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"source": [
"# MOOC : Recherche reproductible - principes méthodologiques pour une science transparente\n",
"## Travaux pratiques"
]
},
{
"cell_type": "markdown",
"id": "cc6fa587-e6e6-450d-9507-2e87ae4b1193",
"metadata": {},
"source": [
"### Sujet 1 : Concentration de CO2 dans l'atmosphère depuis 1958\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 [Keeling Curve wikipedia](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)."
]
},
{
"cell_type": "markdown",
"id": "ebf14f6b-a088-43a2-8b12-c2f893f58c60",
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"source": [
"### 1. Réalisez un graphique qui vous montrera une oscillation périodique superposée à une évolution systématique plus lente.\n",
"\n",
"Nous utiliserons les données de la base de [Mauna Loa](https://fr.wikipedia.org/wiki/Mauna_Loa) situé à Hawaï au coeur du Pacifique à 3397m d'altitude. Elles ont été téléchargées le **13/07/2023**.\n",
"Nous chargeons les données et en faisons un nettoyage et une exploration simple dans un premier temps."
]
},
{
"cell_type": "code",
"execution_count": 158,
"id": "51540a64",
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" years months data_excel date CO2 CO2_seasonally_adjusted \\\n",
"0 adjusted \n",
"1 Excel [ppm] [ppm] \n",
"\n",
" CO2_fit CO2_adjusted_fit CO2_filled CO2_adjusted_filled station \n",
"0 adjusted fit filled adjusted filled NaN \n",
"1 [ppm] [ppm] [ppm] [ppm] NaN "
]
},
"execution_count": 159,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Rename columns\n",
"raw_data.columns = ['years', 'months', 'data_excel', 'date', 'CO2', 'CO2_seasonally_adjusted', 'CO2_fit', 'CO2_adjusted_fit', 'CO2_filled', 'CO2_adjusted_filled', 'station']\n",
"\n",
"# Check for NaN values\n",
"raw_data[raw_data.isna().any(axis=1)]"
]
},
{
"cell_type": "markdown",
"id": "f095bfc6",
"metadata": {},
"source": [
"Nous enlevons uniquement les deux premières lignes qui ne contenaient aucune valeur. \n",
"La documentation fournit une explication pour chaque colonne : \n",
"| Nom de colonne | Libellé de colonne |\n",
"|---------------------------------|-----------------------------------------------------------------------------------------------------------------------------------|\n",
"| years | Année |\n",
"| months | Mois |\n",
"| data_excel | Date au format excel |\n",
"| date | Date sous un autre format (?) |\n",
"| CO2 | Concentration en CO2 en micro-mol par mole (ppm) au sur 24h au 15 de chaque mois | \n",
"| CO2_seasonnaly_adjusted | Concentration en CO2 en ppm après ajustement pour supprimer la composante saisonnière |\n",
"| CO2_fit | Concentration en CO2 en ppm lissée |\n",
"| CO2_adjusted_fit | Concentration en CO2 en ppm lissée avec ajustement pour supprimer la composante saisonnière |\n",
"| CO2_filled | Identique à la colonne CO2 avec données manquantes complétées à partir de la colonne CO2_fit |\n",
"| CO2_adjusted_filled | Identique à CO2_adjusted_fit avec les données manquantes complétées |\n",
"| station | Code de la station de Mauna Loa |\n",
"\n",
"\n",
"La documentation indique que les valeurs manquantes sont indiquées par -99.99. Traitons ces données là.\n"
]
},
{
"cell_type": "code",
"execution_count": 160,
"id": "1c898fce",
"metadata": {},
"outputs": [
{
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320.74
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788
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2023.0
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7.0
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45122.0
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2023.537
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789
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2023.0
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45153.0
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2023.6219
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2023.789
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45245.0
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2023.874
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" years months data_excel date CO2 CO2_seasonally_adjusted \\\n",
"2 1958.0 1.0 21200.0 1958.0411 -99.99 -99.99 \n",
"3 1958.0 2.0 21231.0 1958.126 -99.99 -99.99 \n",
"7 1958.0 6.0 21351.0 1958.4548 -99.99 -99.99 \n",
"11 1958.0 10.0 21473.0 1958.789 -99.99 -99.99 \n",
"75 1964.0 2.0 23422.0 1964.1257 -99.99 -99.99 \n",
"76 1964.0 3.0 23451.0 1964.2049 -99.99 -99.99 \n",
"77 1964.0 4.0 23482.0 1964.2896 -99.99 -99.99 \n",
"788 2023.0 7.0 45122.0 2023.537 -99.99 -99.99 \n",
"789 2023.0 8.0 45153.0 2023.6219 -99.99 -99.99 \n",
"790 2023.0 9.0 45184.0 2023.7068 -99.99 -99.99 \n",
"791 2023.0 10.0 45214.0 2023.789 -99.99 -99.99 \n",
"792 2023.0 11.0 45245.0 2023.874 -99.99 -99.99 \n",
"793 2023.0 12.0 45275.0 2023.9562 -99.99 -99.99 \n",
"\n",
" CO2_fit CO2_adjusted_fit CO2_filled CO2_adjusted_filled station \n",
"2 -99.99 -99.99 -99.99 -99.99 MLO \n",
"3 -99.99 -99.99 -99.99 -99.99 MLO \n",
"7 317.27 315.15 317.27 315.15 MLO \n",
"11 312.42 315.41 312.42 315.41 MLO \n",
"75 320.03 319.37 320.03 319.37 MLO \n",
"76 320.74 319.41 320.74 319.41 MLO \n",
"77 321.83 319.46 321.83 319.46 MLO \n",
"788 -99.99 -99.99 -99.99 -99.99 MLO \n",
"789 -99.99 -99.99 -99.99 -99.99 MLO \n",
"790 -99.99 -99.99 -99.99 -99.99 MLO \n",
"791 -99.99 -99.99 -99.99 -99.99 MLO \n",
"792 -99.99 -99.99 -99.99 -99.99 MLO \n",
"793 -99.99 -99.99 -99.99 -99.99 MLO "
]
},
"execution_count": 160,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Drop first two lines\n",
"raw_data = raw_data.dropna()\n",
"\n",
"# Need to change type of CO2 concentration to numeric\n",
"raw_data.iloc[:,:-1] = raw_data.iloc[:,:-1].apply(pd.to_numeric)\n",
"\n",
"# Check for missing values\n",
"raw_data[raw_data['CO2']==-99.99]"
]
},
{
"cell_type": "markdown",
"id": "8594e9e5",
"metadata": {},
"source": [
"Les données manquantes en 2023 et les premières de 1958 peuvent être supprimées car non mesurées (trop tôt ou trop tard). Les autres seront supprimées également. On formate la date pour que chaque mesure corresponde au 15 de chaque mois."
]
},
{
"cell_type": "code",
"execution_count": 161,
"id": "3f22368a",
"metadata": {},
"outputs": [],
"source": [
"data = raw_data[raw_data['CO2'] != -99.99]\n",
"data.loc[:,'days'] = 15\n",
"data.loc[:,'full_date'] = pd.to_datetime(data[['years', 'months', 'days']])\n",
"data.set_index('full_date', inplace=True)"
]
},
{
"cell_type": "markdown",
"id": "b420c580",
"metadata": {},
"source": [
"On peut maintenant afficher les données :"
]
},
{
"cell_type": "code",
"execution_count": 162,
"id": "9e7839e3-1315-40be-a357-9ad547cae874",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 162,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data.iloc[:,4:-1].plot(figsize=(10,10), ylabel = 'Concentrations [ppm]', xlabel='Date')"
]
},
{
"cell_type": "markdown",
"id": "365427cc",
"metadata": {},
"source": [
"On observe clairement une composante saisonnière oscillatoire et une composante linéaire. Nous allons essayer de séparer les deux."
]
},
{
"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": 163,
"id": "b5447190-3f05-4f6a-bcf1-8d2e73f6231f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 163,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Extract seasonal component by substracting CO2 seasonnally adjusted\n",
"data['oscillation'] = data['CO2'] - data['CO2_seasonally_adjusted']\n",
"data['oscillation'].plot(figsize=(10,10), ylabel = 'Concentrations [ppm]', xlabel='Date')"
]
},
{
"cell_type": "markdown",
"id": "ee29a334",
"metadata": {},
"source": [
"L'amplitude des oscillations saisonnières semble évoluer dans le temps de façon linéaire. La période est d'une année. Tâchons de déterminer la pente de ces oscillations."
]
},
{
"cell_type": "code",
"execution_count": 164,
"id": "e80ce680",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 164,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Remove 2023 as the year is not full\n",
"data_years_min = data[data.years <2023]['oscillation'].resample('Y').min()\n",
"data_years_max = data[data.years <2023]['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": 165,
"id": "2b8e718b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.01910883 6.03736189]\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"y = amplitude\n",
"X = amplitude.index.to_period('Y').astype(int)\n",
"\n",
"# Régression linéaire sur l'amplitude des oscillations en fonction des années\n",
"polyfit = np.polyfit(X,y, deg=1)\n",
"print(polyfit)\n",
"a,b = polyfit"
]
},
{
"cell_type": "markdown",
"id": "07d493fd",
"metadata": {},
"source": [
"L'amplitude des oscillations en fonction des années est de la forme $A = a*Y + b$ où $a \\approx 1.91e^{-2}$ et $b \\approx 6.03$. L'amplitude des oscillations en 2025 est estimée à :"
]
},
{
"cell_type": "code",
"execution_count": 166,
"id": "36a3d69e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"7.088347465034969\n"
]
}
],
"source": [
"print(a * (max(amplitude.index.to_period('Y').astype(int)) + 3) + b)"
]
},
{
"cell_type": "markdown",
"id": "712b1c04",
"metadata": {},
"source": [
"Pour la contribution lente, on adopte également un modèle linéaire sur la colonne CO2_adjusted_fit."
]
},
{
"cell_type": "code",
"execution_count": 167,
"id": "cae17efa-a89e-467d-8de5-b4f2b93baeac",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 1.6204694 325.02914904]\n"
]
}
],
"source": [
"y = list(data['CO2_adjusted_fit'])\n",
"X = data.index.to_period('Y').astype(int)\n",
"\n",
"# Régression linéaire sur l'amplitude des oscillations en fonction des années\n",
"polyfit = np.polyfit(X,y, deg=1)\n",
"print(polyfit)\n",
"a_slow,b_slow = polyfit"
]
},
{
"cell_type": "markdown",
"id": "c22c83fe",
"metadata": {},
"source": [
"La forme lente en fonction des années est de la forme $A = a*Y + b$ où $a \\approx 1.62e^{-2}$ et $b \\approx 325.02$. Elle atteindra en 2025 selon ce modèle :"
]
},
{
"cell_type": "code",
"execution_count": 168,
"id": "facb235d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"412.5344966644169\n"
]
}
],
"source": [
"print(a_slow * (max(amplitude.index.to_period('Y').astype(int)) + 2) + b_slow)"
]
},
{
"cell_type": "markdown",
"id": "a408ca7e",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"id": "0a17828b",
"metadata": {},
"source": []
}
],
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