From 4fadb48c32745900481b421b5daa27a23e7784f4 Mon Sep 17 00:00:00 2001 From: 8f94e95e8c2558a6271ed53aac0197fd <8f94e95e8c2558a6271ed53aac0197fd@app-learninglab.inria.fr> Date: Thu, 11 Jan 2024 10:35:48 +0000 Subject: [PATCH] notebook pour l'exo 3 du module 3 --- .../CO2_mooc_recherche_reproductible.ipynb | 396 ++++++++++++++++++ 1 file changed, 396 insertions(+) create mode 100644 module3/exo3/CO2_mooc_recherche_reproductible.ipynb diff --git a/module3/exo3/CO2_mooc_recherche_reproductible.ipynb b/module3/exo3/CO2_mooc_recherche_reproductible.ipynb new file mode 100644 index 0000000..5f2b362 --- /dev/null +++ b/module3/exo3/CO2_mooc_recherche_reproductible.ipynb @@ -0,0 +1,396 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "c4281c73-298e-43ae-9fa5-8bcebc9c12cf", + "metadata": {}, + "source": [ + "# Concentration de CO2 dans l'atmosphère depuis 1958" + ] + }, + { + "cell_type": "markdown", + "id": "1584a907-3322-4c15-960f-92b7880df305", + "metadata": {}, + "source": [ + "Ce document propose un analyse de la mesure de concentration en CO2 réalisée l'atmosphère à l'observatoire de Mauna Loca à Hawaii depuis 1958.\n", + "Pour plusieurs d'informations historique voir [le site Wikipédia](https://en.wikipedia.org/wiki/Keeling_Curve).\n", + "Les enregistrements ont été initié par C. David Keeling." + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "cb1649f7-728a-4793-971f-098e97cdd2b5", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np\n", + "import os\n", + "import seaborn as sns\n", + "import matplotlib.dates as md\n", + "sns.set(context='talk', style='whitegrid')" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "419bd593-3c19-4d9b-af61-124bdbd42ddc", + "metadata": {}, + "outputs": [], + "source": [ + "# lecture du document\n", + "nom_document = 'weekly_in_situ_co2_mlo.csv'\n", + "lien_vers_document = os.path.join(os.getcwd(), nom_document)\n", + "records = pd.read_csv(lien_vers_document,sep=',', lineterminator='\\n', skiprows=43, header=0, names=['CO2 concentration'], infer_datetime_format=True)\n", + "\n", + "# index du dataframe en datetime \n", + "records.index = pd.to_datetime(records.index, format = '%Y-%m-%d')" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "c1ea2725-649b-458e-a91f-95375d8513b0", + "metadata": {}, + "outputs": [], + "source": [ + "# on rajoute une colonne année pour une visualisation plus claire\n", + "records['Year'] = records.index\n", + "records.set_index('Year', inplace = True)" + ] + }, + { + "cell_type": "markdown", + "id": "18cb8952-92d9-4677-a126-e81444ffc3b5", + "metadata": {}, + "source": [ + "## Visualisation des mesures" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "e0a378df-f648-472e-85dc-30dbbd2c45d8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize = (8, 4.5))\n", + "\n", + "ax.plot(records, label='CO2')\n", + "plt.ylabel('ppm')\n", + "plt.xlabel('Année')\n", + "# on change la fréquence des années\n", + "step = 10\n", + "ax.xaxis.set_major_locator(md.YearLocator(step, month = 1, day = 1))\n", + "ax.xaxis.set_major_formatter(md.DateFormatter('%Y'))\n", + "\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "08518c82-cd84-46be-abcb-f3436c12eec8", + "metadata": {}, + "source": [ + "La figure ci-dessous montre l'évolution de la concentration de CO2 en ppm depuis le début des enregistrements. \n", + "On constate une évolution globale à la hausse avec des oscillations annuelles. \n", + "Ces deux comportements sont mis en évidence dans la suite." + ] + }, + { + "cell_type": "markdown", + "id": "c4117030-5c10-49c3-8952-380c385bb368", + "metadata": {}, + "source": [ + "## Comportement moyen" + ] + }, + { + "cell_type": "markdown", + "id": "4b005aea-292d-4b73-bb4c-04c9da80a7f0", + "metadata": {}, + "source": [ + "Pour supprimer les oscillations annuelles, on calcule la moyenne sur un pas de temps d'au moins une année." + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "id": "1bc7be79-d111-49da-b256-eac18399f010", + "metadata": {}, + "outputs": [], + "source": [ + "mean_records = records.resample('Y').mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "id": "7303d149-2d86-47b5-8519-add564d721fa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Année')" + ] + }, + "execution_count": 161, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mean_records.plot(figsize = (8, 4.5))\n", + "plt.ylabel('ppm')\n", + "plt.xlabel('Année')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "26026374-8788-4167-a233-17f58da2ef45", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "a1441544-08a8-44ee-9f19-c3e275e9e8f5", + "metadata": {}, + "source": [ + "## Comportement annuel" + ] + }, + { + "cell_type": "markdown", + "id": "2ff366f4-3450-4a25-8a44-bce3289fb6dc", + "metadata": {}, + "source": [ + "Pour mettre en évidence le comportement annuel, on ramène les deux séries temporelles au même pas de temps, ici journalier, par interpolation." + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "id": "2b120374-ab41-48b5-b5e7-7e9223c01f80", + "metadata": {}, + "outputs": [], + "source": [ + "# on repasse au pas de temps hebdomadaire\n", + "daily_mean_records = mean_records.resample('d').interpolate(\"linear\")\n", + "daily_records = records .resample('d').interpolate(\"linear\")\n", + "annuel_records = daily_records['CO2 concentration']['1960-01-01 00:00:00': '2023-12-30'] - daily_mean_records['CO2 concentration']['1960-01-01 00:00:00': '2023-12-30']" + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "id": "08917966-5eb9-420c-ae5d-d82c1706c3ed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Année')" + ] + }, + "execution_count": 198, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "annuel_records.plot(figsize = (16, 4.5))\n", + "plt.title(\"Dynamique annuelle de la concentration en CO2 de 1960 jusqu'à nos jours\")\n", + "plt.ylabel('[ppm]')\n", + "plt.xlabel('Année')" + ] + }, + { + "cell_type": "markdown", + "id": "d5cd98c6-d6a2-4909-a8bf-5071740eb9a0", + "metadata": {}, + "source": [ + "La figure ci-dessus montre l'oscillation annuelle de la concentration en CO2, avec une amplitude annuelle de 8ppm centrée autour de 0. \n", + "Cela montre que le système Terre présente une variation naturelle annuelle de la conentration en CO2. Cependant on ne peut en connaître la cause ici. \n", + "\n", + "L'évolution totale du CO2 n'est pas d'origine naturelle et est attribué aux activités humaines.\n", + "\n", + "On peut s'intéresser au type d'évolution du CO2 et estimer une prévision pour l'année 2025." + ] + }, + { + "cell_type": "markdown", + "id": "346436fc-486b-4aad-8f2d-4a2d8c159847", + "metadata": {}, + "source": [ + "## Détermination d'un modèle d'évolution du CO2" + ] + }, + { + "cell_type": "markdown", + "id": "a462af68-005d-4cf2-9029-b6c9ffc28c50", + "metadata": {}, + "source": [ + "On teste un premier modèle en évolution expontielle:" + ] + }, + { + "cell_type": "markdown", + "id": "6bfc0416-e663-49ae-9f9a-329ae65c142d", + "metadata": {}, + "source": [ + " CO2(t) = A * exp(B*t)\n", + "où:\n", + "- A et B sont des coefficients empiriques\n", + "- t est le temps\n", + "\n", + "En appliquant le logarithme, on obtient une évolution linéaire en fonction du temps." + ] + }, + { + "cell_type": "code", + "execution_count": 216, + "id": "d8504880-6310-4880-8608-45c68367846f", + "metadata": {}, + "outputs": [], + "source": [ + "# Régression linéaire\n", + "log_records = np.log(mean_records)\n", + "\n", + "coeff = np.polyfit(x=log_records.index.year,\n", + " y=np.log(mean_records.values),\n", + " deg=1)\n", + "\n", + "x_esti = np.arange(1960, 2030, 1)\n", + "estimation = np.polyval(coeff, np.arange(1960, 2030, 1))" + ] + }, + { + "cell_type": "markdown", + "id": "8ce0ebb4-a8f9-4340-8514-1c3cedac8d51", + "metadata": {}, + "source": [ + "On évalue visuellement la performance du modèle" + ] + }, + { + "cell_type": "code", + "execution_count": 225, + "id": "1210535e-1d69-4209-85ef-f666cdd320f2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 225, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "A = np.exp(coeff[1])\n", + "B = coeff[0]\n", + "\n", + "CO2estime = A * np.exp(B * x_esti)\n", + "\n", + "plt.figure()\n", + "plt.plot(x_esti, CO2estime, label='Modèle')\n", + "plt.plot(mean_records.index.year, mean_records.values, label='Mesures')\n", + "plt.axvline(2025, c='r')\n", + "plt.ylabel('Concentration en CO2 [ppm]')\n", + "plt.xlabel('Année')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "9255ac1e-cbf9-4a78-82a3-ca43708e6ccb", + "metadata": {}, + "source": [ + "On constate que le modèle peut être une première approche pour approcher les émissions de CO2. \n", + "Cependant les concentrations de CO2 se sont accélérés à partir de 2010 on voit les deux courbes qui s'éloignent l'une de l'autre.\n", + "\n", + "Ce modèle prévoit pour 2025 une concentration de 417 ppm, qui a déjà été dépassé en 2023." + ] + }, + { + "cell_type": "markdown", + "id": "5ff685d2-d314-4ff9-ad79-6bf6a55deacc", + "metadata": {}, + "source": [ + "Des modèles plus élaborés et restant simple d'accès peuvent être envisagés, par exemple celui présenté par [l'ipsl sur le cycle du carbone](https://cycleducarbone.ipsl.jussieu.fr/index.php/enseignants/ressources/28-un-premier-modele-climatique-l-evolution-du-co2-atmospherique.html)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} -- 2.18.1