diff --git a/M2/Machine Learning/TP_1/2025_TP_1_M2_ISF.ipynb b/M2/Machine Learning/TP_1/2025_TP_1_M2_ISF.ipynb
index 1fb4b57..f585fdd 100644
--- a/M2/Machine Learning/TP_1/2025_TP_1_M2_ISF.ipynb
+++ b/M2/Machine Learning/TP_1/2025_TP_1_M2_ISF.ipynb
@@ -42,7 +42,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 75,
"id": "e5631491",
"metadata": {},
"outputs": [
@@ -71,7 +71,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 76,
"id": "b8acd836",
"metadata": {},
"outputs": [
@@ -107,7 +107,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 77,
"id": "acc09d5e",
"metadata": {},
"outputs": [
@@ -130,7 +130,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 78,
"id": "8590bf3a",
"metadata": {},
"outputs": [
@@ -149,7 +149,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 79,
"id": "20165055",
"metadata": {},
"outputs": [
@@ -159,7 +159,7 @@
"4"
]
},
- "execution_count": 5,
+ "execution_count": 79,
"metadata": {},
"output_type": "execute_result"
}
@@ -178,7 +178,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 80,
"id": "4028380e",
"metadata": {},
"outputs": [
@@ -205,7 +205,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 81,
"id": "f2ab3b16",
"metadata": {},
"outputs": [
@@ -237,7 +237,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 82,
"id": "817fddfd",
"metadata": {},
"outputs": [
@@ -292,7 +292,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 83,
"id": "98874653",
"metadata": {},
"outputs": [
@@ -301,10 +301,10 @@
"output_type": "stream",
"text": [
"[6, 7, 8]\n",
- "145 ns ± 6.71 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)\n",
+ "172 ns ± 55.2 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)\n",
"[24333339, 24333340, 24333341]\n",
"[6, 7, 8]\n",
- "85.6 ns ± 1.23 ns per loop (mean ± std. dev. of 7 runs, 10,000,000 loops each)\n",
+ "84.7 ns ± 3.38 ns per loop (mean ± std. dev. of 7 runs, 10,000,000 loops each)\n",
"[3, 4, 5]\n",
"0 3\n",
"1 4\n",
@@ -332,7 +332,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 84,
"id": "fd4a92a4",
"metadata": {},
"outputs": [
@@ -394,7 +394,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 85,
"id": "02221362",
"metadata": {},
"outputs": [
@@ -464,7 +464,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 86,
"id": "dc035fc6",
"metadata": {},
"outputs": [
@@ -536,7 +536,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 87,
"id": "fb8a02fc",
"metadata": {},
"outputs": [
@@ -544,14 +544,14 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "1 0.561842\n",
- "2 2.129843\n",
- "3 0.647227\n",
- "5 -0.043848\n",
- "dtype: float64 1 -0.287386\n",
- "2 0.169554\n",
- "3 -0.165165\n",
- "4 -0.231772\n",
+ "1 0.637553\n",
+ "2 1.280335\n",
+ "3 -0.488665\n",
+ "5 1.361516\n",
+ "dtype: float64 1 -0.631333\n",
+ "2 -0.312044\n",
+ "3 -0.909777\n",
+ "4 -0.493984\n",
"dtype: float64\n"
]
}
@@ -576,7 +576,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 88,
"id": "c414f7ab",
"metadata": {},
"outputs": [
@@ -585,11 +585,11 @@
"output_type": "stream",
"text": [
" s t\n",
- "1 0.561842 -0.287386\n",
- "2 2.129843 0.169554\n",
- "3 0.647227 -0.165165\n",
- "4 NaN -0.231772\n",
- "5 -0.043848 NaN\n"
+ "1 0.637553 -0.631333\n",
+ "2 1.280335 -0.312044\n",
+ "3 -0.488665 -0.909777\n",
+ "4 NaN -0.493984\n",
+ "5 1.361516 NaN\n"
]
}
],
@@ -615,7 +615,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 89,
"id": "d385358c",
"metadata": {},
"outputs": [
@@ -624,11 +624,11 @@
"output_type": "stream",
"text": [
" s t SUM\n",
- "1 0.561842 -0.287386 0.274456\n",
- "2 2.129843 0.169554 2.299398\n",
- "3 0.647227 -0.165165 0.482062\n",
- "4 NaN -0.231772 NaN\n",
- "5 -0.043848 NaN NaN\n"
+ "1 0.637553 -0.631333 0.006220\n",
+ "2 1.280335 -0.312044 0.968291\n",
+ "3 -0.488665 -0.909777 -1.398441\n",
+ "4 NaN -0.493984 NaN\n",
+ "5 1.361516 NaN NaN\n"
]
}
],
@@ -649,7 +649,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 90,
"id": "004ea932",
"metadata": {},
"outputs": [
@@ -657,7 +657,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "1.0186386894038302\n"
+ "-0.14131029153083904\n"
]
}
],
@@ -698,7 +698,7 @@
},
{
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- "execution_count": 17,
+ "execution_count": 91,
"id": "90c3ce0c",
"metadata": {},
"outputs": [
@@ -706,48 +706,69 @@
"name": "stdout",
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+ " 5.84654224e-02 -7.88074809e-01]\n",
"250\n"
]
}
@@ -764,7 +785,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 92,
"id": "756550e8",
"metadata": {},
"outputs": [
@@ -772,17 +793,17 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "2012-01-01 1.095684\n",
- "2012-01-02 -0.431009\n",
- "2012-01-03 1.271627\n",
- "2012-01-04 2.243584\n",
- "2012-01-05 1.241472\n",
+ "2012-01-01 -0.976660\n",
+ "2012-01-02 -0.172139\n",
+ "2012-01-03 -0.645412\n",
+ "2012-01-04 0.643526\n",
+ "2012-01-05 -0.022172\n",
" ... \n",
- "2012-09-02 -0.343211\n",
- "2012-09-03 -0.077059\n",
- "2012-09-04 0.473991\n",
- "2012-09-05 -0.872148\n",
- "2012-09-06 1.568474\n",
+ "2012-09-02 -1.296994\n",
+ "2012-09-03 0.845635\n",
+ "2012-09-04 -0.497421\n",
+ "2012-09-05 0.058465\n",
+ "2012-09-06 -0.788075\n",
"Freq: D, Length: 250, dtype: float64\n"
]
}
@@ -796,7 +817,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 93,
"id": "91f53912",
"metadata": {},
"outputs": [
@@ -846,7 +867,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 94,
"id": "97d58527",
"metadata": {},
"outputs": [],
@@ -870,7 +891,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 95,
"id": "c9597b48",
"metadata": {},
"outputs": [],
@@ -897,7 +918,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 96,
"id": "8051b5f4",
"metadata": {},
"outputs": [],
@@ -916,7 +937,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 97,
"id": "14b2a9c7",
"metadata": {},
"outputs": [
@@ -1015,7 +1036,7 @@
"type": "float"
}
],
- "ref": "b0658b94-b462-4d77-ade8-8c731108b506",
+ "ref": "3830f8e9-ad12-4096-9213-f4e0a26ccabb",
"rows": [
[
"0",
@@ -1296,7 +1317,7 @@
"4 (66,74] [10000;15000[ 0 0.0 1.000000 "
]
},
- "execution_count": 23,
+ "execution_count": 97,
"metadata": {},
"output_type": "execute_result"
}
@@ -1308,7 +1329,7 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 98,
"id": "e85ee86b",
"metadata": {},
"outputs": [
@@ -1407,7 +1428,7 @@
"type": "float"
}
],
- "ref": "6a9bedeb-9f01-4ede-82c6-82829114ee34",
+ "ref": "41dd285e-24c0-4c17-a118-8caae9549c21",
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@@ -1695,7 +1716,7 @@
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+ "fig.update_layout(title=\"Distribution des coûts des sinistres\")\n",
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},
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@@ -80955,7 +81824,7 @@
},
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+ "execution_count": 117,
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@@ -81335,7 +82204,7 @@
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@@ -81350,7 +82219,7 @@
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@@ -81367,7 +82236,7 @@
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@@ -81381,7 +82250,7 @@
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@@ -81761,7 +82630,7 @@
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@@ -81797,7 +82666,7 @@
},
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+ "execution_count": 121,
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@@ -81815,7 +82684,7 @@
},
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- "execution_count": 54,
+ "execution_count": 122,
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@@ -81833,7 +82702,7 @@
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+ "execution_count": 123,
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@@ -81861,7 +82730,7 @@
},
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+ "execution_count": 124,
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@@ -81898,7 +82767,7 @@
},
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+ "execution_count": 134,
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@@ -82773,7 +83642,7 @@
},
{
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- "execution_count": 64,
+ "execution_count": 135,
"id": "1b7e6ff4",
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@@ -82787,14 +83656,11 @@
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FREQ=%{y}",
"legendgroup": "",
- "line": {
- "color": "#636efa",
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},
- "mode": "lines",
+ "mode": "markers",
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"orientation": "v",
"showlegend": false,
@@ -83632,7 +84498,7 @@
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"freq_by_genre['FREQ'] = freq_by_genre['FREQ'].fillna(0)\n",
"\n",
- "fig = px.line(freq_by_genre, x='GENRE', y='FREQ',\n",
+ "fig = px.scatter(freq_by_genre, x='GENRE', y='FREQ',\n",
" title='Fréquence de sinistres en fonction du genre du conducteur')\n",
"fig.update_xaxes(title='Genre du conducteur principal')\n",
"fig.update_yaxes(title='Fréquence')\n",
@@ -83649,7 +84515,7 @@
},
{
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- "execution_count": 65,
+ "execution_count": 127,
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@@ -84540,7 +85406,7 @@
},
{
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- "execution_count": 66,
+ "execution_count": 136,
"id": "2185245a",
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"outputs": [
@@ -84554,14 +85420,11 @@
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FREQ=%{y}",
"legendgroup": "",
- "line": {
- "color": "#636efa",
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- "mode": "lines",
+ "mode": "markers",
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@@ -85399,7 +86262,7 @@
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"freq_by_carburant['FREQ'] = freq_by_carburant['FREQ'].fillna(0)\n",
"\n",
- "fig = px.line(freq_by_carburant, x='ENERGIE', y='FREQ',\n",
+ "fig = px.scatter(freq_by_carburant, x='ENERGIE', y='FREQ',\n",
" title='Fréquence de sinistres en fonction du carburant du véhicule')\n",
"fig.update_xaxes(title='Carburant du véhicule')\n",
"fig.update_yaxes(title='Fréquence')\n",
@@ -85416,7 +86279,7 @@
},
{
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- "execution_count": 67,
+ "execution_count": 129,
"id": "2e2486e5",
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@@ -86296,7 +87159,7 @@
},
{
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+ "execution_count": 130,
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+ "execution_count": 131,
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+ "outputs": [
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+ "ticks": ""
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+ "bgcolor": "#E5ECF6",
+ "caxis": {
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+ "linecolor": "white",
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+ "title": {
+ "x": 0.05
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+ "xaxis": {
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+ "zerolinecolor": "white",
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+ "title": {
+ "text": "Fréquence de sinistres en fonction de l'ancienneté du contrat"
+ },
+ "xaxis": {
+ "anchor": "y",
+ "domain": [
+ 0,
+ 1
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+ "title": {
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+ "yaxis": {
+ "anchor": "x",
+ "domain": [
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+ "title": {
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"source": [
"#Ecrivez votre code ici\n",
"freq_by_age = data_retraitee.groupby('CONTRAT_ANCIENNETE').agg({\n",
@@ -87205,7 +88915,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 132,
"id": "9f19cc0d",
"metadata": {},
"outputs": [],