{ "cells": [ { "cell_type": "markdown", "id": "26c5e0a0-5492-4763-816a-728a244d9e39", "metadata": {}, "source": [ "# Recherche reproductible : principes méthodologiques pour une science transparente\n", "## Travail pratique avec évaluation par les pairs" ] }, { "cell_type": "markdown", "id": "cc6fa587-e6e6-450d-9507-2e87ae4b1193", "metadata": {}, "source": [ "### Sujet 1 : Concentration de CO2 dans l'atmosphère depuis 1958\n", "Prérequis : traitement de suites chronologiques\n", "\n", "En 1958, Charles David Keeling a initié une mesure de la concentration de CO2 dans l'atmosphère à l'observatoire de Mauna Loa, Hawaii, États-Unis qui continue jusqu'à aujourd'hui. L'objectif initial était d'étudier la variation saisonnière, mais l'intérêt s'est déplacé plus tard vers l'étude de la tendance croissante dans le contexte du changement climatique. En honneur à Keeling, ce jeu de données est souvent appelé \"Keeling Curve\" (voir https://en.wikipedia.org/wiki/Keeling_Curve pour l'histoire et l'importance de ces données).\n", "\n", "Les données sont disponibles sur le site Web de l'institut Scripps. Utilisez le fichier avec les observations hebdomadaires. Attention, ce fichier est mis à jour régulièrement avec de nouvelles observations. Notez donc bien la date du téléchargement, et gardez une copie locale de la version précise que vous analysez. Faites aussi attention aux données manquantes.\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\n", "\n", "Date de téléchargement des données: 03/02/2022" ] }, { "cell_type": "markdown", "id": "ebf14f6b-a088-43a2-8b12-c2f893f58c60", "metadata": {}, "source": [ "### 1. Réalisez un graphique qui vous montrera une oscillation périodique superposée à une évolution systématique plus lente." ] }, { "cell_type": "code", "execution_count": 56, "id": "9e7839e3-1315-40be-a357-9ad547cae874", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 56, "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": [ "# Import librairies\n", "import pandas as pd\n", "\n", "#Load data\n", "names = ['Years','Month','Date_Excel','Date_num','CO2','CO2_adjusted','fit','adjusted_fit','CO2_fit','CO2_adjusted_fit']\n", "data = pd.read_csv('monthly_in_situ_co2_mlo.csv',skiprows = 57, names = names)\n", "#Remove columns\n", "data.drop(['Date_Excel','Date_num'], axis=1, inplace=True)\n", "#Remove Nan values\n", "data = data[data['CO2'] != -99.99]\n", "data['Day'] = 1\n", "data['Date'] = pd.to_datetime(data[['Years', 'Month','Day']])\n", "data.set_index('Date', inplace=True)\n", "data.drop(['Years','Month', 'Day'], axis=1, inplace=True)\n", "data.plot(figsize=(10,10), ylabel = 'Concentrations [ppm]')" ] }, { "cell_type": "markdown", "id": "3a2280cb-6ed9-441d-abd9-5631107804c0", "metadata": {}, "source": [ "### 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)." ] }, { "cell_type": "code", "execution_count": 64, "id": "b5447190-3f05-4f6a-bcf1-8d2e73f6231f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data['oscillation'] = data['CO2_fit'] - data['CO2_adjusted_fit']\n", "data['oscillation'].plot(figsize=(10,10), ylabel = 'Concentrations [ppm]')" ] }, { "cell_type": "code", "execution_count": 70, "id": "9aeb94ce-2a6a-406e-864c-c004d75c945b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data_years_min = data['oscillation'].resample('Y').min()\n", "data_years_max = data['oscillation'].resample('Y').max()\n", "amplitude = data_years_max-data_years_min\n", "amplitude.plot(figsize=(10,10), ylabel = \"Amplitude de l'oscillation [m]\")" ] }, { "cell_type": "code", "execution_count": 85, "id": "423cfe58-a4ef-4273-85cc-a991437bc729", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "7.119999999999962" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Définition du modèle d'amplitude à l'aide d'une équation linéaire y=a(x-x1)+b\n", "x1 = 2000\n", "b = amplitude.loc[pd.DatetimeIndex(['2000-12-31'])].values[0]\n", "# a = (y2-y1)/(x2-x1)\n", "a = (amplitude.loc[pd.DatetimeIndex(['2020-12-31'])].values[0]-amplitude.loc[pd.DatetimeIndex(['2000-12-31'])].values[0])/(2020-2000)\n", "\n", "#L'amplitude de l'oscillation en 2025 sera de:\n", "a*(2025-x1)+b" ] }, { "cell_type": "code", "execution_count": 91, "id": "cae17efa-a89e-467d-8de5-b4f2b93baeac", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "426.35249999999996" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Définition du modèle de la contribution lente y=a(x-x1)+b\n", "data = data.resample('Y').max()\n", "x1 = 2000\n", "b = data['CO2_adjusted_fit'].loc[pd.DatetimeIndex(['2000-12-31'])].values[0]\n", "# a = (y2-y1)/(x2-x1)\n", "a = (data['CO2_adjusted_fit'].loc[pd.DatetimeIndex(['2020-12-31'])].values[0]-data['CO2_adjusted_fit'].loc[pd.DatetimeIndex(['2000-12-31'])].values[0])/(2020-2000)\n", "\n", "#La contribution lente en 2025 aura une concentration en ppm de:\n", "a*(2025-x1)+b" ] } ], "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }