Mridul Aggarwal Solution - 1,2&3.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>report_date</th>\n",
       "      <th>location</th>\n",
       "      <th>location_type</th>\n",
       "      <th>data_field</th>\n",
       "      <th>data_field_code</th>\n",
       "      <th>time_period</th>\n",
       "      <th>time_period_type</th>\n",
       "      <th>value</th>\n",
       "      <th>unit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-03-19</td>\n",
       "      <td>Argentina-Buenos_Aires</td>\n",
       "      <td>province</td>\n",
       "      <td>cumulative_confirmed_local_cases</td>\n",
       "      <td>AR0001</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>cases</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-03-19</td>\n",
       "      <td>Argentina-Buenos_Aires</td>\n",
       "      <td>province</td>\n",
       "      <td>cumulative_probable_local_cases</td>\n",
       "      <td>AR0002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>cases</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-03-19</td>\n",
       "      <td>Argentina-Buenos_Aires</td>\n",
       "      <td>province</td>\n",
       "      <td>cumulative_confirmed_imported_cases</td>\n",
       "      <td>AR0003</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>cases</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-03-19</td>\n",
       "      <td>Argentina-Buenos_Aires</td>\n",
       "      <td>province</td>\n",
       "      <td>cumulative_probable_imported_cases</td>\n",
       "      <td>AR0004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>cases</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-03-19</td>\n",
       "      <td>Argentina-Buenos_Aires</td>\n",
       "      <td>province</td>\n",
       "      <td>cumulative_cases_under_study</td>\n",
       "      <td>AR0005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>127</td>\n",
       "      <td>cases</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  report_date                location location_type  \\\n",
       "0  2016-03-19  Argentina-Buenos_Aires      province   \n",
       "1  2016-03-19  Argentina-Buenos_Aires      province   \n",
       "2  2016-03-19  Argentina-Buenos_Aires      province   \n",
       "3  2016-03-19  Argentina-Buenos_Aires      province   \n",
       "4  2016-03-19  Argentina-Buenos_Aires      province   \n",
       "\n",
       "                            data_field data_field_code  time_period  \\\n",
       "0     cumulative_confirmed_local_cases          AR0001          NaN   \n",
       "1      cumulative_probable_local_cases          AR0002          NaN   \n",
       "2  cumulative_confirmed_imported_cases          AR0003          NaN   \n",
       "3   cumulative_probable_imported_cases          AR0004          NaN   \n",
       "4         cumulative_cases_under_study          AR0005          NaN   \n",
       "\n",
       "   time_period_type value   unit  \n",
       "0               NaN     0  cases  \n",
       "1               NaN     0  cases  \n",
       "2               NaN     2  cases  \n",
       "3               NaN     1  cases  \n",
       "4               NaN   127  cases  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('data.csv', low_memory=False)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['value'] = pd.to_numeric(data['value'], errors='coerce')\n",
    "data.value.fillna(0, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('bmh')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Solutions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Show data field code 'AR0005' values for 'Argentina-Catamarca' for entire duration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        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>value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>report_date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-03-19</th>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-26</th>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04-02</th>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04-09</th>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-04-16</th>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             value\n",
       "report_date       \n",
       "2016-03-19    14.0\n",
       "2016-03-26    15.0\n",
       "2016-04-02    15.0\n",
       "2016-04-09    15.0\n",
       "2016-04-16    15.0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = data[(data.location == 'Argentina-Catamarca') & (data.data_field_code == 'AR0005')].loc[:, ['report_date', 'value']].reset_index(drop = True)\n",
    "data1.set_index('report_date', inplace=True)\n",
    "data1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data1.plot(kind = 'bar', figsize=(15, 8), legend=False)\n",
    "plt.title(\"Cases with code 'AR0005' reported in Argentina-Catamarca\", fontsize = 15)\n",
    "plt.xlabel('Report Dates', fontsize = 20)\n",
    "plt.ylabel('Number of Cases', fontsize = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Plot 'Argentina-CABA' and 'Argentina-Catamarca' for number of cases values for entire duration to identify the difference.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data1 = data[(data.location == 'Argentina-CABA') & (data.unit == 'cases')].groupby('report_date')['value'].sum()\n",
    "data2 = data[(data.location == 'Argentina-Catamarca') & (data.unit == 'cases')].groupby('report_date')['value'].sum()\n",
    "plt.figure(figsize=(15,8))\n",
    "plt.bar(data1.index, data1, label='Argentina-CABA')\n",
    "plt.bar(data2.index, data2, label='Argentina-Catamarca')\n",
    "plt.xticks(rotation = 90)\n",
    "plt.legend()\n",
    "plt.xlabel('Report Dates', fontsize = 20)\n",
    "plt.ylabel('Number of Cases', fontsize = 20)\n",
    "plt.title(\"Number of cases reported in Argentina-Catamarca and Argentina-CABA\", fontsize = 15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Plot how data field values are distributed across the locations 'Argentina-Buenos_Aires', 'Argentina-CABA', 'Argentina-Catamarca'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lst = ['Argentina-Buenos_Aires', 'Argentina-CABA', 'Argentina-Catamarca']\n",
    "colors = ['r', 'g', 'b', 'y']\n",
    "for i in lst:\n",
    "    plt.figure(figsize=(7,7))  \n",
    "    data1 = data[(data.location == i)].groupby('data_field').sum()\n",
    "    data1 = data1[data1.value > 0]\n",
    "    plt.pie(x = data1.value, autopct=\"%1.1f%%\", pctdistance= 1.5, colors = colors[:data1.shape[0]])\n",
    "    plt.title(\"Data Field Values for {}\".format(i))\n",
    "    plt.legend(loc=(1.5,1), labels=data1.index)\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}