Created
December 11, 2019 10:23
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"import matplotlib\n", | |
"from matplotlib import pyplot as plt\n", | |
"import seaborn as sns\n", | |
"from pandas.plotting import scatter_matrix\n", | |
"matplotlib.style.use('seaborn')\n", | |
"sns.set(rc={'figure.figsize': (14, 8)})" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Dataset from https://www.kaggle.com/berkeleyearth/climate-change-earth-surface-temperature-data\n", | |
"df = pd.read_csv(\"./GlobalLandTemperaturesByCountry.csv\", encoding=\"utf-8\")\n", | |
"df = df[(df.Country == 'France') & (df.AverageTemperature.notna())]\n", | |
"df = df.rename(columns={'dt': 'date', 'AverageTemperature': 'temperature'})[['date', 'temperature']]\n", | |
"df['date'] = pd.to_datetime(df['date'])\n", | |
"df = df.set_index('date')\n", | |
"df = df[df.index.year > 1870]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0.5, 1.0, 'Température en hiver (moyenne dec/jan/fev) de 1870 à 2013')" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1008x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1008x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1008x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1008x576 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# 1er graph: température en décembre + moyenne roulante des décembre sur 10 ans\n", | |
"ax = df[df.index.month == 12].plot(linewidth=0.5, marker='.')\n", | |
"df[df.index.month == 12].rolling('3650d').mean().plot(\n", | |
" y='temperature', linewidth=0.5, marker='.', ax=ax, label='moyenne sur 10 ans'\n", | |
")\n", | |
"ax.set_title('Température en Décembre de 1870 à 2013')\n", | |
"\n", | |
"# 2e graph: température en janvier + moyenne roulante\n", | |
"ax = df[df.index.month == 1].plot(linewidth=0.5, marker='.')\n", | |
"df[df.index.month == 1].rolling('3650d').mean().plot(\n", | |
" y='temperature', linewidth=0.5, marker='.', ax=ax, label='moyenne sur 10 ans'\n", | |
")\n", | |
"ax.set_title('Température en Janvier de 1870 à 2013')\n", | |
"\n", | |
"# 3e graph: température en février + moyenne roulante\n", | |
"ax = df[df.index.month == 2].plot(linewidth=0.5, marker='.')\n", | |
"df[df.index.month == 2].rolling('3650d').mean().plot(\n", | |
" y='temperature', linewidth=0.5, marker='.', ax=ax, label='moyenne sur 10 ans'\n", | |
")\n", | |
"ax.set_title('Température en Février de 1870 à 2013')\n", | |
"\n", | |
"# 4e graph: température moyenne décembre/janvier/février + moyenne roulante\n", | |
"dfr = df.rolling(window=3).mean()\n", | |
"ax = dfr[dfr.index.month == 2].plot(linewidth=0.5, marker='.')\n", | |
"dfr[dfr.index.month == 2].rolling('3650d').mean().plot(\n", | |
" y='temperature', linewidth=0.5, marker='.', ax=ax, label='moyenne sur 10 ans'\n", | |
")\n", | |
"ax.set_title('Température en hiver (moyenne dec/jan/fev) de 1870 à 2013')" | |
] | |
} | |
], | |
"metadata": { | |
"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": "3.7.4" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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