{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# 2A.ml - S\u00e9ries temporelles - correction\n", "\n", "Pr\u00e9dictions sur des s\u00e9ries temporelles."]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [{"data": {"text/html": ["
\n", ""], "text/plain": [""]}, "execution_count": 2, "metadata": {}, "output_type": "execute_result"}], "source": ["from jyquickhelper import add_notebook_menu\n", "add_notebook_menu()"]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": ["%matplotlib inline"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Une s\u00e9rie temporelles\n", "\n", "On r\u00e9cup\u00e8re le nombre de sessions d'un site web."]}, {"cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " | \n", " Sessions | \n", "
\n", " \n", " Date | \n", " | \n", "
\n", " \n", " \n", " \n", " 28/10/2010 | \n", " 7 | \n", "
\n", " \n", " 29/10/2010 | \n", " 6 | \n", "
\n", " \n", " 30/10/2010 | \n", " 4 | \n", "
\n", " \n", " 31/10/2010 | \n", " 6 | \n", "
\n", " \n", " 01/11/2010 | \n", " 2 | \n", "
\n", " \n", "
\n", "
"], "text/plain": [" Sessions\n", "Date \n", "28/10/2010 7\n", "29/10/2010 6\n", "30/10/2010 4\n", "31/10/2010 6\n", "01/11/2010 2"]}, "execution_count": 4, "metadata": {}, "output_type": "execute_result"}], "source": ["import pandas\n", "data = pandas.read_csv(\"xavierdupre_sessions.csv\", sep=\"\\t\")\n", "data.set_index(\"Date\", inplace=True)\n", "data.head()"]}, {"cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": [""]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["data.plot(figsize=(12,4));"]}, {"cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": [""]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["data[-365:].plot(figsize=(12,4));"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Trends\n", "\n", "Fonction [detrend](http://www.statsmodels.org/dev/generated/statsmodels.tsa.tsatools.detrend.html#statsmodels.tsa.tsatools.detrend)."]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [{"data": {"text/html": ["\n", "\n", "
\n", " \n", " \n", " | \n", " Sessions | \n", " notrend | \n", " trend | \n", "
\n", " \n", " Date | \n", " | \n", " | \n", " | \n", "
\n", " \n", " \n", " \n", " 30/10/2017 | \n", " 914 | \n", " 367.387637 | \n", " 546.612363 | \n", "
\n", " \n", " 31/10/2017 | \n", " 863 | \n", " 316.119822 | \n", " 546.880178 | \n", "
\n", " \n", " 01/11/2017 | \n", " 717 | \n", " 169.852008 | \n", " 547.147992 | \n", "
\n", " \n", " 02/11/2017 | \n", " 884 | \n", " 336.584193 | \n", " 547.415807 | \n", "
\n", " \n", " 03/11/2017 | \n", " 765 | \n", " 217.316379 | \n", " 547.683621 | \n", "
\n", " \n", "
\n", "
"], "text/plain": [" Sessions notrend trend\n", "Date \n", "30/10/2017 914 367.387637 546.612363\n", "31/10/2017 863 316.119822 546.880178\n", "01/11/2017 717 169.852008 547.147992\n", "02/11/2017 884 336.584193 547.415807\n", "03/11/2017 765 217.316379 547.683621"]}, "execution_count": 7, "metadata": {}, "output_type": "execute_result"}], "source": ["from statsmodels.tsa.tsatools import detrend\n", "notrend = detrend(data['Sessions'])\n", "data[\"notrend\"] = notrend\n", "data[\"trend\"] = data['Sessions'] - notrend\n", "data.tail()"]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [{"data": {"image/png": "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\n", "text/plain": ["