diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
index e249ac3af3ec1dd98b0dff476853479d9642accb..c52949ee9f6abd0449f8a4858400802df4705e53 100644
--- a/module3/exo3/exercice.ipynb
+++ b/module3/exo3/exercice.ipynb
@@ -9,7 +9,7 @@
},
{
"cell_type": "code",
- "execution_count": 74,
+ "execution_count": 122,
"metadata": {},
"outputs": [],
"source": [
@@ -19,8 +19,10 @@
"import matplotlib.pyplot as plt\n",
"import datetime\n",
"from scipy import interpolate\n",
- "#from IPython.core.interactiveshell import InteractiveShell\n",
- "#InteractiveShell.ast_node_interactivity = \"all\""
+ "from IPython.core.interactiveshell import InteractiveShell\n",
+ "InteractiveShell.ast_node_interactivity = \"last_expr\" \n",
+ "# ‘all’|’last’|’last_expr’|’none’\n",
+ "#https://jupyter-console.readthedocs.io/en/4.0.1/config_options.html"
]
},
{
@@ -32,132 +34,9 @@
},
{
"cell_type": "code",
- "execution_count": 75,
+ "execution_count": 124,
"metadata": {},
"outputs": [
- {
- "data": {
- "text/html": [
- "
\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " | \n",
- " | \n",
- " Excel | \n",
- " | \n",
- " [ppm] | \n",
- " [ppm] | \n",
- " [ppm] | \n",
- " [ppm] | \n",
- " [ppm] | \n",
- " [ppm].1 | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0 | \n",
- " 1958 | \n",
- " 1 | \n",
- " 21200 | \n",
- " 1958.0411 | \n",
- " -99.99 | \n",
- " -99.99 | \n",
- " -99.99 | \n",
- " -99.99 | \n",
- " -99.99 | \n",
- " -99.99 | \n",
- "
\n",
- " \n",
- " 1 | \n",
- " 1958 | \n",
- " 2 | \n",
- " 21231 | \n",
- " 1958.1260 | \n",
- " -99.99 | \n",
- " -99.99 | \n",
- " -99.99 | \n",
- " -99.99 | \n",
- " -99.99 | \n",
- " -99.99 | \n",
- "
\n",
- " \n",
- " 2 | \n",
- " 1958 | \n",
- " 3 | \n",
- " 21259 | \n",
- " 1958.2027 | \n",
- " 315.70 | \n",
- " 314.44 | \n",
- " 316.19 | \n",
- " 314.91 | \n",
- " 315.70 | \n",
- " 314.44 | \n",
- "
\n",
- " \n",
- " 3 | \n",
- " 1958 | \n",
- " 4 | \n",
- " 21290 | \n",
- " 1958.2877 | \n",
- " 317.45 | \n",
- " 315.16 | \n",
- " 317.30 | \n",
- " 314.99 | \n",
- " 317.45 | \n",
- " 315.16 | \n",
- "
\n",
- " \n",
- " 4 | \n",
- " 1958 | \n",
- " 5 | \n",
- " 21320 | \n",
- " 1958.3699 | \n",
- " 317.51 | \n",
- " 314.71 | \n",
- " 317.86 | \n",
- " 315.06 | \n",
- " 317.51 | \n",
- " 314.71 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " Excel [ppm] [ppm] [ppm] \\\n",
- "0 1958 1 21200 1958.0411 -99.99 -99.99 -99.99 \n",
- "1 1958 2 21231 1958.1260 -99.99 -99.99 -99.99 \n",
- "2 1958 3 21259 1958.2027 315.70 314.44 316.19 \n",
- "3 1958 4 21290 1958.2877 317.45 315.16 317.30 \n",
- "4 1958 5 21320 1958.3699 317.51 314.71 317.86 \n",
- "\n",
- " [ppm] [ppm] [ppm].1 \n",
- "0 -99.99 -99.99 -99.99 \n",
- "1 -99.99 -99.99 -99.99 \n",
- "2 314.91 315.70 314.44 \n",
- "3 314.99 317.45 315.16 \n",
- "4 315.06 317.51 314.71 "
- ]
- },
- "execution_count": 75,
- "metadata": {},
- "output_type": "execute_result"
- },
{
"data": {
"text/html": [
@@ -277,7 +156,7 @@
"755 -99.99 -99.99 -99.99 "
]
},
- "execution_count": 75,
+ "execution_count": 124,
"metadata": {},
"output_type": "execute_result"
}
@@ -309,22 +188,9 @@
},
{
"cell_type": "code",
- "execution_count": 76,
+ "execution_count": 125,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "Index([' ', ' ', ' Excel', ' ', ' [ppm]', ' [ppm] ',\n",
- " ' [ppm]', ' [ppm]', ' [ppm]', ' [ppm].1'],\n",
- " dtype='object')"
- ]
- },
- "execution_count": 76,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"raw_data.columns\n",
"raw_data.columns = ['Yr','Mn','Date 1','Date 2','s1','s2','s3','s4','s5','s6']\n",
@@ -333,7 +199,7 @@
},
{
"cell_type": "code",
- "execution_count": 77,
+ "execution_count": 126,
"metadata": {},
"outputs": [
{
@@ -448,7 +314,7 @@
"4 1958 5 21320 1958.3699 317.51 314.71 317.86 315.06 317.51 314.71"
]
},
- "execution_count": 77,
+ "execution_count": 126,
"metadata": {},
"output_type": "execute_result"
}
@@ -466,7 +332,7 @@
},
{
"cell_type": "code",
- "execution_count": 78,
+ "execution_count": 127,
"metadata": {},
"outputs": [],
"source": [
@@ -482,7 +348,7 @@
},
{
"cell_type": "code",
- "execution_count": 79,
+ "execution_count": 128,
"metadata": {},
"outputs": [
{
@@ -779,7 +645,7 @@
"755 2020 12 44180 2020.9563 NaN NaN NaN NaN NaN NaN"
]
},
- "execution_count": 79,
+ "execution_count": 128,
"metadata": {},
"output_type": "execute_result"
}
@@ -790,7 +656,7 @@
},
{
"cell_type": "code",
- "execution_count": 80,
+ "execution_count": 129,
"metadata": {},
"outputs": [
{
@@ -905,7 +771,7 @@
"4 1958 5 21320 1958.3699 317.51 314.71 317.86 315.06 317.51 314.71"
]
},
- "execution_count": 80,
+ "execution_count": 129,
"metadata": {},
"output_type": "execute_result"
}
@@ -924,7 +790,7 @@
},
{
"cell_type": "code",
- "execution_count": 86,
+ "execution_count": 130,
"metadata": {
"scrolled": true
},
@@ -1063,7 +929,7 @@
"1958-08-01 314.93 316.19 "
]
},
- "execution_count": 86,
+ "execution_count": 130,
"metadata": {},
"output_type": "execute_result"
}
@@ -1084,7 +950,7 @@
},
{
"cell_type": "code",
- "execution_count": 98,
+ "execution_count": 131,
"metadata": {},
"outputs": [
{
@@ -1115,66 +981,12 @@
},
{
"cell_type": "code",
- "execution_count": 118,
+ "execution_count": 143,
"metadata": {},
"outputs": [
{
"data": {
- "text/plain": [
- "[Text(0,0.5,'Concentration (ppm)'),\n",
- " Text(0.5,0,'Période'),\n",
- " Text(0.5,1,'Concentration CO2')]"
- ]
- },
- "execution_count": 118,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "text/plain": [
- "[]"
- ]
- },
- "execution_count": 118,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "text/plain": [
- "[]"
- ]
- },
- "execution_count": 118,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "text/plain": [
- "[Text(0,0.5,'Concentration (ppm)'),\n",
- " Text(0.5,0,'Période'),\n",
- " Text(0.5,1,'Variation de la concentration CO2')]"
- ]
- },
- "execution_count": 118,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "text/plain": [
- "[]"
- ]
- },
- "execution_count": 118,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -1192,20 +1004,80 @@
"def predict(x):\n",
" return slope*x+intercept\n",
"\n",
- "data1['reg_lineaire'] = predict(data1['Date 2'])\n",
+ "data_lineaire = data1.copy()\n",
+ "data_lineaire['reg_lineaire'] = predict(data_lineaire['Date 2'])\n",
"\n",
"fig = plt.figure(figsize=(18, 5))\n",
"ax1 = fig.add_subplot(121)\n",
"ax2 = fig.add_subplot(122)\n",
+ "ax1.grid(linestyle='--', linewidth=1)\n",
+ "ax2.grid(linestyle='--', linewidth=1)\n",
"#plot(figsize=(8, 5)) .plot(figsize=(15, 10), grid=True).grid(linestyle='--', linewidth=1);\n",
"\n",
"ax1.set(title = 'Concentration CO2',xlabel='Période',ylabel='Concentration (ppm)')\n",
- "ax1.plot(data1['s1'])\n",
+ "ax1.plot(data_lineaire['s1'])\n",
"#data1['s1'].plot()\n",
- "ax1.plot(data1['reg_lineaire']) \n",
- "data1['co2'] = data1['reg_lineaire']-data1['s1']\n",
+ "ax1.plot(data_lineaire['reg_lineaire']) \n",
+ "data_lineaire['co2'] = data_lineaire['reg_lineaire']-data_lineaire['s1']\n",
+ "ax2.set(title = 'Variation de la concentration CO2',xlabel='Période',ylabel='Concentration (ppm)')\n",
+ "ax2.plot(data_lineaire['co2']); "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Le résultat n'est pas satisfaisant ...\n",
+ "Nous pouvons faire une optimisation avec une fonction de la forme $a*(x-b)^2+c$"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 148,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from scipy.optimize import curve_fit\n",
+ "\n",
+ "def func(x,a,b,c):\n",
+ " return a*(x-b)**(2)+c\n",
+ "\n",
+ "data_cube = data1.copy()\n",
+ "\n",
+ "x = data_cube['Date 2']\n",
+ "y = data_cube['s1']\n",
+ "popt, pcov = curve_fit(func,x,y)\n",
+ "\n",
+ "def fa(x):\n",
+ " return popt[0]*(x- popt[1])**(2)+popt[2]\n",
+ "\n",
+ "data_cube['reg_cube'] = fa(data_cube['Date 2'])\n",
+ "\n",
+ "fig = plt.figure(figsize=(18, 5))\n",
+ "ax1 = fig.add_subplot(121)\n",
+ "ax2 = fig.add_subplot(122)\n",
+ "ax1.grid(linestyle='--', linewidth=1)\n",
+ "ax2.grid(linestyle='--', linewidth=1)\n",
+ "\n",
+ "ax1.set(title = 'Concentration CO2',xlabel='Période',ylabel='Concentration (ppm)')\n",
+ "ax1.plot(data_cube['s1'])\n",
+ "ax1.plot(data_cube['reg_cube']) \n",
+ "data_cube['co2'] = data_cube['reg_cube']-data_cube['s1']\n",
"ax2.set(title = 'Variation de la concentration CO2',xlabel='Période',ylabel='Concentration (ppm)')\n",
- "ax2.plot(data1['co2']) "
+ "ax2.plot(data_cube['co2']); "
]
},
{