{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TP 1 : Indicateurs Intraday et relations entre des variables journalières"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Le but de ce TP est de se failiariser avec `pandas` et les bases de données et de construire les courbes intraday de certains indicateurs de marché tels que le volume, le nombre de trades, la volatilité, le spread, l'imbalance ou encore la liquidité disponible au meilleures limites (best bid et best ask). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## I. Importation et lecture des données"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Importer les librairies Python nécessaire."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "%matplotlib inline \n",
    "import matplotlib.pylab as plt\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Importation des données."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Chemin vers les données\n",
    "basedir = \"C:/Users/Sophie/Documents/Notebooks/Cours Jussieu/Data/\"\n",
    "# Liste des chemins des fichiers de données\n",
    "filenames = glob.glob(basedir + '*.h5')\n",
    "# Liste des noms des actifs\n",
    "stocknames = [file[55:-3] for file in filenames]\n",
    "# Dictionnaire avec les dataframe de tous les actifs\n",
    "df_trades = {stocknames[k] : pd.read_hdf(filenames[k]) for k in range(len(filenames))}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Afficher les premières lignes du dataframe AMAZON"
   ]
  },
  {
   "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>TradedPrice</th>\n",
       "      <th>TradedQty</th>\n",
       "      <th>BidPrice</th>\n",
       "      <th>AskPrice</th>\n",
       "      <th>BidQty</th>\n",
       "      <th>AskQty</th>\n",
       "      <th>TradedSign</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-01-03 09:30:00.188</th>\n",
       "      <td>181.32</td>\n",
       "      <td>100</td>\n",
       "      <td>181.25</td>\n",
       "      <td>181.35</td>\n",
       "      <td>100</td>\n",
       "      <td>200</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-03 09:30:00.188</th>\n",
       "      <td>181.35</td>\n",
       "      <td>100</td>\n",
       "      <td>181.25</td>\n",
       "      <td>181.35</td>\n",
       "      <td>100</td>\n",
       "      <td>200</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-03 09:30:00.201</th>\n",
       "      <td>181.35</td>\n",
       "      <td>100</td>\n",
       "      <td>181.25</td>\n",
       "      <td>181.35</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-03 09:30:00.201</th>\n",
       "      <td>181.37</td>\n",
       "      <td>200</td>\n",
       "      <td>181.25</td>\n",
       "      <td>181.38</td>\n",
       "      <td>100</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-01-03 09:30:00.201</th>\n",
       "      <td>181.38</td>\n",
       "      <td>100</td>\n",
       "      <td>181.25</td>\n",
       "      <td>181.38</td>\n",
       "      <td>100</td>\n",
       "      <td>400</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         TradedPrice  TradedQty  BidPrice  AskPrice  BidQty  \\\n",
       "Time                                                                          \n",
       "2011-01-03 09:30:00.188       181.32        100    181.25    181.35     100   \n",
       "2011-01-03 09:30:00.188       181.35        100    181.25    181.35     100   \n",
       "2011-01-03 09:30:00.201       181.35        100    181.25    181.35     100   \n",
       "2011-01-03 09:30:00.201       181.37        200    181.25    181.38     100   \n",
       "2011-01-03 09:30:00.201       181.38        100    181.25    181.38     100   \n",
       "\n",
       "                         AskQty  TradedSign  \n",
       "Time                                         \n",
       "2011-01-03 09:30:00.188     200           0  \n",
       "2011-01-03 09:30:00.188     200           1  \n",
       "2011-01-03 09:30:00.201     100           1  \n",
       "2011-01-03 09:30:00.201     400           0  \n",
       "2011-01-03 09:30:00.201     400           1  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_trades[\"AMAZON\"].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## II. Graphiques des différents indicateurs intraday"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Courbes de volume en % pour comparer les différents actifs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On va calculer la courbe de volume pour chaque jour, puis en faire la moyenne."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,3, figsize = (15,4))\n",
    "\n",
    "for key in df_trades.keys():\n",
    "    # Somme des volumes toutes les 5 minutes\n",
    "    volume = df_trades[key][\"TradedQty\"].resample(\"5Min\").sum().dropna()\n",
    "    # On ne garde que les volumes >0\n",
    "    volume = volume[volume>0]\n",
    "    # Moyenne sur les jours de l'année\n",
    "    Volume = volume.groupby([volume.index.hour,volume.index.minute]).mean()\n",
    "    if key==\"AMAZON\" or key==\"APPLE\" or key==\"GOOGLE\":\n",
    "        # numéro figure\n",
    "        ax = 0\n",
    "        # Nombre de bins de 5 minutes\n",
    "        N = 78\n",
    "        # Nom de la bourse\n",
    "        market = \"Nasdaq\"\n",
    "        # Vecteur de temps\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=30, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "            \n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        ax = 1\n",
    "        N = 72\n",
    "        market = \"TSE\"\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=0, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "        \n",
    "    if key==\"BOUYGUES\" or key==\"LVMH\" or key==\"SANOFI\" or key==\"TOTAL\":\n",
    "        ax = 2\n",
    "        N = 102\n",
    "        market = \"Paris\"\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=0, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "    \n",
    "    # Série temporelle de la courbe de volumes\n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        s1 = Volume.values[:30]\n",
    "        s2 = np.zeros(12)\n",
    "        s3 = Volume.values[(len(Volume.values))-30:]\n",
    "        CourbVolumes = pd.Series(np.concatenate((s1,s2,s3))/(np.sum(s1)+np.sum(s2)), index=indice)\n",
    "    else:\n",
    "        CourbVolumes = pd.Series(Volume.values[0:N]/Volume.values[0:N].sum(), index=indice)\n",
    "    CourbVolumes.plot(drawstyle=\"steps\", ax=axes[ax], label=key) \n",
    "    axes[ax].set_title(\"Courbes de volumes sur \"+ market)\n",
    "    axes[ax].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Autres indicateurs à représenter\n",
    "\n",
    "En plus des courbes de volumes précédentes (toujours par tranche de 5 minutes), il faut faire et commenter les graphiques suivants (enrenormalisant pour pouvoir comparer les différents actifs)\n",
    "\n",
    "\n",
    "* Nombre de trades ;\n",
    "\n",
    "\n",
    "* Turnover (cash) ;\n",
    "\n",
    "\n",
    "* Spread moyen ; \n",
    "\n",
    "\n",
    "* Volatilité ;\n",
    "\n",
    "\n",
    "* Imbalance : $|Q_{ask}-Q_{bid}|/(Q_{ask}+Q_{bid})$ ;\n",
    "\n",
    "\n",
    "* Quantités aux best limits ($Q_{ask}+Q_{bid}$)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,3, figsize = (15,4))\n",
    "\n",
    "for key in df_trades.keys():\n",
    "    # Nombre de transactions toutes les 5 minutes\n",
    "    trades = df_trades[key][\"TradedQty\"].resample(\"5Min\").count().dropna()\n",
    "    # On ne garde que les nombres >0\n",
    "    trades = trades[trades>0]\n",
    "    # Moyenne sur les jours de l'année\n",
    "    Trades = trades.groupby([trades.index.hour,trades.index.minute]).mean()\n",
    "    if key==\"AMAZON\" or key==\"APPLE\" or key==\"GOOGLE\":\n",
    "        # numéro figure\n",
    "        ax = 0\n",
    "        # Nombre de bins de 5 minutes\n",
    "        N = 78\n",
    "        # Nom de la bourse\n",
    "        market = \"Nasdaq\"\n",
    "        # Vecteur de temps\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=30, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "            \n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        ax = 1\n",
    "        N = 72\n",
    "        market = \"TSE\"\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=0, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "        \n",
    "    if key==\"BOUYGUES\" or key==\"LVMH\" or key==\"SANOFI\" or key==\"TOTAL\":\n",
    "        ax = 2\n",
    "        N = 102\n",
    "        market = \"Paris\"\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=0, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "    \n",
    "    # Série temporelle de la courbe de volumes\n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        s1 = Trades.values[:30]\n",
    "        s2 = np.zeros(12)\n",
    "        s3 = Trades.values[(len(Trades.values))-30:]\n",
    "        CourbTrades = pd.Series(np.concatenate((s1,s2,s3))/(np.sum(s1)+np.sum(s2)), index=indice)\n",
    "    else:\n",
    "        CourbTrades = pd.Series(Trades.values[0:N]/Trades.values[0:N].sum(), index=indice)\n",
    "    CourbTrades.plot(drawstyle=\"steps\", ax=axes[ax], label=key)  \n",
    "    axes[ax].set_title(\"Courbes de transactions sur \"+ market)\n",
    "    axes[ax].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,3, figsize = (15,4))\n",
    "\n",
    "for key in df_trades.keys():\n",
    "    # Somme des montants des transactions toutes les 5 minutes\n",
    "    turnover = (df_trades[key][\"TradedQty\"]*df_trades[key][\"TradedPrice\"]).resample(\"5Min\").sum().dropna()\n",
    "    # On ne garde que les montants >0\n",
    "    turnover = turnover[turnover>0]\n",
    "    # Moyenne sur les jours de l'année\n",
    "    Turnover = turnover.groupby([turnover.index.hour,turnover.index.minute]).mean()\n",
    "    if key==\"AMAZON\" or key==\"APPLE\" or key==\"GOOGLE\":\n",
    "        # numéro figure\n",
    "        ax = 0\n",
    "        # Nombre de bins de 5 minutes\n",
    "        N = 78\n",
    "        # Nom de la bourse\n",
    "        market = \"Nasdaq\"\n",
    "        # Vecteur de temps\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=30, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "            \n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        ax = 1\n",
    "        N = 72\n",
    "        market = \"TSE\"\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=0, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "        \n",
    "    if key==\"BOUYGUES\" or key==\"LVMH\" or key==\"SANOFI\" or key==\"TOTAL\":\n",
    "        ax = 2\n",
    "        N = 102\n",
    "        market = \"Paris\"\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=0, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "    \n",
    "    # Série temporelle de la courbe de volumes\n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        s1 = Turnover.values[:30]\n",
    "        s2 = np.zeros(12)\n",
    "        s3 = Turnover.values[(len(Turnover.values))-30:]\n",
    "        CourbTurnover = pd.Series(np.concatenate((s1,s2,s3))/(np.sum(s1)+np.sum(s2)), index=indice)\n",
    "    else:\n",
    "        CourbTurnover = pd.Series(Turnover.values[0:N]/Turnover.values[0:N].sum(), index=indice)\n",
    "    CourbTurnover.plot(drawstyle=\"steps\", ax=axes[ax], label=key)  \n",
    "    axes[ax].set_title(\"Courbes de turnovers sur \"+ market)\n",
    "    axes[ax].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,3, figsize = (15,4))\n",
    "\n",
    "for key in df_trades.keys():\n",
    "    # Spread moyen toutes les 5 minutes\n",
    "    spread = (df_trades[key][\"AskPrice\"]-df_trades[key][\"BidPrice\"]).resample(\"5Min\").mean().dropna()\n",
    "    # On ne garde que les spreads >0\n",
    "    spread = spread[spread>0]\n",
    "    # Moyenne sur les jours de l'année\n",
    "    Spread = spread.groupby([spread.index.hour,spread.index.minute]).mean()\n",
    "    if key==\"AMAZON\" or key==\"APPLE\" or key==\"GOOGLE\":\n",
    "        # numéro figure\n",
    "        ax = 0\n",
    "        # Nombre de bins de 5 minutes\n",
    "        N = 78\n",
    "        # Nom de la bourse\n",
    "        market = \"Nasdaq\"\n",
    "        # Vecteur de temps\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=30, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "            \n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        ax = 1\n",
    "        N = 72\n",
    "        market = \"TSE\"\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=0, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "        \n",
    "    if key==\"BOUYGUES\" or key==\"LVMH\" or key==\"SANOFI\" or key==\"TOTAL\":\n",
    "        ax = 2\n",
    "        N = 102\n",
    "        market = \"Paris\"\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=0, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "    \n",
    "    # Série temporelle de la courbe de volumes\n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        s1 = Spread.values[:30]\n",
    "        s2 = np.zeros(12)\n",
    "        s3 = Spread.values[(len(Spread.values))-30:]\n",
    "        CourbSpread = pd.Series(np.concatenate((s1,s2,s3))/(np.sum(s1)+np.sum(s2)), index=indice)\n",
    "    else:\n",
    "        CourbSpread = pd.Series(Spread.values[0:N]/Spread.values[0:N].sum(), index=indice)\n",
    "    CourbSpread.plot(drawstyle=\"steps\", ax=axes[ax], label=key) \n",
    "    axes[ax].set_title(\"Courbes de spread sur \"+ market)\n",
    "    axes[ax].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,3, figsize = (15,4))\n",
    "\n",
    "for key in df_trades.keys():\n",
    "    # Volatilité du prix des transactions toutes les 5 minutes\n",
    "    vol = np.sqrt((df_trades[key][\"TradedPrice\"].diff().dropna()**2).resample(\"5Min\").sum().dropna())\n",
    "    # On ne garde que les vol >0\n",
    "    vol = vol[vol>0]\n",
    "    # Moyenne sur les jours de l'année\n",
    "    Vol = vol.groupby([vol.index.hour,vol.index.minute]).mean()\n",
    "    if key==\"AMAZON\" or key==\"APPLE\" or key==\"GOOGLE\":\n",
    "        # numéro figure\n",
    "        ax = 0\n",
    "        # Nombre de bins de 5 minutes\n",
    "        N = 78\n",
    "        # Nom de la bourse\n",
    "        market = \"Nasdaq\"\n",
    "        # Vecteur de temps\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=30, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "            \n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        ax = 1\n",
    "        N = 72\n",
    "        market = \"TSE\"\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=0, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "        \n",
    "    if key==\"BOUYGUES\" or key==\"LVMH\" or key==\"SANOFI\" or key==\"TOTAL\":\n",
    "        ax = 2\n",
    "        N = 102\n",
    "        market = \"Paris\"\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=0, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "    \n",
    "    # Série temporelle de la courbe de volumes\n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        s1 = Vol.values[:30]\n",
    "        s2 = np.zeros(12)\n",
    "        s3 = Vol.values[(len(Vol.values))-30:]\n",
    "        CourbVol = pd.Series(np.concatenate((s1,s2,s3))/(np.sum(s1)+np.sum(s2)), index=indice)\n",
    "    else:\n",
    "        CourbVol = pd.Series(Vol.values[0:N]/Vol.values[0:N].sum(), index=indice)\n",
    "    CourbVol.plot(drawstyle=\"steps\", ax=axes[ax], label=key) \n",
    "    axes[ax].set_title(\"Courbes de volatilité sur \"+ market)\n",
    "    axes[ax].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,3, figsize = (15,4))\n",
    "\n",
    "for key in df_trades.keys():\n",
    "    # Imbalance toutes les 5 minutes\n",
    "    imb = (np.abs(df_trades[key][\"AskQty\"]-df_trades[key][\"BidQty\"])/(df_trades[key][\"AskQty\"]+df_trades[key][\"BidQty\"])).resample(\"5Min\").mean().dropna()\n",
    "    # On ne garde que les imbalances >0\n",
    "    imb = imb[imb!=0]\n",
    "    # Moyenne sur les jours de l'année\n",
    "    Imb = imb.groupby([imb.index.hour,imb.index.minute]).mean()\n",
    "    \n",
    "    if key==\"AMAZON\" or key==\"APPLE\" or key==\"GOOGLE\":\n",
    "        # numéro figure\n",
    "        ax = 0\n",
    "        # Nombre de bins de 5 minutes\n",
    "        N = 78\n",
    "        # Nom de la bourse\n",
    "        market = \"Nasdaq\"\n",
    "        # Vecteur de temps\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=30, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "            \n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        ax = 1\n",
    "        N = 72\n",
    "        market = \"TSE\"\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=0, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "        \n",
    "    if key==\"BOUYGUES\" or key==\"LVMH\" or key==\"SANOFI\" or key==\"TOTAL\":\n",
    "        ax = 2\n",
    "        N = 102\n",
    "        market = \"Paris\"\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=0, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "    \n",
    "    # Série temporelle de la courbe de volumes\n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        s1 = Imb.values[:30]\n",
    "        s2 = np.zeros(12)\n",
    "        s3 = Imb.values[(len(Imb.values))-30:]\n",
    "        CourbImb = pd.Series(np.concatenate((s1,s2,s3))/(np.sum(s1)+np.sum(s2)), index=indice)\n",
    "    else:\n",
    "        CourbImb = pd.Series(Imb.values[0:N]/Imb.values[0:N].sum(), index=indice)\n",
    "    CourbImb.plot(drawstyle=\"steps\", ax=axes[ax], label=key)  \n",
    "    axes[ax].set_title(\"Courbes d'imbalance sur \"+ market)\n",
    "    axes[ax].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,3, figsize = (15,4))\n",
    "\n",
    "for key in df_trades.keys():\n",
    "    # quantités disponibles aux deux bests limits toutes les 5 minutes\n",
    "    qty = (df_trades[key][\"AskQty\"]+df_trades[key][\"BidQty\"]).resample(\"5Min\").sum().dropna()\n",
    "    # On ne garde que les volumes >0\n",
    "    qty = qty[qty>0]\n",
    "    # Moyenne sur les jours de l'année\n",
    "    Qty = qty.groupby([qty.index.hour,qty.index.minute]).mean()\n",
    "    if key==\"AMAZON\" or key==\"APPLE\" or key==\"GOOGLE\":\n",
    "        # numéro figure\n",
    "        ax = 0\n",
    "        # Nombre de bins de 5 minutes\n",
    "        N = 78\n",
    "        # Nom de la bourse\n",
    "        market = \"Nasdaq\"\n",
    "        # Vecteur de temps\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=30, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "            \n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        ax = 1\n",
    "        N = 72\n",
    "        market = \"TSE\"\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=0, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "        \n",
    "    if key==\"BOUYGUES\" or key==\"LVMH\" or key==\"SANOFI\" or key==\"TOTAL\":\n",
    "        ax = 2\n",
    "        N = 102\n",
    "        market = \"Paris\"\n",
    "        ref = datetime.datetime.combine(datetime.date(year=2011, month=1, day=1), datetime.time(hour=9, minute=0, second=0)) \n",
    "        indice = [ref + i*datetime.timedelta(minutes=5) for i in range(N)]\n",
    "    \n",
    "    # Série temporelle de la courbe de volumes\n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        s1 = Qty.values[:30]\n",
    "        s2 = np.zeros(12)\n",
    "        s3 = Qty.values[(len(Qty.values))-30:]\n",
    "        CourbQty = pd.Series(np.concatenate((s1,s2,s3))/(np.sum(s1)+np.sum(s2)), index=indice)\n",
    "    else:\n",
    "        CourbQty = pd.Series(Qty.values[0:N]/Qty.values[0:N].sum(), index=indice)\n",
    "    CourbQty.plot(drawstyle=\"steps\", ax=axes[ax], label=key)         \n",
    "    axes[ax].set_title(\"Courbes des quantités aux bests sur \"+ market)\n",
    "    axes[ax].legend()\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## III. Relation entre les indicateurs journaliers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Vous allez regarder maintenant la relation entre certains indicateurs journaliers à l'aide de régression linéaire :\n",
    "* relation entre les volumes et les nombres de trades, \n",
    "* entre les turnovers et les nombres de trades, \n",
    "pour l'ensemble des actifs et commenterez les résultats obtenus."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Relation Volumes/Nombre de transactions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Module à importer pour la régression linéaire\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculs des quantités journalières"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,3, figsize = (15,4))\n",
    "\n",
    "for key in df_trades.keys():\n",
    "    # Calcul volumes journaliers\n",
    "    Volumes = df_trades[key][\"TradedQty\"].resample(\"D\").sum()\n",
    "    Volumes = Volumes[Volumes>0]\n",
    "    # Calcule du nombre de transactions journalières\n",
    "    Trades = df_trades[key][\"TradedQty\"].resample(\"D\").count()\n",
    "    Trades = Trades[Trades>0]\n",
    "    \n",
    "    # Régression linéaire des volumes sur le nombre de transaction\n",
    "    model = sm.OLS(Volumes, Trades).fit() \n",
    "    \n",
    "    if key==\"AMAZON\" or key==\"APPLE\" or key==\"GOOGLE\":\n",
    "        # numéro figure\n",
    "        ax = 0\n",
    "        market = \"Nasdaq\"\n",
    "            \n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        ax = 1\n",
    "        market = \"TSE\"\n",
    "             \n",
    "    if key==\"BOUYGUES\" or key==\"LVMH\" or key==\"SANOFI\" or key==\"TOTAL\":\n",
    "        ax = 2\n",
    "        market = \"Paris\"\n",
    "        \n",
    "    if key == \"AMAZON\" or key == \"CANON\" or key == \"BOUYGUES\":\n",
    "        col = \"C0\"\n",
    "    if key == \"APPLE\" or key == \"PANASONIC\" or key == \"LVMH\":\n",
    "        col = \"C1\"\n",
    "    if key == \"GOOGLE\" or key == \"SONY\" or key == \"SANOFI\":\n",
    "        col = \"C2\"\n",
    "    if key == \"TOTAL\":\n",
    "        col = \"C3\"\n",
    "           \n",
    "    # Nuage de points\n",
    "    axes[ax].plot(Trades, Volumes, 'o', color= col, label = key)\n",
    "    # Ligne de régression\n",
    "    axes[ax].plot(Trades, model.params.iloc[0]*Trades, color= col) \n",
    "    # Labels des axes\n",
    "    axes[ax].set_xlabel(\"Nombre de transactions\")\n",
    "    axes[ax].set_ylabel(\"Volumes\")\n",
    "    axes[ax].set_title(\"Relation Volumes/Transactions sur \"+ market)\n",
    "    axes[ax].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Realtion Turnovers/Nombre de transactions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,3, figsize = (15,4))\n",
    "\n",
    "for key in df_trades.keys():\n",
    "    # Calcul turnovers journaliers\n",
    "    Turnovers = (df_trades[key][\"TradedQty\"]*df_trades[key][\"TradedPrice\"]).resample(\"D\").sum()\n",
    "    Turnovers = Turnovers[Turnovers>0]\n",
    "    # Calcule du nombre de transactions journalières\n",
    "    Trades = df_trades[key][\"TradedQty\"].resample(\"D\").count()\n",
    "    Trades = Trades[Trades>0]\n",
    "    # Régression linéaire des volumes sur le nombre de transaction\n",
    "    model = sm.OLS(Turnovers, Trades).fit() \n",
    "    \n",
    "    if key==\"AMAZON\" or key==\"APPLE\" or key==\"GOOGLE\":\n",
    "        # numéro figure\n",
    "        ax = 0\n",
    "        market = \"Nasdaq\"\n",
    "            \n",
    "    if key==\"CANON\" or key==\"PANASONIC\" or key==\"SONY\":\n",
    "        ax = 1\n",
    "        market = \"TSE\"\n",
    "             \n",
    "    if key==\"BOUYGUES\" or key==\"LVMH\" or key==\"SANOFI\" or key==\"TOTAL\":\n",
    "        ax = 2\n",
    "        market = \"Paris\"\n",
    "        \n",
    "    if key == \"AMAZON\" or key == \"CANON\" or key == \"BOUYGUES\":\n",
    "        col = \"C0\"\n",
    "    if key == \"APPLE\" or key == \"PANASONIC\" or key == \"LVMH\":\n",
    "        col = \"C1\"\n",
    "    if key == \"GOOGLE\" or key == \"SONY\" or key == \"SANOFI\":\n",
    "        col = \"C2\"\n",
    "    if key == \"TOTAL\":\n",
    "        col = \"C3\"\n",
    "           \n",
    "    # Nuage de points\n",
    "    axes[ax].plot(Trades, Turnovers, 'o', color= col, label = key)\n",
    "    # Ligne de régression\n",
    "    axes[ax].plot(Trades, model.params.iloc[0]*Trades, color= col)    \n",
    "    # Labels des axes\n",
    "    axes[ax].set_xlabel(\"Nombre de transactions\")\n",
    "    axes[ax].set_ylabel(\"Turnovers\")\n",
    "    axes[ax].set_title(\"Relation Turnovers/Transactions sur \"+ market)\n",
    "    axes[ax].legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
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