resultb

module3/exo3/exercice.ipynb

@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -22,7 +22,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -32,7 +32,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -47,7 +47,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -73,7 +73,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -83,7 +83,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -113,7 +113,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -143,7 +143,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -169,14 +169,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "        Date  Concentration  Year  Mean CO2 Concentration\n",
+      "        Date  Concentration  Year  Mean_CO2_Concentration\n",
       "0 1958-03-29         316.19  1958                 315.474\n",
       "1 1958-04-05         317.31  1958                 315.474\n",
       "2 1958-04-12         317.69  1958                 315.474\n",
@@ -187,13 +187,13 @@
    ],
    "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",
+    "data['Mean_CO2_Concentration'] = data.groupby('Year')['Concentration'].transform('mean')\n",
     "print(data.head())"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -212,7 +212,7 @@
    "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 per Year Over Time')\n",
+    "plt.plot(data['Date'], data['Mean_CO2_Concentration'], label='Mean CO2 Concentration per Year Over Time')\n",
     "plt.title('Mean CO2 Concentration per Year Over Time')\n",
     "plt.xlabel('Year')\n",
     "plt.ylabel('CO2 Concentration (ppm)')\n",
@@ -222,14 +222,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "        Date  Concentration  Year  Mean CO2 Concentration  Oscilation\n",
+      "        Date  Concentration  Year  Mean_CO2_Concentration  Oscilation\n",
       "0 1958-03-29         316.19  1958                 315.474       0.716\n",
       "1 1958-04-05         317.31  1958                 315.474       1.836\n",
       "2 1958-04-12         317.69  1958                 315.474       2.216\n",
@@ -240,13 +240,13 @@
    ],
    "source": [
     "# Obtencion de la oscilacion et créez une nouvelle colonne 'Oscilation'\n",
-    "data['Oscilation'] = data['Concentration']-data['Mean CO2 Concentration']\n",
+    "data['Oscilation'] = data['Concentration']-data['Mean_CO2_Concentration']\n",
     "print(data.head())"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -275,7 +275,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -304,7 +304,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -315,7 +315,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -333,7 +333,7 @@
    "source": [
     "# Modéliser une évolution lente en utilisant la régression linéaire\n",
     "X = np.arange(len(data)).reshape(-1, 1)  # Variable indépendante : nombre de semaines\n",
-    "y = data['Mean CO2 Concentration'].values.reshape(-1, 1) # Variable dépendante : concentration de CO2\n",
+    "y = data['Mean_CO2_Concentration'].values.reshape(-1, 1) # Variable dépendante : concentration de CO2\n",
     "\n",
     "# Ajuster le modèle de régression linéaire\n",
     "model = LinearRegression()\n",
@@ -362,7 +362,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -374,14 +374,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "        Date  Concentration  Year  Mean CO2 Concentration  Oscilation\n",
+      "        Date  Concentration  Year  Mean_CO2_Concentration  Oscilation\n",
       "0 1958-03-29         316.19  1958                 315.474       0.716\n",
       "1 1958-04-05         317.31  1958                 315.474       1.836\n",
       "2 1958-04-12         317.69  1958                 315.474       2.216\n",
@@ -396,7 +396,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 72,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -434,7 +434,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -447,7 +447,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -462,7 +462,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -492,7 +492,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -522,7 +522,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -544,7 +544,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -574,7 +574,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -604,7 +604,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -633,7 +633,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -662,7 +662,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -691,7 +691,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -725,6 +725,13 @@
    "outputs": [],
    "source": []
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
   {
    "cell_type": "code",
    "execution_count": null,