Animation de visualisation de propagation du Covid-19.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import locale\n",
    "locale.setlocale(locale.LC_TIME,'fr_FR.UTF-8')\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import animation, ticker, rc\n",
    "import matplotlib._color_data as mcd\n",
    "import random as rd\n",
    "from IPython.display import HTML, Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "rc('animation', html='html5') # Juste pour sépcifier que le format de l'animation soit compatible à html5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dir = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases = pd.read_csv(dir+'time_series_covid19_confirmed_global.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "west_af_country = ['Benin', 'Burkina Faso', 'Cabo Verde', \"Cote d'Ivoire\", 'Gambia', 'Ghana', 'Guinea', 'Guinea-Bissau', 'Liberia', 'Mali', 'Mauritania', 'Niger', 'Nigeria', 'Senegal', 'Sierra Leone', 'Togo']\n",
    "\n",
    "cent_af_country = ['Cameroon', 'Central African Republic', 'Chad', 'Congo (Brazzaville)', 'Congo (Kinshasa)', 'Equatorial Guinea', 'Gabon', 'Sao Tome and Principe']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "westaf_cases = cases.loc[cases['Country/Region'].isin(west_af_country)].copy().fillna('')\n",
    "centaf_cases = cases.loc[cases['Country/Region'].isin(cent_af_country)].copy().fillna('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On va modifier rapidement certains noms des pays afin de nous assurer que le tout soit en français et pas très longs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "westaf_cases['Country/Region'] = westaf_cases['Country/Region'].replace({'Benin' : 'Bénin', \n",
    "                                                                         'Cabo Verde' : 'Cap-Vert', \n",
    "                                                                         'Gambia' : 'Gambie', \n",
    "                                                                         'Guinea' : 'Guinée', \n",
    "                                                                         'Guinea-Bissau' : 'Guinée-Bissau', \n",
    "                                                                         'Liberia' : 'Libéria', \n",
    "                                                                         'Mauritania' : 'Mauritanie', \n",
    "                                                                         'Senegal' : 'Sénégal'})\n",
    "\n",
    "centaf_cases['Country/Region'] = centaf_cases['Country/Region'].replace({'Cameroon' : 'Caméroun', \n",
    "                                                                          'Central African Republic' : 'Centrafrique', \n",
    "                                                                          'Chad' : 'Tchad', \n",
    "                                                                          'Congo (Brazzaville)' : 'Congo Brazza', \n",
    "                                                                          'Congo (Kinshasa)' : 'Congo Kinsh', \n",
    "                                                                          'Equatorial Guinea' : 'Guinée Équatoriale', \n",
    "                                                                          'Sao Tome and Principe' : 'Sao-Tomé'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def trans_ts(df):\n",
    "    df_trans = df.drop(columns=['Province/State','Lat','Long']).rename(columns={'Country/Region':' '}).set_index(' ').transpose()\n",
    "    df_trans.index = pd.to_datetime(df_trans.index)\n",
    "    return(df_trans)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "westaf_ts = trans_ts(westaf_cases)\n",
    "centaf_ts = trans_ts(centaf_cases)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On va rajouter la date en format texte et en langue française afin que tout le monde puisse se retrouver. Aussi grâce à la date, on pourra connaitre le quelième jour de l'année l'observation a été effectuée. Ex : Le 1er février est le 32ème jour de l'année."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "westaf_ts = westaf_ts.loc[westaf_ts.loc[westaf_ts.sum(axis=1)>0].index]\n",
    "westaf_ts['jour_an'] = westaf_ts.index.dayofyear\n",
    "westaf_ts['date'] = westaf_ts.index.strftime('%A %d %B %Y')\n",
    "westaf_ts['date'] = westaf_ts['date'].str.title()\n",
    "\n",
    "centaf_ts = centaf_ts.loc[centaf_ts.loc[centaf_ts.sum(axis=1)>0].index]\n",
    "centaf_ts['date'] = centaf_ts.index.strftime('%A %d %B %Y')\n",
    "centaf_ts['date'] = centaf_ts['date'].str.title()\n",
    "centaf_ts['jour_an'] = centaf_ts.index.dayofyear"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ici je combine les données des deux zones ensemble afin d'en faire finalement une table unique. Je modifie aussi un peu la structure de la table. Désormais c'est la colonne 'Cas' qui va contenir les nombres de cas et non la colonne au nom du pays. J'ai créé une nouvelle colonne 'Pays' pour préciser le nom du pays observé désormais par ligne. Les dates et le nombre de jour sont maintenus, juste répétés désormais par pays."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "west_cent = pd.DataFrame()\n",
    "for i in centaf_ts.columns[:-2]:\n",
    "    vars()[i] = centaf_ts[[i, 'jour_an', 'date']].copy().reset_index(drop = True)\n",
    "    vars()[i].columns = ['Cas', 'Jour', 'Date']\n",
    "    vars()[i]['Pays'] = i\n",
    "    vars()[i]['Region'] = 'Centre'\n",
    "    west_cent = west_cent.append(vars()[i])\n",
    "for j in westaf_ts.columns[:-2]:\n",
    "    vars()[j] = westaf_ts[[j, 'jour_an', 'date']].copy().reset_index(drop = True)\n",
    "    vars()[j].columns = ['Cas', 'Jour', 'Date']\n",
    "    vars()[j]['Pays'] = j\n",
    "    vars()[j]['Region'] = \"Ouest\"\n",
    "    west_cent = west_cent.append(vars()[j])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#region_dic = west_cent.set_index('Pays')['Region'].to_dict()\n",
    "date_dic = west_cent.set_index('Jour')['Date'].to_dict()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "J'aurais besoin plus tard d'utiliser une couleur unique par pays. le code suivant me permet de spécifier de façon aléatoire une couleur pour chacun des pays dans la liste. Même si les données changent, il détectera automatiquement le nouveau nombre de pays et effectuera le travail."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "couleur_dic = dict(zip(west_cent['Pays'].unique(), rd.sample(list(mcd.CSS4_COLORS.values()), len(west_cent['Pays'].unique()))))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Les diagrammes à bande animés que nous voyons ne sont en réalité que plusieurs diagrammes visualisés les uns après les autres. Le code suivant me permettra de visualiser le diagramme de la dernière journée de donnée que je dispose : le samedi 9 mai. Celui d'après permet de généraliser la visualisation sur toutes les journées de notre table de donnée et de générer l'animation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "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": [
    "fig, ax = plt.subplots(figsize=(15, 8))\n",
    "\n",
    "def diagramme_band(jour):\n",
    "    '''\n",
    "    table = le nom de votre table de données\n",
    "    c_pays = la colonne contenant les noms des pays\n",
    "    c_nombre = la colonne contenant le nombre de cas cumulés\n",
    "    c_jour = la colonne contenant le nombre de jour de l'année\n",
    "    c_date = la colonne ccontenant les dates complètes\n",
    "    jour = le jour de l'année dont vous voulez visualiser les données\n",
    "    '''\n",
    "    table = west_cent \n",
    "    c_pays = 'Pays'\n",
    "    c_nombre = 'Cas'\n",
    "    c_jour = 'Jour'\n",
    "    c_date = 'Date'\n",
    "    \n",
    "    data = table[table[c_jour].eq(jour)].sort_values(by= c_nombre, ascending=True).tail(len(table[c_pays].unique()))\n",
    "    ax.clear()\n",
    "    ax.barh(data[c_pays], data[c_nombre], color=[couleur_dic[x] for x in data[c_pays]])\n",
    "    dx = data[c_nombre].max()/ 100\n",
    "    for i, (value, name) in enumerate(zip(data[c_nombre], data[c_pays])):\n",
    "        ax.text(0, i, f'{name}  ',  size=12, weight=500, ha='right', va='center')\n",
    "        ax.text(value+dx, i, f'{value:,.0f}',  size=14, ha='left',  va='center')\n",
    "    ax.text(1, 0.25, date_dic[jour], transform=ax.transAxes, color='#777777', size=20, ha='right', weight=800)\n",
    "    ax.text(0, - 0.1, \"Données : Nombre cumulé d'infections au Covid-19 | Source : Center for Systems Science and Engineering (CSSE) at Johns Hopkins University\", transform=ax.transAxes, size=12, color='#777777')\n",
    "    ax.xaxis.set_major_formatter(ticker.StrMethodFormatter('{x:,.0f}'))\n",
    "    ax.xaxis.set_ticks_position('top')\n",
    "    ax.tick_params(axis='x', colors='#777777', labelsize=10)\n",
    "    ax.set_yticks([])\n",
    "    ax.margins(0, 0.01)\n",
    "    ax.grid(which='major', axis='x', linestyle='-')\n",
    "    ax.set_axisbelow(True)\n",
    "    ax.text(0, 1.15, \"Propagation du Covid-19 en Afrique centrale et de l'ouest\",\n",
    "            transform=ax.transAxes, size=24, weight=600, ha='left', va='top')\n",
    "    plt.box(False)\n",
    "    \n",
    "diagramme_band(west_cent['Jour'].max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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": [
    "fig, ax = plt.subplots(figsize=(15, 8))\n",
    "viz_animation = animation.FuncAnimation(fig, diagramme_band, frames=range(west_cent['Jour'].min(), west_cent['Jour'].max()+1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Le code suivant me permet de sauvegarder l'animation en format gif. le paramètre fps désigne le nombre de visualisations que je veux faire défiler par seconde. Moi j'ai choisi 2 mais si vous voulez que votre gif soit plus rapide, vous pouvez augmenter le nombre."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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": [
    "viz_animation.save('images/covid19-west_cent-africa.gif', writer='imagemagick', fps=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"images/covid19-west_cent-africa.gif\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Et c'est tout. Vous avez sûrement constaté que des pays se sont affichés avec le nombre 0 durant certains jours. Vous pouvez décider de ne visualiser que les jours où le nombre est supérieur à 0 dans ces pays. Pour ce faire, il vous faudra spécifier cela dans le code du bloc 14. Amusez-vous 😉 !"
   ]
  }
 ],
 "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": 4
}