diff --git a/module3/exo2/Incidence_de_la_varicelle.ipynb b/module3/exo2/Incidence_de_la_varicelle.ipynb index f4d6d521ff29e2d1450e96b93f2c5b43c79a3bc4..9e520b6c75850af5b00a7de923f8e03640f0a988 100644 --- a/module3/exo2/Incidence_de_la_varicelle.ipynb +++ b/module3/exo2/Incidence_de_la_varicelle.ipynb @@ -98,7 +98,7 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "scrolled": true + "collapsed": true }, "outputs": [ { @@ -1201,13 +1201,7 @@ "Nous vérifions la cohérence des données. Entre la fin d'une période et\n", "le début de la période qui suit, la différence temporelle doit être\n", "zéro, ou au moins très faible. Nous laissons une \"marge d'erreur\"\n", - "d'une seconde.\n", - "\n", - "Ceci s'avère tout à fait juste sauf pour deux périodes consécutives\n", - "entre lesquelles il manque une semaine.\n", - "\n", - "Nous reconnaissons ces dates: c'est la semaine sans observations\n", - "que nous avions supprimées !" + "d'une seconde." ] }, { diff --git "a/module3/exo3/Travail_pratique_CO2_atmosph\303\251rique.ipynb" "b/module3/exo3/Travail_pratique_CO2_atmosph\303\251rique.ipynb" new file mode 100644 index 0000000000000000000000000000000000000000..dcd9e1897773bbbb41be89f187d96b7023a8249d --- /dev/null +++ "b/module3/exo3/Travail_pratique_CO2_atmosph\303\251rique.ipynb" @@ -0,0 +1,1930 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sujet 1 : Evolution du $CO_2$ atmosphérique depuis 1984" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Enoncé\n", + "\n", + "Votre mission si vous l'acceptez :\n", + "1. Réalisez un graphique qui vous montrera une oscillation périodique superposée à une évolution systématique plus lente.\n", + "2. Séparez ces deux phénomènes. Caractérisez l'oscillation périodique. Proposez un modèle simple de la contribution lente, estimez ses paramètres et tentez une extrapolation jusqu'à 2025 (dans le but de pouvoir valider le modèle par des observations futures).\n", + "3. Déposer dans FUN votre résultat" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import isoweek\n", + "from os import path\n", + "from datetime import date\n", + "from datetime import datetime\n", + "import numpy as np\n", + "from sklearn.linear_model import LinearRegression" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Acquisition des données\n", + "\n", + "Les données sont disponibles sur le [site Web](https://scrippsco2.ucsd.edu/data/atmospheric_co2/primary_mlo_co2_record.html) de l'institut Scripps. Nous allons utiliser le fichier avec les observations hebdomadaires, en nous arrêtant à la date du 16 février 2021, date du téléchargement des données. Une copie locale est effectuée à cet effet." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "data_url = 'https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/weekly/weekly_in_situ_co2_mlo.csv'\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "L'en tête du fichier permet de connaître les conditions précises de réalisation des mesures ainsi que le contenu des colonnes :\n", + "\n", + " >The data file below contains 2 columns indicaing the date and CO2 \n", + " concentrations in micro-mol CO2 per mole (ppm), reported on the 2008A \n", + " SIO manometric mole fraction scale. These weekly values have been \n", + " adjusted to 12:00 hours at middle day of each weekly period as \n", + " indicated by the date in the first column. \n", + "\n", + "L'en tête du fichier fait 44 lignes, on va donc retirer ces lignes de notre dataframe de données. Il faut également ajouter des noms aux colonnes." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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dateCO2
01958-03-29316.19
11958-04-05317.31
21958-04-12317.69
31958-04-19317.58
41958-04-26316.48
51958-05-03316.95
61958-05-17317.56
71958-05-24317.99
81958-07-05315.85
91958-07-12315.85
101958-07-19315.46
111958-07-26315.59
121958-08-02315.64
131958-08-09315.10
141958-08-16315.09
151958-08-30314.14
161958-09-06313.54
171958-11-08313.05
181958-11-15313.26
191958-11-22313.57
201958-11-29314.01
211958-12-06314.56
221958-12-13314.41
231958-12-20314.77
241958-12-27315.21
251959-01-03315.24
261959-01-10315.50
271959-01-17315.69
281959-01-24315.86
291959-01-31315.42
.........
31782020-07-11414.91
31792020-07-18414.29
31802020-07-25413.63
31812020-08-01413.42
31822020-08-08412.85
31832020-08-15412.75
31842020-08-22412.25
31852020-08-29411.79
31862020-09-05411.55
31872020-09-12411.45
31882020-09-19411.17
31892020-09-26411.06
31902020-10-03411.08
31912020-10-10411.14
31922020-10-17411.16
31932020-10-24411.54
31942020-10-31411.92
31952020-11-07412.37
31962020-11-14412.67
31972020-11-21412.98
31982020-11-28414.32
31992020-12-05413.07
32002020-12-12413.67
32012020-12-19414.40
32022020-12-26414.71
32032021-01-02415.26
32042021-01-09414.90
32052021-01-16414.91
32062021-01-23415.53
32072021-01-30415.75
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datetime.datetime(1976, 11, 13, 0, 0),\n", + " datetime.datetime(1976, 11, 20, 0, 0),\n", + " datetime.datetime(1976, 11, 27, 0, 0),\n", + " datetime.datetime(1976, 12, 4, 0, 0),\n", + " datetime.datetime(1976, 12, 11, 0, 0),\n", + " datetime.datetime(1976, 12, 18, 0, 0),\n", + " datetime.datetime(1976, 12, 25, 0, 0),\n", + " datetime.datetime(1977, 1, 1, 0, 0),\n", + " datetime.datetime(1977, 1, 8, 0, 0),\n", + " datetime.datetime(1977, 1, 15, 0, 0),\n", + " datetime.datetime(1977, 1, 22, 0, 0),\n", + " datetime.datetime(1977, 1, 29, 0, 0),\n", + " datetime.datetime(1977, 2, 5, 0, 0),\n", + " datetime.datetime(1977, 2, 12, 0, 0),\n", + " datetime.datetime(1977, 2, 19, 0, 0),\n", + " datetime.datetime(1977, 2, 26, 0, 0),\n", + " datetime.datetime(1977, 3, 5, 0, 0),\n", + " datetime.datetime(1977, 3, 12, 0, 0),\n", + " datetime.datetime(1977, 3, 19, 0, 0),\n", + " datetime.datetime(1977, 3, 26, 0, 0),\n", + " datetime.datetime(1977, 4, 2, 0, 0),\n", + " datetime.datetime(1977, 4, 9, 0, 0),\n", + " datetime.datetime(1977, 4, 16, 0, 0),\n", + " datetime.datetime(1977, 4, 23, 0, 0),\n", + " datetime.datetime(1977, 4, 30, 0, 0),\n", + " datetime.datetime(1977, 5, 7, 0, 0),\n", + " datetime.datetime(1977, 5, 14, 0, 0),\n", + " datetime.datetime(1977, 5, 21, 0, 0),\n", + " datetime.datetime(1977, 5, 28, 0, 0),\n", + " datetime.datetime(1977, 6, 4, 0, 0),\n", + " datetime.datetime(1977, 6, 11, 0, 0),\n", + " datetime.datetime(1977, 6, 18, 0, 0),\n", + " datetime.datetime(1977, 6, 25, 0, 0),\n", + " datetime.datetime(1977, 7, 2, 0, 0),\n", + " datetime.datetime(1977, 7, 9, 0, 0),\n", + " datetime.datetime(1977, 7, 16, 0, 0),\n", + " datetime.datetime(1977, 7, 23, 0, 0),\n", + " datetime.datetime(1977, 7, 30, 0, 0),\n", + " datetime.datetime(1977, 8, 6, 0, 0),\n", + " datetime.datetime(1977, 8, 13, 0, 0),\n", + " datetime.datetime(1977, 8, 20, 0, 0),\n", + " datetime.datetime(1977, 8, 27, 0, 0),\n", + " datetime.datetime(1977, 9, 3, 0, 0),\n", + " datetime.datetime(1977, 9, 10, 0, 0),\n", + " datetime.datetime(1977, 9, 17, 0, 0),\n", + " datetime.datetime(1977, 9, 24, 0, 0),\n", + " datetime.datetime(1977, 10, 1, 0, 0),\n", + " datetime.datetime(1977, 10, 8, 0, 0),\n", + " datetime.datetime(1977, 10, 15, 0, 0),\n", + " datetime.datetime(1977, 10, 22, 0, 0),\n", + " datetime.datetime(1977, 10, 29, 0, 0),\n", + " datetime.datetime(1977, 11, 5, 0, 0),\n", + " datetime.datetime(1977, 11, 12, 0, 0),\n", + " datetime.datetime(1977, 11, 19, 0, 0),\n", + " datetime.datetime(1977, 11, 26, 0, 0),\n", + " datetime.datetime(1977, 12, 3, 0, 0),\n", + " datetime.datetime(1977, 12, 10, 0, 0),\n", + " datetime.datetime(1977, 12, 17, 0, 0),\n", + " datetime.datetime(1977, 12, 24, 0, 0),\n", + " datetime.datetime(1977, 12, 31, 0, 0),\n", + " datetime.datetime(1978, 1, 7, 0, 0),\n", + " datetime.datetime(1978, 1, 14, 0, 0),\n", + " datetime.datetime(1978, 1, 21, 0, 0),\n", + " datetime.datetime(1978, 1, 28, 0, 0),\n", + " datetime.datetime(1978, 2, 4, 0, 0),\n", + " datetime.datetime(1978, 2, 11, 0, 0),\n", + " datetime.datetime(1978, 2, 18, 0, 0),\n", + " datetime.datetime(1978, 2, 25, 0, 0),\n", + " datetime.datetime(1978, 3, 4, 0, 0),\n", + " datetime.datetime(1978, 3, 11, 0, 0),\n", + " datetime.datetime(1978, 3, 18, 0, 0),\n", + " datetime.datetime(1978, 3, 25, 0, 0),\n", + " datetime.datetime(1978, 4, 1, 0, 0),\n", + " datetime.datetime(1978, 4, 8, 0, 0),\n", + " datetime.datetime(1978, 4, 15, 0, 0),\n", + " datetime.datetime(1978, 4, 22, 0, 0),\n", + " datetime.datetime(1978, 4, 29, 0, 0),\n", + " datetime.datetime(1978, 5, 6, 0, 0),\n", + " datetime.datetime(1978, 5, 13, 0, 0),\n", + " datetime.datetime(1978, 5, 20, 0, 0),\n", + " datetime.datetime(1978, 5, 27, 0, 0),\n", + " datetime.datetime(1978, 6, 3, 0, 0),\n", + " ...]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import dateutil.parser\n", + "raw_data['period']=[dateutil.parser.parse(strdate) for strdate in raw_data.date]\n", + "\n", + "raw_data.period" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Définissons nos périodes d'observations annuelles." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "sorted_data = raw_data.set_index('period').sort_index()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualisation des données" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", 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On commence à l'année 1959, qui est la première année complète." + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[315.94541666666674,\n", + " 316.8988679245283,\n", + " 317.6340384615384,\n", + " 318.5977083333333,\n", + " 318.9536734693877,\n", + " 318.61709677419356,\n", + " 320.0334615384615,\n", + " 321.36306122448974,\n", + " 322.16880000000003,\n", + " 323.0544230769231,\n", + " 324.62076923076916,\n", + " 325.6757692307692,\n", + " 326.31634615384615,\n", + " 327.46396226415084,\n", + " 329.6813461538462,\n", + " 330.2523076923077,\n", + " 331.1428846153847,\n", + " 332.1123529411765,\n", + " 333.9075471698114,\n", + " 335.53115384615387,\n", + " 336.8644230769232,\n", + " 338.6917307692308,\n", + " 339.9107692307692,\n", + " 341.11192307692306,\n", + " 342.76867924528307,\n", + " 344.23708333333326,\n", + " 345.917450980392,\n", + " 347.13480769230773,\n", + " 348.93,\n", + 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+ "col_moy = [0]*(2021-1959)\n", + "n_week = [0]*(2021-1959)\n", + "\n", + "for n in range(1958,2021):\n", + " for i in range(len(sorted_data)):\n", + " if str(n) in sorted_data.date[i]:\n", + " col_moy[n-1959] += sorted_data.CO2[i]\n", + " n_week[n-1959] += 1\n", + " i += 1\n", + "col_moy = [col_moy[j]/n_week[j] for j in range(len(col_moy))]\n", + "\n", + "col_moy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Maintenant que nous avons la moyenne du CO2 atmosphérique sur chaque année civile, associons les bonnes années à ces valeurs, puis affichons cette évolution lente sur les donnée brutes." + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [], + "source": [ + "year = [datetime.strptime(str(x), '%Y') for x in range(1959, 2021)]\n", + "yearly_mean = pd.Series(data=col_moy, index = year)" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sorted_data['CO2'].plot()\n", + "yearly_mean.plot(style=':r')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On remarque une baisse colossale pour l'année 2020, dûe au ralentissement des activitées humaines pendant la pandémie de Covid-19.\n", + "Nous choisissons de l'exclure pour le modèle d'évolution lente." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Modèle pour l'évolution lente" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Expected 2D array, got 1D array instead:\narray=[datetime.datetime(1959, 1, 1, 0, 0) datetime.datetime(1960, 1, 1, 0, 0)\n datetime.datetime(1961, 1, 1, 0, 0) datetime.datetime(1962, 1, 1, 0, 0)\n datetime.datetime(1963, 1, 1, 0, 0) datetime.datetime(1964, 1, 1, 0, 0)\n datetime.datetime(1965, 1, 1, 0, 0) datetime.datetime(1966, 1, 1, 0, 0)\n datetime.datetime(1967, 1, 1, 0, 0) datetime.datetime(1968, 1, 1, 0, 0)\n datetime.datetime(1969, 1, 1, 0, 0) datetime.datetime(1970, 1, 1, 0, 0)\n datetime.datetime(1971, 1, 1, 0, 0) datetime.datetime(1972, 1, 1, 0, 0)\n datetime.datetime(1973, 1, 1, 0, 0) datetime.datetime(1974, 1, 1, 0, 0)\n datetime.datetime(1975, 1, 1, 0, 0) datetime.datetime(1976, 1, 1, 0, 0)\n datetime.datetime(1977, 1, 1, 0, 0) datetime.datetime(1978, 1, 1, 0, 0)\n datetime.datetime(1979, 1, 1, 0, 0) datetime.datetime(1980, 1, 1, 0, 0)\n datetime.datetime(1981, 1, 1, 0, 0) datetime.datetime(1982, 1, 1, 0, 0)\n datetime.datetime(1983, 1, 1, 0, 0) datetime.datetime(1984, 1, 1, 0, 0)\n datetime.datetime(1985, 1, 1, 0, 0) datetime.datetime(1986, 1, 1, 0, 0)\n datetime.datetime(1987, 1, 1, 0, 0) datetime.datetime(1988, 1, 1, 0, 0)\n datetime.datetime(1989, 1, 1, 0, 0) datetime.datetime(1990, 1, 1, 0, 0)\n datetime.datetime(1991, 1, 1, 0, 0) datetime.datetime(1992, 1, 1, 0, 0)\n datetime.datetime(1993, 1, 1, 0, 0) datetime.datetime(1994, 1, 1, 0, 0)\n datetime.datetime(1995, 1, 1, 0, 0) datetime.datetime(1996, 1, 1, 0, 0)\n datetime.datetime(1997, 1, 1, 0, 0) datetime.datetime(1998, 1, 1, 0, 0)\n datetime.datetime(1999, 1, 1, 0, 0) datetime.datetime(2000, 1, 1, 0, 0)\n datetime.datetime(2001, 1, 1, 0, 0) datetime.datetime(2002, 1, 1, 0, 0)\n datetime.datetime(2003, 1, 1, 0, 0) datetime.datetime(2004, 1, 1, 0, 0)\n datetime.datetime(2005, 1, 1, 0, 0) datetime.datetime(2006, 1, 1, 0, 0)\n datetime.datetime(2007, 1, 1, 0, 0) datetime.datetime(2008, 1, 1, 0, 0)\n datetime.datetime(2009, 1, 1, 0, 0) datetime.datetime(2010, 1, 1, 0, 0)\n datetime.datetime(2011, 1, 1, 0, 0) datetime.datetime(2012, 1, 1, 0, 0)\n datetime.datetime(2013, 1, 1, 0, 0) datetime.datetime(2014, 1, 1, 0, 0)\n datetime.datetime(2015, 1, 1, 0, 0) datetime.datetime(2016, 1, 1, 0, 0)\n datetime.datetime(2017, 1, 1, 0, 0) datetime.datetime(2018, 1, 1, 0, 0)\n datetime.datetime(2019, 1, 1, 0, 0) datetime.datetime(2020, 1, 1, 0, 0)].\nReshape your data either using array.reshape(-1, 1) if your data has a single feature or array.reshape(1, -1) if it contains a single sample.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;31m#créer y et X\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mmodeleReg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0myear\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myearly_mean\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/sklearn/linear_model/base.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[1;32m 480\u001b[0m \u001b[0mn_jobs_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mn_jobs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 481\u001b[0m X, y = check_X_y(X, y, accept_sparse=['csr', 'csc', 'coo'],\n\u001b[0;32m--> 482\u001b[0;31m y_numeric=True, multi_output=True)\n\u001b[0m\u001b[1;32m 483\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 484\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0msample_weight\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0matleast_1d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msample_weight\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_X_y\u001b[0;34m(X, y, accept_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, multi_output, ensure_min_samples, ensure_min_features, y_numeric, warn_on_dtype, estimator)\u001b[0m\n\u001b[1;32m 571\u001b[0m X = check_array(X, accept_sparse, dtype, order, copy, force_all_finite,\n\u001b[1;32m 572\u001b[0m \u001b[0mensure_2d\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mallow_nd\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mensure_min_samples\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 573\u001b[0;31m ensure_min_features, warn_on_dtype, estimator)\n\u001b[0m\u001b[1;32m 574\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmulti_output\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 575\u001b[0m y = check_array(y, 'csr', force_all_finite=True, ensure_2d=False,\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, warn_on_dtype, estimator)\u001b[0m\n\u001b[1;32m 439\u001b[0m \u001b[0;34m\"Reshape your data either using array.reshape(-1, 1) if \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 440\u001b[0m \u001b[0;34m\"your data has a single feature or array.reshape(1, -1) \"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 441\u001b[0;31m \"if it contains a single sample.\".format(array))\n\u001b[0m\u001b[1;32m 442\u001b[0m \u001b[0marray\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0matleast_2d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 443\u001b[0m \u001b[0;31m# To ensure that array flags are maintained\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mValueError\u001b[0m: Expected 2D array, got 1D array instead:\narray=[datetime.datetime(1959, 1, 1, 0, 0) datetime.datetime(1960, 1, 1, 0, 0)\n datetime.datetime(1961, 1, 1, 0, 0) datetime.datetime(1962, 1, 1, 0, 0)\n datetime.datetime(1963, 1, 1, 0, 0) datetime.datetime(1964, 1, 1, 0, 0)\n datetime.datetime(1965, 1, 1, 0, 0) datetime.datetime(1966, 1, 1, 0, 0)\n datetime.datetime(1967, 1, 1, 0, 0) datetime.datetime(1968, 1, 1, 0, 0)\n datetime.datetime(1969, 1, 1, 0, 0) datetime.datetime(1970, 1, 1, 0, 0)\n datetime.datetime(1971, 1, 1, 0, 0) datetime.datetime(1972, 1, 1, 0, 0)\n datetime.datetime(1973, 1, 1, 0, 0) datetime.datetime(1974, 1, 1, 0, 0)\n datetime.datetime(1975, 1, 1, 0, 0) datetime.datetime(1976, 1, 1, 0, 0)\n datetime.datetime(1977, 1, 1, 0, 0) datetime.datetime(1978, 1, 1, 0, 0)\n datetime.datetime(1979, 1, 1, 0, 0) datetime.datetime(1980, 1, 1, 0, 0)\n datetime.datetime(1981, 1, 1, 0, 0) datetime.datetime(1982, 1, 1, 0, 0)\n datetime.datetime(1983, 1, 1, 0, 0) datetime.datetime(1984, 1, 1, 0, 0)\n datetime.datetime(1985, 1, 1, 0, 0) datetime.datetime(1986, 1, 1, 0, 0)\n datetime.datetime(1987, 1, 1, 0, 0) datetime.datetime(1988, 1, 1, 0, 0)\n datetime.datetime(1989, 1, 1, 0, 0) datetime.datetime(1990, 1, 1, 0, 0)\n datetime.datetime(1991, 1, 1, 0, 0) datetime.datetime(1992, 1, 1, 0, 0)\n datetime.datetime(1993, 1, 1, 0, 0) datetime.datetime(1994, 1, 1, 0, 0)\n datetime.datetime(1995, 1, 1, 0, 0) datetime.datetime(1996, 1, 1, 0, 0)\n datetime.datetime(1997, 1, 1, 0, 0) datetime.datetime(1998, 1, 1, 0, 0)\n datetime.datetime(1999, 1, 1, 0, 0) datetime.datetime(2000, 1, 1, 0, 0)\n datetime.datetime(2001, 1, 1, 0, 0) datetime.datetime(2002, 1, 1, 0, 0)\n datetime.datetime(2003, 1, 1, 0, 0) datetime.datetime(2004, 1, 1, 0, 0)\n datetime.datetime(2005, 1, 1, 0, 0) datetime.datetime(2006, 1, 1, 0, 0)\n datetime.datetime(2007, 1, 1, 0, 0) datetime.datetime(2008, 1, 1, 0, 0)\n datetime.datetime(2009, 1, 1, 0, 0) datetime.datetime(2010, 1, 1, 0, 0)\n datetime.datetime(2011, 1, 1, 0, 0) datetime.datetime(2012, 1, 1, 0, 0)\n datetime.datetime(2013, 1, 1, 0, 0) datetime.datetime(2014, 1, 1, 0, 0)\n datetime.datetime(2015, 1, 1, 0, 0) datetime.datetime(2016, 1, 1, 0, 0)\n datetime.datetime(2017, 1, 1, 0, 0) datetime.datetime(2018, 1, 1, 0, 0)\n datetime.datetime(2019, 1, 1, 0, 0) datetime.datetime(2020, 1, 1, 0, 0)].\nReshape your data either using array.reshape(-1, 1) if your data has a single feature or array.reshape(1, -1) if it contains a single sample." + ] + } + ], + "source": [ + "modeleReg=LinearRegression()\n", + "\n", + "#créer y et X\n", + "modeleReg.fit(year, yearly_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb deleted file mode 100644 index 0bbbe371b01e359e381e43239412d77bf53fb1fb..0000000000000000000000000000000000000000 --- a/module3/exo3/exercice.ipynb +++ /dev/null @@ -1,25 +0,0 @@ -{ - "cells": [], - "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": "3.6.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} - diff --git a/module3/exo3/local_weekly_in_situ_co2_mlo.csv b/module3/exo3/local_weekly_in_situ_co2_mlo.csv new file mode 100644 index 0000000000000000000000000000000000000000..05cd0a7b901891410e6e47126aa2eb35e6a78e6a --- /dev/null +++ b/module3/exo3/local_weekly_in_situ_co2_mlo.csv @@ -0,0 +1,3209 @@ +,date,CO2 +0,1958-03-29,316.19 +1,1958-04-05,317.31 +2,1958-04-12,317.69 +3,1958-04-19,317.58 +4,1958-04-26,316.48 +5,1958-05-03,316.95 +6,1958-05-17,317.56 +7,1958-05-24,317.99 +8,1958-07-05,315.85 +9,1958-07-12,315.85 +10,1958-07-19,315.46 +11,1958-07-26,315.59 +12,1958-08-02,315.64 +13,1958-08-09,315.1 +14,1958-08-16,315.09 +15,1958-08-30,314.14 +16,1958-09-06,313.54 +17,1958-11-08,313.05 +18,1958-11-15,313.26 +19,1958-11-22,313.57 +20,1958-11-29,314.01 +21,1958-12-06,314.56 +22,1958-12-13,314.41 +23,1958-12-20,314.77 +24,1958-12-27,315.21 +25,1959-01-03,315.24 +26,1959-01-10,315.5 +27,1959-01-17,315.69 +28,1959-01-24,315.86 +29,1959-01-31,315.42 +30,1959-02-14,316.94 +31,1959-02-21,316.61 +32,1959-02-28,316.62 +33,1959-03-07,316.81 +34,1959-03-21,316.73 +35,1959-03-28,316.71 +36,1959-04-04,317.72 +37,1959-04-11,317.12 +38,1959-04-18,317.64 +39,1959-04-25,318.32 +40,1959-05-02,318.27 +41,1959-05-09,318.78 +42,1959-05-16,318.05 +43,1959-05-23,318.43 +44,1959-06-06,318.53 +45,1959-06-13,318.14 +46,1959-06-20,317.88 +47,1959-06-27,317.76 +48,1959-07-04,316.86 +49,1959-07-11,316.83 +50,1959-07-18,316.45 +51,1959-07-25,316.16 +52,1959-08-01,315.62 +53,1959-08-08,314.91 +54,1959-08-22,315.0 +55,1959-08-29,314.15 +56,1959-09-05,314.45 +57,1959-09-12,313.93 +58,1959-09-19,313.57 +59,1959-09-26,313.54 +60,1959-10-03,313.04 +61,1959-10-10,313.15 +62,1959-10-17,313.43 +63,1959-10-24,313.46 +64,1959-10-31,314.12 +65,1959-11-07,314.42 +66,1959-11-14,314.88 +67,1959-11-21,315.2 +68,1959-11-28,315.11 +69,1959-12-05,315.06 +70,1959-12-12,315.64 +71,1959-12-19,315.86 +72,1959-12-26,315.77 +73,1960-01-02,315.72 +74,1960-01-09,316.4 +75,1960-01-16,316.73 +76,1960-01-23,316.57 +77,1960-01-30,316.68 +78,1960-02-06,316.61 +79,1960-02-13,316.98 +80,1960-02-20,317.42 +81,1960-02-27,317.0 +82,1960-03-05,316.96 +83,1960-03-12,317.76 +84,1960-03-19,318.07 +85,1960-03-26,317.77 +86,1960-04-02,318.61 +87,1960-04-09,319.34 +88,1960-04-16,319.01 +89,1960-04-23,319.03 +90,1960-04-30,319.77 +91,1960-05-07,319.96 +92,1960-05-14,319.82 +93,1960-05-21,320.04 +94,1960-05-28,320.06 +95,1960-06-04,319.46 +96,1960-06-11,320.08 +97,1960-06-18,319.42 +98,1960-06-25,319.09 +99,1960-07-02,318.18 +100,1960-07-09,318.64 +101,1960-07-16,318.41 +102,1960-07-23,317.91 +103,1960-07-30,317.33 +104,1960-08-06,316.62 +105,1960-08-13,316.7 +106,1960-08-20,315.1 +107,1960-08-27,314.78 +108,1960-09-03,314.72 +109,1960-09-10,314.58 +110,1960-09-17,314.28 +111,1960-09-24,313.33 +112,1960-10-01,313.66 +113,1960-10-08,313.32 +114,1960-10-15,313.92 +115,1960-10-22,314.21 +116,1960-10-29,314.29 +117,1960-11-05,314.5 +118,1960-11-12,315.1 +119,1960-11-19,315.1 +120,1960-11-26,315.41 +121,1960-12-03,315.84 +122,1960-12-10,316.07 +123,1960-12-17,316.21 +124,1960-12-24,316.4 +125,1960-12-31,316.67 +126,1961-01-07,316.73 +127,1961-01-14,317.02 +128,1961-01-21,317.03 +129,1961-01-28,317.01 +130,1961-02-04,317.06 +131,1961-02-11,317.75 +132,1961-02-18,317.94 +133,1961-02-25,318.0 +134,1961-03-04,318.04 +135,1961-03-11,318.51 +136,1961-03-18,318.92 +137,1961-03-25,318.71 +138,1961-04-01,319.41 +139,1961-04-08,319.55 +140,1961-04-15,318.9 +141,1961-04-22,319.74 +142,1961-04-29,319.67 +143,1961-05-06,320.67 +144,1961-05-13,320.46 +145,1961-05-20,320.61 +146,1961-05-27,320.36 +147,1961-06-03,320.09 +148,1961-06-10,320.02 +149,1961-06-17,319.62 +150,1961-06-24,319.49 +151,1961-07-01,319.26 +152,1961-07-08,319.07 +153,1961-07-15,318.49 +154,1961-07-22,317.16 +155,1961-07-29,317.97 +156,1961-08-05,317.91 +157,1961-08-12,317.33 +158,1961-08-19,316.76 +159,1961-08-26,315.26 +160,1961-09-02,315.28 +161,1961-09-09,314.97 +162,1961-09-16,314.53 +163,1961-09-23,315.06 +164,1961-09-30,315.61 +165,1961-10-07,314.97 +166,1961-10-14,315.43 +167,1961-10-21,315.48 +168,1961-10-28,315.72 +169,1961-11-04,315.82 +170,1961-11-11,315.7 +171,1961-11-18,316.21 +172,1961-11-25,316.55 +173,1961-12-02,316.52 +174,1961-12-09,317.02 +175,1961-12-16,316.94 +176,1961-12-23,317.18 +177,1961-12-30,317.46 +178,1962-01-06,317.99 +179,1962-01-13,318.12 +180,1962-01-20,318.07 +181,1962-01-27,317.78 +182,1962-02-03,318.08 +183,1962-02-10,318.35 +184,1962-02-17,318.92 +185,1962-02-24,319.38 +186,1962-03-03,319.28 +187,1962-03-10,319.46 +188,1962-03-17,319.95 +189,1962-03-24,319.78 +190,1962-03-31,320.27 +191,1962-04-07,320.26 +192,1962-04-14,321.03 +193,1962-04-21,320.78 +194,1962-04-28,320.36 +195,1962-05-05,320.89 +196,1962-05-12,320.78 +197,1962-05-19,321.05 +198,1962-05-26,321.16 +199,1962-06-02,320.91 +200,1962-06-09,320.87 +201,1962-06-16,320.52 +202,1962-06-23,320.15 +203,1962-06-30,320.23 +204,1962-07-07,320.1 +205,1962-07-14,319.95 +206,1962-07-21,319.01 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