{ "cells": [ { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "#
Concentration de CO2 dans l'atmosphère depuis 1958
" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "##
Rémy MARION
" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "##
Avril 2020
" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "### 1. Préambule" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "Dès 1958, Charles David Keeling a débuté la mesure précise du taux de CO2 dans l'atmosphère à l'observatoire de Mauna Loa, Hawaii, États-Unis. \n", "Ces mesures, qui continuent aujourd'hui, ont permis de montrer une évolution tout au long des années du taux de CO2 dans l'hémisphère Nord. Celle-ci étant provenant du cycle de vie des plantes. \n", "De même, ces données ont montrés une évolution continue du taux de CO2 dans l'atmosphère depuis 1958." ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "### 2. Travail à faire" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "Le but de l'exercide est de réaliser un document computationnel pour :\n", "* Réaliser un graphique qui montrera une oscillation périodique superposée à une évolution systématique plus lente.\n", "* Séparer ces deux phénomènes. Caractériser l'oscillation périodique et proposer un modèle simple de la contribution lente\n", "* Estimer ses paramètres et tenter une extrapolation jusqu'à 2025 (dans le but de pouvoir valider le modèle par des observations futures).\n", "* Déposer dans FUN le résultat." ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "### 3. Base de données" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "Les données sont disponibles sur le site Web de l'institut Scripps à l'adresse suivante: \n", "https://scrippsco2.ucsd.edu/data/atmospheric_co2/primary_mlo_co2_record.html\n", "\n", "Pour notre étude, nous prendrons les relevés hebdomadaires : *weekly_in_situ_co2_mlo.csv* que l'on peut télécharger à l'adresse suiavnte : https://scrippsco2.ucsd.edu/data/atmospheric_co2/mlo.html\n", "\n", "Nous travaillerons sur une base locale (copiée sur le serveur *Jupyter* de l'INRIA) téléchargée le 13 avril 2020.\n", "La totalité des documents nécessaires à cette étude seront committés sur le serveur *GitLab* de l'INRIA." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4. Vérification de la base de données" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "#### a. Exploration des données" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "Nous commencerons par analyser le contenu du fichier de données (fichier structuré *CSV*) pour ensuite faire un premier tracé de l'ensemble de la base de données. \n", "Nous utiliserons les libraries *pandas* et *matplotlib* pour *python 3.6*." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [], "source": [ "# Import des librairies\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "text/plain": [ "(3156, 1)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Chargement de la base de données (CSV)\n", "# Les lignes de commentaires sont ignorées\n", "# Le séparateur de champs utilisé dans la base de données est la virgule (,)\n", "# La colonne des dates est parsé et mise en index\n", "date_parser = lambda dates: [pd.datetime.strptime(d, '%Y-%m-%d') for d in dates]\n", "\n", "data = pd.read_csv('weekly_in_situ_co2_mlo.csv', sep=',', comment='\"', header=None,\n", " names=[\"date\", \"CO2\"])\n", "data['date'] = pd.to_datetime(data['date'], format='%Y-%m-%d')\n", "\n", "# Les dates sont passées à l'index du dataframe\n", "data.set_index('date', inplace=True)\n", "data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les 44 premières lignes de commentaires du fichier brut n'ont pas été prises en compte (commande `comment='\"'`). \n", "La base de données est composée de 3156 mesures et de 2 colonnes :\n", "* date : date de relevé. Avec un relevé par semaine.\n", "* CO2 : concentration de CO2 en *ppm*." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "text/html": [ "
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CO2
date
1958-03-29316.19
1958-04-05317.31
1958-04-12317.69
1958-04-19317.58
1958-04-26316.48
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" ], "text/plain": [ " CO2\n", "date \n", "1958-03-29 316.19\n", "1958-04-05 317.31\n", "1958-04-12 317.69\n", "1958-04-19 317.58\n", "1958-04-26 316.48" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Affichage partiel de la base de données mise en forme\n", "data.head(5)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Graph de la base de données complètes\n", "data.plot()\n", "#plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "L'inspection visuelle de la base de données complète montre que le fichier est bien formé et ne semble pas comporter pas de valeurs manquantes ou aberrantes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### b. Vérification de la \"structure\" de la base de données" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vérifions tout de même avec un code de validation la robustesse de la base de données. Nous vérifions la présence de valeurs manquantes et le type des variables (date, float)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CO2 0\n", "dtype: int64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Isolation des lignes comportant des données absentes\n", "data[pd.isnull(data).any(axis=1)].count()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Il n'y a aucune valeur manquante." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CO2 float64\n", "dtype: object" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Vérification du type de la variable CO2\n", "data.dtypes" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype(' '2000-08-15') & (data.index <= '2010-08-15')\n", "mask1_1y = (data.index > '1980-08-15') & (data.index <= '1981-08-15')\n", "mask2_1y = (data.index > '2015-08-15') & (data.index <= '2016-08-15')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Graphs de 2 périodes différentes de 1 an\n", "# Graph d'une période de 10 ans\n", "# La base de chaques cycles a été prie au 15 août (comme la base mensuelle de l'institut Scripps)\n", "fig = plt.figure()\n", "\n", "ax1 = plt.subplot(221)\n", "ax2 = plt.subplot(222)\n", "ax3 = plt.subplot(212)\n", "\n", "data[mask1_1y].plot(ax=ax1, figsize=(15,10))\n", "data[mask2_1y].plot(ax=ax2, figsize=(15,10))\n", "data[mask_10y].plot(ax=ax3, figsize=(15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Hide code", "hide_code_all_hidden": true, "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 }