From 45c768e65b853f5cf924e34bdc4f86c010a04e9c Mon Sep 17 00:00:00 2001 From: David jamain Date: Wed, 24 Mar 2021 16:39:56 +0100 Subject: [PATCH] add anlytics_CITEPA #53 --- .DS_Store | Bin 6148 -> 10244 bytes datasets/.DS_Store | Bin 6148 -> 6148 bytes datasets/raw/.DS_Store | Bin 6148 -> 8196 bytes datasets/raw/ademe/.DS_Store | Bin 0 -> 6148 bytes datasets/raw/citepa/.DS_Store | Bin 6148 -> 6148 bytes .../CITEPA_Analytics-checkpoint.ipynb | 293 ++++++++++++++++++ .../raw/citepa/igt/CITEPA_Analytics.ipynb | 292 +++++++++++++++++ notebooks/.DS_Store | Bin 0 -> 6148 bytes notebooks/worldbank/.DS_Store | Bin 0 -> 6148 bytes .../raw-data-exploration_files/.DS_Store | Bin 0 -> 6148 bytes 10 files changed, 585 insertions(+) create mode 100644 datasets/raw/ademe/.DS_Store create mode 100644 datasets/raw/citepa/igt/.ipynb_checkpoints/CITEPA_Analytics-checkpoint.ipynb create mode 100644 datasets/raw/citepa/igt/CITEPA_Analytics.ipynb create mode 100644 notebooks/.DS_Store create mode 100644 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"metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "#Fichiers de l'inventaire de GES territorialisé par Communes (2016)\n", + "CITEPA_SRC = \"./IGT - Pouvoir de réchauffement global-full.csv\"\n", + "\n", + "DF_CITEPA_SRC = pd.read_csv(CITEPA_SRC)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#DF_CITEPA_SRC.head()\n", + "\n", + "#DF_CITEPA_SRC.shape\n", + "\n", + "#DF_CITEPA_SRC.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Valeurs nulles par secteur\n", + "DF_CITEPA_SRC.isnull().sum().plot.bar(title='Valeurs Nulles par colonnes', grid=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#sélection des secteurs d'activité avec exclusion des deux secteurs ('Autres transports', 'Autres transports international')\n", + "#car trop peu de données pour être représentatifs \n", + "Col = ['Agriculture', 'CO2 biomasse hors-total', 'Déchets', 'Energie', 'Industrie hors-énergie', 'Résidentiel', 'Routier', 'Tertiaire']\n", + "\n", + "#Total par secteur en Méga Tonnes équivalent CO2\n", + "(DF_CITEPA_SRC[Col].sum()/1000000).plot.bar(title='GES MTeq CO2 par secteur', grid=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#centrage et répartition par secteur d'activité avec exclusion des outliers\n", + "#exclusion des deux secteurs ('Autres transports', 'Autres transports international')\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "High_value = ['Agriculture', 'CO2 biomasse hors-total', 'Résidentiel', 'Routier', 'Tertiaire']\n", + "Low_value= ['Déchets', 'Energie', 'Industrie hors-énergie']\n", + "\n", + "fig,axes = plt.subplots(1,2)\n", + "fig.tight_layout()\n", + "\n", + "s = sns.boxplot(ax=axes[0], x=\"variable\", y=\"value\", data=pd.melt((DF_CITEPA_SRC[High_value])), showfliers=False)\n", + "s.set_xlabel(\"Secteurs GES > 1000 kTeq par Commune\")\n", + "s.set_ylabel(\"GES en kTeq CO2\")\n", + "s.set_xticklabels(s.get_xticklabels(), rotation=90)\n", + "\n", + "s = sns.boxplot(ax=axes[1], x=\"variable\", y=\"value\", data=pd.melt((DF_CITEPA_SRC[Low_value])), showfliers=False)\n", + "s.set_xlabel(\"Secteurs GES < 1000 kTeq par Commune\")\n", + "s.set_ylabel(\"GES en kTeq CO2\")\n", + "s.set_xticklabels(s.get_xticklabels(), rotation=90)\n", + "\n", + "plt.show()\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Matrice de corrélation entre secteur\n", + "sa = ['Agriculture', 'CO2 biomasse hors-total', 'Résidentiel', 'Routier', 'Tertiaire', 'Déchets', 'Energie', 'Industrie hors-énergie']\n", + "corr = DF_CITEPA_SRC[sa].corr()\n", + "\n", + "sh = sns.heatmap(corr)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#scatterplot des secteurs avec corrélation forte\n", + "\n", + "sns.relplot(x=\"Résidentiel\",\n", + " y=\"Tertiaire\",\n", + " data=DF_CITEPA_SRC,\n", + " kind=\"scatter\"\n", + " )\n", + "\n", + "sns.relplot(x=\"Résidentiel\",\n", + " y=\"CO2 biomasse hors-total\",\n", + " data=DF_CITEPA_SRC,\n", + " kind=\"scatter\"\n", + " )\n", + "\n", + "sns.relplot(x=\"Tertiaire\",\n", + " y=\"CO2 biomasse hors-total\",\n", + " data=DF_CITEPA_SRC,\n", + " kind=\"scatter\"\n", + " )\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/datasets/raw/citepa/igt/CITEPA_Analytics.ipynb b/datasets/raw/citepa/igt/CITEPA_Analytics.ipynb new file mode 100644 index 0000000..492ba2d --- /dev/null +++ b/datasets/raw/citepa/igt/CITEPA_Analytics.ipynb @@ -0,0 +1,292 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Analyse du fichier d'inventaire de GES par commune en 2016 (35797 communes)\n", + "\n", + "Le fichier contient la quantité de GES en Teq CO2 (Tonne équivalent CO2) que sont les six gaz (CO2, CH4, N2O, CFC, HFC, SF6) pris en compte dans le protocole de Kyoto par secteur (Agriculture, Autres transports, Autres transports international, CO2 biomasse hors-total, Déchets, Energie, Industrie hors-énergie, Résidentiel, Routier, Tertiaire)\n", + "\n", + "!!!!!! Les secteurs autres transports et autres transports international ont beaucoup de valeurs manquantes. !!!!!\n", + "\n", + "Les champs: \n", + "INSEE commune => code commune (uri-reference)\n", + "Commune ==> libelle commune (string)\n", + "\n", + "Tous les champs suivant sont des secteurs stockant la quantité de GES (number):\n", + "\n", + "Agriculture, Autres transports, Autres transports international, CO2 biomasse hors-total, Déchets, Energie, Industrie hors-énergie, Résidentiel, Routier, Tertiaire,\n", + "\n", + "\n", + "lat => Coordonnée géographique qui permet de se situer par rapport à l'équateur\n", + "lon => Coordonnée géographique qui permet de se situer par rapport au méridien de Greenwich\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "#Fichiers de l'inventaire de GES territorialisé par Communes (2016)\n", + "CITEPA_SRC = \"./IGT - Pouvoir de réchauffement global-full.csv\"\n", + "\n", + "DF_CITEPA_SRC = pd.read_csv(CITEPA_SRC)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#DF_CITEPA_SRC.head()\n", + "\n", + "#DF_CITEPA_SRC.shape\n", + "\n", + "#DF_CITEPA_SRC.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Valeurs nulles par secteur\n", + "DF_CITEPA_SRC.isnull().sum().plot.bar(title='Valeurs Nulles par colonnes', grid=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#sélection des secteurs d'activité avec exclusion des deux secteurs ('Autres transports', 'Autres transports international')\n", + "#car trop peu de données pour être représentatifs \n", + "Col = ['Agriculture', 'CO2 biomasse hors-total', 'Déchets', 'Energie', 'Industrie hors-énergie', 'Résidentiel', 'Routier', 'Tertiaire']\n", + "\n", + "#Total par secteur en Méga Tonnes équivalent CO2\n", + "(DF_CITEPA_SRC[Col].sum()/1000000).plot.bar(title='GES MTeq CO2 par secteur', grid=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#centrage et répartition par secteur d'activité avec exclusion des outliers\n", + "#exclusion des deux secteurs ('Autres transports', 'Autres transports international')\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "High_value = ['Agriculture', 'CO2 biomasse hors-total', 'Résidentiel', 'Routier', 'Tertiaire']\n", + "Low_value= ['Déchets', 'Energie', 'Industrie hors-énergie']\n", + "\n", + "fig,axes = plt.subplots(1,2)\n", + "fig.tight_layout()\n", + "\n", + "s = sns.boxplot(ax=axes[0], x=\"variable\", y=\"value\", data=pd.melt((DF_CITEPA_SRC[High_value])), showfliers=False)\n", + "s.set_xlabel(\"Secteurs GES > 1000 kTeq par Commune\")\n", + "s.set_ylabel(\"GES en kTeq CO2\")\n", + "s.set_xticklabels(s.get_xticklabels(), rotation=90)\n", + "\n", + "s = sns.boxplot(ax=axes[1], x=\"variable\", y=\"value\", data=pd.melt((DF_CITEPA_SRC[Low_value])), showfliers=False)\n", + "s.set_xlabel(\"Secteurs GES < 1000 kTeq par Commune\")\n", + "s.set_ylabel(\"GES en kTeq CO2\")\n", + "s.set_xticklabels(s.get_xticklabels(), rotation=90)\n", + "\n", + "plt.show()\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Matrice de corrélation entre secteur\n", + "sa = ['Agriculture', 'CO2 biomasse hors-total', 'Résidentiel', 'Routier', 'Tertiaire', 'Déchets', 'Energie', 'Industrie hors-énergie']\n", + "corr = DF_CITEPA_SRC[sa].corr()\n", + "\n", + "sh = sns.heatmap(corr)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#scatterplot des secteurs avec corrélation forte\n", + "\n", + "sns.relplot(x=\"Résidentiel\",\n", + " y=\"Tertiaire\",\n", + " data=DF_CITEPA_SRC,\n", + " kind=\"scatter\"\n", + " )\n", + "\n", + "sns.relplot(x=\"Résidentiel\",\n", + " y=\"CO2 biomasse hors-total\",\n", + " data=DF_CITEPA_SRC,\n", + " kind=\"scatter\"\n", + " )\n", + "\n", + "sns.relplot(x=\"Tertiaire\",\n", + " y=\"CO2 biomasse hors-total\",\n", + " data=DF_CITEPA_SRC,\n", + " kind=\"scatter\"\n", + " )\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/.DS_Store b/notebooks/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..6fc9a8bec8796680d3fe65802de16d605fbab503 GIT binary patch literal 6148 zcmeHKOHRWu5FOJX3aAnr1j{Tq0Nfx{?T!tiD_8(&DnKNpDj>Ew4Q#mq6-eBN1Mqoc zn_wpa7Dx!88OeUBXD0LVqIhZ|Qr*jBgJ_9}+8B(%0;UFIKaZNt*p+3V()SppM;klC zJR8?yWkD1W1^%7_{O!)tAtf}Tj4I#n!h`S4@?I}a^BAk`@%G(d`}uye8j*YxF+O&8 zh;^jX9O_T#f=*~iX@x`Q=DHr?^4Q-kc~tI`vK5_ z)~4@Tl(}y8Ccjr#@4qyUsyUQM@it;;az>}g`7n+1JY`x9ZlB=jsX5A}db{$n_xP$` zTf_Za(qBjV^lzD83-l*+;&Z~IlpdEyf2)+t=DD@&UcVlJk;THG-a0VpBLFbKvNl}n%^4W-0x+^z7{m%pnN*-jRrZLXOgh#>8y8tD z44QOOx-#x#D=T|KQMNUxP=}L>49YADhyuO>E%S4U`+xuQ^S_@YzeE91;9n`Ag5FNA zi$}7(wf1n_YeS3!3^tA{4C)k2wjJvWZpEt@+TaWM0vK5=3}OW)e+0A)GKm7es=yon CI-s>NHi%C)&2klf3S+e7w`eR4kV-#hms&Duj98F+Y3r`NlSsol0Ca# z&z^3I^BI6G-@7Yd0bovd#FvMu`MLYVPFlu@bl%b79$We)o+j0Y6VAQBnw$@^cKM%p zLysZOws_&{6}Ncis^{&SZu8hb3`2kTT4kkx6p#W^Knh5KBMNx$rOnS06{Ua_kOIF7 z`1hgE9c#leF+Lp(F#-^0OowqDvjnktf>;}liOkR}sl=pO8!;^D%$HVI8;*%dhqd9u z+LNtKC>BrW{Uyp_HBnItNP&F?PIJ5P{(ntBGXL+Bw37l-;9n_Vv(?RN$yaKyAovIX zY>;-t+Gh!1u>`Ot4uQzPG^oI!YK|BhbmU9c)x;q%=%P7%Xr8P&p{SpZ_ZKf0t$~bG zfC^kI@DSUD_5T<6jrsqY#2po&0{=<@ZPuIh3RlYBI=YvHE{@ZI`U2j@@K$wp;3W*D{uh{6BQ8v literal 0 HcmV?d00001