diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 0bbbe371b01e359e381e43239412d77bf53fb1fb..a1e90bd20ec86e2be75d966702ae762e34e52e2b 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -1,5 +1,357 @@ { - "cells": [], + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sujet 1 : Concentration de CO2 dans l'atmosphère depuis 1958" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import os\n", + "from datetime import date\n", + "import requests\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from scipy import stats" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Provenance des données\n", + "\n", + "Les données sont disponibles du site Web de l'[institut Scripps](https://scrippsco2.ucsd.edu/data/atmospheric_co2/primary_mlo_co2_record.html). Nous les récupérons sous forme d'un fichier en format CSV dont chaque ligne correspond à une date et lui faire correspondre sa concentration CO2 en micro-mole de CO2 par mole (ppm) rapporté par la norme CIO de 2012 et les données ont été prises tous les midis." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Analyse des données\n", + "\n", + "On souhaite tout d'abord supprimer toute l'entête du fichier ne contenant pas les données. On pourrait simplement ignorer les premières lignes, mais on a ici décidé d'enlever toutes les lignes commençant par le caractère '\"' car si le nombre de lignes à supprimer augmente le code ne fonctionnerait plus.\n", + "\n", + "On ajoute aussi en première ligne \"day,concentration\" pour que pandas puissent les mettre en nom de colonne.\n", + "\n", + "On garde aussi une copie des données utilisées car on ne modifie le fichier que s'il n'est pas présent dans le répertoire courant." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "data_path='donnees.csv'\n", + "\n", + "def addName(data_path):\n", + " with open(data_path,\"r\") as fr:\n", + " lines = fr.readlines()\n", + " with open(data_path,\"w\") as fw:\n", + " fw.write(\"day,concentration\\n\")\n", + " for line in lines:\n", + " if(line[0]!='\"'):\n", + " fw.write(line)\n", + " \n", + "if not(os.path.exists(data_path)):\n", + " url='https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/weekly/weekly_in_situ_co2_mlo.csv'\n", + " data_path='donnees.csv'\n", + " response = requests.get(url, allow_redirects=True)\n", + " with open(data_path,'wb') as file:\n", + " file.write(response.content)\n", + " addName(data_path)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On va ici lire les informations contenues dans le fichier csv et ensuite convertir les dates en dates lisibles par Python.\n", + "Pour pouvoir ensuite analyser les informations et faire une prédiction dans le futur, nous allons calculer pour chaque année\n", + "le taux de CO2 moyen et mettre ces données dans deux tableaux distincts." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " day concentration\n", + "0 1958-03-29 316.19\n", + "1 1958-04-05 317.31\n", + "2 1958-04-12 317.69\n", + "3 1958-04-19 317.58\n", + "4 1958-04-26 316.48\n", + "... ... ...\n", + "3294 2022-10-01 415.12\n", + "3295 2022-10-08 414.85\n", + "3296 2022-10-15 415.31\n", + "3297 2022-10-22 415.60\n", + "3298 2022-10-29 416.08\n", + "\n", + "[3299 rows x 2 columns]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data = pd.read_csv(data_path,parse_dates=True)\n", + "\n", + "def convert_date(x):\n", + " y = date.fromisoformat(x)\n", + " return y\n", + "\n", + "\n", + "raw_data['day'] = [convert_date(yw) for yw in raw_data['day']]\n", + "\n", + "nb = 0\n", + "somme_conc = 0\n", + "tab_year = []\n", + "tab_year2 = []\n", + "avg_concentration = []\n", + "\n", + "for i in range(0,(len(raw_data['day'])-1)):\n", + " if(raw_data['day'][i].year == raw_data['day'][i+1].year):\n", + " somme_conc += raw_data['concentration'][i]\n", + " nb = nb +1\n", + " else:\n", + " year2 = raw_data['day'][i]\n", + " year = raw_data['day'][i].year\n", + " avg_concentration.append(somme_conc/nb)\n", + " tab_year.append(year)\n", + " tab_year2.append(year2)\n", + " \n", + "\n", + "raw_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Affichage des données\n", + "Affichons désormais le graphe correspondant avec les informations que nous avons récupérés afin de pouvoir comparer l'augmentation avec différents points de vue." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "axes = plt.axes()\n", + "x = raw_data['day']\n", + "y = raw_data['concentration']\n", + "axes.grid() \n", + "plt.plot(x,y, label=\"Taux de concentration pour chaque semaine\")\n", + "plt.plot(tab_year2,avg_concentration, label=\"Taux moyen de concentration par année\")\n", + "plt.title('Courbe de concentration en CO2 par semaine')\n", + "plt.xlabel(\"Année\")\n", + "plt.ylabel(\"Concentration en CO2 (ppm)\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Prédiction\n", + "Afin de facilement pouvoir faire une prédiction nous allons utiliser une droite de [régression linéaire](https://fr.wikipedia.org/wiki/R%C3%A9gression_lin%C3%A9aire)." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "slope, intercept, r_value, p_value, std_err = stats.linregress(tab_year, avg_concentration)\n", + "\n", + "def predict(x):\n", + " return slope * x + intercept" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous affichons maintenant la courbe des moyennes par années et la droite de régression linéaire qui nous permet de voir jusqu'à 2025." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "axes = plt.axes()\n", + "axes.grid() \n", + "x = range(1958,2025)\n", + "plt.plot(tab_year,avg_concentration, label=\"Taux moyen de concentration par année\")\n", + "plt.plot(x,predict(x), label=\"Droite de régression linéaire\")\n", + "plt.title('Moyenne par année et droite de regréssion')\n", + "plt.xlabel(\"Année\")\n", + "plt.ylabel(\"Concentration en CO2 (ppm)\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous pouvons donc observer qu'il y a effectivement une augmentation significative du taux de CO2 chaque année." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Concentration moyenne de CO2 en 2025 (prédiction arrondie à l'unité) : 357 ppm\n" + ] + } + ], + "source": [ + "print(\"Concentration moyenne de CO2 en 2025 (prédiction arrondie à l'unité) :\",round(predict(2025)),\"ppm\")" + ] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +368,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 5 } -