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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ré-échantillonnage du temps\n",
"\n",
"Apprenons à échantillonner des données de séries temporelles ! Cela sera utile plus tard dans le cours !"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Saisir les données\n",
"# Une alternative plus rapide\n",
"# df = pd.read_csv('time_data/walmart_stock.csv',index_col='Date')\n",
"df = pd.read_csv('time_data/walmart_stock.csv')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Date Open High Low Close Volume Adj Close\n",
"0 2012-01-03 59.970001 61.060001 59.869999 60.330002 12668800 52.619235\n",
"1 2012-01-04 60.209999 60.349998 59.470001 59.709999 9593300 52.078475\n",
"2 2012-01-05 59.349998 59.619999 58.369999 59.419998 12768200 51.825539\n",
"3 2012-01-06 59.419998 59.450001 58.869999 59.000000 8069400 51.459220\n",
"4 2012-01-09 59.029999 59.549999 58.919998 59.180000 6679300 51.616215"
],
"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>Open</th>\n <th>High</th>\n <th>Low</th>\n <th>Close</th>\n <th>Volume</th>\n <th>Adj Close</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2012-01-03</td>\n <td>59.970001</td>\n <td>61.060001</td>\n <td>59.869999</td>\n <td>60.330002</td>\n <td>12668800</td>\n <td>52.619235</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2012-01-04</td>\n <td>60.209999</td>\n <td>60.349998</td>\n <td>59.470001</td>\n <td>59.709999</td>\n <td>9593300</td>\n <td>52.078475</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2012-01-05</td>\n <td>59.349998</td>\n <td>59.619999</td>\n <td>58.369999</td>\n <td>59.419998</td>\n <td>12768200</td>\n <td>51.825539</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2012-01-06</td>\n <td>59.419998</td>\n <td>59.450001</td>\n <td>58.869999</td>\n <td>59.000000</td>\n <td>8069400</td>\n <td>51.459220</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2012-01-09</td>\n <td>59.029999</td>\n <td>59.549999</td>\n <td>58.919998</td>\n <td>59.180000</td>\n <td>6679300</td>\n <td>51.616215</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {},
"execution_count": 4
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Créer un index de date à partir de la colonne Date"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"df['Date'] = df['Date'].apply(pd.to_datetime)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Date Open High Low Close Volume Adj Close\n",
"0 2012-01-03 59.970001 61.060001 59.869999 60.330002 12668800 52.619235\n",
"1 2012-01-04 60.209999 60.349998 59.470001 59.709999 9593300 52.078475\n",
"2 2012-01-05 59.349998 59.619999 58.369999 59.419998 12768200 51.825539\n",
"3 2012-01-06 59.419998 59.450001 58.869999 59.000000 8069400 51.459220\n",
"4 2012-01-09 59.029999 59.549999 58.919998 59.180000 6679300 51.616215"
],
"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>Open</th>\n <th>High</th>\n <th>Low</th>\n <th>Close</th>\n <th>Volume</th>\n <th>Adj Close</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2012-01-03</td>\n <td>59.970001</td>\n <td>61.060001</td>\n <td>59.869999</td>\n <td>60.330002</td>\n <td>12668800</td>\n <td>52.619235</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2012-01-04</td>\n <td>60.209999</td>\n <td>60.349998</td>\n <td>59.470001</td>\n <td>59.709999</td>\n <td>9593300</td>\n <td>52.078475</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2012-01-05</td>\n <td>59.349998</td>\n <td>59.619999</td>\n <td>58.369999</td>\n <td>59.419998</td>\n <td>12768200</td>\n <td>51.825539</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2012-01-06</td>\n <td>59.419998</td>\n <td>59.450001</td>\n <td>58.869999</td>\n <td>59.000000</td>\n <td>8069400</td>\n <td>51.459220</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2012-01-09</td>\n <td>59.029999</td>\n <td>59.549999</td>\n <td>58.919998</td>\n <td>59.180000</td>\n <td>6679300</td>\n <td>51.616215</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {},
"execution_count": 6
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"df.set_index('Date',inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Open High Low Close Volume Adj Close\n",
"Date \n",
"2012-01-03 59.970001 61.060001 59.869999 60.330002 12668800 52.619235\n",
"2012-01-04 60.209999 60.349998 59.470001 59.709999 9593300 52.078475\n",
"2012-01-05 59.349998 59.619999 58.369999 59.419998 12768200 51.825539\n",
"2012-01-06 59.419998 59.450001 58.869999 59.000000 8069400 51.459220\n",
"2012-01-09 59.029999 59.549999 58.919998 59.180000 6679300 51.616215"
],
"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>Open</th>\n <th>High</th>\n <th>Low</th>\n <th>Close</th>\n <th>Volume</th>\n <th>Adj Close</th>\n </tr>\n <tr>\n <th>Date</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>2012-01-03</th>\n <td>59.970001</td>\n <td>61.060001</td>\n <td>59.869999</td>\n <td>60.330002</td>\n <td>12668800</td>\n <td>52.619235</td>\n </tr>\n <tr>\n <th>2012-01-04</th>\n <td>60.209999</td>\n <td>60.349998</td>\n <td>59.470001</td>\n <td>59.709999</td>\n <td>9593300</td>\n <td>52.078475</td>\n </tr>\n <tr>\n <th>2012-01-05</th>\n <td>59.349998</td>\n <td>59.619999</td>\n <td>58.369999</td>\n <td>59.419998</td>\n <td>12768200</td>\n <td>51.825539</td>\n </tr>\n <tr>\n <th>2012-01-06</th>\n <td>59.419998</td>\n <td>59.450001</td>\n <td>58.869999</td>\n <td>59.000000</td>\n <td>8069400</td>\n <td>51.459220</td>\n </tr>\n <tr>\n <th>2012-01-09</th>\n <td>59.029999</td>\n <td>59.549999</td>\n <td>58.919998</td>\n <td>59.180000</td>\n <td>6679300</td>\n <td>51.616215</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {},
"execution_count": 8
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## resample()\n",
"\n",
"Une opération courante avec les données de séries temporelles est la restructuration basée sur l'indice de série temporelle. Voyons comment utiliser la méthode resample().\n",
"\n",
"#### Toutes les possibilités"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<table border=\"1\" class=\"docutils\">\n",
"<colgroup>\n",
"<col width=\"13%\" />\n",
"<col width=\"87%\" />\n",
"</colgroup>\n",
"<thead valign=\"bottom\">\n",
"<tr class=\"row-odd\"><th class=\"head\">Alias</th>\n",
"<th class=\"head\">Description</th>\n",
"</tr>\n",
"</thead>\n",
"<tbody valign=\"top\">\n",
"<tr class=\"row-even\"><td>B</td>\n",
"<td>business day frequency</td>\n",
"</tr>\n",
"<tr class=\"row-odd\"><td>C</td>\n",
"<td>custom business day frequency (experimental)</td>\n",
"</tr>\n",
"<tr class=\"row-even\"><td>D</td>\n",
"<td>calendar day frequency</td>\n",
"</tr>\n",
"<tr class=\"row-odd\"><td>W</td>\n",
"<td>weekly frequency</td>\n",
"</tr>\n",
"<tr class=\"row-even\"><td>M</td>\n",
"<td>month end frequency</td>\n",
"</tr>\n",
"<tr class=\"row-odd\"><td>SM</td>\n",
"<td>semi-month end frequency (15th and end of month)</td>\n",
"</tr>\n",
"<tr class=\"row-even\"><td>BM</td>\n",
"<td>business month end frequency</td>\n",
"</tr>\n",
"<tr class=\"row-odd\"><td>CBM</td>\n",
"<td>custom business month end frequency</td>\n",
"</tr>\n",
"<tr class=\"row-even\"><td>MS</td>\n",
"<td>month start frequency</td>\n",
"</tr>\n",
"<tr class=\"row-odd\"><td>SMS</td>\n",
"<td>semi-month start frequency (1st and 15th)</td>\n",
"</tr>\n",
"<tr class=\"row-even\"><td>BMS</td>\n",
"<td>business month start frequency</td>\n",
"</tr>\n",
"<tr class=\"row-odd\"><td>CBMS</td>\n",
"<td>custom business month start frequency</td>\n",
"</tr>\n",
"<tr class=\"row-even\"><td>Q</td>\n",
"<td>quarter end frequency</td>\n",
"</tr>\n",
"<tr class=\"row-odd\"><td>BQ</td>\n",
"<td>business quarter endfrequency</td>\n",
"</tr>\n",
"<tr class=\"row-even\"><td>QS</td>\n",
"<td>quarter start frequency</td>\n",
"</tr>\n",
"<tr class=\"row-odd\"><td>BQS</td>\n",
"<td>business quarter start frequency</td>\n",
"</tr>\n",
"<tr class=\"row-even\"><td>A</td>\n",
"<td>year end frequency</td>\n",
"</tr>\n",
"<tr class=\"row-odd\"><td>BA</td>\n",
"<td>business year end frequency</td>\n",
"</tr>\n",
"<tr class=\"row-even\"><td>AS</td>\n",
"<td>year start frequency</td>\n",
"</tr>\n",
"<tr class=\"row-odd\"><td>BAS</td>\n",
"<td>business year start frequency</td>\n",
"</tr>\n",
"<tr class=\"row-even\"><td>BH</td>\n",
"<td>business hour frequency</td>\n",
"</tr>\n",
"<tr class=\"row-odd\"><td>H</td>\n",
"<td>hourly frequency</td>\n",
"</tr>\n",
"<tr class=\"row-even\"><td>T, min</td>\n",
"<td>minutely frequency</td>\n",
"</tr>\n",
"<tr class=\"row-odd\"><td>S</td>\n",
"<td>secondly frequency</td>\n",
"</tr>\n",
"<tr class=\"row-even\"><td>L, ms</td>\n",
"<td>milliseconds</td>\n",
"</tr>\n",
"<tr class=\"row-odd\"><td>U, us</td>\n",
"<td>microseconds</td>\n",
"</tr>\n",
"<tr class=\"row-even\"><td>N</td>\n",
"<td>nanoseconds</td>\n",
"</tr>\n",
"</tbody>\n",
"</table>"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"DatetimeIndex(['2012-01-03', '2012-01-04', '2012-01-05', '2012-01-06',\n",
" '2012-01-09', '2012-01-10', '2012-01-11', '2012-01-12',\n",
" '2012-01-13', '2012-01-17',\n",
" ...\n",
" '2016-12-16', '2016-12-19', '2016-12-20', '2016-12-21',\n",
" '2016-12-22', '2016-12-23', '2016-12-27', '2016-12-28',\n",
" '2016-12-29', '2016-12-30'],\n",
" dtype='datetime64[ns]', name='Date', length=1258, freq=None)"
]
},
"metadata": {},
"execution_count": 9
}
],
"source": [
"# Notre index\n",
"df.index"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Vous devez appeler **resample** avec le paramètre **rule**, puis vous devez appeler une fonction d'agrégation. En effet, à cause du rééchantillonnage, nous avons besoin d'une règle mathématique pour joindre les lignes entre elles (moyenne, somme, décompte, etc...)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Open High Low Close Volume \\\n",
"Date \n",
"2012-12-31 67.158680 67.602120 66.786520 67.215120 9.239015e+06 \n",
"2013-12-31 75.264048 75.729405 74.843055 75.320516 6.951496e+06 \n",
"2014-12-31 77.274524 77.740040 76.864405 77.327381 6.515612e+06 \n",
"2015-12-31 72.569405 73.064167 72.034802 72.491111 9.040769e+06 \n",
"2016-12-31 69.481349 70.019643 69.023492 69.547063 9.371645e+06 \n",
"\n",
" Adj Close \n",
"Date \n",
"2012-12-31 59.389349 \n",
"2013-12-31 68.147179 \n",
"2014-12-31 71.709712 \n",
"2015-12-31 68.831426 \n",
"2016-12-31 68.054229 "
],
"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>Open</th>\n <th>High</th>\n <th>Low</th>\n <th>Close</th>\n <th>Volume</th>\n <th>Adj Close</th>\n </tr>\n <tr>\n <th>Date</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>2012-12-31</th>\n <td>67.158680</td>\n <td>67.602120</td>\n <td>66.786520</td>\n <td>67.215120</td>\n <td>9.239015e+06</td>\n <td>59.389349</td>\n </tr>\n <tr>\n <th>2013-12-31</th>\n <td>75.264048</td>\n <td>75.729405</td>\n <td>74.843055</td>\n <td>75.320516</td>\n <td>6.951496e+06</td>\n <td>68.147179</td>\n </tr>\n <tr>\n <th>2014-12-31</th>\n <td>77.274524</td>\n <td>77.740040</td>\n <td>76.864405</td>\n <td>77.327381</td>\n <td>6.515612e+06</td>\n <td>71.709712</td>\n </tr>\n <tr>\n <th>2015-12-31</th>\n <td>72.569405</td>\n <td>73.064167</td>\n <td>72.034802</td>\n <td>72.491111</td>\n <td>9.040769e+06</td>\n <td>68.831426</td>\n </tr>\n <tr>\n <th>2016-12-31</th>\n <td>69.481349</td>\n <td>70.019643</td>\n <td>69.023492</td>\n <td>69.547063</td>\n <td>9.371645e+06</td>\n <td>68.054229</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {},
"execution_count": 10
}
],
"source": [
"# Moyennes annuelles\n",
"df.resample(rule='A').mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Ré-échantillonnage personnalisé\n",
"\n",
"Vous pouvez également créer techniquement votre propre fonction de rééchantillonnage personnalisé:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def first_day(entry):\n",
" \"\"\"\n",
" Retourne la première instance de la période, \n",
" quel que soit le taux d'échantillonnage.\n",
" \"\"\"\n",
" return entry[0]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" Open High Low Close Volume Adj Close\n",
"Date \n",
"2012-12-31 59.970001 61.060001 59.869999 60.330002 12668800 52.619235\n",
"2013-12-31 68.930000 69.239998 68.449997 69.239998 10390800 61.879708\n",
"2014-12-31 78.720001 79.470001 78.500000 78.910004 6878000 72.254228\n",
"2015-12-31 86.269997 86.720001 85.550003 85.900002 4501800 80.624861\n",
"2016-12-31 60.500000 61.490002 60.360001 61.459999 11989200 59.289713"
],
"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>Open</th>\n <th>High</th>\n <th>Low</th>\n <th>Close</th>\n <th>Volume</th>\n <th>Adj Close</th>\n </tr>\n <tr>\n <th>Date</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>2012-12-31</th>\n <td>59.970001</td>\n <td>61.060001</td>\n <td>59.869999</td>\n <td>60.330002</td>\n <td>12668800</td>\n <td>52.619235</td>\n </tr>\n <tr>\n <th>2013-12-31</th>\n <td>68.930000</td>\n <td>69.239998</td>\n <td>68.449997</td>\n <td>69.239998</td>\n <td>10390800</td>\n <td>61.879708</td>\n </tr>\n <tr>\n <th>2014-12-31</th>\n <td>78.720001</td>\n <td>79.470001</td>\n <td>78.500000</td>\n <td>78.910004</td>\n <td>6878000</td>\n <td>72.254228</td>\n </tr>\n <tr>\n <th>2015-12-31</th>\n <td>86.269997</td>\n <td>86.720001</td>\n <td>85.550003</td>\n <td>85.900002</td>\n <td>4501800</td>\n <td>80.624861</td>\n </tr>\n <tr>\n <th>2016-12-31</th>\n <td>60.500000</td>\n <td>61.490002</td>\n <td>60.360001</td>\n <td>61.459999</td>\n <td>11989200</td>\n <td>59.289713</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {},
"execution_count": 12
}
],
"source": [
"df.resample(rule='A').apply(first_day)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Yearly Mean Close Price for Walmart')"
]
},
"metadata": {},
"execution_count": 13
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
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},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"df['Close'].resample('A').mean().plot(kind='bar')\n",
"plt.title('Yearly Mean Close Price for Walmart')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Monthly Max Opening Price for Walmart')"
]
},
"metadata": {},
"execution_count": 14
},
{
"output_type": "display_data",
"data": {
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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"df['Open'].resample('M').max().plot(kind='bar',figsize=(16,6))\n",
"plt.title('Monthly Max Opening Price for Walmart')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Voilà! Prochain notebook, nous apprendrons les décalages de temps !"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"name": "python3",
"display_name": "Python 3.7.9 64-bit ('pyfinance': conda)",
"metadata": {
"interpreter": {
"hash": "e89404a230d8800c54ad520c7b67d1bd9bb833a07b37dd3e521a178a3dc34904"
}
}
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.9-final"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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