{ "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 périodique de CO2 dans l'hémisphère Nord. Celle-ci provenant du cycle de vie des plantes. \n", "De même, ces données ont montré 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 numpy as np\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": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CO2
date
1958-03-29316.19
1958-04-05317.31
1958-04-12317.69
1958-04-19317.58
1958-04-26316.48
\n", "
" ], "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": "markdown", "metadata": {}, "source": [ "L'inspection visuelle de la base de données complète montre que le fichier est bien formé et ne semble pas comporter de valeurs manquantes ou aberrantes. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### b. Vérification des données" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Avant d'aller plus loin dans l'analyse, vérifions 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). \n", "Par la suite, l'affichage sous forme graphique nous permettra d'avoir une vue globale de la base de données." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CO2 0\n", "dtype: int64" ] }, "execution_count": 4, "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": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CO2 float64\n", "dtype: object" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Vérification du type de la variable CO2\n", "data.dtypes" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype(' '1960-01-01') & (data.index <= '1961-01-01')\n", "mask2_1y = (data.index > '2015-01-01') & (data.index <= '2016-01-01')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialisation des graphs\n", "# Graphs de 2 périodes différentes de 1 an\n", "fig = plt.figure()\n", " \n", "# Définition des axes\n", "ax1 = plt.subplot(223)\n", "ax2 = plt.subplot(224)\n", "ax3 = plt.subplot(211)\n", "\n", "# Titres des graphs\n", "ax1.set_title(\"CO2 dans l'atmosphère du 01/01/1960 au 01/01/1961\")\n", "ax2.set_title(\"CO2 dans l'atmosphère du 01/01/2015 au 01/01/2016\")\n", "ax3.set_title(\"CO2 dans l'atmosphère - Base complète\")\n", "\n", "# Labels des axes\n", "ax1.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "ax2.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "ax3.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "\n", "# Graph sur la base complète\n", "data[mask1_1y].plot(ax=ax1, figsize=(15,10))\n", "data[mask2_1y].plot(ax=ax2, figsize=(15,10))\n", "data.plot(ax=ax3, figsize=(15,10))\n", "\n", "# Optimisation de l'espacement entre les graphs\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous constatons que l'évolution continue du CO2 dans l'atmosphère ne suit pas une courbe linaire. Le tendance est plutôt quadratique. \n", "Sur année, l'évolution est périodique est semble grossièrement coller à une sinusoïde." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### b. Caractérisation de la tendance continue" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour cela, nous allons ajuster une courbe quadratique à la base complète en utilisant la librairie *lmfit*. \n", "Cette courbe suivra la tendance générale des données initiales en \"annulant\" les oscillations périodiques." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: lmfit in /opt/conda/lib/python3.6/site-packages (1.0.0)\n", "Requirement already satisfied: scipy>=1.2 in /opt/conda/lib/python3.6/site-packages (from lmfit) (1.4.1)\n", "Requirement already satisfied: asteval>=0.9.16 in /opt/conda/lib/python3.6/site-packages (from lmfit) (0.9.18)\n", "Requirement already satisfied: numpy>=1.16 in /opt/conda/lib/python3.6/site-packages (from lmfit) (1.18.2)\n", "Requirement already satisfied: uncertainties>=3.0.1 in /opt/conda/lib/python3.6/site-packages (from lmfit) (3.1.2)\n" ] } ], "source": [ "# Installation de la librairie lmfit\n", "!pip install lmfit" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Import des librairies\n", "from lmfit.models import QuadraticModel" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Fonction permettant de définir une échelle de temps en lieu et place de l'index temporeal de pandas\n", "# Cela est nécessaire pour contourner un bug de la librairie lmfit\n", "def dates_to_idx(timelist):\n", " reference_time = pd.to_datetime('1958-03-29')\n", " time = (timelist - reference_time) / pd.Timedelta(1, \"Y\")\n", " return np.asarray(time)\n", "\n", "time = dates_to_idx(data.index)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Ajustement de la courbe de tendance sur toutes les données de la base\n", "model = QuadraticModel()\n", "params = model.guess(data['CO2'], x=time)\n", "\n", "result = model.fit(data['CO2'], params, x=time)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[Model]]\n", " Model(parabolic)\n", "[[Fit Statistics]]\n", " # fitting method = leastsq\n", " # function evals = 4\n", " # data points = 3156\n", " # variables = 3\n", " chi-square = 15917.1995\n", " reduced chi-square = 5.04827132\n", " Akaike info crit = 5112.70734\n", " Bayesian info crit = 5130.87852\n", "[[Variables]]\n", " a: 0.01297745 +/- 1.4176e-04 (1.09%) (init = 0.01297745)\n", " b: 0.76778699 +/- 0.00913468 (1.19%) (init = 0.767787)\n", " c: 314.570495 +/- 0.12419930 (0.04%) (init = 314.5705)\n", "[[Correlations]] (unreported correlations are < 0.100)\n", " C(a, b) = -0.969\n", " C(b, c) = -0.873\n", " C(a, c) = 0.756\n" ] } ], "source": [ "print(result.fit_report())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les coefficients calculés comportent une bonne précision." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def fitted_curve(time):\n", " trend_CO2 = 0.01297745*time*time + 0.76679212*time + 314.541084\n", " return np.round(trend_CO2, 2)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Ajout d'une colonne dans le dataframe data\n", "data['trend_fit'] = pd.Series(fitted_curve(time), index=data.index)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialisation des graphs\n", "# Graphs de 2 périodes différentes de 1 an\n", "# Avec la courbe de tendance\n", "fig = plt.figure()\n", " \n", "# Définition des axes\n", "ax1 = plt.subplot(223)\n", "ax2 = plt.subplot(224)\n", "ax3 = plt.subplot(211)\n", "\n", "# Titres des graphs\n", "ax1.set_title(\"CO2 dans l'atmosphère du 01/01/1960 au 01/01/1961\")\n", "ax2.set_title(\"CO2 dans l'atmosphère du 01/01/2015 au 01/01/2016\")\n", "ax3.set_title(\"CO2 dans l'atmosphère - Base complète\")\n", "\n", "# Labels des axes\n", "ax1.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "ax2.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "ax3.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "\n", "# Graph sur la base complète\n", "data[mask1_1y].plot(ax=ax1, figsize=(15,10))\n", "data[mask2_1y].plot(ax=ax2, figsize=(15,10))\n", "data.plot(ax=ax3, figsize=(15,10))\n", "\n", "# Optimisation de l'espacement entre les graphs\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### c. Caractérisation de l'oscillation périodique" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour avoir un aperçu de l'osclillation périodique, commençons par retraiter les données pour soustraire l'effet de la tendance continue." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# Calculs des données en soustrayant la tendance continue\n", "data['untrend_data'] = data['CO2'] - data['trend_fit'] + data['CO2'][0]" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialisation du graph\n", "fig = plt.figure()\n", "\n", "# Définition des axes\n", "ax = plt.subplot(111)\n", "\n", "# Titre du graph\n", "ax.set_title(\"CO2 dans l'atmosphère - Base complète\")\n", "\n", "# Label des axes\n", "ax.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "\n", "# Graph sur la base complète\n", "data.plot(ax=ax, figsize=(15,10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La courbe verte représente les données de la variation de CO2 dans l'atmosphère sans l'effet de l'évolution continue que nous avons constaté au début de l'analyse. \n", "Nous pouvons donc caractériser les oscillations périodiques. Pour cela, nous utiliserons une transformée de Fourier qui détaillera les différents paramètres de ces oscillations." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# Import des librairies\n", "import scipy.fftpack" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "yf = pd.Series(scipy.fftpack.fft(data['untrend_data']))" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype('complex128')" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "yf.dtype" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Aucun(e)", "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 }