diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 3e7a959da4dd3f74840627f5bad18dcff132b733..0c06b6834dd87f8ba495208405d5f8d48fcdcf8a 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -47,61 +47,35 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Concentration\n", - "Date \n", - "1958-03-29 316.19\n", - "1958-04-05 317.31\n", - "1958-04-12 317.69\n", - "1958-04-19 317.58\n", - "1958-04-26 316.48\n" - ] - } - ], + "outputs": [], "source": [ - "data = pd.read_csv(data_file, skiprows=44, sep=r'\\s+', engine='python', parse_dates=[0], index_col=[0], names = ['Date', 'Concentration'])\n", - "\n", + "# Charger les données dans une table de pandas\n", + "# data = pd.read_csv(data_file, skiprows=44, sep=r'\\s+', engine='python', parse_dates=[0], index_col=[0], names = ['Date', 'Concentration'])\n", + "data = pd.read_csv(data_file, skiprows=44, names = ['Date', 'Concentration'])\n", "# Affichage des premières lignes des données pour vérification\n", "print(data.head())" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "data_subset = data.dropna()" + "# df_subset = df.dropna()" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "# Réalisation du graphique\n", + "# Réalisation du graphique complet\n", "plt.figure(figsize=(15, 6))\n", - "plt.plot(data, label='CO2 Concentration')\n", + "plt.plot(data['Date'], data['Concentration'], label='CO2 Concentration')\n", "plt.title('CO2 Concentration Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('CO2 Concentration (ppm)')\n", @@ -112,26 +86,13 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "# Réalisation du graphique\n", + "# Réalisation du graphique pour montrer l'oscillation\n", "plt.figure(figsize=(15, 6))\n", - "plt.plot(data[-300:], label='CO2 Concentration')\n", + "plt.plot(data['Date'][-300:], data['Concentration'][-300:], label='CO2 Concentration')\n", "plt.title('CO2 Concentration Over Time')\n", "plt.xlabel('Year')\n", "plt.ylabel('CO2 Concentration (ppm)')\n", @@ -145,14 +106,40 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# Convertir la columna 'Date' a tipo de datos de fecha\n", + "data['Date'] = pd.to_datetime(data['Date'])\n", + "# Extrayez l'année de la colonne 'Date' et créez une nouvelle colonne 'Année'\n", + "data['Year'] = data['Date'].dt.year\n", + "print(data.head())" + ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# Calculez la valeur moyenne par an et créez une nouvelle colonne 'Concentration moyenne de CO2'\n", + "data['Mean CO2 Concentration'] = data.groupby('Year')['Concentration'].transform('mean')\n", + "print(data.head())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Création du graphique pour montrer la concentration moyenne de CO2 par an au fil du temps\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(data['Date'], data['Mean CO2 Concentration'], label='Mean CO2 Concentration')\n", + "plt.title('Mean CO2 Concentration per Year Over Time')\n", + "plt.xlabel('Year')\n", + "plt.ylabel('CO2 Concentration (ppm)')\n", + "plt.legend()\n", + "plt.show()" + ] }, { "cell_type": "code",