{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_json('https://api.covid19india.org/v4/timeseries.json')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating a \"new\" dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#obtaining the first date to the max date, current_date\n",
    "current_date = max(df['AP']['dates']) # obtaining the current date\n",
    "dates = list(df['AP']['dates'])\n",
    "min_date = dates[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How to obtain the Graph\n",
    "\n",
    "You can replace the `confirmed` in the `temp_list.append(df[i]['dates'][date]['total'][confirmed])` with data like `deceased`,`recovered`,`tested`. Also you can replace `total` with `delta`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'confirmed': 235525, 'deceased': 2116, 'recovered': 145636, 'tested': 2534304}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['AP']['dates'][current_date]['total']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_selected = 'deceased' #replace confirmed with data you want to get\n",
    "def obtain_data_for_a_date(date):\n",
    "    temp_list = []\n",
    "    for i in df.columns:\n",
    "        try:\n",
    "            # replace confirmed with the data you want to get\n",
    "            temp_list.append(df[i]['dates'][date]['total'][data_selected])\n",
    "        except:\n",
    "            temp_list.append(0)\n",
    "    return temp_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# obtaining a dataframe for confirmed results \n",
    "d = {}\n",
    "for j in dates:\n",
    "    d[j] = obtain_data_for_a_date(j)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df2 = pd.DataFrame.from_dict(d,orient='index',columns = df.columns);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 3000x3000 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# testing the dataset \n",
    "s = df2.loc[current_date];\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,10), dpi=300)\n",
    "colors = plt.cm.Dark2(range(6))\n",
    "y = s.index\n",
    "width = s.values\n",
    "ax.barh(y=y, width=width, color=colors);\n",
    "\n",
    "def nice_axes(ax):\n",
    "    ax.set_facecolor('.8')\n",
    "    ax.tick_params(labelsize=8, length=0)\n",
    "    ax.grid(True, axis='x', color='white')\n",
    "    ax.set_axisbelow(True)\n",
    "    [spine.set_visible(False) for spine in ax.spines.values()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Arranging, Ranking & Interploating the \"data set\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# test run\n",
    "# creating a new dataset called df3 and arranging the index\n",
    "df3 = df2.loc[min_date:current_date]\n",
    "df3 = df3.reset_index()\n",
    "df3.index = df3.index * 5\n",
    "last_idx = df3.index[-1] + 1\n",
    "\n",
    "df_expanded = df3.reindex(range(last_idx))\n",
    "df_expanded['index'] = df_expanded['index'].fillna(method='ffill')\n",
    "df_expanded = df_expanded.set_index('index')\n",
    "\n",
    "df_rank_expanded = df_expanded.rank(axis=1, method='first')\n",
    "df_expanded = df_expanded.interpolate()\n",
    "df_rank_expanded = df_rank_expanded.interpolate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def prepare_data(df, steps=5):\n",
    "    df = df3.reset_index()\n",
    "    df.index = df3.index * steps\n",
    "    last_idx = df3.index[-1] + 1\n",
    "    df_expanded = df3.reindex(range(last_idx))\n",
    "    df_expanded['index'] = df_expanded['index'].fillna(method='ffill')\n",
    "    df_expanded = df_expanded.set_index('index')\n",
    "    df_rank_expanded = df_expanded.rank(axis=1, method='first')\n",
    "    df_expanded = df_expanded.interpolate()\n",
    "    df_rank_expanded = df_rank_expanded.interpolate()\n",
    "    return df_expanded, df_rank_expanded\n",
    "\n",
    "df_expanded, df_rank_expanded = prepare_data(df3)\n",
    "df_expanded.head();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Animation Function\n",
    "\n",
    "[*source*](https://medium.com/dunder-data/create-a-bar-chart-race-animation-in-python-with-matplotlib-477ed1590096)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.animation import FuncAnimation\n",
    "\n",
    "def init():\n",
    "    ax.clear()\n",
    "    nice_axes(ax)\n",
    "    ax.set_ylim(.2, 6.8)\n",
    "\n",
    "def update(i):\n",
    "    labels = df_expanded.columns\n",
    "    for bar in ax.containers:\n",
    "        bar.remove()\n",
    "    y = df_rank_expanded.iloc[i]\n",
    "    width = df_expanded.iloc[i]\n",
    "    ax.barh(y=y, width=width, color=colors, tick_label=labels)\n",
    "    date_str = df_expanded.index[i]\n",
    "    # add a proper title in 'remove' data_selected\n",
    "    ax.set_title(f'{data_selected}- {date_str}', fontsize='smaller')\n",
    "    \n",
    "fig = plt.Figure(figsize=(5, 5), dpi=300)\n",
    "ax = fig.add_subplot()\n",
    "anim = FuncAnimation(fig=fig, func=update, init_func=init, frames=len(df_expanded), \n",
    "                     interval=100, repeat=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "AAAdZGF0YQAAAAEAAAAATGF2ZjU4LjI5LjEwMA==\n",
       "\">\n",
       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "html = anim.to_html5_video()\n",
    "HTML(html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## saving your file\n",
    "\n",
    "Include the path you want inside the brackets `anim.save(path)`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#anim.save('~/Downloads/covid19.mp4')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Resources\n",
    "\n",
    "[Guide to create animated bar charts](https://medium.com/dunder-data/create-a-bar-chart-race-animation-in-python-with-matplotlib-477ed1590096)"
   ]
  }
 ],
 "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": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}