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 0f4c486..94de13d 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": 2,
+ "execution_count": 64,
"id": "e5631491",
"metadata": {},
"outputs": [
@@ -71,7 +71,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 65,
"id": "b8acd836",
"metadata": {},
"outputs": [
@@ -107,7 +107,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 66,
"id": "acc09d5e",
"metadata": {},
"outputs": [
@@ -130,7 +130,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 67,
"id": "8590bf3a",
"metadata": {},
"outputs": [
@@ -149,7 +149,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 68,
"id": "20165055",
"metadata": {},
"outputs": [
@@ -159,7 +159,7 @@
"4"
]
},
- "execution_count": 6,
+ "execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
@@ -178,7 +178,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 69,
"id": "4028380e",
"metadata": {},
"outputs": [
@@ -205,7 +205,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 70,
"id": "f2ab3b16",
"metadata": {},
"outputs": [
@@ -237,7 +237,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 71,
"id": "817fddfd",
"metadata": {},
"outputs": [
@@ -292,7 +292,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 72,
"id": "98874653",
"metadata": {},
"outputs": [
@@ -301,10 +301,10 @@
"output_type": "stream",
"text": [
"[6, 7, 8]\n",
- "132 ns ± 1.59 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)\n",
+ "159 ns ± 37 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)\n",
"[24333339, 24333340, 24333341]\n",
"[6, 7, 8]\n",
- "84.1 ns ± 2.37 ns per loop (mean ± std. dev. of 7 runs, 10,000,000 loops each)\n",
+ "81.5 ns ± 2.51 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": 11,
+ "execution_count": 73,
"id": "fd4a92a4",
"metadata": {},
"outputs": [
@@ -394,7 +394,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 74,
"id": "02221362",
"metadata": {},
"outputs": [
@@ -464,7 +464,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 75,
"id": "dc035fc6",
"metadata": {},
"outputs": [
@@ -536,7 +536,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 76,
"id": "fb8a02fc",
"metadata": {},
"outputs": [
@@ -544,14 +544,14 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "1 0.053135\n",
- "2 0.538664\n",
- "3 0.576006\n",
- "5 -0.694670\n",
- "dtype: float64 1 1.683220\n",
- "2 0.271148\n",
- "3 1.446795\n",
- "4 -0.840798\n",
+ "1 0.243129\n",
+ "2 0.120497\n",
+ "3 0.661678\n",
+ "5 0.431023\n",
+ "dtype: float64 1 -1.877149\n",
+ "2 1.084410\n",
+ "3 -1.401333\n",
+ "4 2.323768\n",
"dtype: float64\n"
]
}
@@ -576,7 +576,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 77,
"id": "c414f7ab",
"metadata": {},
"outputs": [
@@ -585,11 +585,11 @@
"output_type": "stream",
"text": [
" s t\n",
- "1 0.053135 1.683220\n",
- "2 0.538664 0.271148\n",
- "3 0.576006 1.446795\n",
- "4 NaN -0.840798\n",
- "5 -0.694670 NaN\n"
+ "1 0.243129 -1.877149\n",
+ "2 0.120497 1.084410\n",
+ "3 0.661678 -1.401333\n",
+ "4 NaN 2.323768\n",
+ "5 0.431023 NaN\n"
]
}
],
@@ -615,7 +615,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 78,
"id": "d385358c",
"metadata": {},
"outputs": [
@@ -624,11 +624,11 @@
"output_type": "stream",
"text": [
" s t SUM\n",
- "1 0.053135 1.683220 1.736354\n",
- "2 0.538664 0.271148 0.809813\n",
- "3 0.576006 1.446795 2.022801\n",
- "4 NaN -0.840798 NaN\n",
- "5 -0.694670 NaN NaN\n"
+ "1 0.243129 -1.877149 -1.634020\n",
+ "2 0.120497 1.084410 1.204908\n",
+ "3 0.661678 -1.401333 -0.739655\n",
+ "4 NaN 2.323768 NaN\n",
+ "5 0.431023 NaN NaN\n"
]
}
],
@@ -649,7 +649,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 79,
"id": "004ea932",
"metadata": {},
"outputs": [
@@ -657,7 +657,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "1.5229892450910516\n"
+ "-0.389589093728373\n"
]
}
],
@@ -698,7 +698,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 80,
"id": "90c3ce0c",
"metadata": {},
"outputs": [
@@ -706,48 +706,69 @@
"name": "stdout",
"output_type": "stream",
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+ " 1.32871537e+00 2.67734602e-01]\n",
"250\n"
]
}
@@ -764,7 +785,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 81,
"id": "756550e8",
"metadata": {},
"outputs": [
@@ -772,17 +793,17 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "2012-01-01 1.268506\n",
- "2012-01-02 -0.536020\n",
- "2012-01-03 1.182372\n",
- "2012-01-04 0.886451\n",
- "2012-01-05 -0.033979\n",
+ "2012-01-01 0.549724\n",
+ "2012-01-02 -1.310824\n",
+ "2012-01-03 -0.622760\n",
+ "2012-01-04 -0.262950\n",
+ "2012-01-05 0.457883\n",
" ... \n",
- "2012-09-02 -0.478561\n",
- "2012-09-03 0.962564\n",
- "2012-09-04 0.094483\n",
- "2012-09-05 1.257779\n",
- "2012-09-06 -0.509593\n",
+ "2012-09-02 -0.482122\n",
+ "2012-09-03 0.406569\n",
+ "2012-09-04 0.252543\n",
+ "2012-09-05 1.328715\n",
+ "2012-09-06 0.267735\n",
"Freq: D, Length: 250, dtype: float64\n"
]
}
@@ -796,7 +817,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 82,
"id": "91f53912",
"metadata": {},
"outputs": [
@@ -846,7 +867,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 83,
"id": "97d58527",
"metadata": {},
"outputs": [],
@@ -870,7 +891,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 84,
"id": "c9597b48",
"metadata": {},
"outputs": [],
@@ -897,7 +918,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 85,
"id": "8051b5f4",
"metadata": {},
"outputs": [],
@@ -916,7 +937,7 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 86,
"id": "14b2a9c7",
"metadata": {},
"outputs": [
@@ -1015,7 +1036,7 @@
"type": "float"
}
],
- "ref": "8001c653-5ab9-4e1f-a56c-771a96ae9787",
+ "ref": "e6f40b4a-5d49-4980-809e-e8d5f3af0389",
"rows": [
[
"0",
@@ -1296,7 +1317,7 @@
"4 (66,74] [10000;15000[ 0 0.0 1.000000 "
]
},
- "execution_count": 24,
+ "execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
@@ -1308,7 +1329,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 87,
"id": "e85ee86b",
"metadata": {},
"outputs": [
@@ -1407,7 +1428,7 @@
"type": "float"
}
],
- "ref": "464a2410-edf8-4e9f-953b-5b162bdeba65",
+ "ref": "c81a4158-60cd-44bd-b3c0-efedfd7c893d",
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+ 1,
+ "#f0f921"
+ ]
+ ]
+ },
+ "colorway": [
+ "#636efa",
+ "#EF553B",
+ "#00cc96",
+ "#ab63fa",
+ "#FFA15A",
+ "#19d3f3",
+ "#FF6692",
+ "#B6E880",
+ "#FF97FF",
+ "#FECB52"
+ ],
+ "font": {
+ "color": "#2a3f5f"
+ },
+ "geo": {
+ "bgcolor": "white",
+ "lakecolor": "white",
+ "landcolor": "#E5ECF6",
+ "showlakes": true,
+ "showland": true,
+ "subunitcolor": "white"
+ },
+ "hoverlabel": {
+ "align": "left"
+ },
+ "hovermode": "closest",
+ "mapbox": {
+ "style": "light"
+ },
+ "paper_bgcolor": "white",
+ "plot_bgcolor": "#E5ECF6",
+ "polar": {
+ "angularaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "radialaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "scene": {
+ "xaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "yaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ },
+ "zaxis": {
+ "backgroundcolor": "#E5ECF6",
+ "gridcolor": "white",
+ "gridwidth": 2,
+ "linecolor": "white",
+ "showbackground": true,
+ "ticks": "",
+ "zerolinecolor": "white"
+ }
+ },
+ "shapedefaults": {
+ "line": {
+ "color": "#2a3f5f"
+ }
+ },
+ "ternary": {
+ "aaxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "baxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ },
+ "bgcolor": "#E5ECF6",
+ "caxis": {
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": ""
+ }
+ },
+ "title": {
+ "x": 0.05
+ },
+ "xaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ },
+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ }
+ }
+ },
+ "title": {
+ "text": "Fréquence de sinistres en fonction de la zone du risque du conducteur"
+ },
+ "xaxis": {
+ "anchor": "y",
+ "domain": [
+ 0,
+ 1
+ ],
+ "title": {
+ "text": "Zone du risque du conducteur principal"
+ }
+ },
+ "yaxis": {
+ "anchor": "x",
+ "domain": [
+ 0,
+ 1
+ ],
+ "title": {
+ "text": "Fréquence"
+ }
+ }
+ }
+ }
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"#Ecrivez votre code ici\n",
"freq_by_age = data_retraitee.groupby('ZONE_RISQUE').agg({\n",
@@ -85447,7 +86328,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 118,
"id": "2e2486e5",
"metadata": {},
"outputs": [],
@@ -85465,7 +86346,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 119,
"id": "63b97150",
"metadata": {},
"outputs": [],
@@ -85483,7 +86364,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 120,
"id": "d1506c6c",
"metadata": {},
"outputs": [],
@@ -85501,7 +86382,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 121,
"id": "9f19cc0d",
"metadata": {},
"outputs": [],