZoypaowZAnQGpjgwRxERERERuZUsC5KT2b0bNrf4P+LbvU5FtwosWrMJjh3jxIkTLFu2jNDQUADKly/PmTNn7M0Lfz99+jReXl5UrFiR1NRUli5dekOnmp6eTq1atYD8TYQKtG/fnpkzZwKwfft2EhISAGjdujXr169n9+78tbXMzEx27txJRkYG6enpPPbYY0yZMoX4+HgknyO3wlYBThZTfgKo7ETbguOF/RH424XPOcBLlmV9ebnOL4TPIQA1atQgJibmKtMREREREZEbpn59Mqpb1Cm3Bcu48tKrLzNm9r94uU0bMIbevXtz8OBBDh48SHBwMAMGDKBMmTL8/e9/Jzw8nN/97ndUrVqVyZMnU7NmTerWrUvNmjVp1KgRycnJxMTEkJ2dzfr166lYseIlw6ekpODp6XlJDjh69CiJiYn21dJHHnmEl19+mbfffpugoCCys7OJiYmhadOmLFq0iAcffJAHH3wQX19f4uLiyMjI4OWXX6Zbt27222YHDRqEr68vb775JufPn8eyLIYMGUJMTMwl4+Xm5t512cRcbZnWGHMe+MCyrNcvKh8PjLYs67Lh1BizHPC2LOuhi8o7Aj8C7S3LWluo/B6gDlCN/NtoXwCGWZb16dVOJDg42Lqed86IiIiIiMh1WrSItGWx7NgBublQty7Ueeg+GDwYHHy2Um4cY0ycZVnBJTG2IyuWJ7l0ZRHyVyuLW40s7ARQ3GtJKhc6bmdZ1jHg2IWvyy7sSDvJGPOFZVl61lJERERE5HbSpQvV8vJoe0885Obh8mBdeOophcq7kCPBMpH8ZyUv1gRIcqDtk8aYchc9Z9kEOA/sLr6ZXSz5rzipARxyYK4iIiIiInKruLlBRAQuXbvmP3Pp5ki8kNLIkc17FgCtjTH1CgqMMT5A2wvHrtbWHehVqK0b+e+o/NGyrHNXaf87IAP4rwPzFBERERGRkuDqqlB5l3PkT/8zYDgw3xjzJmAB7wIHAfuzj8aYOsAeYKxlWWMBLMuKN8Z8A0wxxrgD+4ChQF2gb6G2LwCtgWjyVyarAr8HegJ/tizrvJPnKSIiIiIiIjfJVYOlZVlnjTEPA5OBfwMGWAG8bFlWRqGqBnDl0lXQZ4HxwDigErAV6GJZ1i+F6mwj/52Yk8h/njMN2AF0syxr8XWcl4iIiIiIiNwiV90V9k6hXWFFRERE5GpcXV3x8/PDZrPRuHFjZsyYQbly5a65n9jYWL788kumTp162TpRUVHExsby8ccfOzNlEYeV5K6wjjxjKSIiIiJSKnh6ehIfH8/27dspU6YMn3zyyXX1ExwcfMVQKXK3UbAUERERkbtSu3bt2L17NykpKTRr1sxePmnSJCIjIwEICwtj9OjRtGzZkoYNG7J2bf4r2GNiYujWrRsAmzZtok2bNgQGBtKmTRt+/fVXe18HDx6kS5cuNGrUiHfeeefWnZzILaatm0RERESkdMvNhZ07ISMj/5UYgM1mY+nSpXTp0uWqzW02G5s2bWLJkiW88847REdHFznu6+vLmjVrcHNzIzo6mjfeeIO5c+cC+aFz+/btlCtXjpCQELp27UpwcIncqShyUylYioiIiEjplZMDX33Fqa37ycyErKwsAho0AC8v2rVrx3PPPcfhw4ev2MVTTz0FQIsWLUhJSbnkeHp6OgMGDGDXrl0YY8jJybEf69ixI1WrVrX3s27dOgVLKZUULEVERESk9Nq4kWOx+9myy5tTlXzwcHFjU+9+lPnTi1C5MgBubm7k5eXZm2RnZxfpwsPDA8jf+Mdms10yxJgxYwgPD+e7774jJSWFsLAw+zFjTJG6F38XKS30jKWIiIiIlF5paRw/DgceCCWpSU8sXMg4bcHx4/YqNWrU4L///S/Hjx/n3LlzLFq06JqGSE9Pp1atWkD+TrCFLV++nBMnTuDq6srEiROZOnUqjz/+OKdOnbpqv23atLmmeRSYMmUKmZmZ9u/e3t7X1Y/ItVCwFBEREZHSq3JlKlWC+w9toMGuJRgsvL2xr1YCuLu789Zbb9GqVSu6deuGr6+vQ10XrD6OGjWK119/nbZt25Kbm1ukTmhoKM888wyWZfHnP/+ZPXv2UKVKFf7+979ftf+ffvrJ8fMs5OJgKXIr6D2WIiIiIlJ6nTsHX3xBWmIqZ8/CPfdAuc7toEMHp7qdO3cuCxYsYMaMGQ7V9/b2JiMjA4BPPvmEhIQE/vGPf5CRkUH37t05efIkOTk5jBs3ju7duxdpc7k6Z8+e5fe//z2HDh0iNzeXMWPGkJqaysiRI2nUqBHVqlVj1apVeHt789JLL7Fo0SI8PT2ZP38+NWrUYOHChYwbN47z589TtWpVZs6cSY0aNYiMjOTAgQPs3buXAwcO8PLLL/Piiy86db3k1ijJ91gqWIqIiIhI6Xb+PGzblr8rbK1aUL++U90tWLCAUaNG8cUXXzh8u2pBSMzNzaVPnz4899xzdOnSBZvNRmZmJhUqVCAtLY3WrVvbNwEqaHO5OvPmzWPZsmV89tlnQP4tuRUrVsTHx4fY2FiqVasG5K+sLliwgMcff5xRo0ZRoUIF3nzzTU6ePEmlSpUwxvD555+zY8cOPvjgAyIjI/nxxx9ZtWoVZ86coVGjRhw9ehR3d3enrpvcfCUZLLV5j4iIiIiUbmXKQIsWN6y7iIgIIiIirlzJsiAhAY4ehcqV83ejDQggJSWFFi1a0LFjxwvVLN544w3WrFmDi4sLv/32G6mpqdx7772Fuiq+jp+fHyNHjmT06NF069aNdu3aXeb0y9jfudmiRQuWL18OwKFDh+jduzdHjhzh/Pnz1K1b196ma9eueHh44OHhQfXq1UlNTeX+++935rJJKadnLEVEREREbiTLgu+/Jz3qO/Z89TNpXy7B092d+NhY9u/fz/nz5+3PWM6cOZNjx44RFxdHfHw8NWrUuGRX2svVadiwIXFxcfj5+fH6668zduzYYqfj7u5ufx608M62I0aMYPjw4Wzbto1PP/20yLgFO+Fe3EbkchQsRURERERupKNHydqwlV+2ubPOtCNuZ3nIy4PERCpWrMjUqVOZNGkSOTk5pKenU716ddzd3Vm1ahX79++/pLvL1Tl8+DDlypWjX79+jBw5kl9++QWA8uXLc+bMmatOs/Buto4+KypyOboVVkRERETkRjpzhqwsOFOuBvvqdaBMzlksK78cIDAwkObNm/P111/Tt29fHn/8cYKDgwkICCiyI23BKuPl6mzbto3XXnsNFxcX3N3d+ec//wnAkCFDePTRR6lZsyarVq267DQjIyPp1asXtWrVonXr1uzbt+8mXRC5G2jzHhERERGRG+n0aWwfTmXLZhvH8qpS0XacoCDwHDoQfHwc6uL48eMEBQUVu4IpcjnavEdEREREpLSoUAG3Xk8S5PI9Z08dx7Ocwb1TuMOh8vDhw4SFhTFy5MibO0+RG0jBUkRERETkRmvaFNd69ahw/DhUrAjlyzvc9L777mPnzp03cXIiN56CpYiIiIjIzeDpCXpFh9wltCusiIiIiIiIOEXBUkRERERERJyiYCkiIiIiIiJOUbAUERERERERpyhYioiIiIiIiFMULEVERERERMQpCpYiIiIiIiLiFAVLERERERERcYqCpYiIiIiIiDhFwVJEREREpJQ5fvw4AQEBBAQEcO+991KrVi379/Pnz193vxs3buSVV14B4PPPP+fll1++pM7nn3+Oi4sLiYmJ9jJfX18OHTrk8DjR0dE88cQT1z1PufXcSnoCIiIiIiJyY1WtWpX4+HgAIiMj8fb2ZuTIkU7326pVK1q1anXVevfffz/vvfceM2fOdHpMuTNoxVJERERE5C7y+OOP06JFC5o2bcrnn38OgM1mo1KlSrz22msEBQXRuXNnNm7cyO9+9zvq1avHkiVLAMdXEp944gl++eUXdu/efcmxIUOGEBwcTNOmTRk7dqy9fPHixTRq1IjQ0FDmz59vL3/zzTeZMmWK/fu1rn7KraFgKSIiIiJyF5kxYwZxcXFs3ryZDz/8kJMnTwKQnp5Op06d+OWXXyhTpgyRkZGsWLGCOXPm8NZbb13TGC4uLrz22mu8//77lxz761//SmxsLFu3bmX58uUkJSWRmZnJCy+8wJIlS1i7di2HDx++Iecqt45uhRURERERKQ1sNli6FBITwcMDwsIgMPCSapMnT2bBggUAHDp0iD179hAQEICnpycdO3YEwM/Pj4oVK+Lm5oafnx8pKSnXPJ1nnnmG999/nwMHDhQpnzVrFtOnT8dms3H48GF7sGzYsCEPPvggAH379uXLL7+85jGl5ChYioiIiIiUBitXkvZDHL/+Ch4e2fj9dz4eVaoUqRIdHc2aNWvYsGEDnp6ehIaGkp2dDUCZMmXs9VxcXPDw8LB/ttls1zwdd3d3XnnlFSZMmGAv27VrFx999BGbNm2iUqVK9OvXzz6+MabYftzc3MjLy7N/L6gvtxfdCisiIiIiUhrs2UNKCsQ36MVur+YcOZJfVlh6ejpVqlTB09OTxMRENm/efFOn9Nxzz7F06VJOnDgBwOnTpylfvjwVKlTgyJEj/PDDDwA0adKEnTt3sm/fPizLYtasWfY+fHx8iIuLA2DTpk0cPHjwps5Zro+CpYiIiIhIaeDtjbc31D74E1VO7sHLK7+ssK5du5KZmUnz5s0ZO3asQzu8OsPDw4M//vGPHDt2DICgoCCaNGlCs2bNGDx4MG3btgWgXLlyfPLJJzz66KO0a9eOevXq2fvo1asXqampBAYGMn369CLH5PZhLMsq6TncEMHBwVZsbGxJT0NEREREpGQcPkxe1JccO5hNmTJQuVktGDgQ3N1LemZyixhj4izLCi6JsfWMpYiIiIhIaXDffbiM+CM19uzJ37ynQQNw0//uy62hf9NEREREREqL8uUhIKCkZyF3IT1jKSIiIiIiIk5RsBQRERERERGnKFiKiIiIiIiIUxQsRURERERExCkKliIiIiIiIuIUBUsRERERERFxioKliIiIiIiIOEXBUkRERERERJyiYCkiIiIiIiJOUbAUERG5w3l7e9s/L1myhAYNGnDgwAGn+01JSaFZs2ZO9yMiIqWfgqWIiEgpsWLFCkaMGMGyZct44IEHHGpjs9lu8qxERORuoGApIiJSCqxdu5bBgwezePFiHnzwQQCOHTtGjx49CAkJISQkhPXr1wMQGRnJkCFD6NSpE/379yclJYV27doRFBREUFAQP/300yX9O1JHRETuXm4lPQERERFxzrlz5+jevTsxMTH4+vray1966SVeeeUVQkNDOXDgAJ07d2bHjh0AxMXFsW7dOjw9PcnMzGT58uWULVuWXbt28fTTTxMbG1tkjOrVq1+1joiI3L0ULEVERO5Ex47BkSNw7724u7vTpk0bpk+fzkcffWSvEh0dTVJSkv376dOnOXPmDAARERF4enoCkJOTw/Dhw4mPj8fV1ZWdO3deMpwjdURE5O6lYCkiInKn2baN89/M49QJi4qVDS7A7NmzeeSRR3jvvfd44403AMjLy+Pnn3+2B8jCvLy87J8nT55MjRo12Lp1K3l5eZQtW/aS+o7UERGRu5eesRQREbnTrFjBtq0WGw/UZOsWC3JzKVeuHIsWLWLmzJlMnz4dgE6dOvHxxx/bm8XHxxfbXXp6OjVr1sTFxYV///vf5ObmXlcdERG5eylYioiI3Glycjh/Hs6Uv4+cnP8VV6lShWXLljFu3Djmz5/P1KlTiY2Nxd/fnyZNmvDJJ58U292wYcOYMWMGrVu3ZufOnUVWM6+ljoiI3L2MZVklPYcbIjg42NImAiIicldYtYozi1aTmgrVq0OFLm2gU6eSnpWIiJQwY0ycZVnBJTG2QyuWxpjaxphvjTHpxpjTxph5xhiHXpBljClrjJlojDlijMkyxvxsjGl/UZ2GxpiPjDEJxpiMC3UXGGOaX89JiYiIlGphYZQf8BT1+7aiQv8noGPHkp6RiIjc5a66eY8xphywEjgHDAAsYBw0grNrAAAgAElEQVSwyhjjb1nW2at0MR3oCrwG7AX+CPxgjHnIsqyChz06AeHADOAXoBIwCthojGlrWVbcNZ+ZiIhIaWUM+Pvn/4iIiNwGHNkVdjBQD2hkWdZuAGNMArALeAH48HINL6w4/gEYZFnWvy6UrQYSgbFAxIWqXwN/twrdl2uMWQmkAC8B/a/prEREREREROSWceRW2AhgQ0GoBLAsax+wHujuQNsc4JtCbW3kB8nOxhiPC2Vp1kUPe1qWlQ7sBGo5MEcREREREREpIY4Ey6bA9mLKE4EmDrTdZ1lWZjFtywD1L9fQGFMFaAbscGCOIiIiIiIiUkIcuRW2CnCymPITQGUn2hYcv5y/AQaYcrkKxpghwBCAGjVqEBMTc5XpiIiIiIiIyI3mSLCE/A17LmYcaGeup60x5nXyn818rvAtuJdMyrKmAdMg/3UjYWFhDkxJREREREREbiRHboU9SfEri5UpfjWysBNXaFtwvAhjzP8B7wFvWpb1hQPzExERERERkRLkSLBMJP9ZyYs1AZIcaFv3witLLm57HiiyGmmMeQb4B/CBZVnjHZibiIiIiIiIlDBHguUCoLUxpl5BgTHGB2h74djV2roDvQq1dQN6Az9alnWuUPmTwL+Azy3LGung/EVERERERKSEOfKM5WfAcGC+MeZN8p+ZfBc4CHxaUMkYUwfYA4y1LGssgGVZ8caYb4Apxhh3YB8wFKgL9C3Utj0wC0gAoowxrQuNf86yrC3Xf4oiIiIiIiJyM111xdKyrLPAw+S/U/LfwEzyA+LDlmVlFKpqANdi+nyW/JXIccBioDbQxbKsXwrVeRjwAALJfz/mz4V+vrvmsxIAvvvuO4wxJCcnX3PbmJgYunXrBkBkZCSTJk26YfMaOHAgdevWJSAggKCgIH7++Wen+vPx8SEtLe2a24WFhREbG+vU2CIiIiIi4titsFiWdcCyrB6WZVWwLKu8ZVlPWJaVclGdFMuyjGVZkReVZ1mW9aplWfdallXWsqxWlmXFXFQn8kLb4n58nDvFu9esWbMIDQ3l66+/vuljWZZFXl6ew/UnTpxIfHw8f/3rX3nhhRcuOW6z2W7k9ERERERE5CZyKFjKnScjI4P169czffr0IsEyJiaGsLAwevbsia+vL3379sWy8t8Is2zZMnx9fQkNDWXevHlF+ktKSiIsLIx69eoxdepUAFJSUmjcuDHDhg0jKCiIgwcPMnToUIKDg2natClvv/32VefZvn17du/O38MpLCyMN954g9/97nd89NFHLFy4kFatWhEYGMgjjzxCamoqAMePH6dTp04EBgbywgsv2OcP8NVXX9GyZUsCAgJ44YUXyM3NJTc3l4EDB9KsWTP8/PyYPHmyvf6cOXNo2bIlDRs2ZO3atdd5tUVERERE7m4KlqXU999/T5cuXWjYsCFVqlThl1/+d+fxli1bmDJlCklJSezdu5f169eTnZ3N4MGDWbhwIWvXruXo0aNF+ktOTuaHH35g06ZNvPPOO+Tk5ADw66+/0r9/f7Zs2UKdOnUYP348sbGxJCQksHr1ahISEq44z4ULF+Ln52f/furUKVavXs2f/vQnQkND2bBhA1u2bKFPnz5MmDABgHfeeYfQ0FC2bNlCREQEBw4cAGDHjh188803rF+/nvj4eFxdXZk5cybx8fH89ttvbN++nW3btvHss8/ax7PZbGzatIkpU6bwzjvvOHfRRURERETuUgqWpdSsWbPo06cPAH369GHWrFn2Yy1btuT+++/HxcWFgIAAUlJSSE5Opm7dujRo0ABjDP369SvSX9euXfHw8KBatWpUr17dvnpYp04dWrf+315Ls2fPJigoiMDAQBITE0lKKv6NNK+99hoBAQFMmzaN6dOn28t79+5t/3zo0CE6d+6Mn58fEydOJDExEYA1a9bY59e1a1cqV85/LeqKFSuIi4sjJCSEgIAAVqxYwd69e6lXrx579+5lxIgRLFu2jAoVKtjHeOqppwBo0aIFKSkp13aRRUREREQEcGxXWLlTnDgB0dEcT0tj5YoVbN++HWMMubm5GGPsK34eHh72Jq6urvbnGY0xl+36cm28vLzs5fv27WPSpEls3ryZypUrM3DgQLKzs4vtb+LEifTs2fOS8sL9jRgxgldffZWIiAhiYmKIjIy0HyturpZlMWDAAN5///1Ljm3dupUffviBv//978yePZsvvviiyHkVPicREREREbk2WrEsLfLy4Kuv2LMwiY8+W0Lfxs3Yv2EDKSkpHDx4kLp167Ju3brLNvf19WXfvn3s2bMHoMgKp6NOnz6Nl5cXFStWJDU1laVLl1736QCkp6dTq1YtAGbMmGEvb9++PTNnzgRg6dKlnDx5EoAOHTrw7bff8t///heAEydOsH//ftLS0sjLy6NHjx68++67RW4LFhERERER5ylYlhaZmZw/eoKDB2H+/h2E3+sLv/1mP9yjRw/+85//XLZ52bJlmTZtGl27diU0NJQ6depc8xSaN29OYGAgTZs2ZdCgQbRt2/a6TqVAZGQkvXr1ol27dlSrVs1e/vbbb7NmzRqCgoL48ccfeeCBBwBo0qQJ48aNo1OnTvj7+9OxY0eOHDnCb7/9RlhYGAEBAQwcOLDYFU0REREREbl+pvCOmney4OBg665+J6Flwccfs3fzcbKyoEEjQ5nhL8C995b0zERERERE5BYwxsRZlhVcEmPrGcvSwhjo1496962ErCxo2VKhUkREREREbgkFy9KkcmXo0aOkZyEiIiIiIncZPWMpIiIiIiIiTlGwFBEREREREacoWIqIiIiIiIhTFCxFRERERETEKQqWIiIiIiIi4hQFSxEREREREXGKgqWIiIiIiIg4RcFSREREREREnKJgKSIiIiIiIk5RsBQRERERERGnKFiKiJQQb2/vIt+joqIYPnx4Cc1GRERE5PopWIqI3KFsNltJT0FEREQEULAUEbktLVy4kFatWhEYGMgjjzxCamoqAJGRkQwZMoROnTrRv39/2rVrR3x8vL1d27ZtSUhIYNOmTbRp04bAwEDatGnDr7/+CuSvij711FN06dKFBg0aMGrUKHvboUOHEhwcTNOmTXn77bdv7QmLiIjIHc2tpCcgInK3ysrKIiAgwP79xIkTREREABAaGsqGDRswxvD5558zYcIEPvjgAwDi4uJYt24dnp6ezJgxg6ioKKZMmcLOnTs5d+4c/v7+nD59mjVr1uDm5kZ0dDRvvPEGc+fOBSA+Pp4tW7bg4eFBo0aNGDFiBLVr12b8+PFUqVKF3NxcOnToQEJCAv7+/rf+woiIiMgdR8FSRORWy8qCzEw8PT2LrDZGRUURGxsLwKFDh+jduzdHjhzh/Pnz1K1b114vIiICT09PAHr16sW7777LxIkT+eKLLxg4cCAA6enpDBgwgF27dmGMIScnx96+Q4cOVKxYEYAmTZqwf/9+ateuzezZs5k2bRo2m40jR46QlJSkYCkiIiIO0a2wIiK30q5d5E74gOyJfwObDfLyiq02YsQIhg8fzrZt2/j000/Jzs62H/Py8rJ/LleuHB07dmT+/PnMnj2bP/zhDwCMGTOG8PBwtm/fzsKFC4u09/DwsH92dXXFZrOxb98+Jk2axIoVK0hISKBr165F2oiIiIhciYKliMittHo1iVttbNxIfqj87bdiq6Wnp1OrVi0AZsyYccUun3/+eV588UVCQkKoUqXKJe2joqKuOq3Tp0/j5eVFxYoVSU1NZenSpY6fk4iIiNz1FCxFRG6lsmXx8oKyZS98L7R6WFhkZCS9evWiXbt2VKtW7YpdtmjRggoVKvDss8/ay0aNGsXrr79O27Ztyc3Nveq0mjdvTmBgIE2bNmXQoEG0bdvW4VMSERERMZZllfQcbojg4GCr4NkkEZHb1vHj8N13kJ4ObdrAQw853eXhw4cJCwsjOTkZFxf9vlBERORuZYyJsywruCTG1uY9IiK3UtWq8PzzN6y7L7/8kr/85S98+OGHCpUiIiJSYrRiKSIiIiIiUgqU5Iqlfr0tIiIiIiIiTlGwFBEREREREacoWIqIiNwg3t7e9s9LliyhQYMGHDhw4KaOOWXKFDIzM69az8fHh7S0tJs6FxERuXspWIqIiNxgK1asYMSIESxbtowHHnjAoTY2m+26xnI0WIqIiNxMCpYiIiI30Nq1axk8eDCLFy/mwQcfBGDhwoW0atWKwMBAHnnkEVJTU4H895UOGTKETp060b9/f6Kionjqqafo0qULDRo0YNSoUfZ+hw4dSnBwME2bNuXtt98GYOrUqRw+fJjw8HDCw8MvW6+wrKwsunTpwmeffQbAE088QYsWLWjatCnTpk27qddGRERKL+0KKyIicoO4u7tTvnx5YmJi8Pf3t5efPHmSSpUqYYzh888/Z8eOHXzwwQdERkaycOFC1q1bh6enJ1FRUYwdO5YtW7bg4eFBo0aNWLduHbVr1+bEiRNUqVKF3NxcOnTowNSpU/H398fHx4fY2FiqVasGcMV6MTExPP/88/Tv35/+/fsXqZ+VlUVISAirV6+matWqJXL9RETEOdoVVkREpBRwd3enTZs2TJ8+vUj5oUOH6Ny5M35+fkycOJHExET7sYiICDw9Pe3fO3ToQMWKFSlbtixNmjRh//79AMyePZugoCACAwNJTEwkKSmp2DlcqV737t159tln7aES8lc9mzdvTuvWrTl48CC7du26IddCRETuLgqWIiIiztq7FzZvxsXFhdmzZ7N582bee+89++ERI0YwfPhwtm3bxqeffkp2drb9mJeXV5GuPDw87J9dXV2x2Wzs27ePSZMmsWLFChISEujatWuRPgpcrV7btm1ZunQpBXcrxcTEEB0dzc8//8zWrVsJDAwstl8REZGrUbAUERFxRkICWZ9+ydHpiyEnh3IeHixatIiZM2faVy7T09OpVasWADNmzLjmIU6fPo2XlxcVK1YkNTWVpUuX2o+VL1+eM2fOXLUewNixY6latSrDhg2zz6ty5cqUK1eO5ORkNmzYcF2XQERERMFS5Dq4uroSEBBA8+bNCQoK4qeffgLg8OHD9OzZE4CoqCiGDx9ektMUkVth924OHIDkZMCy4ORJqlSpwrJlyxg3bhzz588nMjKSXr160a5dO/uzkNeiefPmBAYG0rRpUwYNGkTbtm3tx4YMGcKjjz5KeHj4FesVmDJlCtnZ2YwaNYouXbpgs9nw9/dnzJgxtG7d2pkrISIidzFt3iNyHby9vcnIyADghx9+4L333mP16tVF6kRFRREbG8vHH398XWPk5ubi6urq9FxF5CbbsYNzX35DRgZUbVIDXngBXPR7WxERufW0eY/IHez06dNUrlwZgJSUFJo1a2Y/dvjwYYdfGwD5LzAfO3YsoaGhzJkz59adhIhcv8aN8RgxhKov9IRBgxQqRUTkruRW0hMQuRNlZWUREBBAdnY2R44cYeXKlcXWi4+PL/LagBEjRlC7dm3Gjx9f5HUACQkJ9lcTlC1blnXr1t3K0xERZ913X/6PiIjIXUq/VhW5Dp6ensTHx5OcnMyyZcvo378/xd1Wfj2vDejdu/ctOw8RERERkRtBK5YijsrMhI0bwd29SPFDDz1EWloax44du6TJlV4bsHnzZipXrszAgQOv+OoBEREREZHbnVYsRRw1bx5Hvl5N2tfRkJtrL05OTiY3N5eqVas61M3VXgcgIiIiInKnUbAUcVRaGocOwdGjkHXuHAEBAQQEBNC7d29mzJjh8A6ujrwOQERE7m7GGJ555hn7d5vNxj333EO3bt2uu09vb+9rqq/XZonItdCtsCKOat+eoJOLMO5u5P51J9Svf0kVHx8ftm/fDsDAgQMZOHCg/diiRYvsn6OiooodIiUl5UbOWERE7lBeXl5s376drKwsPD09Wb58ObVq1SrpaYmIXJZWLEUcFRSE6xujcRn9WrGhUkRE5EZ69NFHWbx4MQCzZs3i6aefth87e/YsgwYNIiQkhMDAQObPnw9AZmYmv//97/H396d37960atWKwu/5/stf/kLz5s1p3bo1qampACxcuJBWrVoRGBjII488Yi8vrLg6eXl5NGjQwL7HQF5eHvXr1yctLc2hPkWkdFGwFLkWHh6XbN4jIiJyM/Tp04evv/6a7OxsEhISaNWqlf3Y+PHjefjhh9m8eTOrVq3itdde4+zZs/zjH/+gcuXKJCQkMGbMGOLi4uxtzp49S+vWrdm6dSvt27fns88+AyA0NJQNGzawZcsW+vTpw4QJEy6ZS3F1XFxc6NevHzNnzgQgOjqa5s2bU61aNYf6FJHSRbfCioiIiNyG/P39SUlJYdasWTz22GNFjv34448sWLCASZMmAZCdnc2BAwdYt24dL730EgDNmjWzvyMZoEyZMvZnNFu0aMHy5csBOHToEL179+bIkSOcP3+eunXrXjKXy9UZNGgQ3bt35+WXX+aLL77g2WefdbhPESldtGIpIiIicjtITIRZs6DQrasRERGMHDmyyG2wAJZlMXfuXOLj44mPj+fAgQM0bty42HcqF3B3d8cYA/zvFVgAI0aMYPjw4Wzbto1PP/20yCuwClyuTu3atalRowYrV65k48aNPProow73KSKli4KliIiISElLTydn1rckzvuV7G8XwYWAOGjQIN566y38/PyKVO/cuTN/+9vf7EFyy5YtQP4tq7NnzwYgKSmJbdu2OTB0un1joBkzZlxzneeff55+/frx+9//3r5DuiN9ikjpomB5i3z33XcYY0hOTr7mtjExMU5tL347udxW58YY/vSnP9m/T5o0icjISAA++eQTvvzyy2se60Zft8jISPstR8W5kduyX20sEREpZXJzsfIssnNcC78qmfvvv99+a2thY8aMIScnB39/f5o1a8aYMWMAGDZsGMeOHcPf//+3d+dhWZX5H8ffR1CWVBK3oTTBlZBNUHMH1FHMHTR11DRLy2p+amOLNSZZMzlFOZmV1ZjWVMpo2oyVTm6oOZqBoYLjGiRp5gqKorLcvz+QMyCLD2K59HldF5c+59zbOVx67u9zzvnegfzlL38hMDAQDw+PcruOiYlh8ODBdO7cmTp16lS4TL9+/cjKyrIfg3W0TZGrJS0tDX9//2LbCudS8+fP59ChQ/b2v/71r5w9e/aq9T169GgWL15cYru3tzfHjh27av0Uup6XAdI7lr+QBQsW0KlTJxYuXGgHTPI/Li4uLFmyhClTppS4AD300EPXZEx5eXkOr00pIiJSKZ6eVOsXSWijbdCsGVkvTStRJDw8nPDwcADc3Nx4++23S5RxdXXlww8/xNXVlf3799OtWzcaNWoEQFZWll1u0KBBDBo0CID+/fvTv3//Em0VXTarrDIA27ZtIygoCF9fX3tbeeVFfknz58/H39+f2267DSgILEeMGIG7u7vDbWhO6BiH7lhaltXQsqzFlmVlWpZ1yrKsJZZl3eFgXVfLsl62LOtHy7KyLcvaZFlWl1LKPWZZ1rKL5YxlWTEVPJbrVlZWFhs3bmTu3LksXLjQ3h4fH094eDiDBg3C19eX4cOH24+0rFixAl9fXzp16sSSJUvsOlu2bKFDhw60atWKDh06sHv3bqDgH82AAQPo27cvPj4+zJ49m1dffZVWrVrRrl07Tpw4AcC7775LmzZtCAoKIjo62v7GZvTo0fzf//0fHTp0oHHjxqV+8wIwYMAAQkNDadmyJe+88469vXr16qWmME9NTaV9+/a0adPG/ja1NM7OzowbN46ZM2eW2Ff07t2+ffvo3r07QUFBhISEsH//fowxPP744/j7+xMQEEBcXJxd99SpUwwcOBA/Pz8eeugh8vPzARg/fjytW7emZcuWTJv2v4u3t7c306dPp1OnTixatKjM8c6aNQs/Pz8CAwMZOnRoif1lpVmPiYlhzJgxhIeH07hxY2bNmmXX+dOf/kSLFi3o3r27/Xt1pC8REblJtGsHDz4IXbvCxXchK+rs2bN06tSJoKAgBg4cyFtvvUW1atWu8kD/Z8aMGURHR/Piiy/+bH2IVEZCQgLDhw8nODiY1157jUOHDhEREUFERATg+JywrDl0UVOnTmX06NH2fPP1118nJCSEgIAA+6nF8ubyUVFRREZG0qxZM5544gm73Xnz5tG8eXPCwsLYuHHjz3auKs0YU+4P4A7sBZKBAUB/YAewH7jFgfofARnAWKAbsATIBoIvKfdf4GvgLcAAMZdru+hPaGiouV79/e9/N2PGjDHGGNO+fXuTmJhojDFm7dq1pmbNmiY9Pd3k5eWZdu3amQ0bNpjs7GzToEEDs2fPHpOfn28GDx5sevfubYwxJjMz0+Tk5BhjjFm5cqWJiooyxhgzb94806RJE3Pq1Clz5MgRU7NmTfPWW28ZY4yZOHGimTlzpjHGmGPHjtnjeuaZZ8ysWbOMMcaMGjXKDBo0yOTl5ZmUlBTTpEmTUo/l+PHjxhhjzp49a1q2bGm3B5h//etfxhhjHn/8cfP8888bY4zp27evef/9940xxsyePdvccsstpbZ7yy23mMzMTNOoUSOTkZFhXn75ZTNt2jRjjDHTpk0zL7/8sjHGmLZt25olS5YYY4zJzs42Z86cMYsXLzbdu3c3ubm55vDhw6Zhw4bm0KFDZu3atcbFxcXs37/f5Obmmu7du5tFixYVO47c3FwTFhZmtm3bZowxplGjRuYvf/lLqWMsOg4vLy9z7tw5Y4wxJ0+etH8HjzzyiDHGmBMnTpj8/HxjjDHvvvuueeyxx+w22rdvb86dO2eOHj1qPD09zYULF0xCQoLx9/c3Z86cMZmZmaZJkybl9iUiIiIiBVJTU03Lli2LbSuct4WFhZlvvvnG3t6oUSNz9OhR+7Ojc8Ly5tCLFi0yjz/+uBk3bpw9/2vUqJFd5o033jD333+/Mab8ubyPj4/JyMgw2dnZ5o477jAHDhwwhw4dMg0bNjRHjhwx58+fNx06dLDnm6UBEkwFYqir+ePIHcuxQGNggDHmU2PMP4F+QCPgwfIqWpYVBPwOmGSMedcYsxq4BzgATL+keEtjzF3A7x0Y0w1lwYIF9p2moUOHsmDBAntf27ZtadCgAVWqVCE4OJi0tDR27dqFj48PzZo1w7IsRowYYZfPzMxk8ODB+Pv7M2nSJFJSUux9ERER1KhRg7p16+Lh4UHfvn0BCAgIIC0tDYDk5GQ6d+5MQEAAH330UbH6AwYMoEqVKvj5+ZW5kPGsWbPsu5Lp6ens3bsXKJnCvLC/jRs32pnsRo4cWe55qlmzJvfee2+xu3hFnT59moMHDzJw4ECg4HEfd3d3vvrqK4YNG4aTkxP169cnLCyMb775xj6/jRs3xsnJiWHDhvHVV18B8I9//IOQkBBatWpFSkoKO3futPsZMmRIueOEghTww4cP58MPP8TZueQT5T/88AM9e/YkICCAl19+udh57t27Ny4uLtSpU4d69erx008/sWHDBgYOHIi7uzs1a9akX79+DvclIiIi8mtmlXGHv6ztRTk6JyxvDv3888+TkZHB22+/XazPqKgooPjcuLy5fLdu3fDw8MDV1RU/Pz++//57vv76a8LDw6lbty7VqlVzaJ56rTgSWPYDNhtj9hVuMMakAhspuHt5ubo5gP1sojEmF1gI9LQsy6XI9vwKjPv6d+gQ/O1vHJ8zhzVr1vDAAw/g7e3Nyy+/TFxcnP3Iq4uLfQqKpf4u6x/C1KlTiYiIIDk5mWXLlhVL3120rSpVqtifq1SpYrc7evRoZs+ezY4dO5g2bVqZ9QvHV1R8fDyrVq1i06ZNbNu2jVatWtn1y0phXt6xlGbixInMnTuXM2fOlNhX2pjK215a35ZlkZqaSmxsLKtXr2b79u307t272Hm45ZZbLjvOzz//nEceeYTExERCQ0OLHS+Un2a9or/zy/UlIiIi8quTnw9ffAFvvkntgwc5efJksd0nTpy4bOKoiswJy5tDt2nThsTERPvVs0KFc76i8z1H5/KOzBGvN44Eli0peAz2UimAnwN1U40xlz6EnAJUA5o60P+NaeVKdm7K5G8LlnNv1658//33pKWlkZ6ejo+Pj33nrDS+vr6kpqayf/9+gGJ3OIum754/f36Fh3X69Gm8vLzIycnho48+qlDdzMxMatWqhbu7O7t27WLz5s2XrdOxY0f7vVJH+vP09OSee+5h7ty5JfbVrFmTBg0a8OmnnwJw/vx5zp49S5cuXYiLiyMvL4+jR4+yfv162rZtCxQ8x56amkp+fj5xcXF06tSJU6dOccstt+Dh4cFPP/3E8uXLK3IayM/PJz09nYiICF566SUyMjKKJUSAiqdZ79KlC0uXLiU7O5vTp0+zbNkyh/sSERER+dX57jtOr97C5g05uK9cjddvfsPq1auBgqByxYoVdOrUiRo1anD69Gm7WtHPFZkTljeHjoyM5KmnnqJ3797F+ipNRefyd911F/Hx8Rw/fpycnJxyc4Bca448V+cJnCxl+wmgViXqFu6/YpZljQPGAdSvX5/4+PjKNHd1eXiQG1aNj/+zl+HdhhYbW2BgILGxsURERHD8+HF738GDB6levTqbN2/m0UcfJSIiAg8PDwICAuxy3bt3Z+LEiUybNo2QkBDOnTtHfHw8u3bt4uDBg3Zb586dY+PGjXh4eBTbN3LkSIKCgqhfvz6NGzfm8OHDxMfHc/jwYVJSUuxvdvLy8kqcTzc3N44cOUKTJk1o2LAhvr6+JCUllSifkpJitzts2DBeeOEFXnjhBbp06VJqu5fWb9euHbNmzSItLY34+HjS0tJwc3MjPj6eRx99lOnTp/OHP/wBJycnYmJi8PLyolatWjRt2hTLshg1ahS7du0iKSmJO++8kzFjxpCamkpgYCC1atXi5MmTeHl54ePjg5eXFy1atGDXrl3Ex8cXO2+XKhzHmjVrmDRpEmfOnMEYQ//+/cdQFzgAAB7LSURBVElKSip2nqOjo+nbty916tTBz8+PjIyMEscCcObMGTZv3sxvfvMb2rZtS4sWLahfvz5NmzZl//79ZfYlcqV69epV7MK5YsUKdu/ezYQJE/jXv/6Fi4sLPXv2/Fn6nj9/Pm5ubhV6jGfo0KG8/fbbJf5NDh06FHd3dyzLwtPTkylTpuDpWfKS0qtXL1588UXi4uLKTC5y+PBhpkyZwrx588ocx4wZM2jfvj1hYWHFtkdERPDpp59edjmHiir6exERkVLk5mJCWpATCOtdf8OjjX7P5MmT7cBuyJAhpKen07p1a0aNGkW1atV44403iIiIICwsjNq1azNz5kyH54SXm0OHhYXRuXNnunTpwowZM4rV3717tz0XdHQuf/z4cXvON3ToUIKDg/H09KRp06bFyl1PrPIeIwSwLOsC8IoxZsol2/8EPGmMKTM4tSxrJVDdGNP+ku2/Bb4EuhhjNlyyz5mCx2efM8bEOHogrVu3NgkJCY4W//mdOwfffAOurhAaClW0ZKiIXHvVq1cvdtd7/vz5JCQkMHv27J+975iYGKpXr87kyZMdruPt7U1CQkKJx5mKbn/66afJysoq8X52Xl4eHh4efPbZZ8TGxvLZZ5+V2kdaWhp9+vQhObm0h3MgNzeXBx54gD59+tjLMxSqUqUKR44cuerr9P2SvxcRkRvW3r1w4AAEBYHWSwXAsqxEY0zra9G3I9HOSUq/s1iL0u9GFnWinLqF+29Orq7QuTO0aaOgUkRuCEWX9gkPD2fSpEl06dKFO++8k2+++YaoqCiaNWvGH//4R7tOWUsQrVixgpCQEIKCgujWrZu9fefOnaUut1NWO47o0qUL+/YVpAGoXr06zz77LHfddRebNm0iJyeHBx98kLVr19K4cWN7aaeEhASCgoJo2LAh7dq1Y9++fYwbN47c3Fwef/xxatSoQb169WjevDmvvfYa2dnZTJ06leDgYOrWrUuvXr3sdPIDBw7Ezc3NTiYGN3k6eRGR60WzZtCtm4LK64Qjj8KmUPCu5KX8gJ2lbL+07kDLstwvec/SD7gA7Cu9moiI/Byys7MJDg62P584caJYFuKiqlWrxvr163nttdfo378/iYmJeHp60qRJEyZNmkTt2rV577338PT0JDs7mzZt2hAdHU1+fj5jx45l/fr1+Pj4FEtmsGvXLtauXcvp06dp0aIF48ePp2rVqqW2U7t2bYeO6bPPPiMgIAAoeLzc39+f6dMLEo9XrVqVt99+m/79+xMcHMyoUaOYMWMGQ4YM4b333iMgIIAXX3yR5cuXk52dzYQJE/Dy8iI0NJQWLVqQmJhIVFQUCxcuJDg4mIYNG5KRkUFsbCxVqlTBGIOfnx8bNmzgt7/9LRMnTiQhIQFfX1/Wr1+Ps7Mzq1at4umnn+aTTz4BICkpiW+//RYXFxdatGjB73//e5ydnZk2bRqJiYl4eHgQERFBq1atruh3LCIici04Elj+C4i1LKuxMeY7AMuyvIGOwFMO1H0OGAy8f7GuMzAE+NIYc/7Khi0iIlfCzc2t2Hu6hY9clqYw4AwICKBly5Z4eXkB0LhxY9LT06lduzazZs1i6dKlAPYSREePHqVLly74+PgAFHv3sXC5HRcXF3u5nQYNGpTazuUCy4iICJycnAgMDOSFF14ACrLoRUdH22Xy8vIYP348eXl5fP3117Rt2xY/Pz/27NlDWFgYn3zyCStWrGDfvn2cPHkST09Pzp8/z6FDh/jhhx/Iy8tj79691KlThyVLluDv78/cuXOpWbOm3cfUqVMBCAsL46233gIKkjOMGjWKvXv3YlkWOTk5dvnCdPKAnU7+2LFjdjp5KHg3aM+ePeUev4iIyPXEkWc03wXSgH9altXfsqx+wD+BdODtwkKWZTWyLCvXsqxnC7cZY5IoWGrkr5ZlPWBZVjcKlhrxAaYV7cSyrNaWZQ0Coi5u8rMsa9DFH/crP0QRkV85Y2DZMnjhBcjLc7ha0SWLLl3OKDc3t8wliIwxZaZGLy2VenlLGZVn7dq1JCUl8cEHH3DrrbcC4OrigtOsWTBzJudSUzl//jzPPfcc4eHhjB07lnPnzlHl4usJ586d4+GHH+aVV16hadOmjB07ltzcXF5//XVat27NwoULSU1NpUePHtSvX5/o6GiOHTvGsGHD+OCDD4CCFPCurq5Awd3RvIvn92ZOJy8iIlKaywaWxpgzQFdgD/B34CMgFehqjCm67oEFOJXS5n3APOAF4HOgIRBpjNl6SblHgUX8b83LwRc/LwLqOX5IIiJSzKlTXNiUyGc7GxcElqWsE3slylqCqH379qxbt47U1FSAEut6OdrOFcnPZ/d+Z3bvd+bcxXY8PDzIzc1l8eLFQEFg5+7uztq1a4GC90Hz8vJYvHgxTZs25a233rLXx92zZw9nzpwhKyuL/v37ExsbS3Z29mXHeDOnkxcRESmNI4/CYow5AERfpkwaBcHlpduzgccu/pRXfzQw2pHxiIhIBVSvTrXb6hB2fk9BMjE3t6vSbGRkJHPmzCEwMJAWLVrQrl07AOrWrcs777xDVFQU+fn51KtXj5UrV1a4nStiWXjXOA6Ak28nXF1dGTNmDOfPn6dv3752sfvvv5+nnnqKqlWrMn/+fC5cuMDgwYO54447yMnJ4bXXXmPIkCHccccdfPrppxw+fJjJkydTp04dqlatyrfffkt2dnaZw3jiiScYNWoUr776Kl27dr3ssL28vIiJiaF9+/Z4eXkREhJi3/0UERG5EVx2uZEbxXW33IiIyPXkwgU4eBAaNICqVa/1aH5eR44AsO3HHxk7dixbtmy5xgMSERH5ZVzvy42IiMiNrlo18PG5+YNKgHr1mLNkCcOGDbOT+oiIiMjPS3csRUREREREbgK6YykiIiIiIiI3LAWWIiIiIiIiUikKLEVERERERKRSFFiKiIiIiIhIpSiwFBERERERkUpRYCkiIiIiIiKVosBSREREREREKkWBpYiIiIiIiFSKAksRERERERGpFAWWIiIiIiIiUikKLEVERERERKRSFFiKiIiIiIhIpSiwFBERERERkUpRYCkiIiIiIiKVosBSREREREREKkWBpYiIiIiIiFSKAku5KSxduhTLsti1a9e1HoqIiNxELMti5MiR9ufc3Fzq1q1Lnz59rrjNu+++m4yMjKsxvKvqhx9+oH///jRr1owmTZowYcIELly4UKJceHg4CQkJwOWPxdvbm2PHjv1sYxaR64cCS7kpLFiwgE6dOrFw4cJrPRQREbmJ3HLLLSQnJ5OdnQ3AypUruf322yvV5hdffMGtt95a6bHl5uZWuo1CxhiioqIYMGAAe/fuZc+ePWRlZfHMM8+UW+9qHYuI3PgUWMoNLysri40bNzJ37lw7sPzxxx/p0qULwcHB+Pv7s2HDBvLy8hg9ejT+/v4EBAQwc+ZMAN59913atGlDUFAQ0dHRnD17FoDRo0czfvx4IiIiaNy4MevWrWPMmDHceeedjB49+lodroiI/MJ69erF559/DhR8kTls2DB735YtW+jQoQOtWrWiQ4cO7N69G4D58+cTFRVFZGQkzZo144knnrDrFN7FS0tLw9fXl1GjRhEYGMigQYPsa1DRO30JCQmEh4cDEBMTw7hx4+jRowf33nvvVTvGNWvW4Orqyn333QeAk5MTM2fO5L333uPMmTMMHTqUwMBAhgwZYgfZRcd55swZevfuTVBQEP7+/sTFxdllXn/9dUJCQggICLCfLCrrvInIjUuBpdzwPv30UyIjI2nevDmenp5s3bqVjz/+mJ49e5KUlMS2bdsIDg4mKSmJgwcPkpyczI4dO+yLZ1RUFN988w3btm3jzjvvZO7cuXbbJ0+eZM2aNcycOZO+ffsyadIkUlJS2LFjB0lJSdfqkEVE5Bc0dOhQFi5cyLlz59i+fTt33XWXvc/X15f169fz7bffMn36dJ5++ml7X1JSEnFxcezYsYO4uDjS09NLtL17927GjRvH9u3bqVmzJm+++eZlx5OYmMg///lPPv7446tzgEBKSgqhoaHFttWsWZM77riDV155BXd3d7Zv384zzzxDYmJiiforVqzgtttuY9u2bSQnJxMZGWnvq1OnDlu3bmX8+PHExsYC5Z83EbkxKbCUG96CBQsYOnQoUHDxX7BgAW3atGHevHnExMSwY8cOatSoQePGjfnuu+/4/e9/z4oVK6hZsyYAycnJdO7cmYCAAD766CNSUlLstvv27YtlWQQEBFC/fn0CAgKoUqUKLVu2JC0t7VocroiI/MICAwNJS0tjwYIF3H333cX2ZWZmMnjwYPz9/e0vHwt169YNDw8PXF1d8fPz4/vvvy/RdsOGDenYsSMAI0aM4KuvvrrsePr164ebm1slj6o4YwyWZZW6fd26dYwYMQIoOBeBgYElygUEBLBq1SqefPJJNmzYgIeHh70vKioKgNDQUPvaWd55E5EbkwJLuTGdPQsbNnB8xw7WrFnDAw88gLe3Ny+//DJxcXF07tyZ9evXc/vttzNy5Eg++OADatWqxbZt2wgPD+eNN97ggQceAAoeeZ09ezY7duxg2rRpnDt3zu7GxcUFgCpVqth/L/x8Nd9tERGR68yBA7Bhg/2xX79+TJ48udhjsABTp04lIiKC5ORkli1bVuo1BAoeLS3tunFpMFf42dnZmfz8fIBibULBe59XTU4O/Oc/tPTwsBPyFDp16hTp6ek4OTmVGnQW1bx5cxITEwkICGDKlClMnz7d3ld4Hoqeg/LOm4jcmBRYyo1p9Wq+O1mLRX95iXtHjuT7778nLS2N9PR0fHx8WL9+PfXq1WPs2LHcf//9bN26lWPHjpGfn090dDTPP/88W7duBeD06dN4eXmRk5PDRx99dI0PTERErrm8PPL/vZK0kzUhLw+AMWPG8OyzzxIQEFCsaGZmpp3MZ/78+RXu6sCBA2zatAn4XyI6KHh3sfCR008++eRKj+Tytmzh0I8WnXMtzmZl8cEHHwCQl5fHH/7wB0aPHk1kZKR9fUxOTmb79u0lmjl06BDu7u6MGDGCyZMn29fYslT2vInI9UeBpVxVv9iyH3XrcntGCgsTExg4cGCxXdHR0URGRtKiRQtatWrFJ598woQJEzh48CDh4eEEBwczevRoXnzxRQCef/55QkNDufXWW/H19S3W1pEjR3Bzc+Puu+9m3759PPTQQ/Y3yFdi/vz5PProoxWuFx8fX6nU9iIiUgFVqlClmjNeJ/8LF+/UNWjQgAkTJpQo+sQTTzBlyhQ6duxI3sUgtCLuvPNO3n//fQIDAzlx4gTjx48HYNq0aUyYMIHOnTvj5ORUueMpT+3a1MncTzWTw9LFi1m0aBHNmjWjefPmuLq68uc//5nx48eTlZVFYGAgL730Em3bti3RzI4dO2jbti3BwcH86U9/4o9//GO53RaeN8uymDNnDocOHWLw4MF28iJHpKWl4e/vX+FDhoIkSIXve4rI1WEZY671GK6K1q1bm0sf4ZBf3j333MOPP/5It27diImJKbE/Ly/v6l0gMzKgRg0opb3w8HBiY2Np3bq1Q02lpaXRp08fkpOTy9yem5tL165dmThxov2+CFTsmObPn09CQgKzZ892qHyh+Ph4YmNj+eyzzypUT0RErlBuLmRlwc+4lEZZ155f3KlT4OoK1ar94l1Xr16drKwsAIYPH05oaCiPPfaYQ3Urc/5iYmKoXr06kydPrnBdKHntv6rzG5FKsCwr0Rjj2AT4KtMdS7lqSlv2AwqCooiICH73u98REBBQ4hvG2NhYOwgNDw/nySefpG3btjRv3pwNF99vSUtLo3PnzoSEhBASEsJ//vOfgou9kxMvvfQSAQEBBAUF8dRTT9ntLlq0yLF2HOTs7EyHDh3Yt29fiWMCGDBgAKGhobRs2ZJ33nnHrjdv3jyaN29OWFgYGzdutLcfPXqU6Oho2rRpQ5s2bex969atIzg4mODgYFq1asXp06ft8zto0CB8fX0ZPnw4N8uXQiIi1yVn5581qLyu1Kx5TYLKS3Xu3Jl9+/aVO09ITEwkKCiI9u3b88Ybb9hlLn0iqE+fPsTHxwMFGWtDQkIICgqiW7dudpmdO3cSHh5O48aNmTVrlr39ww8/tO++Pvjgg/ad6OrVq/Pss89y1113sWnTJry9vZk+fTqdOnVixowZhISE2G3s3bu3RJZdkZud87UegNw8Slv2o/A/2S1btpCcnIyPj89ls6nm5uayZcsWvvjiC5577jlWrVpFvXr1WLlyJa6uruzdu5dhw4aRkJDA8uXL+fTTT/n6669xd3fnxIkTV9SOI86ePcvq1avthARFjwngvffew9PTk+zsbNq0aUN0dDQXLlxg2rRpJCYm4uHhQUREBK1atQJgwoQJTJo0iU6dOnHgwAF69uzJf//7X2JjY3njjTfo2LEjWVlZuLq6AvDtt9+SkpLCbbfdRseOHdm4caP9Lo6IiNx4vL29r/3dyutEbm4uy5cvL7ZMSWnuu+8+Xn/9dcLCwnj88ccv2+7Ro0cZO3Ys69evx8fHp9g8YdeuXaxdu5bTp0/TokULxo8fz759+4iLi2Pjxo1UrVqVhx9+mI8++oh7772XM2fO4O/vXywxkaurq53Jd9WqVSQlJREcHMy8efO05rX86iiwlKtmwYIFTJw4Efjfsh+FgWXbtm3tAOxySktLnpOTw6OPPkpSUhJOTk7s2bMHKPhP/L777sPd3R0AT0/PK2qnPPv37yc4OBjLsujfvz+9evUiPj6+xDHNmjWLpUuXApCens7evXs5fPgw4eHh1K1bF4AhQ4YUG/vOnTvt+qdOneL06dN07NiRxx57jOHDhxMVFUWDBg3sc1j49+DgYNLS0hRYiojIDS07O5vg4GCg4I7l/fffz6FDh0otm5mZSUZGBmFhYQCMHDmS5cuXl9v+5s2b6dKli329LjpP6N27Ny4uLri4uFCvXj1++uknVq9eTWJiIm3atLHHV69ePaAgq210dHSx9ocMGWL//YEHHmDevHm8+uqrxMXFsWXLloqcCpEbngJLqbzUVI5v3syaNWtITk7Gsizy8vKwLIuXXnoJKJ4avWgKdSiZRr20tOQzZ86kfv36bNu2jfz8fPsuXlnrblW0nfI0adKEpKSkEtuLHlN8fDyrVq1i06ZNuLu7Ex4ebh9XWePLz89n06ZNJdYie+qpp+jduzdffPEF7dq1Y9WqVcWO59JjEhERuaEYA//5D5w/j5ubW4lrbFnzhPKu+VdSp7TrqjGGUaNG2Qn+inJ1dS3xHmXRuUB0dDTPPfccXbt2JTQ0lNq1a5far8jNSu9YSuVt387b+05yb1hYiWU/SlvouX79+hw5coTjx49z/vx5hxLSZGZm4uXlRZUqVfj73/9uv+/Qo0cP3nvvPTuLXNFHXCrSTmVlZmZSq1Yt3N3d2bVrF5s3bwbgrrvuIj4+nuPHj5OTk8OiRYvsOj169CiWxKfwwrp//34CAgJ48sknad269c+fYfcyDh8+zNChQ2nSpAl+fn7cfffdvPPOO2VmqfX29ubYsWMOt5+UlMQXX3xhf46Pjy/27uucOXPs9Pc/l4qOWUREKuHYMbKz4YSLV0GQeYmy5gm33norHh4e9tyi6BJh3t7eJCUlkZ+fT3p6un23sH379qxbt47U1FTg8vOEbt26sXjxYo4cOWKX//777x06LFdXV3r27Mn48eO57777HKojcjNRYCmVd9ttfBn3JgMHDSq2OTo6mo8//rhE8apVq9ovv/fp06fEEh+lefjhh3n//fdp164de/bssb8hjIyMpF+/frRu3Zrg4ODLpg4vq53KioyMJDc3l8DAQKZOnUq7du0A8PLyIiYmhvbt29O9e/diL/bPmjWLhIQEAgMD8fPzY86cOQD89a9/xd/fn6CgINzc3OjVq9dVGeOVMMYwcOBAwsPD2b9/Pzt37uTPf/4zP/3001Xr43KB5UMPPcS999571fq71NX6ckFERBzk6Ylb9gk8j+62l3Mpqrx5wrx583jkkUdo3759sSd+OnbsiI+PDwEBAUyePNm+3tatW5d33nmHqKgogoKCij26Who/Pz9eeOEFevToQWBgIL/97W/58ccfHT604cOHY1kWPXr0cLiOyM1Cy42ISJnWrFlDTEwM69evL7Y9Pj6emJgY6tSpQ3JyMqGhoXz44YdYloW3tzejRo1i2bJl9l1aX19ftmzZwsSJE8nOzsbNzY158+bh4+ND06ZNyc7O5vbbb2fYsGHMnDkTJycn6taty+uvv87q1avtlPCzZs1izpw5ODs74+fnx8KFCzl69Ci/+93vOH78OG3atGHFihUkJiZSp04dBgwYQHp6OufOnWPChAmMGzcOKMjs99hjj/Hvf/+bV155hREjRpQ6ZhERkYqIjY0lMzOT559//loPRX6lruVyI3rHUkTKVBg0lqa8LLV16tRh69atvPnmm8TGxvK3v/0NX19f1q9fj7OzM6tWreLpp5/mk08+Yfr06cXW9szOzi62ttjq1avtPmfMmEFqaiouLi5kZGQA2O+zTJkyhRUrVhRb6qW0TL21a9cuNbNfaWMWERFx1MCBA9m/fz9r1qy51kMRuSYUWIrIFSkvS23RjLxLliwBCt5DHTVqFHv37sWyLHJycircZ2BgIMOHD2fAgAEMGDAAgK+++srOxhsZGUmtWrXs8qVl6q1du3apmf1KG7OIiIijCq83Ir9WesdSRMrUsmVLEhMTS91XXpba0jLyTp06lYiICJKTk1m2bFmJbMCO+Pzzz3nkkUdITEwkNDTUzuBXmqKZerdt20arVq3sPkvL7FfamEVERETEMQosRaSkfftg40a6Nm3K+fPneffdd+1d33zzDevWratwk5mZmdx+++0AzJ8/395eo0YNTp8+XebnQoWZ/iIiInjppZfIyMggKyuLTp068Y9//AOAL7/8kpMnT9r9lZapV0RERESuPgWWIlLSTz9xwrcD1g8/sHTpUlauXEmTJk1o2bIlMTEx3HbbbRVu8oknnmDKlCl07NixWCbWiIgIdu7cSXBwMHFxcfTt25elS5cSHBzMhg0b7HJ5eXmMGDGCgIAAWrVqxaRJk7j11luZNm0aX375JSEhISxfvhwvLy9q1KhRZqZeEREREbn6lBVWREr68Uf47jvw9YXrfIHn8+fP4+TkhLOzM5s2bWL8+PElFtsWERER+TVQVlgRub54eRX83AAOHDjAPffcQ35+PtWqVSv22K6IiIiI/DIUWIrIDa1Zs2Z8++2313oYIiIiIr9qesdSREREREREKkWBpYiIiIiIiFSKAksRERERERGpFAWWIiIiIiIiUikKLEVERERERKRSFFiKiIiIiIhIpSiwFBERERERkUpRYCkiIiIiIiKVosBSREREREREKkWBpYiIiIiIiFSKAksRERERERGpFAWWIiIiIiIiUikOBZaWZTW0LGuxZVmZlmWdsixriWVZdzhY19WyrJcty/rRsqxsy7I2WZbVpZRyVSzLmmJZVpplWecsy9pmWVZ0RQ9IREREREREflmXDSwty3IH1gC+wChgJNAMWGtZ1i0O9DEXGAs8C/QBfgT+bVlW8CXlngdigNlAL2AzsMiyrLsdOhIRERERERG5JpwdKDMWaAy0MMbsA7AsazuwF3gQeLWsipZlBQG/A8YYY+Zd3LYOSAGmA/0ubqsHTAZmGGNiL1Zfa1lWU2AG8EXFD01ERERERER+CY48CtsP2FwYVAIYY1KBjUB/B+rmAHFF6uYCC4GelmW5XNzcE6gGfHhJ/Q+BAMuyfBwYp4iIiIiIiFwDjgSWLYHkUranAH4O1E01xpwtpW41oGmRcueBfaWUw4F+RERERERE5Bpx5FFYT+BkKdtPALUqUbdwf+GfGcYYc5lyxViWNQ4Yd/FjlmVZuy8zHhERERERkZtVo2vVsSOBJcClAR+A5UA9y8G6jpYrPihj3gHecWAcIiIiIiIi8jNx5FHYk5R+x7AWpd+NLOpEOXUL9xf+WcuyrEsDyUvLiYiIiIiIyHXGkcAyhYJ3IC/lB+x0oK7PxSVLLq17gf+9U5kCuABNSimHA/2IiIiIiIjINeJIYPkvoJ1lWY0LN1iW5Q10vLjvcnWrAoOL1HUGhgBfGmPOX9y8goJAc/gl9UcAyRez0IqIiIiIiMh1yJF3LN8FHgX+aVnWHyl4F/J5IB14u7CQZVmNgP3AdGPMdABjTJJlWXHAXy3LqgqkAuMBH4oEkcaYI5ZlzQSmWJZ1GthKQfDZlcsvaSIiIiIiIiLX0GUDS2PMGcuyugIzgb9TkFBnNTDRGJNVpKgFOFHyLuh9wJ+AF4BbgW1ApDFm6yXlngGygAnAb4DdwD3GmGUVPSgRERERERH55VglV/gQERERERERcZwj71iKiIiIiIiIlEmBpYiIiIiIiFSKAksRERERERGpFAWWIiIiIiIiUikKLEVERERERKRSFFiKiIiIiIhIpSiwFBERERERkUpRYCkiIiIiIiKV8v85npDzhWj42wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "states = list(df['State'].unique())\n",
    "for s in ['AS','GU','MP','PU','VI']:\n",
    "    try:\n",
    "        states.remove(s)\n",
    "    except:\n",
    "        pass\n",
    "\n",
    "tp,x = [],[]\n",
    "for s in states:\n",
    "    data1 = positiveTest_ratio(s)\n",
    "    if data1!=-1:\n",
    "        tp.append(data1)\n",
    "        x.append(s)\n",
    "tp = np.array(tp)\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.tick_params(\n",
    "    axis='x',          # changes apply to the x-axis\n",
    "    which='both',      # both major and minor ticks are affected\n",
    "    bottom=False,      # ticks along the bottom edge are off\n",
    "    top=False,         # ticks along the top edge are off\n",
    "    labelbottom=False)\n",
    "plt.title(\"Test-positive ratio across the states\",fontsize=18)\n",
    "plt.scatter(x=x,y=tp,\n",
    "            s=2e4*tp**2,\n",
    "            color='blue',edgecolor='red',alpha=0.5,linewidth=2)\n",
    "plt.xticks(rotation=90,fontsize=12)\n",
    "for i,s in enumerate(x):\n",
    "    plt.annotate(s=s,xy=(x[i],tp[i]))\n",
    "plt.ylim(0,0.08)\n",
    "plt.yticks(fontsize=16)\n",
    "plt.grid(True,axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def caseCountsdecrease(days=14,state='Kerala'):\n",
    "    \"\"\"\n",
    "    Determines whether the given state has a decreasing case counts for given number of days\n",
    "    Arguments:\n",
    "            days: Number of days to go back\n",
    "            state: Name of the state (a string)\n",
    "    Returns:\n",
    "            A tuple containing the successive difference vector (of new cases) and\n",
    "            the number of negative quantities in that vector. When all the quantities are negative,\n",
    "            the state has shown consistent decrease in new cases for the given number of days.\n",
    "    \"\"\"\n",
    "    positiveIncrease = np.array(df[df['State']==state]['Positive'][:days+1])\n",
    "    diff = np.diff(positiveIncrease)\n",
    "    countofNeg = np.sum(diff <= 0, axis=0)\n",
    "    return (countofNeg, diff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "states = ['Kerala','Tamil Nadu']\n",
    "cd = []\n",
    "x = np.arange(1,15,1)\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.title(\"Last 14 days successive difference in new positive cases \\n(more negative numbers is better)\",\n",
    "          fontsize=18)\n",
    "for s in states:\n",
    "    _,data = caseCountsdecrease(days=14,state=s)\n",
    "    plt.plot(x,data,linewidth=2)\n",
    "plt.legend(states,fontsize=16,ncol=2)\n",
    "plt.grid(True)\n",
    "plt.xticks(fontsize=16)\n",
    "plt.yticks(fontsize=16)\n",
    "plt.xlabel(\"Last 14 days\",fontsize=16)\n",
    "plt.ylabel(\"Successive difference in new cases\",fontsize=16)\n",
    "plt.hlines(y=0,xmin=0,xmax=15,linestyles='--',lw=3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "states = ['Maharashtra']\n",
    "cd = []\n",
    "x = np.arange(1,15,1)\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.title(\"Last 14 days successive difference in new positive cases \\n(more negative numbers is better)\",\n",
    "          fontsize=18)\n",
    "for s in states:\n",
    "    _,data = caseCountsdecrease(days=14,state=s)\n",
    "    plt.plot(x,data,linewidth=2)\n",
    "plt.legend(states,fontsize=16,ncol=2)\n",
    "plt.grid(True)\n",
    "plt.xticks(fontsize=16)\n",
    "plt.yticks(fontsize=16)\n",
    "plt.xlabel(\"Last 14 days\",fontsize=16)\n",
    "plt.ylabel(\"Successive difference in new cases\",fontsize=16)\n",
    "plt.hlines(y=0,xmin=0,xmax=15,linestyles='--',lw=3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset=pd.read_csv('AgeGroupDetails.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>Sno</th>\n",
       "      <th>AgeGroup</th>\n",
       "      <th>TotalCases</th>\n",
       "      <th>Percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>22</td>\n",
       "      <td>3.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>15.0</td>\n",
       "      <td>27</td>\n",
       "      <td>3.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>25.0</td>\n",
       "      <td>172</td>\n",
       "      <td>24.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>35.0</td>\n",
       "      <td>146</td>\n",
       "      <td>21.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>45.0</td>\n",
       "      <td>112</td>\n",
       "      <td>16.18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Sno  AgeGroup  TotalCases  Percentage\n",
       "0    1       5.0          22        3.80\n",
       "1    2      15.0          27        3.90\n",
       "2    3      25.0         172       24.86\n",
       "3    4      35.0         146       21.10\n",
       "4    5      45.0         112       16.18"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset.fillna(value=90, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x19866504c88>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset.plot(x='AgeGroup', y='Percentage',kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>id</th>\n",
       "      <th>government_id</th>\n",
       "      <th>diagnosed_date</th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>detected_city</th>\n",
       "      <th>detected_district</th>\n",
       "      <th>detected_state</th>\n",
       "      <th>nationality</th>\n",
       "      <th>current_status</th>\n",
       "      <th>status_change_date</th>\n",
       "      <th>notes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>KL-TS-P1</td>\n",
       "      <td>30/01/2020</td>\n",
       "      <td>20</td>\n",
       "      <td>F</td>\n",
       "      <td>Thrissur</td>\n",
       "      <td>Thrissur</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>14/02/2020</td>\n",
       "      <td>Travelled from Wuhan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>KL-AL-P1</td>\n",
       "      <td>02/02/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Alappuzha</td>\n",
       "      <td>Alappuzha</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>14/02/2020</td>\n",
       "      <td>Travelled from Wuhan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>KL-KS-P1</td>\n",
       "      <td>03/02/2020</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kasaragod</td>\n",
       "      <td>Kasaragod</td>\n",
       "      <td>Kerala</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>14/02/2020</td>\n",
       "      <td>Travelled from Wuhan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>DL-P1</td>\n",
       "      <td>02/03/2020</td>\n",
       "      <td>45</td>\n",
       "      <td>M</td>\n",
       "      <td>East Delhi (Mayur Vihar)</td>\n",
       "      <td>East Delhi</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>15/03/2020</td>\n",
       "      <td>Travelled from Austria, Italy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>TS-P1</td>\n",
       "      <td>02/03/2020</td>\n",
       "      <td>24</td>\n",
       "      <td>M</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>Hyderabad</td>\n",
       "      <td>Telangana</td>\n",
       "      <td>India</td>\n",
       "      <td>Recovered</td>\n",
       "      <td>02/03/2020</td>\n",
       "      <td>Travelled from Dubai to Bangalore on 20th Feb,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id government_id diagnosed_date  age gender             detected_city  \\\n",
       "0   0      KL-TS-P1     30/01/2020   20      F                  Thrissur   \n",
       "1   1      KL-AL-P1     02/02/2020  NaN    NaN                 Alappuzha   \n",
       "2   2      KL-KS-P1     03/02/2020  NaN    NaN                 Kasaragod   \n",
       "3   3         DL-P1     02/03/2020   45      M  East Delhi (Mayur Vihar)   \n",
       "4   4         TS-P1     02/03/2020   24      M                 Hyderabad   \n",
       "\n",
       "  detected_district detected_state nationality current_status  \\\n",
       "0          Thrissur         Kerala       India      Recovered   \n",
       "1         Alappuzha         Kerala       India      Recovered   \n",
       "2         Kasaragod         Kerala       India      Recovered   \n",
       "3        East Delhi          Delhi       India      Recovered   \n",
       "4         Hyderabad      Telangana       India      Recovered   \n",
       "\n",
       "  status_change_date                                              notes  \n",
       "0         14/02/2020                               Travelled from Wuhan  \n",
       "1         14/02/2020                               Travelled from Wuhan  \n",
       "2         14/02/2020                               Travelled from Wuhan  \n",
       "3         15/03/2020                      Travelled from Austria, Italy  \n",
       "4         02/03/2020  Travelled from Dubai to Bangalore on 20th Feb,...  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset1=pd.read_csv('IndividualDetails.csv')\n",
    "dataset1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 27890 entries, 0 to 27889\n",
      "Data columns (total 12 columns):\n",
      "id                    27890 non-null int64\n",
      "government_id         2997 non-null object\n",
      "diagnosed_date        27890 non-null object\n",
      "age                   2346 non-null object\n",
      "gender                5313 non-null object\n",
      "detected_city         2347 non-null object\n",
      "detected_district     20240 non-null object\n",
      "detected_state        27890 non-null object\n",
      "nationality           2707 non-null object\n",
      "current_status        27890 non-null object\n",
      "status_change_date    27780 non-null object\n",
      "notes                 26555 non-null object\n",
      "dtypes: int64(1), object(11)\n",
      "memory usage: 2.6+ MB\n"
     ]
    }
   ],
   "source": [
    "dataset1.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JkiRJkno0lyLEBDBRVZe098+mKUrc2g6zoP1+28j6+4xsvxS4+QHaJUmSJEnSNmTWRYiq+h5wU5IntE2HAN8AzgUmZ7hYDZzT3j4XOKadJeNg4K52uMb5wKFJdm8vSHlo2yZJkiRJkrYhi+e4/euAjyXZCbgBeBVNYeOsJMcCNwIva9c9D3gBsBH4UbsuVXVHkncCl7brvaOq7phjLkmSJEmSNDBzKkJU1RXAymkWHTLNugUcN8N+TgNOm0sWSZIkSZI0bHO5JoQkSZIkSdLYLEJIkiRJkqROWISQJEmSJEmdmOuFKaXtSo7PvOyn1ta87EeSJEmStib2hJAkSZIkSZ2wCCFJkiRJkjphEUKSJEmSJHXCIoQkSZIkSeqERQhJkiRJktQJixCSJEmSJKkTFiEkSZIkSVInLEJIkiRJkqROWISQJEmSJEmdsAghSZIkSZI6YRFCkiRJkiR1wiKEJEmSJEnqhEUISZIkSZLUCYsQkiRJkiSpExYhJEmSJElSJyxCSJIkSZKkTsy5CJFkUZKvJfm79v7yJJckuT7JXyXZqW1/UHt/Y7t82cg+3ta2X5fksLlmkiRJkiRJwzMfPSHeAFw7cv/dwIlVtQK4Ezi2bT8WuLOqHg+c2K5Hkv2Bo4AnAauAk5MsmodckiRJkiRpQOZUhEiyFHgh8KH2foDnAme3q5wOHNnePqK9T7v8kHb9I4B1VfWvVfVtYCNw4FxySZIkSZKk4Vk8x+3fC/wB8LD2/p7AD6rq3vb+BLB3e3tv4CaAqro3yV3t+nsDF4/sc3QbbcdyfOZlP7W25mU/Gt98HTvw+EmSJEnbkln3hEjyIuC2qrpstHmaVWszyx5om6mPuSbJhiQbNm3atEV5JUmSJElSv+YyHOPXgRcn+Q6wjmYYxnuB3ZJM9rBYCtzc3p4A9gFol+8K3DHaPs0291NVp1TVyqpauWTJkjlElyRJkiRJXZt1EaKq3lZVS6tqGc2FJS+sqlcAFwEvbVdbDZzT3j63vU+7/MKqqrb9qHb2jOXACuCrs80lSZIkSZKGaa7XhJjOW4B1Sf4I+Bpwatt+KvDRJBtpekAcBVBV1yQ5C/gGcC9wXFXdtwC5JEmSJElSj+alCFFVnwc+396+gWlmt6iqe4CXzbD9u4B3zUcWSZIkSZI0THOaolOSJEmSJGlcCzEcQ1KHnA5TkiRJ0tbCnhCSJEmSJKkTFiEkSZIkSVInLEJIkiRJkqROWISQJEmSJEmdsAghSZIkSZI6YRFCkiRJkiR1wiKEJEmSJEnqhEUISZIkSZLUCYsQkiRJkiSpExYhJEmSJElSJyxCSJIkSZKkTliEkCRJkiRJnVjcdwBJ6kKOz7ztq9bWvO1LkiRJ2p7YE0KSJEmSJHXCIoQkSZIkSeqERQhJkiRJktQJixCSJEmSJKkTFiEkSZIkSVInZl2ESLJPkouSXJvkmiRvaNv3SLI+yfXt993b9iQ5KcnGJFcmOWBkX6vb9a9PsnruP5YkSZIkSRqaufSEuBf4/ar6ZeBg4Lgk+wNvBT5XVSuAz7X3AQ4HVrRfa4APQlO0ANYCBwEHAmsnCxeSJEmSJGnbMesiRFXdUlWXt7f/BbgW2Bs4Aji9Xe104Mj29hHAGdW4GNgtyaOBw4D1VXVHVd0JrAdWzTaXJEmSJEkapnm5JkSSZcCvAJcAj6yqW6ApVACPaFfbG7hpZLOJtm2mdkmSJEmStA1ZPNcdJNkF+ATwxqr65yQzrjpNWz1A+3SPtYZmKAf77rvvlocdgBw/4/OzxWrttE+TJEmSJEmDNKeeEEl2pClAfKyq/qZtvrUdZkH7/ba2fQLYZ2TzpcDND9D+C6rqlKpaWVUrlyxZMpfokiRJkiSpY3OZHSPAqcC1VfVnI4vOBSZnuFgNnDPSfkw7S8bBwF3tcI3zgUOT7N5ekPLQtk2SJEmSJG1D5jIc49eB3wauSnJF2/bfgROAs5IcC9wIvKxddh7wAmAj8CPgVQBVdUeSdwKXtuu9o6rumEMuSZIkSZI0QLMuQlTVl5j+eg4Ah0yzfgHHzbCv04DTZptFkiRJkiQN35wvTClJmr35ulitF6qVJEnS1mBepuiUJEmSJEnaHIsQkiRJkiSpExYhJEmSJElSJyxCSJIkSZKkTliEkCRJkiRJnbAIIUmSJEmSOmERQpIkSZIkdcIihCRJkiRJ6oRFCEmSJEmS1InFfQeQJA1Ljs+87KfW1rzsR5IkSdsOe0JIkiRJkqROWISQJEmSJEmdsAghSZIkSZI64TUhJEmDN1/XqQCvVSFJktQnixCSJEkDYLFNkrQ9sAghSdIs+IZx6+YsMJIk9cMihCRJkqZlsU2SNN8sQkiStI3wDaO2B77ONd98TUndsgghSZIkSQNiYUTbMosQkiRJkqStktf42foMpgiRZBXwPmAR8KGqOmHO+7SCKEmSpA74Rmg8np9LGkQRIski4APA84EJ4NIk51bVN/pNJkmS5so3Z5IkadIgihDAgcDGqroBIMk64AjAIoQkSZI0CxYAJQ3RUIoQewM3jdyfAA7qKYskSZIkaQoLW+MZ4rCjIWVKVf8vgCQvAw6rqv/S3v9t4MCqet2U9dYAa9q7TwCum4eH3wv4/jzsZ74NMZeZxmOm8Q0xl5nGY6bxDTGXmcZjpvENMZeZxmOm8Q0xl5nGY6bxzVeuX6qqJdMtGEpPiAlgn5H7S4Gbp65UVacAp8znAyfZUFUr53Of82GIucw0HjONb4i5zDQeM41viLnMNB4zjW+Iucw0HjONb4i5zDQeM42vi1w7LOTOt8ClwIoky5PsBBwFnNtzJkmSJEmSNI8G0ROiqu5N8lrgfJopOk+rqmt6jiVJkiRJkubRIIoQAFV1HnBeDw89r8M75tEQc5lpPGYa3xBzmWk8ZhrfEHOZaTxmGt8Qc5lpPGYa3xBzmWk8ZhrfgucaxIUpJUmSJEnStm8o14SQJEmSJEnbOIsQkiRJkiSpExYh9ICS7JFk975zaHaGePyGmElbN19TkiRJW4/t6poQSRYDxwIvAR4DFHAzcA5walX9xEyQZF/gPcAhwA+AAA8HLgTeWlXf6TrT0CV5JLA37fGrqlt7zDK44zfETKOGdPwmmWmzWQb7mhrS8yRJ2nYk2RVYxcj/GOD8qvpBz7meCBwxJde5VXWtme6XaXDHr6/naXsrQpxJc7J6OjDRNi8FVgN7VNXLzQRJvgK8Fzi7qu5r2xYBLwPeWFUHd51pSr7BnOAneTrwF8CuwD+1zUtpjulrquryHjIN7vgNMVObYYjHz0zjZRrca2qIz9NINk98tt5Mgzt2Q8010ONnpvEyDe711OYazHOV5BhgLXAB9/8f83zg+Ko6o+tMba63AEcD67j/e5mjgHVVdYKZhnn8+nyetrcixHVV9YQZln2rqvYzEyS5vqpWbOmyhTbEE/wkVwC/W1WXTGk/GPi/VfW0HjIN7vgNMVP72EM8fmYaL9PgXlNDfJ7ax/fEZ+vNNLhjN9RcAz1+Zhov0+BeT22uQT1XSa4DDppamGmHI17Sx3uG9vG/BTxpau/tJDsB1/T0/3iImQZ3/Pp8nra3IsTFwP8BPlFVP23bdqD55OzNVXWQmSDJOuAOmt4ZN7XN+9D0ztirqn6z60xtrsGd4G/mjdDGqnp8D5kGd/yGmKnNNcTjZ6bxMg3uNTXE56l9bE98tt5Mgzt2Q8010ONnpvEyDe711D7+oJ6rNs+vVtVdU9p3BTb0+IHON4HDquq7U9p/Cbhgpg9bt8NMgzt+fT5PixdqxwN1FPBu4OQkd7ZtuwEXtcvM1DiG5joVx9N0PwvNSf7fAqf2lAngoVMLEABVdXGSh/YRCPhMkk8DZ3D/N0LHAJ/tKdMQj98QM8Ewj5+ZxjPE19QQnydonpvpPnH4abusDz+luQ7Sd6e0P7pd1ochZhrisYNh5hri8TPTeIb4epp8/CE9V+8CLk9yAT//H7MvTY+Rd/aQZ9Ibgc8luZ7753o88Foz/cwQj19vz9N21RNiVJI9aX7+7/edZdIQMw1JkpOAxzH9Cf63q6qXPypJDufn4wVD02Xv3Ko6r4882jJDPH5m2noN8XlKshr4XzRdnX/hxKeqPtJDplXA+4FpT3yqqvOizUAzDe7YDTXXQI+fmcbLNLjXU5triM/V7sBh3P9/zPlVdecDbrjwuXYADpyS69Jqr9lkpp9lGtzx6+t52m6LEFMleVRVfa/vHKMGmulFVfV3PT7+4E7wtyZ9H7/pDDGTtm6+pn6RJz5bdabBHbuh5hro8TPTeJkG93pqcw3uuZK2BRYhWkk+XVUv7DvHqIFmOr6q1vadY2uQZE1VndJ3jlFDPH5DzASDPX5mGsMQX1NDfJ4kSduGJKdU1Zq+c0yV5O+q6kV95xg10EyDO34L/TztsFA73toM7c0+9JspyROTvCXJSUne197+5aGd2E9KMqhf3FZv4xiTHJjkV9vb+yd5c5IXDOn4JTkDYEiZpuhzHOpMzDT5oMlOSY5J8rz2/m8leX+S44A/6iPTZgzx2JFkcIWRJIPrxTLQTIM7djDMXAM9fmYawxBfTzDI5+r/9h1gBr/Td4BpDDHTEI/fgj5P9oQYsCS7VNXdPTzuoKYkGkeS362qXn6B08whvTfNFZzvHmlf1dN4wbXA4TQXnl0PHAR8HngeTdfGd/WQ6dypTcB/AC4EqKoXd51pOkn+HU23y6ur6oKeMhwEXFtV/5zkwcBbgQOAbwB/PPWqyh1lej3wyaq6abMrdyTJx2he4w+hmaZ3F+BvgEMAquqVPeV6HPASmuvV3EszlvjMPo7bOJI8o6ou6zvHqCSPrqpb+s4xaqCZBnfsYJi5Bnr8zDSGIb6eYJjPlbY+SR5RVbf1naMP21URIslTgL+kecP4GeAtk2PNkny1qg7sM99USW6sqn17eNxBTUk0jiSvqqoP9/C4rweOA64Fng68oarOaZddXlUH9JDpqjbLg4DvAUtH3tBeUlVP7SHT5TRvoj9EcwXsAGfSzgBTVV/oOlOb62e/90l+h+ZYfhI4FPjbPgpuSa4BnlZV97afAP0IOJvmzfXTquo3esh0F/BD4B9pjttfV9WmrnNMyXRlVT01yWKaeeUfU1X3JQnw9Z5e568H/iPwBeAFwBXAnTRFiddU1ee7ziR1ZXs+md4SSfasqtv7zqGtT5qpHN8GHAksaZtvA84BTqgpU5wOQZLPVNXhPTzuw2meq6XAZ6rq4yPLTq6q1/SQaY+pTcBlwK/QvCe/o4dMP/vAtH19/Rnwq8DVwJuq6taFeuztbTjGB4E/BJ4CfAv4UvupFcCOfQRqu8lP9/X7NJ/s9WFySqKp+py+aXOO7+lxfwd4RlUdCTwH+J9J3tAu66v79b1VdV9V/Qj4x6r6Z4Cq+jH9Hb+VNH9o3w7c1b4Z+3FVfaGvAkRr9Pd+DfD8qjqepgjxin4isUNV3dveXllVb6yqL7W5HttTphto/pG/E3gG8I0kn02yOsnDesq0Q1sYfRhNb4hd2/YH0dPfc5q/B6uq6o9oeh7tX1VvB1YBJ/aUiSS7JjkhyTeT3N5+Xdu27dZXrpkk+UxPj/vwJP87yUeT/NaUZSf3lOlRST6Y5ANJ9kzyh0muSnJWkkf3kanNtceUrz2BrybZfZoT7a4yrRq5vWuSU5NcmeTjSR7ZU6YTkuzV3l6Z5AbgkiTfTfLsnjJdnuR/jJz/9q59bi5K8v+S7JNkfZK7klya5Fd6zLVLknckuabNsynJxUle2VOks2gK28+pqj2rak+aXqV3An/dUyaSHDDD1zNoPhTrw4dpzsM/ARyV5BNJHtQuO7inTN+nORee/NpA88H45e3tPvzxyO3/A9xC82HKpSzwEJHFC7nzAdplpHv8nya5DPhskt9m+vmJu/DHwJ/QdNudqq8i0RDn1iXJlTMtAno5wQAWTQ7BqKrvJHkOcHaSX6K/IsS/JXlIW4R4xmRjW+HspQhRVT8FTkzy1+33WxnG358d0lyReweaKvQmgKr6YZLpfie7cPVIz56vJ1lZVRuS7Af8ZHMbL5Bqj+EFwAVJdqQZ8nM08Kf8/BOZLp0KfBNYRFPc+uv2BP9gmqFkfVkM3EdTDHkYQFXd2D5nfT/rcaUAAAgvSURBVDmLZujTcyZnXEryKGA1zYnr87sOlGSmXmKh35PW62lOWl+d5D8Bv1VV/0p/J60fAT4NPBS4CPgY8EKaWaL+ov3eh+8D353SNnkyXfRTMP1jYPIcb/Rk+jdoTqaP7CHTC6vqre3tPwFeXlWXtn/PP05ToO/a7sBuwEVJvkfTu+2vqurmHrJMOhlY2+b6Ms0nsM9Pcki77Nd6yvUxmt6RhwG/SfN7uA74H0n2q6r/3nGeZVX17tGG9m/6u5O8uuMsoy6l6QE43XlvX4Xux1XVf2pvfyrJ24ELk/Q5/PcPaD6g+G9VdRVAkm9X1fIeM41aWVWT/39PTDN17oLZ3oZjfB141ujY3CRPpTnh2KOtKHad6cvA66Yb75bkpqrap+tM7WMPbkqi9o3rYTQV3/stAr5cVdP13ljoTBcCb66qK0baFgOnAa+oqkU9ZHpQe9I8tX0v4NGTf/j6lOSFwK/38A98ao7v0BRmQnPi/Myq+l6SXYAvjfwx7jLTrsD7gH9Pc6J/AE0x8Cbg9VX19R4yfa2qpv00KsmD2142nUvyGICqurn9RP95wI1V9dWe8rwBOBa4GHgW8O6q+nCSJcAnqupZPeW6rqqesKXLFjjTfcx80npwVT2440gkuWL0d749aX0B8GJgfU/D6372u5cpQzSn5u04139lYCfTGRkCOc2x7OW5SvJN4Mnt8LqLq+rgkWVXVdVTesg0+jz9e5pi8m/QDCs9s3qYxWczr/MZ//90kOvrVfW0kfuXVtWvtufI36iqJ3ac5wLg74HTJ7vJt718XknTk/N5XeYZyXU18JKqun6aZb28l0lyLc3Q8p+OtK2mKQTsUlW/1HWmNsNSmp6RN9EU3r5eVX31ciXJBM0QjNAMSX5ctcWBtMNeF+qxh/BJZJfeDfwyzQnipNtoxlr/z14SwauA+40NTPKotrLZR4Uc+Nkn1xdvdsVu/R3NH44rpi5I8vnu4wBwDFN6sbRd6Y9J0suFMqcrQLTt36d5U9u7qvo0zad7fedYNsOin9KM4+9cWyR9ZZphDo+l+Ts9sZDj8sbw8pkW9FWAaB/75pHbP6C5dkZvqup9Sf6e5v/Mn1XVN9v2TTRFib58N8kfMP2Ja18XG70W+N2ZTlp7yAPwoCQ7TJ60VtW72hO0L9Lf8MjRHpFnTFnWeZF7UlX9aZJ1NJ+WTZ5M9/2p1iOSvJnmZPrhSTJ5Mk1/PUs/AJyX5ASanrfv5ecX0P2Fc5muVdU/AP+Q5HU0PaJeDvQxG8U9SQ6lGVZXSY6sqk+lGbLS24dfwA+T/Luq+lKS/wjcAc05cpI+eru+nOZi1V9o/4YXcCtwLk1Pjb78ITP/jr2uwxyj/hZ4Lk3RBoCqOr39QPPPe8pEVU0AL2tfT+tphpP26S9pe20CpwN7AZva3pIL+jdqu+oJMZ30dPHABzLETJKkrVM75OitNF33H9E2T564nlDtBZo7zvRS4Kqqum6aZUdW1ad6yPQe4IKq+vsp7auAP68eLsqc5B3Ae2rKTFlJHk9z7F7adaap2pPpt9N0FX9UjzmmTvd8clVNnky/p6qO6SnXc4DfA/ajKSrfBHwKOK1+fv2fLvOsq6qjun7cB5LkacB7aD4AeBPN87Wa5qLDv1NVX+4p11NpLqi9H82F+l5dVd9qe7cdXVUn9ZDpiTTXaLq4BjAj25Rcg5kpbjOZDq+qvq499LNMNAW2x1XV1QN9nhY0k0WIHrt5zWSImSRJ2570NLPQAzHTeIaUKc3sS5Mn04PJNclM4zHT+PrIlQHOyDbUXG3vntcOLJPP0+hjW4TIa6qql6tez2SImSRJ256p46+HwEzjGWImGGYuM43HTOPrI1eaKdh/raruTrKMZgjiR9uhgH1eO2Nwucw0/Ezb2zUhfsEQ3+wPMZMkaeuUAc4sZKbxDDETDDOXmcZjpvENMNcQZ2Qbai4zDTzTdl+EkCRpG/dIHmBmoe7jAGYa1xAzwTBzmWk8Zhrf0HJ9L8nTJy/Q3n56/SKaGdk6n2ll4LnMNPBMFiEkSdq2DXFmITONZ4iZYJi5zDQeM41vaLkGNyNba4i5zDSe3jJt99eEkCRJkiRJ3ehr3mRJkiRJkrSdsQghSZIkSZI64TUhJEnSvEtyH3AVsCPNmNPTgfdW1U97DSZJknplEUKSJC2EH1fV0wGSPAL4OLArsLbXVJIkqVcOx5AkSQuqqm4D1gCvTWNZkn9Icnn79UyAJB9NcsTkdkk+luTFSZ6U5KtJrkhyZZIVff0skiRpbpwdQ5Ikzbskd1fVLlPa7gSeCPwL8NOquqctKJxZVSuTPBt4U1UdmWRX4ApgBXAicHFVfSzJTsCiqvpxtz+RJEmaDw7HkCRJXUn7fUfg/UmeDtwH7AdQVV9I8oF2+MZvAJ+oqnuTfAV4e5KlwN9U1fV9hJckSXPncAxJkrTgkjyWpuBwG/Am4FbgacBKYKeRVT8KvAJ4FfBhgKr6OPBi4MfA+Ume211ySZI0nyxCSJKkBZVkCfAXwPurGQe6K3BLO1PGbwOLRlb/CPBGgKq6pt3+scANVXUScC7w1O7SS5Kk+eRwDEmStBAenOQKfj5F50eBP2uXnQx8IsnLgIuAH05uVFW3JrkW+NTIvl4O/OckPwG+B7yjg/ySJGkBeGFKSZI0GEkeAlwFHFBVd/WdR5IkzS+HY0iSpEFI8jzgm8CfW4CQJGnbZE8ISZIkSZLUCXtCSJIkSZKkTliEkCRJkiRJnbAIIUmSJEmSOmERQpIkSZIkdcIihCRJkiRJ6oRFCEmSJEmS1In/D+cAEVCyKpaEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''Date of diagnosis'''\n",
    "dataset1['diagnosed_date'] = pd.to_datetime(dataset1['diagnosed_date'],format=\"%d/%m/%Y\")\n",
    "\n",
    "'''Status change date'''\n",
    "dataset1['status_change_date'] = pd.to_datetime(dataset1['status_change_date'],format=\"%d/%m/%Y\")\n",
    "\n",
    "'''no of days in Days'''\n",
    "dataset1['Days']=(dataset1['status_change_date']-dataset1['diagnosed_date'])\n",
    "\n",
    "'''converting days in float'''\n",
    "dataset1['Days'] = dataset1['Days'] / np.timedelta64(1, 'D')\n",
    "\n",
    "'''plotting the Days'''\n",
    "plt=dataset1.groupby('Days').mean().plot(kind='bar',figsize=(18,4),color='green')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt=dataset1.groupby(\"current_status\").mean().plot(kind='bar',color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt=dataset1.groupby(['detected_state','current_status']).size().groupby(level=0).apply(lambda x: 100 * x / x.sum()).unstack().plot(figsize=(16,6),kind='bar',stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "def travel(list1):\n",
    "    \"\"\"\n",
    "    Computes the the no of positive cases due to the \n",
    "    travel from  countries present in list1\n",
    "    \"\"\"\n",
    "    \n",
    "    dict={}\n",
    "    #dict['Other Travel']=0\n",
    "    for i in list1:\n",
    "        dict[i]=0\n",
    "    c=0\n",
    "    for i in dataset1['notes']:\n",
    "        i=str(i)\n",
    "        for j in dict:\n",
    "            if(j in i):\n",
    "                dict[j]=dict[j]+1\n",
    "        if(\"Travelled\" in i):\n",
    "            c=c+1\n",
    "    d=c-sum(dict.values())\n",
    "    #dict[\"Other Travel\"]=d\n",
    "    return dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "list2=[\"London\",\"Italy\",\"Dubai\",\"UK\",\"US\",\"Saudi Arabia\",\"Indonesian\"]\n",
    "dict1=travel(list2)\n",
    "\n",
    "\"\"\"\n",
    "Plotting a bar chart of the given values\n",
    "\"\"\"\n",
    "plt.figure(figsize=(15,6))\n",
    "plt.title(\"Number of patients reported by travelling from following countries\",fontsize=18)\n",
    "plt.xticks(fontsize=14)\n",
    "plt.yticks(fontsize=14)\n",
    "plt.bar(x=dict1.keys(),height=dict1.values(),color='blue',\n",
    "        edgecolor='k',linewidth=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "def covidreason():\n",
    "    \"\"\"\n",
    "    Computes the the no of positive cases due to the \n",
    "    travel from  countries and due to some contact with patient\n",
    "    \"\"\"\n",
    "    \n",
    "    dict={}\n",
    "    dict['Travelled']=0\n",
    "    dict['In Contact with Patient']=0\n",
    "    awaited=0\n",
    "    for i in dataset1['notes']:\n",
    "        i=str(i)\n",
    "        if(\"Hospital\" in i or \"Doctor\" in i or \"Family\" in i or \"Father\" in i or \"Mother\" in i or \"Son\" in i or \n",
    "           \"Daughter\" in i or \"Relative\" in i or \"Wife\" in i or \"Friend\" in i or \"Friends\" in i or \n",
    "           \"family\" in i or \"Sister\" in i or \"Relative\" in i):\n",
    "            dict['In Contact with Patient']=dict['In Contact with Patient']+1\n",
    "        if(\"Travelled\" in i):\n",
    "            dict['Travelled']=dict['Travelled']+1\n",
    "        if(\"Details awaited\" in i or \"Details Awaited\" in i):\n",
    "            awaited=awaited+1\n",
    "    return dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dqKr13QRJdwF7ypIk9cSc6ilPqY+v7xZIk5G91ncLJN2V7ClLktQThrIkST1hKEuS1BOGsiRJPWEoS5LUE4ayJEk9YShLktQTM4Zyko2TvD3JZUlu6O7fkWTeQJ0kWZLkiiSrkpyVZId123RJkuaWcXrKbwJeC7wO2A54fTd90ECdA4E3AvsDOwLLgdOTbD7R1kqSNIeN84teOwOnVtWp3fRPk3wW+N/QesnAAcChVXVKV7Y3LZj3BI6deKslSZqDxukpfw344yTbASR5FPA04Avd/G2BhcBpUwtU1SrgbFqgS5KkMYzTU/4XYHPgoiS3dMu8s6qO7uYv7O6XDS23DHjQqBUmWQwsBth6661n22ZJkuakcXrKLwZeRhuKfnz3935JXjFUb/h/y2VEWatYdVxVLaqqRfPnz59lkyVJmpvG6Sm/G3hPVZ3cTX8vyYNpF3p9GLiqK18I/GJguQWs3nuWJEnTGKenfC/glqGyWwaWvYwWzLtPzUyyKbArcM4E2ihJ0gZhnJ7yqcA/JLkM+D7wOOANwEcBqqqSHAEcnOQS4FLgEGAlcNI6abUkSXPQOKG8P/B24GjakPSVwAeBfxqocxiwGXAUsAVwHvCMqrp2oq2VJGkOmzGUu2A9oLtNV6eAJd1NkiStBX/7WpKknjCUJUnqCUNZkqSeMJQlSeoJQ1mSpJ4wlCVJ6glDWZKknjCUJUnqCUNZkqSeMJQlSeoJQ1mSpJ4wlCVJ6glDWZKknjCUJUnqCUNZkqSeMJQlSeoJQ1mSpJ4wlCVJ6glDWZKknjCUJUnqCUNZkqSeMJQlSeoJQ1mSpJ4wlCVJ6glDWZKknjCUJUnqiRlDOclPk9SI2+cH6uyX5LIkNyS5IMmu67bZkiTNPeP0lHcEthq4PR4o4P8CJHkxcCTwLuBxwDnAF5NsvS4aLEnSXDVjKFfViqq6auoGPBv4LfDJrsobgI9U1Qer6uKq2h+4EnjNOmu1JElz0KzOKScJ8ArgxKq6PskmwBOA04aqngbsPJkmSpK0YZjthV67A9sCH+qmtwQ2BpYN1VsGLJxuJUkWJ1maZOmKFStm2QRJkuam2YbyvsD5VfXtofIams6IstsrVx1XVYuqatH8+fNn2QRJkuamsUM5yQLgz4EPDhRfDdzC6r3iBazee5YkSWswm57yXwM3AidPFVTVTcAFtGHtQbvTrsKWJEljmjdOpe4Cr1cCJ1fVtUOzDwc+luS/ga8DrwYeCBwzyYZKkjTXjRXKwG7Aw4C9hmdU1SeS/D5wCO17zBcCz66qn02qkZIkbQjGCuWq+grt4q3p5h8NHD2pRkmStCHyt68lSeoJQ1mSpJ4wlCVJ6glDWZKknjCUJUnqCUNZkqSeMJQlSeoJQ1mSpJ4wlCVJ6glDWZKknjCUJUnqCUNZkqSeMJQlSeoJQ1mSpJ4wlCVJ6glDWZKknjCUJUnqCUNZkqSeMJQlSeoJQ1mSpJ4wlCVJ6glDWZKknjCUJUnqCUNZkqSeMJQlSeoJQ1mSpJ4wlCVJ6omxQjnJVklOSLIiyQ1JLkry1IH5SbIkyRVJViU5K8kO667ZkiTNPTOGcpL7AV8HAjwH2B7YH1g+UO1A4I1d+Y7dvNOTbD7pBkuSNFfNG6POgcCVVfWygbLLpv5IEuAA4NCqOqUr25sWzHsCx06uuZIkzV3jDF8/DzgvySeSLE/y7SR/04UxwLbAQuC0qQWqahVwNrDzqBUmWZxkaZKlK1asuJMPQZKkuWGcUH4IsB/wE+CZwJHAocBru/kLu/tlQ8stG5h3B1V1XFUtqqpF8+fPn3WjJUmai8YZvt4IWFpVB3XT30rycFoov3+gXg0tlxFlkiRpGuP0lK8ELhoquxjYuvv7qu5+uFe8gNV7z5IkaRrjhPLXgUcOlT0C+Fn392W0YN59amaSTYFdgXMm0EZJkjYI44TyvwI7JTk4ycOSvAh4HXAUQFUVcATwD0lekOTRwEeAlcBJ66bZkiTNPTOeU66q85M8D3gX8Bbg59390QPVDgM2owX1FsB5wDOq6tqJt1iSpDlqnAu9qKrPA59fw/wClnQ3SZK0Fvzta0mSesJQliSpJwxlSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSesJQliSpJ2YM5SRLktTQ7aqB+enqXJFkVZKzkuywbpstSdLcM25P+QfAVgO3xwzMOxB4I7A/sCOwHDg9yeYTbKckSXPevDHr3VxVVw0XJglwAHBoVZ3Sle1NC+Y9gWMn1VBJkua6cXvKD0lyeZLLkpyc5CFd+bbAQuC0qYpVtQo4G9h5sk2VJGluGyeUzwP2AZ4F7EsL4XOS/H73N8CyoWWWDcxbTZLFSZYmWbpixYpZN1qSpLloxuHrqvri4HSSc4GfAHsD505VG1osI8oG13kccBzAokWLpq0nSdKGZNZfiaqqlcD3gYcDU+eZh3vFC1i99yxJktZg1qGcZFNgO+BK4DJaMO8+NH9X4JwJtVGSpA3CjMPXSd4DnAr8nNYDfgtwb+CEqqokRwAHJ7kEuBQ4BFgJnLTOWi1J0hw0zlei/gD4d2BLYAXtPPJOVfWzbv5hwGbAUcAWtAvDnlFV106+uZIkzV3jXOi1xwzzC1jS3SRJ0lryt68lSeoJQ1mSpJ4wlCVJ6glDWZKknjCUJUnqCUNZkqSeMJQlSeoJQ1mSpJ4wlCVJ6glDWZKknjCUJUnqCUNZkqSeMJQlSeoJQ1mSpJ4wlCVJ6glDWZKknjCUJUnqCUNZkqSeMJQlSeoJQ1mSpJ4wlCVJ6glDWZKknjCUJUnqCUNZkqSeMJQlSeoJQ1mSpJ6YdSgneXOSSvL+gbIkWZLkiiSrkpyVZIfJNlWSpLltVqGcZCdgX+C7Q7MOBN4I7A/sCCwHTk+y+SQaKUnShmDsUE7ye8DHgVcAvx4oD3AAcGhVnVJVFwJ7A5sDe062uZIkzV2z6SkfB/xHVZ05VL4tsBA4baqgqlYBZwM73+kWSpK0gZg3TqUk+wIPA146YvbC7n7ZUPky4EHTrG8xsBhg6623HquhkiTNdTP2lJM8EngXsFdV3bSGqjW86IiyVrHquKpaVFWL5s+fP3ZjJUmay8YZvn4SsCVwYZKbk9wMPBXYr/v7l129hUPLLWD13rMkSZrGOKH8aeAxwGMHbkuBk7u/LwWuAnafWiDJpsCuwDkTbq8kSXPWjOeUq+o3wG8Gy5JcB/yqu9KaJEcABye5hBbShwArgZMm3mJJkuaosS70GsNhwGbAUcAWwHnAM6rq2gmtX5KkOW+tQrmqdhuaLmBJd5MkSWvB376WJKknDGVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6wlCWJKknDGVJknpixlBO8tok303y2+72jSTPGZifJEuSXJFkVZKzkuywbpstSdLcM05P+X+ANwGPBxYBZwKfTvKH3fwDgTcC+wM7AsuB05NsPvnmSpI0d80YylX1mar6YlX9qKouraqDgWuBJyUJcABwaFWdUlUXAnsDmwN7rtOWS5I0x8zqnHKSjZPsAdwHOAfYFlgInDZVp6pWAWcDO0+wnZIkzXljhXKSxyRZCdwIHAM8v6q+RwtkgGVDiywbmDdqfYuTLE2ydMWKFWvRbEmS5p5xe8o/AB4L7AR8ADghyaMH5tdQ/Ywou71y1XFVtaiqFs2fP3827ZUkac4aK5Sr6qbunPLSqjoI+Dbwt8BVXZXhXvECVu89S5KkNVjb7ylvBNwTuIwWzLtPzUiyKbAr7ZyzJEka07yZKiQ5FPg88Atuv6p6N+A5VVVJjgAOTnIJcClwCLASOGldNVqSpLloxlCmDU2f2N1fA3wXeFZVfambfxiwGXAUsAVwHvCMqrp28s2VJGnumjGUq2qfGeYXsKS7SZKkteRvX0uS1BOGsiRJPWEoS5LUE4ayJEk9YShLktQThrIkST1hKEuS1BOGsiRJPWEoS5LUE4ayJEk9YShLktQThrIkST1hKEuS1BOGsiRJPWEoS5LUE4ayJEk9YShLktQThrIkST1hKEuS1BOGsiRJPWEoS5LUE4ayJEk9YShLktQThrIkST1hKEuS1BOGsiRJPTFjKCc5KMn5SX6bZEWSU5M8eqhOkixJckWSVUnOSrLDumu2JElzzzg95d2Ao4GdgacBNwNfTnL/gToHAm8E9gd2BJYDpyfZfKKtlSRpDps3U4WqeubgdJKXAtcATwZOTRLgAODQqjqlq7M3LZj3BI6ddKMlSZqL1uac8ubdcr/uprcFFgKnTVWoqlXA2bTetSRJGsPahPKRwLeBb3TTC7v7ZUP1lg3Mu4Mki5MsTbJ0xYoVa9EESZLmnlmFcpLDgV2Av6iqW4Zm13D1EWWtYtVxVbWoqhbNnz9/Nk2QJGnOGjuUk/wr8FfA06rqJwOzruruh3vFC1i99yxJkqYxVignOZJ20dbTquqSodmX0YJ594H6mwK7AudMqJ2SJM15M159neQo4KXA84BfJ5nqEa+sqpVVVUmOAA5OcglwKXAIsBI4aR21W5KkOWfGUAb26+7PGCr/R2BJ9/dhwGbAUcAWwHnAM6rq2gm0UZKkDcI431POGHWKFtBL7nyTJEnaMPnb15Ik9YShLElSTxjKkiT1hKEsSVJPGMqSJPXEOF+JkqSxtX8cJ80t7UtG6549ZUmSesKesqR1oj6+vlsg3XnZ667dnj1lSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6YqxQTvKUJJ9NcnmSSrLP0PwkWZLkiiSrkpyVZId10mJJkuaocXvK9wEuBF4PrBox/0DgjcD+wI7AcuD0JJtPopGSJG0IxgrlqvpCVb25qv4DuHVwXpIABwCHVtUpVXUhsDewObDnpBssSdJcNYlzytsCC4HTpgqqahVwNrDzBNYvSdIGYRKhvLC7XzZUvmxg3h0kWZxkaZKlK1asmEATJEm6+5vk1dc1NJ0RZa1i1XFVtaiqFs2fP3+CTZAk6e5rEqF8VXc/3CtewOq9Z0mSNI1JhPJltGDefaogyabArsA5E1i/JEkbhHnjVEpyH+Bh3eRGwNZJHgv8qqp+nuQI4OAklwCXAocAK4GT1kGbJUmak8YKZWAR8JWB6X/sbicA+wCHAZsBRwFbAOcBz6iqayfWUkmS5rixQrmqzqJduDXd/AKWdDdJkrQW/O1rSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6wlCWJKknJhrKSfZLclmSG5JckGTXSa5fkqS5bGKhnOTFwJHAu4DHAecAX0yy9aS2IUnSXDbJnvIbgI9U1Qer6uKq2h+4EnjNBLchSdKcNW8SK0myCfAE4D1Ds04Ddp7ENmbVnr3u6i1KGuZ+KM3eREIZ2BLYGFg2VL4M+JPhykkWA4u7yZVJfjChduiusyVw9fpuxIYiyfpugvrJ/fAuMuF98MHTzZhUKE+poemMKKOqjgOOm/C2dRdKsrSqFq3vdkgbMvfDuWdS55SvBm4BFg6VL2D13rMkSRphIqFcVTcBFwC7D83anXYVtiRJmsEkh68PBz6W5L+BrwOvBh4IHDPBbag/PP0grX/uh3NMqlY75bv2K0v2Aw4EtgIuBP62qs6e2AYkSZrDJhrKkiRp7fnb1wwNDPgAAAjISURBVFpnkpyb5D3TTa/lOndJUkmGLyqUNEKSs5K8f4Y6+yRZeVe1aSZJduv28y3Xd1vuaoby3VT3hl3T7SPru43SOJJ8JMnnJrSuFyQ5M8lvklyX5HtJ3plkwSTW321jm24fm+hXkdZhML4AOGhgOz9N8neTWHG3rqnPnOuTXJjkVWuxjuH2nEM7DfrLSbRzhm31iqF897XVwG3fEWWvH7VQknvcJa2T7mJJ3gl8Evg28FzgUbT9YBs24J/7rapfVdW163AT/0T7zPlD4NPAMd3/QlhrVXVTVV1VG+D5VUP5bqp7w15VVVcBvxkuq6prkmzXHcG+KMlXk9wA7J3kAUk+keTygaPb234UMcnrk/wiQz9hk+RTST4xMP2CJN/q/ivYT5IsmU3oJ9k0yXu7dlyX5LwkTxuq82dJLk2yKslXgIes5VOmu4mpnnP3Prw8ya+T/FuSe61hmScCbwb+vqreUFVfq6qfVdWZVbUX7Z/lTNV9VZIfJbmpu993aF2VZHGST3bvy58keclAlcu6+/O7umd1y+2Y5LQkVyf5bZKvJXnS0Lrvm+QDSa7s9puLk7w4yW7AvwH3Huh5LpnmsV41GHpJvp7k2iTzuumHd8s/qJu+bfi6a+uDgXdPbWdo3U/vPg+uS/KVJNtO95wPuLb7zPlRVR0C/BB4Xre+hyb5TNfm65J8M8lzB7Y3sj0ZMXydZOfuc+z67n3xgST3HVxXkqOTvKt7DZYneU+SjcZ57H1hKG8YDgX+Fdge+AKwGXAu8Bzg0cAHgBOS7NLV/3faD8E8dWoFSe4HPBs4sZv+P8Dx3XofRfvZ1JcCb5tFuz4OPBF4Me0o+xO0/yy2fbeNhwKnAKcCjwU+2D0WzX270t6bf0J7fzyfaUZ/OnsB1wHvGzWzqn4DkOT5wPuBI7r1HwkcneTPhhZ5K/AZ4I9o78vjk0z9NOITu/s/pfUQX9BNbw58rGv7E2k99i9MBUt3kPtF2n7117T95g3ATbTh2gOA67l9tGu66y++Cvxxt857AYuAG7t7gN2AH1XV5SOWfQHwP9zeu91qYN49acPcLweeBNyPtftK6w3A1MH5fWiPeXfac3kK8Kkk243RntskeQztfyl8tlvPC2ifCccPVd0LuJn2Pxf+hvacTh3AjLWt9a6qvN3Nb8AL20u5Wvl2tJ85fe0Y6/g08P6B6S8CHxyYfiXtl9vu0U3/N61XMriOPYBfDUyfC7xn1DTtA+kW4AFD6/h/wOHd34cD3xua/47uMS1c38+7t8ncgI8Anxua/gUwb6Dsg8CX17COLwDfGWNbXweOH7H9rw1MF/DPA9PzaGH5km56m67Oohm2Fdp/yptabnfgVmD7aervA6wc4zG8BvjBwDovBk4ADurKPj607541tG//FPi7Edsu4JEDZXvRDhg2WkNbbltX9zxNrec1a1jmXOCQGdqzW7eeLbvpjwIfHqrz2K7OgoHH+Y2hOqcDH1rTtvp2s6e8YVg6OJFkXpK3pV0E86u0i0ueAwz+7+sTgRcmuWc3vRfwiar6XXfE/zjgn5KsnLrRjlq3SLLFGG16Am2k5sdD63g68NCuzvbAN4aWG57W3HRRVd08MH0F7Wd7pzPufwvYnhbMg75GO0gc9N2pP7p2rJhh+yRZkOTY7nTLNcC13TJT+9XjgCur6uIx2zqds4BHJHkgLby+0pXt1s1/ajc9WzdW1eA/B7qC1uO93wzLvbPbd1cBRwHvBo4FSHLvJIcluag7DbGS1qPfevrVjfQE4CVDnxVTr+NDB+p9d2i5md43vTPpf0ihfrpuaPpg4LW0oZ3vd/PfSxu+mvKftKGrZyc5H3gK7ZwdtA/AjYBDaEN8w347Rps2An5H+6AaPrcz1V7/NdKG63dD08WaT7ddCuyaZJNqP/u7JqPOJQ6XzXb70HqrDwD+ltYjuxE4A9ikmz+R93NVXZxkGS2Ed6MNxZ8PvC/Jo4AHsXahfPPQ9NRzMtPjPhz4MG004crquqSd99CG+f+Odq75elqvd5PhlcxgI+BDtNNlwwaH6dfmdesVQ3nDtAvwn1V1EkB3IcQjgJ9NVaiq65N8mtZDfhhwWVV9o5t3a5JvA4+oqh+tZRu+STsK33JqvSNcxOr/+nOntdye5raTgNfRziMePjwzyf2qnVe+mPb+HzwXuQvtvTauqdDfeKh8F+B1VfX5bpsP4I7nLb8JbJVk+2l6yzeNWOd0vkob3VoEfLWqlie5mvaLitOdT16b7Yzjl2v4HNgF+GhVnQLt4k5az/bSWbbnm8AOd+LzZjbbWq/uVkcQmphLgWcmeVJ3UdWxtN8pH3Yi7aslr6Cdpxr0j8DLk7w1yQ5Jtk/yl0neNU4Dqup7tIs+Pp7k+Um2Tbt69U0DF90cDWyf5N1JHplkD9pFKNIdVNV5wGG0K2sPT/LkJA/uruL9GLdfJPZu4KVJXttdpbw/7cDzsFlsbjltqPaZad9k+L2u/FLaEOujkuwInMztAQ6t13wecEqSZ3bv+d2TPK+b/1Ng065sy6zhanNaT/jFwA+ranlX9lXgJczcS/4pbVThQVn3P85xKfD8JI/vLtY6Edh0LdrzL8ATkxyT5HFJHpbkuUmOnWV7xtnWemUob5jeRjv3cjptB14O/MeIel8GfgU8ku6q6ylV9Vngz2lDU0tpF2/8HQO97THsRevhHA78gHZl5U7Az7tt/Ah4Ee3K2+8A+3H7ELp0B1X1JtrFho+nXfh1Ee1K65/TDvCoqk8D+9OGmC+ihfV+VXXqLLZzM61X/kraOcupUzgvp11tfAEtkI+nhcDUcrcCz6KdCz2R1ms/km4ot6rOoZ0y+nfaOewD19CMr9B6fGfNUDbKW4H/Bfy428669Aba58t/0S4ePbf7e1btqarv0k6hbUM7+PgO8M/M/l8D35WPfa3429eSJPWEPWVJknrCUJYkqScMZUmSesJQliSpJwxlSZJ6wlCWJKknDGVJknrCUJYkqScMZUmSeuL/B+vGsPGS7FwtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "a=covidreason()\n",
    "\n",
    "\"\"\"\n",
    "Plotting a bar chart of the given values in percentage\n",
    "\"\"\"\n",
    "\n",
    "l1=[]\n",
    "l2=[]\n",
    "s=sum(a.values())\n",
    "for i in a:\n",
    "    l1.append(i)\n",
    "    l2.append(a[i]/s*100)\n",
    "plt.figure(figsize=(8,6))\n",
    "plt.title(\"Travelled vs In Contact with Patient\",fontsize=18)\n",
    "plt.xticks(fontsize=14)\n",
    "plt.yticks(fontsize=14)\n",
    "plt.bar(x=l1,height=l2,color='orange',\n",
    "        edgecolor='k',linewidth=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}