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 e1ebbae..1fb4b57 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": 1, "id": "e5631491", "metadata": {}, "outputs": [ @@ -71,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "b8acd836", "metadata": {}, "outputs": [ @@ -107,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "acc09d5e", "metadata": {}, "outputs": [ @@ -130,7 +130,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "8590bf3a", "metadata": {}, "outputs": [ @@ -149,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "20165055", "metadata": {}, "outputs": [ @@ -159,7 +159,7 @@ "4" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -178,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "4028380e", "metadata": {}, "outputs": [ @@ -205,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "f2ab3b16", "metadata": {}, "outputs": [ @@ -237,7 +237,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "817fddfd", "metadata": {}, "outputs": [ @@ -292,7 +292,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "98874653", "metadata": {}, "outputs": [ @@ -301,10 +301,10 @@ "output_type": "stream", "text": [ "[6, 7, 8]\n", - "142 ns ± 11.3 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)\n", + "145 ns ± 6.71 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)\n", "[24333339, 24333340, 24333341]\n", "[6, 7, 8]\n", - "83.2 ns ± 2.36 ns per loop (mean ± std. dev. of 7 runs, 10,000,000 loops each)\n", + "85.6 ns ± 1.23 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": 10, "id": "fd4a92a4", "metadata": {}, "outputs": [ @@ -394,7 +394,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "02221362", "metadata": {}, "outputs": [ @@ -464,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "dc035fc6", "metadata": {}, "outputs": [ @@ -536,7 +536,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "fb8a02fc", "metadata": {}, "outputs": [ @@ -544,14 +544,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "1 -0.438450\n", - "2 -1.208483\n", - "3 0.448063\n", - "5 -0.262394\n", - "dtype: float64 1 0.841306\n", - "2 2.140871\n", - "3 -1.221346\n", - "4 0.352957\n", + "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", "dtype: float64\n" ] } @@ -576,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "c414f7ab", "metadata": {}, "outputs": [ @@ -585,11 +585,11 @@ "output_type": "stream", "text": [ " s t\n", - "1 -0.438450 0.841306\n", - "2 -1.208483 2.140871\n", - "3 0.448063 -1.221346\n", - "4 NaN 0.352957\n", - "5 -0.262394 NaN\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" ] } ], @@ -615,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "d385358c", "metadata": {}, "outputs": [ @@ -624,11 +624,11 @@ "output_type": "stream", "text": [ " s t SUM\n", - "1 -0.438450 0.841306 0.402856\n", - "2 -1.208483 2.140871 0.932388\n", - "3 0.448063 -1.221346 -0.773283\n", - "4 NaN 0.352957 NaN\n", - "5 -0.262394 NaN NaN\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" ] } ], @@ -649,7 +649,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "id": "004ea932", "metadata": {}, "outputs": [ @@ -657,7 +657,7 @@ "name": "stdout", "output_type": "stream", "text": [ - 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"execution_count": 19, + "execution_count": 18, "id": "756550e8", "metadata": {}, "outputs": [ @@ -772,17 +772,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "2012-01-01 -0.287739\n", - "2012-01-02 -0.196084\n", - "2012-01-03 -1.717936\n", - "2012-01-04 0.461295\n", - "2012-01-05 0.551572\n", + "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", " ... \n", - "2012-09-02 -1.458116\n", - "2012-09-03 2.157558\n", - "2012-09-04 0.089243\n", - "2012-09-05 -0.373780\n", - "2012-09-06 -0.356598\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", "Freq: D, Length: 250, dtype: float64\n" ] } @@ -796,7 +796,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "id": "91f53912", "metadata": {}, "outputs": [ @@ -846,7 +846,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "id": "97d58527", "metadata": {}, "outputs": [], @@ -870,7 +870,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "id": "c9597b48", "metadata": {}, "outputs": [], @@ -897,7 +897,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "id": "8051b5f4", "metadata": {}, "outputs": [], @@ -916,7 +916,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "id": "14b2a9c7", "metadata": {}, "outputs": [ @@ -1015,7 +1015,7 @@ "type": "float" } ], - "ref": "a994954a-8a4a-426c-9081-10156ac92c07", + "ref": "b0658b94-b462-4d77-ade8-8c731108b506", "rows": [ [ "0", @@ -1296,7 +1296,7 @@ "4 (66,74] [10000;15000[ 0 0.0 1.000000 " ] }, - "execution_count": 24, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -1308,7 +1308,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "id": "e85ee86b", "metadata": {}, "outputs": [ @@ -1407,7 +1407,7 @@ "type": "float" } ], - "ref": "3f9d9cab-f45b-4754-b84f-3970f98c3cc8", + "ref": "6a9bedeb-9f01-4ede-82c6-82829114ee34", "rows": [ [ "14259", @@ -1695,7 +1695,7 @@ "14263 0.142466 " ] }, - "execution_count": 25, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1707,7 +1707,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "id": "dbdd334a", "metadata": {}, "outputs": [ @@ -1806,7 +1806,7 @@ "type": "float" } ], - "ref": "5a0fe66e-6b0e-4348-b8f4-092da2d1592f", + "ref": "b159dfeb-68b1-409e-bdc3-906a116b6f57", "rows": [ [ "count", @@ -2364,7 +2364,7 @@ "max 83421.850000 1.000000 " ] }, - "execution_count": 26, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -2376,7 +2376,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "id": "6a32bf11", "metadata": {}, "outputs": [ @@ -2386,7 +2386,7 @@ "(14264, 17)" ] }, - "execution_count": 27, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -2398,7 +2398,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "id": "0e30e0ac", "metadata": {}, "outputs": [ @@ -2413,7 +2413,7 @@ " dtype='object')" ] }, - "execution_count": 28, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -2425,7 +2425,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "id": "1ca6278f", "metadata": {}, "outputs": [ @@ -2444,7 +2444,7 @@ "type": "unknown" } ], - "ref": "3dae3a1a-f38b-47f9-a4a7-98ef9e3b6c52", + "ref": "0d0ff900-2af4-4099-bc8a-566cd9921b83", "rows": [ [ "ANNEE_CTR", @@ -2541,7 +2541,7 @@ "dtype: object" ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -2562,7 +2562,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "id": "184234b2", "metadata": {}, "outputs": [ @@ -2603,7 +2603,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "id": "74e39ca9", "metadata": {}, "outputs": [ @@ -2645,7 +2645,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "id": "0be945ad", "metadata": {}, "outputs": [ @@ -3507,7 +3507,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "id": "762adc47", "metadata": {}, "outputs": [ @@ -18624,7 +18624,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "id": "bb7eaef1", "metadata": {}, "outputs": [ @@ -33741,7 +33741,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "id": "01231a32", "metadata": {}, "outputs": [ @@ -48858,7 +48858,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "id": "1535eec5", "metadata": {}, "outputs": [ @@ -63975,7 +63975,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "id": "71dfb629", "metadata": {}, "outputs": [ @@ -64830,7 +64830,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "id": "27489ee0", "metadata": {}, "outputs": [ @@ -79955,7 +79955,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "id": "e833f992", "metadata": {}, "outputs": [ @@ -79989,7 +79989,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "id": "a5fd2159", "metadata": {}, "outputs": [], @@ -80004,7 +80004,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "id": "7c73dd35", "metadata": {}, "outputs": [], @@ -80017,7 +80017,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "id": "50b1c279", "metadata": {}, "outputs": [ @@ -80955,33 +80955,402 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 49, "id": "efd61bfc", "metadata": {}, "outputs": [ { - "ename": "TypeError", - "evalue": "DataFrame.dropna() got an unexpected keyword argument 'columns'", - "output_type": "error", - "traceback": [ - "\u001b[31m---------------------------------------------------------------------------\u001b[39m", - "\u001b[31mTypeError\u001b[39m Traceback (most recent call last)", - "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[44]\u001b[39m\u001b[32m, line 4\u001b[39m\n\u001b[32m 1\u001b[39m data_retraitee = data_set\n\u001b[32m 3\u001b[39m \u001b[38;5;66;03m# Option 1 : pour la variable \"PUISSANCE_VEHICULE\"\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m4\u001b[39m data_retraitee = \u001b[43mdata_retraitee\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdropna\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcolumns\u001b[49m\u001b[43m=\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mPUISSANCE_VEHICULE\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 5\u001b[39m data_retraitee.head()\n", - "\u001b[31mTypeError\u001b[39m: DataFrame.dropna() got an unexpected keyword argument 'columns'" - ] + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "ANNEE_CTR", + "rawType": "int64", + "type": "integer" + }, + { + "name": "CONTRAT_ANCIENNETE", + "rawType": "object", + "type": "string" + }, + { + "name": "FREQUENCE_PAIEMENT_COTISATION", + "rawType": "object", + "type": "string" + }, + { + "name": "GROUPE_KM", + "rawType": "object", + "type": "string" + }, + { + "name": "ZONE_RISQUE", + "rawType": "object", + "type": "string" + }, + { + "name": "AGE_ASSURE_PRINCIPAL", + "rawType": "int64", + "type": "integer" + }, + { + "name": "GENRE", + "rawType": "object", + "type": "unknown" + }, + { + "name": "DEUXIEME_CONDUCTEUR", + "rawType": "object", + "type": "unknown" + }, + { + "name": "ANCIENNETE_PERMIS", + "rawType": "int64", + "type": "integer" + }, + { + "name": "ANNEE_CONSTRUCTION", + "rawType": "float64", + "type": "float" + }, + { + "name": "ENERGIE", + "rawType": "object", + "type": "string" + }, + { + "name": "EQUIPEMENT_SECURITE", + "rawType": "object", + "type": "string" + }, + { + "name": "PUISSANCE_VEHICULE", + "rawType": "object", + "type": "unknown" + }, + { + "name": "VALEUR_DU_BIEN", + "rawType": "object", + "type": "string" + }, + { + "name": "NB", + "rawType": "int64", + "type": "integer" + }, + { + "name": "CHARGE", + "rawType": "float64", + "type": "float" + }, + { + "name": "EXPO", + "rawType": "float64", + "type": "float" + } + ], + "ref": "41cb9e0d-1f4a-4554-a363-5e9718f2546e", + "rows": [ + [ + "0", + "2019", + "(-1,0]", + "ANNUEL", + "[20000;40000[", + "B", + "54", + "M", + "False", + "47", + "2016.0", + "ESSENCE", + "FAUX", + null, + "[10000;15000[", + "0", + "0.0", + "0.672131147540984" + ], + [ + "1", + "2019", + "(-1,0]", + "ANNUEL", + "[20000;40000[", + "B", + "88", + "F", + "True", + "55", + "2018.0", + "DIESEL", + "VRAI", + "(85,96]", + "[20000;25000[", + "0", + "0.0", + "0.631147540983607" + ], + [ + "2", + "2021", + "(1,2]", + "ANNUEL", + "[0;20000[", + "D", + "35", + "F", + "True", + "16", + "2017.0", + "ESSENCE", + "FAUX", + "(74,80]", + "[15000;20000[", + "0", + "0.0", + "0.821917808219178" + ], + [ + "3", + "2021", + "(2,5]", + "ANNUEL", + "[0;20000[", + "C", + "46", + null, + "False", + "44", + "2018.0", + "ESSENCE", + "VRAI", + "(120,596]", + "[35000;99999[", + "0", + "0.0", + "0.832876712328767" + ], + [ + "4", + "2018", + "(2,5]", + "MENSUEL", + "[20000;40000[", + "A", + "46", + "F", + "False", + "31", + "2009.0", + "DIESEL", + "FAUX", + "(66,74]", + "[10000;15000[", + "0", + "0.0", + "1.0" + ] + ], + "shape": { + "columns": 17, + "rows": 5 + } + }, + "text/html": [ + "
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ANNEE_CTRCONTRAT_ANCIENNETEFREQUENCE_PAIEMENT_COTISATIONGROUPE_KMZONE_RISQUEAGE_ASSURE_PRINCIPALGENREDEUXIEME_CONDUCTEURANCIENNETE_PERMISANNEE_CONSTRUCTIONENERGIEEQUIPEMENT_SECURITEPUISSANCE_VEHICULEVALEUR_DU_BIENNBCHARGEEXPO
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" + ], + "text/plain": [ + " ANNEE_CTR CONTRAT_ANCIENNETE FREQUENCE_PAIEMENT_COTISATION GROUPE_KM \\\n", + "0 2019 (-1,0] ANNUEL [20000;40000[ \n", + "1 2019 (-1,0] ANNUEL [20000;40000[ \n", + "2 2021 (1,2] ANNUEL [0;20000[ \n", + "3 2021 (2,5] ANNUEL [0;20000[ \n", + "4 2018 (2,5] MENSUEL [20000;40000[ \n", + "\n", + " ZONE_RISQUE AGE_ASSURE_PRINCIPAL GENRE DEUXIEME_CONDUCTEUR \\\n", + "0 B 54 M False \n", + "1 B 88 F True \n", + "2 D 35 F True \n", + "3 C 46 NaN False \n", + "4 A 46 F False \n", + "\n", + " ANCIENNETE_PERMIS ANNEE_CONSTRUCTION ENERGIE EQUIPEMENT_SECURITE \\\n", + "0 47 2016.0 ESSENCE FAUX \n", + "1 55 2018.0 DIESEL VRAI \n", + "2 16 2017.0 ESSENCE FAUX \n", + "3 44 2018.0 ESSENCE VRAI \n", + "4 31 2009.0 DIESEL FAUX \n", + "\n", + " PUISSANCE_VEHICULE VALEUR_DU_BIEN NB CHARGE EXPO \n", + "0 NaN [10000;15000[ 0 0.0 0.672131 \n", + "1 (85,96] [20000;25000[ 0 0.0 0.631148 \n", + "2 (74,80] [15000;20000[ 0 0.0 0.821918 \n", + "3 (120,596] [35000;99999[ 0 0.0 0.832877 \n", + "4 (66,74] [10000;15000[ 0 0.0 1.000000 " + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ "data_retraitee = data_set\n", "\n", "# Option 1 : pour la variable \"PUISSANCE_VEHICULE\"\n", - "data_retraitee = data_retraitee.dropna(columns=['PUISSANCE_VEHICULE'])\n", + "data_retraitee['PUISSANCE_VEHICULE'] = data_retraitee['PUISSANCE_VEHICULE'].dropna()\n", "data_retraitee.head()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "id": "312ff05c", "metadata": {}, "outputs": [], @@ -80998,7 +81367,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, "id": "2f542319", "metadata": {}, "outputs": [], @@ -81012,7 +81381,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "id": "b81a48e0", "metadata": {}, "outputs": [ @@ -81085,6 +81454,11 @@ "rawType": "object", "type": "string" }, + { + "name": "PUISSANCE_VEHICULE", + "rawType": "object", + "type": "unknown" + }, { "name": "VALEUR_DU_BIEN", "rawType": "object", @@ -81106,7 +81480,7 @@ "type": "float" } ], - "ref": "5f3133fa-8ac9-4b19-8e6b-90d4c2816694", + "ref": "7fa47d65-706c-43f7-932f-e79b7b3f3dae", "rows": [ [ "0", @@ -81122,6 +81496,7 @@ "2016.0", "ESSENCE", "FAUX", + null, "[10000;15000[", "0", "0.0", @@ -81141,6 +81516,7 @@ "2018.0", "DIESEL", "VRAI", + "(85,96]", "[20000;25000[", "0", "0.0", @@ -81160,6 +81536,7 @@ "2017.0", "ESSENCE", "FAUX", + "(74,80]", "[15000;20000[", "0", "0.0", @@ -81179,6 +81556,7 @@ "2018.0", "ESSENCE", "VRAI", + "(120,596]", "[35000;99999[", "0", "0.0", @@ -81198,6 +81576,7 @@ "2009.0", "DIESEL", "FAUX", + "(66,74]", "[10000;15000[", "0", "0.0", @@ -81205,7 +81584,7 @@ ] ], "shape": { - "columns": 16, + "columns": 17, "rows": 5 } }, @@ -81240,6 +81619,7 @@ " ANNEE_CONSTRUCTION\n", " ENERGIE\n", " EQUIPEMENT_SECURITE\n", + " PUISSANCE_VEHICULE\n", " VALEUR_DU_BIEN\n", " NB\n", " CHARGE\n", @@ -81261,6 +81641,7 @@ " 2016.0\n", " ESSENCE\n", " FAUX\n", + " NaN\n", " [10000;15000[\n", " 0\n", " 0.0\n", @@ -81280,6 +81661,7 @@ " 2018.0\n", " DIESEL\n", " VRAI\n", + " (85,96]\n", " [20000;25000[\n", " 0\n", " 0.0\n", @@ -81299,6 +81681,7 @@ " 2017.0\n", " ESSENCE\n", " FAUX\n", + " (74,80]\n", " [15000;20000[\n", " 0\n", " 0.0\n", @@ -81318,6 +81701,7 @@ " 2018.0\n", " ESSENCE\n", " VRAI\n", + " (120,596]\n", " [35000;99999[\n", " 0\n", " 0.0\n", @@ -81337,6 +81721,7 @@ " 2009.0\n", " DIESEL\n", " FAUX\n", + " (66,74]\n", " [10000;15000[\n", " 0\n", " 0.0\n", @@ -81368,15 +81753,15 @@ "3 44 2018.0 ESSENCE VRAI \n", "4 31 2009.0 DIESEL FAUX \n", "\n", - " VALEUR_DU_BIEN NB CHARGE EXPO \n", - "0 [10000;15000[ 0 0.0 0.672131 \n", - "1 [20000;25000[ 0 0.0 0.631148 \n", - "2 [15000;20000[ 0 0.0 0.821918 \n", - "3 [35000;99999[ 0 0.0 0.832877 \n", - "4 [10000;15000[ 0 0.0 1.000000 " + " PUISSANCE_VEHICULE VALEUR_DU_BIEN NB CHARGE EXPO \n", + "0 NaN [10000;15000[ 0 0.0 0.672131 \n", + "1 (85,96] [20000;25000[ 0 0.0 0.631148 \n", + "2 (74,80] [15000;20000[ 0 0.0 0.821918 \n", + "3 (120,596] [35000;99999[ 0 0.0 0.832877 \n", + "4 (66,74] [10000;15000[ 0 0.0 1.000000 " ] }, - "execution_count": 109, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } @@ -81430,7 +81815,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 54, "id": "0b5caf1d", "metadata": {}, "outputs": [], @@ -81448,7 +81833,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 55, "id": "6a0f7afa", "metadata": {}, "outputs": [], @@ -81476,7 +81861,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 56, "id": "c0d7ebf9", "metadata": {}, "outputs": [], @@ -81513,7 +81898,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 57, "id": "d40508d7", "metadata": {}, "outputs": [ @@ -82388,7 +82773,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 64, "id": "1b7e6ff4", "metadata": {}, "outputs": [ @@ -83239,15 +83624,15 @@ ], "source": [ "#Ecrivez votre code ici\n", - "freq_by_age = data_retraitee.groupby('GENRE').agg({\n", + "freq_by_genre = data_retraitee.groupby('GENRE').agg({\n", " 'NB': 'sum',\n", " 'EXPO': 'sum'\n", "}).reset_index()\n", "\n", - "freq_by_age['FREQ'] = freq_by_age['NB'] / freq_by_age['EXPO']\n", - "freq_by_age['FREQ'] = freq_by_age['FREQ'].fillna(0)\n", + "freq_by_genre['FREQ'] = freq_by_genre['NB'] / freq_by_genre['EXPO']\n", + "freq_by_genre['FREQ'] = freq_by_genre['FREQ'].fillna(0)\n", "\n", - "fig = px.line(freq_by_age, x='GENRE', y='FREQ',\n", + "fig = px.line(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", @@ -83264,7 +83649,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 65, "id": "1ac452e1", "metadata": {}, "outputs": [ @@ -84130,15 +84515,15 @@ ], "source": [ "#Ecrivez votre code ici\n", - "freq_by_age = data_retraitee.groupby('ZONE_RISQUE').agg({\n", + "freq_by_zone_risque = data_retraitee.groupby('ZONE_RISQUE').agg({\n", " 'NB': 'sum',\n", " 'EXPO': 'sum'\n", "}).reset_index()\n", "\n", - "freq_by_age['FREQ'] = freq_by_age['NB'] / freq_by_age['EXPO']\n", - "freq_by_age['FREQ'] = freq_by_age['FREQ'].fillna(0)\n", + "freq_by_zone_risque['FREQ'] = freq_by_zone_risque['NB'] / freq_by_zone_risque['EXPO']\n", + "freq_by_zone_risque['FREQ'] = freq_by_zone_risque['FREQ'].fillna(0)\n", "\n", - "fig = px.line(freq_by_age, x='ZONE_RISQUE', y='FREQ',\n", + "fig = px.line(freq_by_zone_risque, x='ZONE_RISQUE', y='FREQ',\n", " title='Fréquence de sinistres en fonction de la zone du risque du conducteur')\n", "fig.update_xaxes(title='Zone du risque du conducteur principal')\n", "fig.update_yaxes(title='Fréquence')\n", @@ -84155,7 +84540,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 66, "id": "2185245a", "metadata": {}, "outputs": [ @@ -84167,7 +84552,7 @@ }, "data": [ { - "hovertemplate": "ZONE_RISQUE=%{x}
FREQ=%{y}", + "hovertemplate": "ENERGIE=%{x}
FREQ=%{y}", "legendgroup": "", "line": { "color": "#636efa", @@ -84182,28 +84567,13 @@ "showlegend": false, "type": "scatter", "x": [ - "A", - "B", - "C", - "D", - "E", - "F", - "G", - "H", - "I", - "Inconnu", - "J", - "K", - "L", - "M", - "R", - "S", - "T", - "X" + "AUTRE", + "DIESEL", + "ESSENCE" ], "xaxis": "x", "y": { - "bdata": "7fsfMSF1Lz/GMPhorzEqP6CNXnecTCs/9h+qj1CmMT8RH5JNZgMjP95qXI+ZnBU/rNRBzalUKD/+84zJ2d4zP04cFEbgvzI/GmcBNp9xZj+6JAR/Ew87P95+F6UZkS4/P3VB4ilHMj8RJoGVljVQPwAAAAAAAAAAAAAAAAAAAACqGA56SYc1PwAAAAAAAAAA", + "bdata": "ySlPY2D2Ez+3ML0uO+ItPwQfYFgMPSw/", "dtype": "f8" }, "yaxis": "y" @@ -84990,7 +85360,7 @@ } }, "title": { - "text": "Fréquence de sinistres en fonction de la zone du risque du conducteur" + "text": "Fréquence de sinistres en fonction du carburant du véhicule" }, "xaxis": { "anchor": "y", @@ -84999,7 +85369,7 @@ 1 ], "title": { - "text": "Zone du risque du conducteur principal" + "text": "Carburant du véhicule" } }, "yaxis": { @@ -85021,17 +85391,17 @@ ], "source": [ "#Ecrivez votre code ici\n", - "freq_by_age = data_retraitee.groupby('ZONE_RISQUE').agg({\n", + "freq_by_carburant = data_retraitee.groupby('ENERGIE').agg({\n", " 'NB': 'sum',\n", " 'EXPO': 'sum'\n", "}).reset_index()\n", "\n", - "freq_by_age['FREQ'] = freq_by_age['NB'] / freq_by_age['EXPO']\n", - "freq_by_age['FREQ'] = freq_by_age['FREQ'].fillna(0)\n", + "freq_by_carburant['FREQ'] = freq_by_carburant['NB'] / freq_by_carburant['EXPO']\n", + "freq_by_carburant['FREQ'] = freq_by_carburant['FREQ'].fillna(0)\n", "\n", - "fig = px.line(freq_by_age, x='ZONE_RISQUE', y='FREQ',\n", - " title='Fréquence de sinistres en fonction de la zone du risque du conducteur')\n", - "fig.update_xaxes(title='Zone du risque du conducteur principal')\n", + "fig = px.line(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", "fig.show()" ] @@ -85046,12 +85416,874 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 67, "id": "2e2486e5", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "VALEUR_DU_BIEN=%{x}
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"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 l'ancienneté du contrat" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Ancienneté du contrat" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Fréquence" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "#Ecrivez votre code ici" + "#Ecrivez votre code ici\n", + "freq_by_anciennete = data_retraitee.groupby('CONTRAT_ANCIENNETE').agg({\n", + " 'NB': 'sum',\n", + " 'EXPO': 'sum'\n", + "}).reset_index()\n", + "\n", + "freq_by_anciennete['FREQ'] = freq_by_anciennete['NB'] / freq_by_anciennete['EXPO']\n", + "freq_by_anciennete['FREQ'] = freq_by_anciennete['FREQ'].fillna(0)\n", + "\n", + "fig = px.line(freq_by_anciennete, x='CONTRAT_ANCIENNETE', y='FREQ',\n", + " title='Fréquence de sinistres en fonction de l\\'ancienneté du contrat')\n", + "fig.update_xaxes(title='Ancienneté du contrat')\n", + "fig.update_yaxes(title='Fréquence')\n", + "fig.show()" ] }, { @@ -85087,7 +87179,20 @@ "metadata": {}, "outputs": [], "source": [ - "#Ecrivez votre code ici" + "#Ecrivez votre code ici\n", + "freq_by_age = data_retraitee.groupby('CONTRAT_ANCIENNETE').agg({\n", + " 'NB': 'sum',\n", + " 'EXPO': 'sum'\n", + "}).reset_index()\n", + "\n", + "freq_by_age['FREQ'] = freq_by_age['NB'] / freq_by_age['EXPO']\n", + "freq_by_age['FREQ'] = freq_by_age['FREQ'].fillna(0)\n", + "\n", + "fig = px.line(freq_by_age, x='CONTRAT_ANCIENNETE', y='FREQ',\n", + " title='Fréquence de sinistres en fonction de l\\'ancienneté du contrat')\n", + "fig.update_xaxes(title='Ancienneté du contrat')\n", + "fig.update_yaxes(title='Fréquence')\n", + "fig.show()" ] }, { diff --git a/M2/Machine Learning/TP_1/2_outputs/base_retraitee.csv b/M2/Machine Learning/TP_1/2_outputs/base_retraitee.csv index 6d6c2c7..5693ee1 100644 --- a/M2/Machine Learning/TP_1/2_outputs/base_retraitee.csv +++ b/M2/Machine Learning/TP_1/2_outputs/base_retraitee.csv @@ -1,14265 +1,14265 @@ 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{}, + "source": [ + "## Préambule" + ] + }, + { + "cell_type": "markdown", + "id": "ec7ecb4b", + "metadata": {}, + "source": [ + "Les objectifs de cette séance (3h) sont :\n", + "* Mettre en application un modèle non-supervisé (K-means et C.A.H)" + ] + }, + { + "cell_type": "markdown", + "id": "4e99c600", + "metadata": {}, + "source": [ + "## Préparation du workspace" + ] + }, + { + "cell_type": "markdown", + "id": "c1b01045", + "metadata": {}, + "source": [ + "### Import de librairies " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "97d58527", + "metadata": {}, + "outputs": [], + "source": [ + "# Données\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "#Graphiques \n", + "import seaborn as sns\n", + "sns.set()\n", + "import plotly.express as px\n", + "import plotly.graph_objects as gp\n", + "\n", + "#Statistiques\n", + "from scipy.stats import chi2_contingency\n", + "\n", + "# Machine Learning\n", + "from sklearn.cluster import KMeans\n", + "import matplotlib.pyplot as plt\n", + "from scipy.cluster.hierarchy import dendrogram, linkage\n", + "from sklearn.cluster import AgglomerativeClustering" + ] + }, + { + "cell_type": "markdown", + "id": "985e4e97", + "metadata": {}, + "source": [ + "### Constantes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c9597b48", + "metadata": {}, + "outputs": [], + "source": [ + "input_path = \"./1_inputs\"\n", + "output_path = \"./2_outputs\"" + ] + }, + { + "cell_type": "markdown", + "id": "b2ff398d", + "metadata": {}, + "source": [ + "## Exercice (implémentation des exercices du support de cours)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea2a0164", + "metadata": {}, + "outputs": [], + "source": [ + "#Défintion de E\n", + "x = #Complétez avec votre code\n", + "\n", + "#Représentation graphique\n", + "y=[0, 0, 0, 0, 0]\n", + "plt.scatter(x, y)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "5e4abc23", + "metadata": {}, + "source": [ + "### K-means : Question 1 " + ] + }, + { + "cell_type": "markdown", + "id": "5dea6f90", + "metadata": {}, + "source": [ + "**Déterminer la partition optimale par k-means en prenant pour centres initiaux les éléments 1, 2, 18**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "41cc10ba", + "metadata": {}, + "outputs": [], + "source": [ + "#Définition des centres initiaux\n", + "init_points= #Complétez avec votre code\n", + "\n", + "#Itinitialisation algo\n", + "kmeans = KMeans(init=init_points.reshape(-1,1),\n", + " n_clusters=#Complétez avec votre code,\n", + " n_init = 1) \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "54857e7b", + "metadata": {}, + "outputs": [], + "source": [ + "#Transformation des données : plusieurs échantillons de 1 dimension\n", + "data_x = np.array(x)\n", + "data_x = data_x.reshape(-1,1)\n", + "\n", + "# Fitting \n", + "kmeans.fit(data_x)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "72efd783", + "metadata": {}, + "outputs": [], + "source": [ + "#Centroides finaux\n", + "final_centroids = kmeans.cluster_centers_\n", + "labels = kmeans.labels_\n", + "\n", + "final_centroids" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3110c8ca", + "metadata": {}, + "outputs": [], + "source": [ + "#Représentation Graphique \n", + "plt.scatter(x, y, c=labels, cmap='viridis')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a24927bc", + "metadata": {}, + "source": [ + "### K-means : Question 2" + ] + }, + { + "cell_type": "markdown", + "id": "c18297ba", + "metadata": {}, + "source": [ + "**Déterminer la partition optimale par k-means en prenant pour centres initiaux les éléments 18, 20, 31**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d0ccbcf3-a06f-4757-bdd8-2cc3bd1626c6", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b957bbe8", + "metadata": {}, + "outputs": [], + "source": [ + "#Complétez avec votre code" + ] + }, + { + "cell_type": "markdown", + "id": "2b85bc73", + "metadata": {}, + "source": [ + "### K-means : Question 3" + ] + }, + { + "cell_type": "markdown", + "id": "0c085473", + "metadata": {}, + "source": [ + "**Déterminer la partition optimale par k-means en prenant comme partition initiale {{1},{2,18},{20,31}}**" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0047b80a", + "metadata": {}, + "outputs": [], + "source": [ + "#Complétez avec votre code " + ] + }, + { + "cell_type": "markdown", + "id": "5eaad20e", + "metadata": {}, + "source": [ + "### Classification Ascendante Hiérarchique avec le lien simple" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1ebaaa05", + "metadata": {}, + "outputs": [], + "source": [ + "#Défintion de E\n", + "x = #Complétez avec votre code\n", + "\n", + "#Représentation graphique\n", + "y=[0, 0, 0, 0,0,0,0]\n", + "plt.scatter(x, y)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5e96f7f3", + "metadata": {}, + "outputs": [], + "source": [ + "#Calcul de CAH avec lien simple\n", + "data = list(zip(x))\n", + "\n", + "linkage_data = linkage(data, \n", + " method=#Complétez avec votre code , \n", + " metric=#Complétez avec votre code)\n", + "\n", + "dendrogram(linkage_data, labels=x)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "874c878c", + "metadata": {}, + "outputs": [], + "source": [ + "#Calcul de la partition de l'espace \n", + "hierarchical_cluster = AgglomerativeClustering(n_clusters=#Complétez avec votre code, \n", + " affinity=#Complétez avec votre code, \n", + " linkage=#Complétez avec votre code)\n", + "\n", + "labels = hierarchical_cluster.fit_predict(data) \n", + "print(labels)\n", + "\n", + "#Représentation Graphique \n", + "plt.scatter(x, y, c=labels, cmap='viridis')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "75420ae4", + "metadata": {}, + "source": [ + "### Classification Ascendante Hiérarchique avec le lien complet" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8f098bc3", + "metadata": {}, + "outputs": [], + "source": [ + "#Complétez avec votre code" + ] + }, + { + "cell_type": "markdown", + "id": "99bc3508", + "metadata": {}, + "source": [ + "## K-means: Cas pratique" + ] + }, + { + "cell_type": "markdown", + "id": "b2b035d2", + "metadata": {}, + "source": [ + "### Import des données" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8051b5f4", + "metadata": {}, + "outputs": [], + "source": [ + "path =input_path + '/base_retraitee.csv'\n", + "data_retraitee = pd.read_csv(path,sep=\",\",decimal=\".\")" + ] + }, + { + "cell_type": "markdown", + "id": "aeff9cff", + "metadata": {}, + "source": [ + "**Exercice :** Regrouper les zones géographiques en 5 zones homogènes en termes :\n", + "* Fréquence de sinistres (La fréquence est égale au Nombre de sinistres divisé par l'exposition)\n", + "* Charge \n", + "* Fréquence de sinistres x Charge \n", + " \n", + "A chaque fois :\n", + "* Afficher les coordonnées des centroïdes\n", + "* Représenter graphiquement la partition obtenue" + ] + }, + { + "cell_type": "markdown", + "id": "1c4333b8", + "metadata": {}, + "source": [ + "### Regroupement de zones selon la fréquence" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6e35f286", + "metadata": {}, + "outputs": [], + "source": [ + "#Complétez avec votre code" + ] + }, + { + "cell_type": "markdown", + "id": "9c738659", + "metadata": {}, + "source": [ + "### Regroupement de zones selon le coût moyen" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f461bfb8", + "metadata": {}, + "outputs": [], + "source": [ + "#Complétez avec votre code" + ] + }, + { + "cell_type": "markdown", + "id": "6b154f4a", + "metadata": {}, + "source": [ + "### Regroupement de zones selon (fréquence; le coût moyen)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1d89f70e", + "metadata": {}, + "outputs": [], + "source": [ + "#Complétez avec votre code" + ] + }, + { + "cell_type": "markdown", + "id": "f1cac03f", + "metadata": {}, + "source": [ + "## C.A.H : Cas pratique" + ] + }, + { + "cell_type": "markdown", + "id": "bffff328", + "metadata": {}, + "source": [ + "**Exercice :** Comparer les résultats obtenus via K-means à ceux d'une C.A.H (lien simple) pour la fréquence et (fréquence; coût moyen)\n", + " \n", + "A chaque fois :\n", + "* Tracer le dendrogramme associé\n", + "* Représenter graphiquement la partition obtenue" + ] + }, + { + "cell_type": "markdown", + "id": "8453bf02", + "metadata": {}, + "source": [ + "### Regroupement de zones selon la fréquence" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "341bf2b2", + "metadata": {}, + "outputs": [], + "source": [ + "#Complétez avec votre code" + ] + }, + { + "cell_type": "markdown", + "id": "6ace7bc5", + "metadata": {}, + "source": [ + "### Regroupement de zones selon (fréquence; le coût moyen)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "16103b5b", + "metadata": {}, + "outputs": [], + "source": [ + "#Complétez avec votre code" + ] + }, + { + "cell_type": "markdown", + "id": "12961201", + "metadata": {}, + "source": [ + "## Application : création de Model Points (K-means)" + ] + }, + { + "cell_type": "markdown", + "id": "6567c970", + "metadata": {}, + "source": [ + "Dans certains cas, il se peut que la modélisation ligne par ligne ne soit pas adaptée. C'est le cas des produits collectifs en assurance ou lorsque le nombre d'individus est trop important. \n", + "Dans ce cas de figure, il est nécessaire d'agréger l'information afin d'avoir des \"individus type\". Chacun de ces individus est appelé *Model Point*. \n", + "L'algorithme des k-means peut s'avérer utile pour le regroupement d'individus sous forme de *Mode Points* lorsque les variables explicatives sont numériques. \n", + " \n", + "Afin d'illustre ce propos, nous agrègerons la base de données selon les variables ANNEE_CTR, AGE_ASSURE_PRINCIPAL, ANCIENNETE_PERMIS et ANNEE_CONSTRUCTION afin de créer 100 Model Points. " + ] + }, + { + "cell_type": "markdown", + "id": "a250bff9", + "metadata": {}, + "source": [ + "**Exercice :** Construire la nouvelle base de modélisation (les nouveaux individus deviennent les Model Points et chacune de modalités devient le centroïde de la classe)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5b42c2b5", + "metadata": {}, + "outputs": [], + "source": [ + "#Complétez avec votre code" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}