diff --git a/MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.3b-Naive-Bayes-Generatif.ipynb b/MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.3b-Naive-Bayes-Generatif.ipynb index d7a3288ab8b..251718d3abf 100644 --- a/MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.3b-Naive-Bayes-Generatif.ipynb +++ b/MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.3b-Naive-Bayes-Generatif.ipynb @@ -5,17 +5,18 @@ "id": "de107af8", "metadata": { "papermill": { - "duration": 0.004641, - "end_time": "2026-08-23T20:05:20.910582+00:00", + "duration": 0.002998, + "end_time": "2026-10-30T09:55:22.734185+00:00", "exception": false, - "start_time": "2026-08-23T20:05:20.905941+00:00", + "start_time": "2026-10-30T09:55:22.731187+00:00", "status": "completed" }, "tags": [] }, "source": [ "# Naive Bayes génératif vs régression logistique discriminative\n", - "**Navigation** : [<< 2.3 Régression linéaire/logistique](2.3-Regression-lineaire-logistique.ipynb) | [2.3c Régression en grande dimension >>](2.3c-Regression-Grande-Dimension.ipynb) | [Index 02-ML-Cours](README.md)\n\n", + "**Navigation** : [<< 2.3 Régression linéaire/logistique](2.3-Regression-lineaire-logistique.ipynb) | [2.3c Régression en grande dimension >>](2.3c-Regression-Grande-Dimension.ipynb) | [Index 02-ML-Cours](README.md)\n", + "\n", "\n", "Un classifieur peut modéliser **deux façons opposées** de conditionner la probabilité :\n", "\n", @@ -33,16 +34,16 @@ "id": "44e49a30", "metadata": { "execution": { - "iopub.execute_input": "2026-08-23T20:05:20.920192Z", - "iopub.status.busy": "2026-08-23T20:05:20.919812Z", - "iopub.status.idle": "2026-08-23T20:05:23.294792Z", - "shell.execute_reply": "2026-08-23T20:05:23.293693Z" + "iopub.execute_input": "2026-10-30T09:55:22.741893Z", + "iopub.status.busy": "2026-10-30T09:55:22.741663Z", + "iopub.status.idle": "2026-10-30T09:55:25.366844Z", + "shell.execute_reply": "2026-10-30T09:55:25.366107Z" }, "papermill": { - "duration": 2.38078, - "end_time": "2026-08-23T20:05:23.295839+00:00", + "duration": 2.629897, + "end_time": "2026-10-30T09:55:25.367863+00:00", "exception": false, - "start_time": "2026-08-23T20:05:20.915059+00:00", + "start_time": "2026-10-30T09:55:22.737966+00:00", "status": "completed" }, "tags": [] @@ -66,10 +67,10 @@ "id": "0b283cb4", "metadata": { "papermill": { - "duration": 0.002613, - "end_time": "2026-08-23T20:05:23.301431+00:00", + "duration": 0.002883, + "end_time": "2026-10-30T09:55:25.373660+00:00", "exception": false, - "start_time": "2026-08-23T20:05:23.298818+00:00", + "start_time": "2026-10-30T09:55:25.370777+00:00", "status": "completed" }, "tags": [] @@ -91,16 +92,16 @@ "id": "3d1cb266", "metadata": { "execution": { - "iopub.execute_input": "2026-08-23T20:05:23.308281Z", - "iopub.status.busy": "2026-08-23T20:05:23.307817Z", - "iopub.status.idle": "2026-08-23T20:05:23.314226Z", - "shell.execute_reply": "2026-08-23T20:05:23.313328Z" + "iopub.execute_input": "2026-10-30T09:55:25.384173Z", + "iopub.status.busy": "2026-10-30T09:55:25.383799Z", + "iopub.status.idle": "2026-10-30T09:55:25.389535Z", + "shell.execute_reply": "2026-10-30T09:55:25.388767Z" }, "papermill": { - "duration": 0.011217, - "end_time": "2026-08-23T20:05:23.315130+00:00", + "duration": 0.012387, + "end_time": "2026-10-30T09:55:25.390433+00:00", "exception": false, - "start_time": "2026-08-23T20:05:23.303913+00:00", + "start_time": "2026-10-30T09:55:25.378046+00:00", "status": "completed" }, "tags": [] @@ -138,16 +139,16 @@ "id": "3f309779", "metadata": { "execution": { - "iopub.execute_input": "2026-08-23T20:05:23.321985Z", - "iopub.status.busy": "2026-08-23T20:05:23.321640Z", - "iopub.status.idle": "2026-08-23T20:05:23.334575Z", - "shell.execute_reply": "2026-08-23T20:05:23.333569Z" + "iopub.execute_input": "2026-10-30T09:55:25.397419Z", + "iopub.status.busy": "2026-10-30T09:55:25.397178Z", + "iopub.status.idle": "2026-10-30T09:55:25.409862Z", + "shell.execute_reply": "2026-10-30T09:55:25.408962Z" }, 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"start_time": "2026-10-30T09:55:25.419776+00:00", "status": "completed" }, "tags": [] @@ -230,16 +231,16 @@ "id": "740a1dc0", "metadata": { "execution": { - "iopub.execute_input": "2026-08-23T20:05:23.352917Z", - "iopub.status.busy": "2026-08-23T20:05:23.352664Z", - "iopub.status.idle": "2026-08-23T20:05:23.359668Z", - "shell.execute_reply": "2026-08-23T20:05:23.358756Z" + "iopub.execute_input": "2026-10-30T09:55:25.429528Z", + "iopub.status.busy": "2026-10-30T09:55:25.429285Z", + "iopub.status.idle": "2026-10-30T09:55:25.435627Z", + "shell.execute_reply": "2026-10-30T09:55:25.434776Z" }, "papermill": { - "duration": 0.011427, - "end_time": "2026-08-23T20:05:23.360466+00:00", + "duration": 0.011036, + "end_time": "2026-10-30T09:55:25.436299+00:00", "exception": false, - "start_time": "2026-08-23T20:05:23.349039+00:00", + "start_time": "2026-10-30T09:55:25.425263+00:00", "status": "completed" }, "tags": [] @@ -285,16 +286,16 @@ "id": "2bb275ea", "metadata": { "execution": { - 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", 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", "text/plain": [ "
" ] @@ -353,10 +354,10 @@ "id": "926d3509", "metadata": { "papermill": { - "duration": 0.005381, - "end_time": "2026-08-23T20:05:25.771440+00:00", + "duration": 0.003564, + "end_time": "2026-10-30T09:55:27.508517+00:00", "exception": false, - "start_time": "2026-08-23T20:05:25.766059+00:00", + "start_time": "2026-10-30T09:55:27.504953+00:00", "status": "completed" }, "tags": [] @@ -375,16 +376,16 @@ "id": "482ecafc", "metadata": { "execution": { - "iopub.execute_input": "2026-08-23T20:05:25.785154Z", - "iopub.status.busy": "2026-08-23T20:05:25.784585Z", - "iopub.status.idle": "2026-08-23T20:05:28.317080Z", - "shell.execute_reply": "2026-08-23T20:05:28.316101Z" + "iopub.execute_input": "2026-10-30T09:55:27.515989Z", + "iopub.status.busy": "2026-10-30T09:55:27.515714Z", + "iopub.status.idle": "2026-10-30T09:55:29.904101Z", + "shell.execute_reply": "2026-10-30T09:55:29.903289Z" }, "papermill": { - "duration": 2.540952, - "end_time": "2026-08-23T20:05:28.317961+00:00", + "duration": 2.393252, + "end_time": "2026-10-30T09:55:29.904801+00:00", "exception": false, - "start_time": "2026-08-23T20:05:25.777009+00:00", + "start_time": "2026-10-30T09:55:27.511549+00:00", "status": "completed" }, "tags": [] @@ -392,7 +393,7 @@ "outputs": [ { "data": { - "image/png": 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3WcLV/fg8rr0Bbe3L/dxFWr169dIdy5+y5WvdynzgvfYUK2vPe1/fF7zHdEfdf//9JhyC5ZIhBhTZFG3+EJBuAVRXFDf88IGhX40qjn5WX7CUPf1tni7APa6ECi8r6NNlIaJvk3EXbG2wYNDny4fFHXvLJxSwlUPY0gmEoDlbmG98GdCCRKsU/d8UqwwqpO/YX/zJX2/319t6X6xavvyXFRm7ZDOAlz59tjZYNlm55WQX5+xeP9PIiohBeJ729SV+J1DPKdPh6b64BxeG+vnjS5kNHrammW/88B3Bl6l7gKV7PjBmheXEE8xrCmR/yOr+srVLSzIrAjY4GNfACogWDsa+BLOM+nrNmQXS0tJAizGfL+Y7r5fxYnzP2GGcDGNoeC+4PwUnLTEMerWnh8HbFA2ecBf/gcCf54vCjddrvT9pOeG1MvaNDdqcJsrHd6cvdSvzgfePYs0TliDy533BeCHWe7So8VlknBLzi8K9WbNmWabJdUwEGMu0unv3bvPNh44Xxl4L3h4E7kOYSXbLxdkwY8YM87Azc+xdafmyyi68UYyS51gj7rDVQbWc3QfJchvQXBgIrF5HnlxGntLvCavHAT9MF0UOg+soaKwWA4PC8wJsgcyfP99YaOxBtp7yL7eMHurpOeILii1EqyUe6OP7+pyyVefJnO3ecswNsEHGlyk/fFfRasMKlS9VWim85QOFRWb5wGeQ+wTqGaFJnu4eWiz4LFowINMTDEi2hkiwYMAscQ+0dC/nLEcMOLUssr5eszcYBM13BtNuf348NXp5bWyA0u3E4FFWavaek1Z66BVgQzCz59GX+idYzxcFFz+0qLGhdNFFF5kGIb0GnrB6RPJe2K0atE7xHtsFHfdlpwxem91Ks/6029E6VjBgPjBYmNeTWUPE33qd+9NKww/zgPeLwpBi2FeyHUND/5enFpjlyrDcMlTYzHC2KNxbENb/GdPBB4U9YOymSAv3rou+QKXJgm5vEdJ8ejbDzvOYNElTddu7k+3du9dYffjwZdfszp5BxF5oz6bbNtPKfOX12velmZYiLyvsXZWt1gdf7pbrji9rvnjGjx+fIS2+WExyG1bLxD3t7O3hjlVB+DpScE7BXgu8Dooy9+vgsvs99Rd/nlO+nFhO7etYAfnSxTcncc8TvqusStxT91/CWAFeH3uBeGqAWNfMY/H9x2fb07QG/j4nnsoo3Vq0QHtrJNmHaeC+XOazy2uw87///c/E5NgFCBuldMX5c83+pJ09jRiH6Q7zjWELzDe27nkddneTZU1lzyEOEOkOXe0Ucr7WP4F+vugKtBqoFhQ2TIe3MmUZA3hvKHrsXfrZm8j9XcPea+zqbI81SklJMT2u+K6mJS9YMO9Zr3K4AHeYBiutvr4vGMbBmEU7LGuM6cosvwJqoWH3KiaE3exoDuQNoAplBlP9W2MJsBKkuubF05fIQkGLCfvA08dLsxIvml25GKNx/vnnG5MjbywrytmzZxslyC5h/sBu2TRH0l3AQDb69d5++22THirb7EJ1zWAnihe25Gg240uCGc/AaF9gK8lSncxDmiFp3mbamAeB6rbNB4/Bxsx3ptUq8IzxySoP6HNmt0C+yGip4QuZLzn7aLdvvvmmyQfeMwY0suVCocd7RjN+OMEySIHGe8iHj/EUNBV7av1alQHLNcsqXZls3bvHK+Q0fAmwfDLInPeBL3O+FHgNjG/jPbKP4+Ev/jynDGDm88eXGsfK4PPHFzXLni+B8xbWcAjBEsm0NtI1xBYxXQG0IPEZYevQikdwhxUTXbCs7Hk9fNexvLCCZUOP+WQ1UPgyZzni82p1L6ZQoEuenQj86UbPrry0fDGOhS4MNthY4XvLG75fGZvAskCLAt/NfC45FIF7PBWfcT7LvBY20Cjk+T5iF2t/r9kTjImgdYb1Bd/NLJMsD3zPeBJIFDC8D7TgUAy43wuWQbqiGMDK87PssZKliOZ6NtooEHypfwL9fNGixPckh6pgvvO9y/tEMcT4IG/wnvD4DNxmeWQe8Nj0KrjH0PBcrHfo1mKAN+vc6dOnmwYD7509wDvQsCwzjcw7lic28pl2WlVYrjlcCgWpr+8L1oe0tFEosTywTmV+shxa3fR9Jrvdo7777jvT3e68884z3cTYlbl27dqOoUOHOvbu3Zth//Hjx5vuX+ySW7JkSdMFbd68een2YRdCdgtkly52N65Vq5bjxhtvdPz111/pupYVLlzYp26b48aNM10NeU6mk90jvXUVvvvuuz1ep3tXVrJs2TKTTl43u0t26NDB8fvvv/uUb+7dtdkN8JxzznHcdtttHvPtbLptk59//tl0ueP9YbdHdmv0pYvr008/7WjVqpXpdlewYEGTf+yW6N4tf/Xq1aZLJPfjPatbt67j8ccfd223zrV///4MafP1Xnjr+mx1ObV3j/TWLdhTl0D3e/vff/+5roVlsE+fPqZLvqcyMGbMGNPVlV1C7V2bA9Ft2727p9Wt173rr7e8nTFjhqNt27bmOeGH9455umHDBq/55Eu3bX+eU8IupSxzLHvsisouuf7cH8Kyy+76weq2PX36dMdll11mussynVWrVjXdoHfv3p3lOdk9t1evXqZLLN8xPN+1117rmD9/frr9OKwBu2+XLVvW7Mc84f2wuuZ6u79WeeC3BbsjX3DBBeaZrFSpkmu4DPf9+H5o0KCBuSfsysv7xPSNHTvW4zk4PAGHQWA+8NgcssF9OAZ/rtkddpF+9tlnzf78H+uCWbNmeSyH1v5VqlQxaeO7yBN8F73wwgvmOq16heVl9OjRjqNHj/pd//hSpnx5vrZs2WLqRj4XzPdSpUqZOuKHH35w+MI777xjusIzrS1atDBDRngaBoH1xeDBgx1lypQxZbdRo0amLNnx5/3nT91qdSdnfrO8cPgOnp/lke9Mf94XBw4cMPnHfOT5uV/r1q3N0AH+EnH6woQQIldBFwgtB2xxWoMsCt8tW+wim1X8Dq28nJOPLWu2qoUIZ3J2NkIhhPAR9vijW8NyewghRGZI0AghciWMtWCsgj+TVAoh8i8SNEIIIYQIexRDI4QQQoiwRxYaIYQQQoQ9EjRCCCGECHsCPvVBfoGjTnJocQ5glFuHwhdCCBG+MCKEwxdwEED3iShFRiRosgnFTDAmQBNCCCHs7NixIySTWoYbEjTZxBpamgUtu/M3CRFIiyHnRuHQ4mrJiXBEZTgjnCaEDedgTmWQlwi5oOH8SpySnhNtcWJGzt/RqlUrr/tz1FDOD8H5IMqUKWNGt+ScEpxZm/A35wzhnB6cCZTzn3A+E2uyTPv8MHY4NwXnFvEVy81EMSNBI3JDZcAJ3lgWVRmIcERl2DsKa/CNkJYaTpZ23333mQnIli1bZgQNJ7PjRHae4IzWI0aMMPtz1uhx48aZYzzyyCOufShUOEw6J3zkJJKcaJCTZ1mzr1pw9FFOEmd9fJ1YUgghhBC5j5BaaDgbL4WFNTM3LSSchXP8+PFGuLjD2bw5QydnzyacYbRfv35mGnoLzi5th1OvlytXzsxIytmULQoVKoQKFSoE8eqEEEIIkectNElJSUZkdOrU6UxiIiPN8qJFizz+h+4j/mfJkiVmecuWLfj222/RvXt3r+c5evSo+eYkd3YmTZpkXFYNGzY008GfPHkyQFcmhBBCiHxjoeFMsKmpqShfvny69Vxm/IsnaJnh/9q2bWu6s6WkpOCOO+5I53Jy98nec889xqpD4WI/TrVq1UxXuJUrV+Lhhx/Ghg0bTOyNNxITE83HHqxlnYMfIUIJyyCfCZVFEa6oDGdEeRFmQcH+wKnun332Wbzzzjto3bo1Nm3ahOHDh2PMmDF4/PHHM+zPWJrVq1dj4cKF6dbfdtttrt+NGjVCxYoVcemll2Lz5s2oVauWx3Mz2Hj06NEZ1jMqn4FsQoT6xUdrJCsEBVSKcCScy3Bk/C5EJhz2uj2tQEmkFa3k93E5Bo0IA0FDd09UVBT27t2bbj2XvcW2ULTccMMNuOWWW1xihMG+FCiPPvpouodgyJAhmDVrFn755Zcs++9THBEKJG+Chm4pBjC7d6djF0P1chK5oTJgTwh1eRXhStiW4aM7EPFRV0SknLHgu+OIjoPj7j+B4v6NXWb13hW5XNDExsaiefPmmD9/Pnr27Okq0FymGPEE41zcCzpFEbHm2OT30KFD8eWXXxqLTo0aNbJMy/Lly803LTXeiIuLMx93mJ6wevhEnoWVgcqjCGfCsgyfOgxkImYIxU4E9ytZza9Dh1U+5HeXEy0egwYNQosWLczYMxxjhhYXq9fTwIEDUblyZePuIT169DA9o5o1a+ZyOdFqw/WWsKGbid27Z86caQYj4vg2pHjx4mZcGrqVuJ2BxKVLlzYxNPfee6/pAdW4ceMQ5oYQQuQDjuwATh7MuN7hQPShQ0Bcot8Vf0hITQGS4oHj6b0MIp8Kmr59+5oYlFGjRhnh0bRpU9Pt2goU5uB5doX62GOPGQXP7507dxrTJMXMM88849qHg+5Zg+fZmTBhAm688UZjGfrhhx9c4oluo969e5tjCiGECLKYGdvco0WDb/oyp90zGLIUKBGEqWVoyU86ASTGA0nHgcRjzt/mc/z09zHb9njPH25LVs/Y3EaEw/LVCL9gDA2tPgxiUwyNCDV013JASo65JDO1yLXsWg58cEnW+932M1Cp6ZllCiC72HCJD4oLd8Fx3Lso4bIjwD2HImOAtGT/r8kHVM/k4V5OQgghwhhfrRrTb3aKBEuI+CIY/CEiEogrCsQVA2KLnP7Nj/W7mPM73Ta3T+zp/fet802kiaAjQSOEEOLsoKGfQa/HdgLHdrl9dgLxu52/aTnxhUObPK+PKexZfGQqPNxECv8XU4gRyAHNAhF6JGiEECLcAmgtCpUOTqyJnbRU4Pg+pyCJt4mUY7vTC5aUAI7H1e0loFIzm2g5LUwinZ0/hPCEBI0QQoRZAK2Lsw2gTUk6Yz2xrCtm2bK07HYuO1J9O16hMkCxSkCxykCximd+F+XvysDJA8CEblkfp0orv+NNQgZFJe9DVveJ+4mgIkEjhBC5EVpmshjfxGznfp4EDYNjXeLELlJslpYT+32POaEoMcLEEiyV0n+4jRV3ZuzKgz2DmPcUlaG2pAkJGiGECGvWfQNs+DZj7Eqic2LeLImKTS9SLGuKXawULgdEqbrwCsWKBEvIUQkVQohciY8javz6svdtjDvxaE2xflcGCpXKuQBZH9wzHIcmQu4ZkQ0kaIQQIjf0Ejq6A9i5DNj1t/Ozc6lv/63SBih3nue4lQLFwsY9k+Zw4NChQyh1Tm1EyNohsoEEjRBC5DSMabGEy67TIiazGIzM6PZ8+ATQZuaeSUtDStQ+oHi5UKRK5AEkaIQQIpicOGATL6c/DNZ1JzIaKN/A2V2ZH4658sUtoUixEGGJBI0QQgSKU0eA3cttrqPlwNHtnnsNlT0PqHS+07rCb4qZmAJn9uF/hRA+I0EjhBDZgd2id69I7zo6tMXzvqXrnLG8VD4fqNAIiC2c+fE1vokQfiFBI4QQWZF8Ctiz+ky8Cz/7N3juiVSimlO0WAKmYhOgQHH/z6nxTYTwCwkaIUT4E8gpAjh67r41p3saUcAsB/at9TxaLnsTGeFy2m3E3+wGHSg0vokQPiNBI4TIv1MEpKYA+9enD9jduxpITcp4jMJlz4gW61O0fOCvRwiRLSRohBD5Y4oA9jai68jeVXr3SiDlVMb9C5Q4E+9iiRdaYzRDsxC5FgkaIUT+YEJ3IMXDXEKxRU+7jJqeFi/nAyWrS7wIEWZI0Agh8gcUM9EFgYqN07uOStcGIiNDnTohxFkiQSOEyB9cMwGod6UmWRQij6JmiRAivNm3zrf9StWUmBEiD6OnWwgRnhzfB8wfDfw9MdQpEULkAiRohBDhRWoysORD4KfngMRjoU6NECKXIJeTECJ82PIz8F474PuRTjHDUXivnegcZyYzNEWAEHkeWWiEELmfI9uBuY8Ba2c6lwuWAjo9ATS7AYiMAippigAh8jsSNEKI3AsHwvvtTWDha84B8DhLdctbgA6PAAVLntlPUwQIke+RoBFC5D4cDmD9bKdridYZUq0t0O0FoELDUKdOCJELCXkMzdtvv43q1aujQIECaN26NZYsWZLp/q+//jrq1q2LggULokqVKrj33nuRkJDg1zG5/913343SpUujSJEi6N27N/bu3RuU6xNC+Mn+jcDEXsDU/k4xwykHrhkP3DhLYkYIkTsFzdSpU3HffffhiSeewLJly9CkSRN06dIF+/bt87j/5MmTMWLECLP/unXrMG7cOHOMRx55xK9jUgR98803mDZtGn7++Wfs2rULvXr1ypFrFkJ4IeEY8P2jwLttgM0/AlGxQLv7gSF/Ag17ayoCIUSmRDgctO2GBlpPWrZsibFjx5rltLQ0Y3UZOnSoES7uDBkyxAiZ+fPnu9bdf//9WLx4MRYuXOjTMY8ePYqyZcsacXTNNdeYfdavX4969eph0aJFuOCCC3xK+7Fjx1C8eHFzvGLFigUkP4TILiznFO3lypVDZLgN45+WBqycCvzwBHD8tKX03G5A12edg+GJfEFYl+EgoXrGP0JWapKSkrB06VJ06tTpTGIiI80yhYUnLrzwQvMfy4W0ZcsWfPvtt+jevbvPx+T25OTkdPucd955qFq1qtfzCiGCBGe8Ht8F+OoOp5gpVQvoPx24forEjBAiPIKCDxw4gNTUVJQvXz7dei7TYuKJ66+/3vyvbdu2oGEpJSUFd9xxh8vl5Msx9+zZg9jYWJQoUSLDPtzmjcTERPOxK2erVcGPEKGEZZDPRNiUxRMHELHgaWDZ/xABBxwxheG4+AGg9Z3OMWPC5TpE/i3DOYDyIg/3cvrpp5/w7LPP4p133jGupU2bNmH48OEYM2YMHn/88aCe+7nnnsPo0aMzrN+/f3+GoGQhQvHio1maFUKuNtenpaDQms9Q5M83EZHkbBScqtMD8Rc8iLTC5YFDR0OdQhEiwqYM5yDx8fGhTkJYETJBU6ZMGURFRWXoXcTlChUqePwPRcsNN9yAW265xSw3atQIJ06cwG233YZHH33Up2Pym66pI0eOpLPSZHZeMnLkSBNsbLfQMDaH8TjybYrcUBlERESY8phrK4N/FyJizsOI2LfWLDoqNIKj6wuIq9oGWYzzK/IBYVGGcxj21BVhIGjo9mnevLkJ8O3Zs6erQHOZwb+eOHnyZIaCTgFDqOp9OSa3x8TEmHXsrk02bNiA7du3o02bNl7TGxcXZz7uMD16+ERugJVBriyPR/9zjvK75kvnMgfE6/gYIpoPRgRH+RUit5fhEKF8CCOXEy0egwYNQosWLdCqVSszxgwtLoMHDzbbBw4ciMqVKxt3D+nRowdeffVVNGvWzOVyotWG6y1hk9UxGTF+8803m/1KlSplrCvsAUUx42sPJyGEDyQnAIveAn59FUg+6Rzlt/lgI2ZQqFSoUyeEyGOEVND07dvXxKCMGjXKBOQ2bdoUc+bMcQX10mpiV6iPPfaYUfD83rlzpzFNUsw888wzPh+TvPbaa+a4tNAw0Jfj1DAuRwgRADgSxMY5wJwRwOF/neuqtgG6vQhUbBzq1Akh8ighHYcmnNH4ACI3kWvG8DiwCZjzMLDpB+dy0YpA5zFAo2s0MJ4IjzKci1A9k4d7OQkhcimJ8cAvLwGL3gHSkoHIGKDN3QC7YscVDXXqhBD5AAkaIUT2oYF31TRg7uPA8dPjONXuDHR9HihTO9SpE0LkIyRohBDZY/cK4NuHgB1/OJdL1nAKmXO7yL0khMhxJGiEEP5x8hDw4xhg6ceAIw2IKeScRLLNECBG42YIIUKDBI0QwjfSUoG/xgM/Pg0kHHGua9ALuGwMUPycUKdOCJHPkaARQmTNtt+d7qW9q5zL5RoA3V8EqrcNdcqEEMIgQSOE8M6xXcC8Uc7AX1KgONDhMaDFTUCUXh9CiNyD3khCiIykJAKL3gZ+eRlIPsEhq4Dmg4COo4DCpUOdOiGEyIAEjRD5jSM7gJMHvW/fuwb49RXg0Gbn8jmtnO6lSs1yLIlCCOEvEjRC5DcxM7a50wKTFUXKA52fAhpdy1nyciJ1QgiRM4Jm3bp1mDJlCn799Vds27bNzH7N+ZQ4WSTnQ+LcSJ5mpBZC5BJomfFFzDTuC3R/GSig4daFEOGBT82uZcuWoVOnTka4LFy40Mx0fc8992DMmDEYMGAAOB3Uo48+ikqVKuGFF14wEz4KIcKYC+6SmBFC5D0LDS0vDz74IKZPn44SJUp43W/RokV444038Morr+CRRx4JZDqFEEIIIc5O0GzcuBExMTFZ7temTRvzSU5O9uWwQgghhBA553LyJmYSEhL82l8IEWJSkkKdAiGECAp+d11IS0szsTOVK1dGkSJFsGXLFrP+8ccfx7hx44KRRiFEIDh1BPj2wVCnQgghcoegefrpp/Hxxx/jxRdfRGxsrGt9w4YN8dFHHwU6fUKIQHB0JzChG7BneahTIoQQuUPQ/O9//8MHH3yA/v37IyoqyrW+SZMmWL9+faDTJ4Q4W/atA8Z1BvatBQqVBaLONEQ8Eh0HFNJowEKIPD6w3s6dO1G7dm2PrigFAwuRCyeV/Ow6IOEoUOZcYMAM5zQGmY0UTDFTokpOplIIIXJe0NSvX98MrFetWrV069mlm+PUCCFyCWtnAjNuBVITgSqtgX5TgEKlnNskWIQQ+V3QjBo1CoMGDTKWGlplvvjiC2zYsMG4ombNmhWcVAoh/GPxB8B3DwFwAHUvB64ZB8QUDHWqhBAi98TQXHXVVfjmm2/www8/oHDhwkbgcEoEruvcuXNwUimE8A2HA/hhNPAdezM5gBY3AX0/lZgRQuR5sjU5Zbt27TBv3rwM6zkFQkRERCDSJYTwl9RkRMy8C1g5xbnc4THg4gcAPZNCiHyA3xaaG2+8ESdOnMiw/t9//8XFF18cqHQJIfwhMR4l59yBCIqZiCjgyrHAJQ9KzAgh8g1+C5oVK1agcePGZt4mi08++cR02y5Tpkyg0yeEyIrj+xDxvysRt2MhHDGFnMG/598Q6lQJIUTudjktWbLETDzZvn173H///di0aRO+++47vPrqq7j11luDk0ohhGcObgYm9kLE4X+RVqAk0H8aIqq0DHWqhBAi9wsaztP00ksvoVChQmYKhOjoaPz8889mUkohRA7y31Jgch8zpoyjZHUc7PI+SlduHupUCSFEeLicOHgeLTMvvPACRo4caYRMr1698O2332Y7EW+//TaqV6+OAgUKoHXr1sYK5A1ahhh47P65/PLLXft42s4PhZgFz+e+/fnnn8/2NQiRo2ycC3xyhXOAvIpN4Bj8PVJLVA91qoQQInwsNC1atMDJkyfx008/4YILLjA9mzivE0XNTTfdhHfeecev402dOhX33Xcf3nvvPSNmXn/9dXTp0sWMbVOuXLkM+3Pcm6SkMzMGHzx40MTv9OnTx7Vu9+7d6f5Dl9jNN9+M3r17p1v/1FNPpXOTFS1a1K+0CxESln0KfDMccKQCtS4Frv0EiCkMnNwX6pQJIUT4WGgoaJYvX27EDKFl4+GHHzZBwr/88ovfCbBibwYPHmxGIaawoTtr/PjxHvcvVaoUKlSo4Pqw+zj3twsa+3Z+Zs6ciQ4dOqBmzZrpjkUBY9+P4+oIkavHmPn5JeDrIU4x06QfcP1UIE5CXAghIhw0sQSIxMRExMXF+bw/LS0UI5w2oWfPnq71HIn4yJEjRohkRaNGjYzbixNmemLv3r0455xzTE+s66+/Pp3LKSEhwbjQqlatarbde++9JibI27XxY3Hs2DFUqVIFhw8fRrFixXy+ZiGyRVoqIr57EBFLJ5hFx0X3wtHxcVe3bI7avX//fpQtWxaRkX63U4QIOSrDGWE9U7JkSRw9elT1TKBcTsxUKzP5OzP8ETQHDhxAamoqypcvn249l32ZuZuxNqtXr8a4ceO87kMhQ0sMXWJ2hg0bhvPPP99YfH7//XcTD0RXFS1GnnjuuecwevToDOv5AFIYCRE0UhJQ4of7UODf+XAgAvFtH8PJhgNY+NJVBnzpsX2iykCEIyrDGYmPjw91EvKeoKFCZGXPmJYSJUp4HA3YGiWYAiWnoJChhaZVq1Ze96Hrqn///ibg2A7jdiw4rk5sbCxuv/12I1w8iTIKHvt/LAsNWxNSziJonDyEiCm3IuK/JXBExcHR6wMUqXclinioDPj8qXUrwhWV4Yy411siAILmxx9/NJYMsmDBAgQKDsQXFRVl3EJ2uMyYlszgaMVTpkwxgb3e4KzgDC5m4HFWMCA5JSXFjHhct27dDNspcjwJHT54evhEUDiyHZjYGziwEShQHBH9piCi2oVed2dloPIowhmV4fQoH4IgaN544w00a9bMWCK2bduGvn37+uVa8gatIs2bN8f8+fNdMTRU6VweMmRIpv+dNm2aiWkZMGBAphYcHp+9oLKCgc4sPJ56VgmR4+xZBUy8Bji+ByhWGRgwAyhXL9SpEkKIXItP8m/WrFmu+ZvYG4l+zkBBN86HH35oYl04a/edd95pzsXzkIEDBxp3jyexQhFUunRpj8elS4ii55ZbbsmwjT2y2D2c0zhs2bIFkyZNMgHBFEd0rwkRUrb8DEzo7hQz5eoDN8+TmBFCiEBYaM477zwjKtj1mbEyn3/+ude4EQoQf6C1h4G1o0aNwp49e9C0aVPMmTPHFSi8ffv2DGY3upEWLlyIuXPnej0u3VFMa79+/TJso3WJ25988klj5alRo4YRNPYYGSFCwqrpwJd3AGnJQLWLgOsmAwVLhDpVQgiRN7ptsxcQK/vNmzfj0KFDpteQp8BgruP2/AAtQMWLF1d3OhE4fh8LzH3U+bt+T+Dq94EY34IC6ardt2+fcZnK7y7CEZXhjKieCYKF5sILL8Qff/xhfrOgbdy4UbEmQgSKtDRg3uPAorHO5dZ3AF2e48MW6pQJIUTenfpg69atpludECIApCQCX90JrJ7hXO78FHDhMNeAeUIIIYIkaKpVq+bvX4QQnkg4CkzpD/z7KxAZDVz1DtCkb6hTJYQQ+UPQCCECwLHdwKRrgL2rgdgiQN9PgVodQ50qIYQIWyRohMhp9m9wDph3dAdQuBwwYDpQMeuxkoQQQnhHgkaInGT7YuCzvsCpw0CpWsANXwAlq4c6VUIIEfb43Y2iY8eOZiZsT93LuE0I4YX1s4H/XekUM5VbOAfMk5gRQojQWGh++uknJCUlZVjPGac5d5IQwgN/jQdm3w840oBzuwLXjAdiC4c6VUIIkf8EzcqVK12/165da0b1teAM2xzdt3LlyoFPoRDhDMetXPAM8MtLzuXzBwKXvwZEydsrhBCBxOe3Kqck4EjA/HhyLRUsWBBvvfVWQBMnRFiTmgzMugf4e6Jz+ZIRQPsRGmNGCCFCKWg4oB5nSahZsyaWLFmSbnA9zprNkYOjoqKCkUYhwo+kE8C0G4F/5gIRkcAVrwHNbwx1qoQQIs8S7e+AepxvQwiRCScOAJP6ALuWAdEFgT4TgLrdQp0qIYTI0/jdy+mTTz7B7NmzXcsPPfQQSpQoYeZ72rZtW6DTJ0R4cWgLMK6zU8wULAUM+lpiRgghcqOgefbZZ028DFm0aBHGjh2LF198EWXKlMG9994bjDQKER7s+hsYd5lT1BSvCtw8F6jSKtSpEkKIfIHfXS127NiB2rVrm99fffUVrrnmGtx222246KKL0L59+2CkUYjcz6YfgKkDgeQTQIVGQP/pQNEKoU6VEELkG/y20BQpUgQHDx40v+fOnYvOnTub3wUKFMCpU6cCn0IhcjvLPwMm93WKmRqXADd+KzEjhBC53UJDAXPLLbegWbNm2LhxI7p3727Wr1mzBtWra9RTkc/GmFn4GjB/tHO5UR/njNnRsaFOmRBC5Dv8FjRvv/02HnvsMeN6mjFjBkqXLm3WL126FP369QtGGoUIHUd2ACedFsl0cMTf394E1n7pXL5wGNBpNBDpt9FTCCFEAIhwcHAZ4Tecu6p48eI4evQoihUrFurkiGCJmbHNgZTEzPfjgHkdRiKUcDiFffv2mfGgIiWqRBiiMpwR1TP+ka1SwzmbBgwYYLpq79y506z79NNPsXDhwuwcTojcCS0zWYkZom7ZQggRfoKGbqYuXbqYrtvLli1DYqLzhU8FyS7dQgghhBC5XtA8/fTTeO+99/Dhhx8iJibGtZ7dtilwhBBCCCFyvaDZsGEDLr744gzr6ec7cuRIoNIlhBBCCBE8QVOhQgVs2rQpw3rGz3DiSiGEEEKIXC9obr31VgwfPhyLFy9GREQEdu3ahUmTJuGBBx7AnXfeGZxUChEKdiwJdQqEEEIEaxyaESNGmO51l156KU6ePGncT3FxcUbQDB061N/DCZE7WTsTmBParthCCCGCaKGhVebRRx/FoUOHsHr1avzxxx/Yv38/xowZg+zCwfo4yjCnT2jdujWWLPHeMuZ8UUyD++fyyy937XPjjTdm2N61a9d0x2H6+/fvb/r2c7bwm2++GcePH8/2NYg8xPLJwLQbAUcKEJHFIxIdBxRyDi4phBAijCw0N910E9544w0ULVoU9evXd60/ceKEsdCMHz/er+NNnToV9913n+k5RTHz+uuvm27hDD7mAEvufPHFF0hKSnItc16pJk2aoE+fPun2o4CZMGGCa5lWJDsUM7t378a8efOQnJyMwYMHm0k2J0+e7Ff6RR5j8fvAdw85fze7Abj4QeDUYe/7U8yUqJJjyRNCCBGgkYKjoqKMEHAXGwcOHDABwykpKf4czoiYli1bYuzYsWaZ7qwqVaoYcUT3VlZQAI0aNcqkqXDhwi4LDXtccTZwT6xbt86IsT///BMtWrQw6+bMmWPmpfrvv/9QqVKlLM+rERzzGHwMfn0Z+PFp5/IFdwFdnqVJEuGARlkV4Y7KcEZUz/hHpD8Zy0yl/omPjzfL1ufw4cP49ttvPVpUMoOWFs4B1alTpzMJiow0y4sWLfLpGOPGjcN1113nEjMWP/30k0lP3bp1TbCyNUM44bHpZrLEDOE5eW4GO4t8KGbmjTojZjiVQRiJGSHCkdQ0BxZtPoiZy3eaby4LkSMuJwoAKx7l3HPPzbCd60ePPj3rsI/QqpOamory5cunW8/l9evXZ/l/xtowjoeixt3d1KtXL9SoUQObN2/GI488gm7duhkhQwvTnj17Moiv6OholCpVymzzBEdEtkZFJhRyVquCHxGmpKUi4rsHELH0Y+fiZc84rTMUOWE0zRnLIBsbKot5E1b2f/57CPviE1GuaBxaVi+FqMjwFdxzVu/BU7PWYc+xBNe6CsXiMLxdJfQpUyakactN6HkOkqBZsGCBeWF27NjRTH/Ayt8iNjYW1apV88lVE0goZBo1aoRWrVqlW0+LjQW3N27cGLVq1TJWG/bOyg7PPfecR8HGgOiEhDMPpQgjUpNRfMEIFNw0Cw5E4NglY3Cq5jXAvn0IxxefZUGVuT5vsWDTYbz20w7sO57sWleuSAzubV8FHWqXRDhez8hZWzKs33MsESNnbzXtiI7nnqlf8jP0hoggCJpLLrnEfG/duhVVq1Y1FpmzpUyZMsZisnfv3nTrucx4nMxgEPKUKVPw1FNPZXkeDvjHc3FAQAoaHpu+WjuM/WHPJ2/nHTlypAletltoGOtTtmxZ+TbDkZQEREwfjIhNc+CIjIbj6vdRtEEvFEV4QkHDZ5Ll0VdBk9da/XkRWjIembUF7rbC/ceTzfq3r2+Grg0zf1fmJljm3hi/JtN93vptN/pcWDcsy2Kgnyn2/BUBFjTbt283IobQEpMVnIG7cuXKWe5Hy07z5s0xf/589OzZ0/Vi5vKQIUMy/e+0adOMC4izfmcFA30ZQ1OxYkWz3KZNGxM0zPgdnp/8+OOP5twMUvYEe0m595QirDzUIg4zEuOBz/oB//4KRBdAxLX/Q8S5XRDuUND4Wh7nrN6N0d+sxe6jZ6yLFYsXwBM96qNrQ+dzEo6wQlmylRVKAsoVLYBWNcJXpPFaxsxel0HMEK7jVXF7l4YVM71GWu1S0hxISeV3mvlOTkszxze/U52/k63t1r6pp3+npZltzn2c/ze/Tx/Lub/tf679nd9cto6/+8ipdG4mT7BMjpm1Dg0rF0fhuGgUjotCEfMdjcKxzmX+jouODEjDOlAE45lS3RKEXk6MaaHguOWWW0yPJE/Q3P3555+bLt3s/jxs2DCfu20PGjQI77//vnEdsdcSj8MYGp534MCBRhzR5WOnXbt2Zj2tNHY4lgxdQ7179zbWFsbQPPTQQ8Z0t2rVKpcoYUwNLUHsLm5122aQsK/dthV9HqacPARM6gPs/AuILQJcPxWo3hb5qYcIX7x3TlyWoaK0qoZ3B5wflqImHEQaBcHJxFQcT0rBycQUHE9MwcmkVJxITMGJpBScSEzFySSuT8WmvfH4drXnmD475YvFIToy0ilQ3MVHmvN3XiQ6MsIIG4qdQrFOkeMUPmd+F4rlt3P5zHYKI/v+zv/ERUdlOy3BeqZUzwTBQrN27Vo888wz6Ny5szGB0arBeBn+Zg8nbl+zZg3OP/98vPjii6b7s6/07dvXxKGw6zUDcps2bWq6UFuBwrQOub+gOUYN546aO3duhuPRhbVy5Up88sknxgrDdF522WVm4D+7hYXTNdAKRBcUj08B9Oabb/qcbhGGxO8FPr0a2LcGKFgSGDADqOy00OUXWLmx0s+s1c/tnetXCCvLhrcKZc/RBLM+OxVKWprDiAwKDiM8ElNPiw6Kj9T0guT0eiNW3NZZIoXfSamBD/Lce+xMZwV/iImKMEKIwiCav6PO/I6JjDT3n+u4H39zXbT127avOYb5Pr1/JPdx/s+5v3Mdt+08fBITF2/PMm0X1CyFgjFRJs+Yn/a8PJWcavahWDt6Ktl8AgHT6xRA6UVR4dhoFLJZiZzrzmwvEBOFR79cneeeqTw/Ds2pU6cwe/ZsIya2bdtmlhmb0qxZMzMYXsOGDZFfkHIOM45sB/53FXBoC1CkPHDDV0D5MwND5hcLDbvH9vvwjyyP16hyMZQqHGdewJERrJRg+x2BKOPe4nL69a7t9v+d3tf1bf9t/d9a59oHGc7F73T7nj42uWvSMhw8cWbATXeKF4zB8Etr41RymlN4WCLltNBwiRQPFWcwiI2KNJWmVYGywixsuVNOV6CsqL9ZsTvLYz3Zoz6aVCnhFBmWsHCJjMgzAuX0Nu7H+xYKdw0FddsXfjRC01vFQ6vawoc7eq38eYwzAsdpzbLEJddz2Skuz/w+btvf3O/Ty/xPQnLO9CT67NYL0KaWf6OKq54J4kjBBQsWxDXXXGM+QoQNB/4B/tcTOPYfUKIqMHAmUCr/zQyfmJKKH9enD8D3xqqdzmEJ8goUB+wmnB1Yr7rHb9DFYbk0LBdGIdNid4oUS5hYrg7X9thoFIyNQmx01rERrLj/+vew18qf1X2F4gVwQ5vqYdPyZzrpAqTVjCm2X5e1/Pjl9TK9Hm4rViDGfAIB439OJp8WtXYRdFrwWsuudaddhta6nUcSsOvIqSzPw7gukcumPhAirNi90ulmOnkAKHOu0zJTPOuA9bxCUkoaftt0ALNW7sbctXsQn+DbSN53d6iFGmWKGLdLqsMZh5F2+vvMb3hY59zf/M++3bXO+Zt2Yff1Z/Z1unvSbbd9m+Pa1h1LSMaB496tMxZNq5TAueWLnBEcLpHiQZDkguDTrCp/wu3hImYs6PqjC9A93onibFi7Sjnea4uusGL8ZFMg+Wr1ZJC6CC4SNCLvsmMJMPEaIPEoUKExcMOXQOG8P2gXg0F/33wQs1bswvdr9uCYTcSUKxrrNNEneXanWK3++zqHT7dZXyuUh7ue57fJP9RkVvnnpmBnf2G6GVNi75HWoloJHDywH+EGe9LRTZaVJY37ieAiQSPyJpsXAFP6A8kngCoXOHszFSyBvArN5ku2H8NvC/fi+7V7ceTkmUDJskXj0L1hBVzeuBJaVCtpLDVs9SOPtPrzeoXiqfIP5+7oFky/XWCG66i4edWSli8mpxROFKyVi1k/G5h2I5CaBNTqCPSdCMSmn+srL0CXzOKtB407ac6q3ThkEzGlC8eiW6MKuLxRJY+VXzh0cc5OLyd4qVDCtSt6fiLcJ6cMxjOlesY/JGiyiQpaLmXFVOCrOwFHKlCvB9B7HBCdcUDEcMUaiXT2yt34bvUeHDh+pstu8QJR6N6oEq5oUgmta5QysQFZHSsvtfrzmkjLb4S7oAnGM6V6JgcEzT///GPmdmLhczcTcjyZ/IAKWi7kz4+A2Q842+hNrgeufAuICn+vKgNfl24/bETMt6t2m2HV7d2RuzaogO6NKqBWkVRUqlg+bCuDQJDXRFp+Ii8ImkCjesY//H7bf/jhh7jzzjvN+DMcidce/c/f+UXQiFzGr68C809PHtrqNqDrCxw3HOEsYv7eccQlYuzDxRctEI0uDSrgisYVcVHtMmZcEasyyO+4x2UIIfIPfguap59+2owa/PDDDwcnRUL4Aw2MFDILX3Mut3sA6PgY1TXCDRpLV/x3FLNX7jJCZpfNdVI0LhqdG5Q3IqZt7bI+jWMihBD5Cb8FDac66NOnT3BSI4Q/0N353YNOVxPp/BRw0XCEm4hZvfMYZq3cZYJ7d9oG6OLYKJ3rlze9k9rVKWOGWBdCCBEgQUMxwzmU7rjjDn//KkTgSE0BZt4NrOTkpBHAFa8CLW5CuIiYtbspYnYbS8z2Qydd2zgC7aX1yuPyRhXRvm5ZiRghhAiWoKlduzYef/xx/PHHH2jUqBFiYtKPrujrLNtCZJuURGD6TcD6WUBEFHD1+0DjPrlexKzfE28EzOxVu7H1wAnXtgIxkbj0PKc7qX3dcmZofCGEEEHu5VSjRg3vB4uIwJYtW5AfUPR5iEg64Rwwb8sCICoOuPYToG435FY27o0/bYnZhc37z4gYDqffoW45XNGkIjqeV84Mt382qIeICHdUhjOiesY//H6Lbt261d+/CBEYTh0BJl8L7FgMxBQG+n0G1Lwk13UH3rTv+GlLzC5s3HvctZ6BvO3PLYvLG1c0biVObiiEECIwnNUb1TLuhGLiNpHPOL4fmHg1sGcVUKA40H8GUKVlrhmwjS4kWmFojaFrySImKgKXnBYxneqVR9EAzRAshBAiAILmf//7H1566SUzwB4599xz8eCDD+KGG27IzuGEyJyj/wH/6wkc/AcoXM45yWSFhjk6pL67X5bzBt0xcRmualoJ/+w9boJ8LaIjI0yvJPZOYi8lDn4nhBAilwmaV1991QQFDxkyBBdddJFZt3DhQtPr6cCBA7j33nuDkU6RXzm4GfjfVcDRHUDxKsDAmUDpWjnmZqJlxlOQmbVu5vJd5pvuJw5yd0WjirisQXmUKBSbI2kUQgiRTUHz1ltv4d1338XAgQNd66688ko0aNAATz75pASNCBx71wCfXg0c3wuUrg3c8BVQokqOnZ4xM3Y3kzdubVcDd7avjVKFJWKEECJsBM3u3btx4YUXZljPddwmRED4bykwsReQcAQo3wi44QugSLkcTcLqnUd92q9h5eISM0IIEWIiszMOzeeff55h/dSpU1GnTp1ApUvkZ7b+CvzvSqeYOaclcOM3OSZmUlLTMGf1Hgz4aDGe+XadT/9hrychhBBhZqEZPXo0+vbti19++cUVQ/Pbb79h/vz5HoWOEH6xYQ7w+UAgNRGocQlw3WQgrkjQT7v3WAI+W7IdU5bsSDcRJMeLSUxJP6O8Bfv2VSju7MIthBAizARN7969sXjxYrz22mv46quvzLp69ephyZIlaNasWTDSKPILq6YDX94OpKUAdS8HrhkPxATP+sFhB37ffBAT/9iGuWv3miBgUrpwLK5tWQXXt6qKNbuOml5OZn/bf62BCth129t4NEIIIXJ5t+3mzZtj4sSJgU+NyL/8NQGYxYByB9DoWqDnO0BUcLo7Hz2ZjGlLd2Dy4u3YYpuCoFX1Uuh/QVV0bVgBcdHO6QeqlCqEdwecn2Ecmgpu49AIIYQIA0HD4ZetYZf5OzM0PLPwm9/fAuY+5vzNCSa7vwIEYejzFTuOGGvMNyt3ISHZ6UbiaL1XN6tshMx5FTyXXYqWzvUr+DxSsBBCiFwqaEqWLGl6MHGOjRIlSngcGZjme65PTU0NRjpFXoQjTS94FvjlRefyRfcAnZ7k0NMBO8WppFR8s2IXJi7ehpX/nem1dF6FohhwQTX0bFbZpykIKF7a1CodsHQJIYQIgaD58ccfUaqUM/BxwYIFAU6CyJekpQHfjwQWv+dcvnQU0O7+gB1+8/7jmPTHdkxfugPHElLMutioSDMFwYALquL8qiU1ZYcQQuQ3QXPJJZd4/B0o3n77bTOVwp49e9CkSRMzeF+rVq087tu+fXv8/PPPGdZ3794ds2fPRnJyMh577DF8++23ZuZvzlTaqVMnPP/886hUqZJr/+rVq2Pbtm3pjvHcc89hxIgRAb8+4UZaKvD1MGD56Tis7i8DrW4968Mmp6Zh3tq9xq3EYF+LKqUKon/raujT/ByULhJ31ucRQgiRB4KC58yZgyJFiqBt27YuMfLhhx+ifv365jfdU/7A8Wvuu+8+vPfee2jdujVef/11dOnSBRs2bDAuLne++OILJCUluZYPHjxoRFCfPn3M8smTJ7Fs2TIzPQPXHz58GMOHDzejGf/111/pjvXUU0/h1lvPVKRFixb1NzuEv6QkAV/cAqydCUREOYN/m1x3VofcffQUPluyA1OWbMe++ESzjuEtHc8rh/4XVMMldcoiUvEuQgiRp/Fb0HASyhdeeMH8XrVqlREj999/v3FF8feECRP8nhuKomLw4MFmmcKGlpbx48d7tJZYri+LKVOmoFChQi5BQ4vMvHnz0u0zduxYY/HZvn07qlatmk7AVKhQwa/0irMg6STw+Q3Aph+AqFhnt+x6PbJ1qLQ0B37bfACfLtqG+ev3ubpclykSi+taVkW/1lVRuUTBAF+AEEKIPCNotm7daqwxZMaMGejRoweeffZZYxWh28cfaGlZunQpRo4c6VoXGRlpXESLFi3y6Rjjxo3Dddddh8KFC3vd5+jRoyZeggHNduiGGjNmjBE5119/vZmHKjo6Wz3ZRVYkHAUmXwds/x2IKQRcNwmo1dHvwxw5mYTpS/8zbqV/D550rW9do5QJ8u3SoAJiowPfQ0oIIUTuxu/aOzY21rh1yA8//OCapJKWk6y6dLvD2bnZK6p8+fLp1nN5/fr1Wf6fg/mtXr3aiBpvJCQk4OGHH0a/fv3SdSkfNmwYzj//fJPu33//3Ygq9uSixcgTiYmJ5mNhXWtaWpr5CCrHHcDJQxnXJxxBxHcPIuLAP3DEFYOj31Sg6gXOwGAfYA+6Ff8dxaTF2zFr5W7XyL3sndSrWWVc37oKzi1/xl2YH+8Hr5n5lB+vXeQNVIYzorwIsqBh7AxdS5z2gIKCMTBk48aNOOecc5CTUMg0atTIawAxA4SvvfZa85BwhnA7vAaLxo0bG6F2++23m8DguLiMgaNcz2kf3Nm/f78RTfmdyPhdKDulCyJSz8Q3uUOn0OFLX0ZSgZrAvn1ZHvNUcirmbjiML1bux4Z9Z6wx55YtiF6Ny+KyuqVQKJYD4J3Cvn2nkN9ffLREsqzTyilEuKEynJH4+PhQJyFvCxrGo9x1112YPn26EQmVK1c267/77jt07drVr2OVKVMGUVFR2Lt3b7r1XM4qtuXEiRMmfoaBvZmJGfZkYrfzrAb8Y0BySkoK/v33X9StWzfDdlpw7CKIFpoqVaqgbNmyGkyQpO7OVMwQhuWWqHwu4CHY286mfcfNKL4z/t6JeKvLdXQkrmhUEf1bV0HTKp7HQsrvlQHzhOVRlYEIR1SGM1KggCa+DaqgYbzJrFmzMqzn3E7+QqsIp1HgxJY9e/Z0FWouDxkyJNP/Tps2zbiABgwY4FXM/PPPPyZYuXTprAdEW758uXmIPPWsIrTaeLLc8D96+KhWfBMYkdzPQ34lpaRh7to9Jjbmjy1n3FbVShdC/9ZV0ad5FZQsHBvQJOc1WBmoPIpwRmU4PcqHMJv6gFaPQYMGoUWLFsZ1xG7btL5YvZ4Yo0MrEF0+7u4miiB3sUIxc80115ggZQovxuhwfBvCeBmKKAYcc4LNDh06mJ5OXGZAMMWRv93Oxdmx6wi7XG/HlD93YL+ty/Wl9cqbIN92tcuoy7UQQojcP/VB3759TRzKqFGjjPBo2rSpGevGChRmV2t3lcoxahYuXIi5c+dmON7OnTvx9ddfm988lh1aazgwHy0tdFc9+eSTxspTo0YNI2jsLiURPNjl+tdNB4w1Zv66vTjd4xpli8ahX8squK5VVVRSl2shhBB+EOGgEskCjszLIGB2afY0Sq+dYIwknBuhpYpj3jCILd/H0HCwvO8fAf78MMtdZ7SchDfXFsY2W5frNjVLG2vMZQ3KIyZKJtbsQFftvn37TKNDZmoRjqgMZ0T1TBhOfSDCmK2/ArPvBw5s8Gn38Qv/xTZHDRQtEI3e559j5lWqXU4jNAshhMjhoGCOBMypD6yRee1BuhyfhvEwIh9wfB8w9zFgpbPbvqNACUQkHMnyb7XKFsLAdo3Qo0klFIrVIIZCCCECg992PQbnsru1OzQTcsRgkQ8mlvzzI2Bsi9NiJgJoeQtWXDoZCY6YTP/K7YM6tUDfllUlZoQQQgQUv2sVBukyiNadatWqmW0iD7Prb2DWfcCuZc7lik2BK14FKjfHtuU7cVfiKygZ4X0gqMOOong4rTSa51yKhRBC5BP8FjS0xKxcuRLVq1dPt37FihU+jfciwnQeph+fdlpmHGlAXDGg4+NAy5uBSI7UC5QrWgC7UAa7HBmtd3a4nxBCCBFyQcM5kTgPEsdvufjii8069nwaPny4mSRS5CHYAW7VdGcPphOnpypo1Ae47BmgaPr5t1rVKIXiBWNw9FSyx0Oxo3+F4gXMfkIIIUTIBQ1np+b0AJdeeqlrZmp2t+MAeIqhyUMc+MfZe2nr6W76pesAl78C1PTcy23rgeM4meScpsAda9SiJ3rUR5QGyRNCCJFbZtvmhJQUNnQzFSxY0EwQyRgakQdIPgX88jLw2xtAWjIQXQC4+AHgwmFAdMapH0hCciqGfrYcyakO1KtYFIdPJGPPsTMTdtIyQzHTtWHFHLwQIYQQ+YlsdzVhDA3H5KtVq5bLUiPCnI1zgW8fAI5scy7XuQzo9iJQKmMQuJ0X5qzHut3HULpwLD65qRVKF47Dkq2HsC8+wcTM0M0ky4wQQohg4rcS4VgzQ4cOxSeffGKWN27ciJo1a5p1nHNpxIgRwUinCCZH/wO+exhYf3rS0WKVgW4vAOddkeWkkwvW78OE3/41v1/u08QV9NumlgLEhRBC5OJxaEaOHGlcTT/99FO6qc07depkXFEijEhNBn57ExjbyilmIqOdrqW7lwD1emQpZvYdS8AD01aY34Mvqo4O53meqVwIIYTIdRaar776ygiXCy64IN0klQ0aNMDmzZsDnT4RLLYtAmbfB+xb61yu2ga4/FWgfH2fJ5i8f9oKHDyRhHoVi2FEt/OCm14hhBAikIKGM2NzLBp3Tpw44XEWbpHLOHEAmPcEsHyic7lQaaDzGKBJP8CPCeE+WrgFv/5zAAViIvFWv6aIi3aORyOEEEKEhcupRYsWmD17tmvZEjEfffQR2rRpE9jUicCRlgYs/dg5ZYElZs4fBAz5C2jW3y8xs+q/o3jpe+dklKOuaKDJJYUQQoSfhYZjzXTr1g1r165FSkoK3njjDfP7999/NwPsiVzInlXOKQv+W+JcLt8IuOI1oEpLvw91IjEFw6b8bbpod21QAf1aVQl8eoUQQohgW2jatm1rgoIpZjj+zNy5c40LatGiRWjeXLP05CoS44E5I4H3L3aKmdgiQJfngNt+ypaYIU98vQZbD5xAxeIF8HzvRnIzCiGECD8LTXJyMm6//XY8/vjj+PDDD4OXKnH2Uxas/copZuJ3O9c1uBro8ixQrFK2D/v1il2YvvQ/cEiZ1/s2RYlCsYFLsxBCCJFTFpqYmBjMmDHjbM4ngs3BzcDE3sC0G51iplRNYMAXQJ+Pz0rM7Dh0Eo9+scr8HtKhNlrX1DgzQgghwtjl1LNnT9N1W+QykhOAn54H3mkDbJ4PRMUB7UcCdy4Cal96VodOSU3D8Cl/Iz4xBc2rlcSwS+sELNlCCCFESIKC69Spg6eeegq//fabiZkpXLhwuu2ciVvkMJvmO6csOLTFuVyrI9D9ZaB0rYAc/s35/2DZ9iMoWiDauJqio/zWwUIIIURQiXBwQiY/qFHD+7w+DBDdsuV0pZrHOXbsGIoXL46jR4+iWLFiIUrELuD7R4A1XzqXi1YEuj4H1O+Z5Si/vrJ4y0H0+/APpDmAt/o1Q48m2XdbieDBGe/37dtnAvQj/eiCL0RuQWU4l9YzedlCs3Xr1uCkRPhOagqw5ANgwbNAUjwQEQm0vsPpYioQuEJ/5GQS7pm63IiZPs3PkZgRQgiRazmrabIt44667uYgO/4EZt/rHFuGnNMKuPwVoGLjgJ6G93bEjFXYfTQBNcsUxpNXNgjo8YUQQohAki273rhx49CwYUMzOSU//M2RgkUQOXkI+HoYMK6TU8wULAn0eBO46fuAixny2ZIdmLNmD2KiIvBmv2YoHHdW2lcIIYQIKn7XUqNGjcKrr76KoUOHuqY64KB69957L7Zv324ChkUAoRVs+WRg3uPAyYPOdU0HAJ1HA4XLBOWU/+yNx1Oz1pjfD3U5Dw0rFw/KeYQQQoiQCZp3333XDKrXr18/17orr7wSjRs3NiJHgiaA7F3rnBF7+yLncrn6zhmxqwVvzqyE5FQM/exvJCSnoV2dMri5rfcgcCGEECJsBQ1HC+YEle6wCzenQxA+cGTHGWuLJ6ILOieQ/OMdIC0FiCkMtB8BXHAnEBUT1KQ9/916rN8TjzJFYvHKtU0QyWGBhRBCiLwWQ3PDDTcYK407H3zwAfr375+tRLz99tuoXr26icdp3bo1liw5PYmiB9q3b2+CkN0/l19+ebqAVrrGKlasiIIFC6JTp074559/0h3n0KFDJr3sCleiRAncfPPNOH78OHJEzIxtDnxwiffPO62A3990ipl6PYAhS4CLhgVdzPy4fi8+/v1f8/ulPk1QrmiBoJ5PCCGECBTR2Q0K5qSUF1xwgVlevHixiZ8ZOHAg7rvvPtd+jLXJiqlTp5r/vPfee0bMvP766+jSpQs2bNhgxiNw54svvkBSUpJr+eDBg2jSpAn69OnjWvfiiy/izTffxCeffGLGzeHcUzwmZwWnaCIUM7t378a8efOM1Wnw4MG47bbbMHnyZAQVWmZSErPer0gF4Mq3gHMvQ06w71gCHpi20vy+6aIa6FA3Y94LIYQQeWZgvQ4dOvh24IgI/Pjjj1nuRxHTsmVLjB071jW4UpUqVUw8zogRI7L8PwUQrTEUJxy1mJdTqVIl3H///XjggQfMPhyUqHz58vj4449x3XXXYd26dahfvz7+/PNPl/tszpw56N69O/777z/z/6ANeLRrudMKkxXsvVTVKRiDTVqaAwPHL8HCTQdQr2IxfHX3hYiLjsqRc4vAoEHJRLijMpwRDawXZAvNggULEChoaVm6dClGjhzpWseCTBcRe075ai2iSLGmYODAf3v27DHHsGCBoHDiMbkvv+lmsscCcX+em9amq6++OsN5EhMTzcde0KyHkB+fcTh88vOlcS4mf457FnzwyxYjZgrEROKNvk0QExnh3zWJkMP7RTGv+ybCFZXhjCgv/COkg4scOHAAqampxnpih8vr16/P8v+MtVm9erURNRYUM9Yx3I9pbeO3uzsrOjoapUqVcu3jznPPPYfRo0dnWL9//34kJCRkmVbXeQ4dgi+drRnjkxK1D8Fm3d4TeGnuBvP7novPQTGcxL59J4N+XhH4Fx9bcawQ1LoV4YjKcEbi4+NDnYSwIqxHS6OQadSoEVq1ahX0c9GKZI8PooWGrrGyZcv6ZwpM3e3TbhRX8BBDFEiOJ6bgyU/XITUN6NqgPG7tWF+jPodxZcB7x/KoykCEIyrDGbFiPkUYCJoyZcogKioKe/fuTbeeyxUqVMj0vydOnMCUKVMyjHtj/Y/HYC8n+zGbNm3q2oe+Wjvsck6riLfzxsXFmY87fPD8evh8FAyR3C/ID/Xob9Zh28GTqFS8AF7o3cTcCxG+sDLwuzwKkYtQGU6P8iGMBE1sbKwZv2b+/Pno2bOnS6VzeciQIZn+d9q0aSamZcCAAenWs1cTRQmPYQkYWlMYG3PnnXeaZY5wfOTIERO/w/MTBjDz3Iy1yQ/MXL4TM5b9Bw4z8/p1zVC8UHC7hIvwgW5g9vwTIifh+5flji78/FKRx8TEqCGZl1xOdOMMGjTIBOjSdcReS7S+sBs1YVfwypUrmxgWd3cTRVDp0qUzKPx77rkHTz/9NOrUqePqts2eS5ZoqlevHrp27Ypbb73VdBfnQ0QBxYBhX3o4nRWFSgPRcZl33eZ27hckdhw6ice+XG1+D+lYB61qlArauUT4wNgFxpBR7AuR01gBwYwbyU+ub3ZQYSM8P11znhU0ffv2NYG17HrNlymtKuxCbQX1cnwbd7XOMWoWLlxoxsLxxEMPPWREEceV4cu5bdu25ph2f+SkSZOMiLn00kvN8Xv37m3Grgk6JaoAQ5ZmPlIwxQz3CwIpqWkYPuVvxCemoEW1khjWsXZQziPCD0vMMGC+UKFCesGKHBc0dP2zg0Z+KHu83pMnT7rCH+whEiKHxqER4T0+wCtzN+CtHzehaIFofDe8Hc4pWSjUSRK5YAwPupk2btxo/u9u9RQiJ8hvgsY+OCyf3XPPPTeD+ylc65lQkT8clcLwx5aDGLtgk/n9XK9GEjPChRUzQ8uMECLnsJ45xa2dPRI0+YQjJ5Nw79TlHNcP17Y4B1c0DnKskAhL8lPLWIjcgJ65wCFBk09MuQ/PWIndRxNQs0xhPHllg1AnSQghhAgoEjT5gMlLtuP7NXsRExWBN/s1Q6HYkMeCC5HraN++vekhKbzDHqPsbJHX+emnn4zlxN7j76uvvkLt2rVNnAvLCTuasBOLpifIPUjQ5HH+2RuPMbPWmt8Pdz0PDSsXD3WSRB4mNc2BRZsPmnGO+M3lYHLjjTeaiuf5559Pt56Vj7+m/C+++AJjxoxBTqTX+jAAm0NIrFzpnOk+t/eCe+ONN/Doo48irwvZCy+80Ex4zIBci9tvvx3XXHMNduzYYcoJ7xvHkWGPWZE7kKDJwyQkp2LoZ38jITkNF59bFjddVCPUSRJ5mDmrd6PtCz+i34d/YPiU5eaby1wfTDgcwwsvvIDDhw+f1XE43UjRokURbFgRsrLkhwOAslfPFVdcgdzORx99ZCr6atWqIRw4myBbDvpqHxvm+PHjpidSly5dzFhlVjmhQM2R4T6ET0jQ5GGe/2491u+JR5kisXi5T2NEclhgIYIARcudE5eZOC07e44mmPXBFDWdOnUylY/74JvuXWP79etnBulkrxLOAffZZ595bak/8sgjHkcNb9KkSbrpVljJc6BOiqrzzjsP77zzTpbp5RQqTC8/dFmMGDHCtPo5HpfFww8/bLrxMq01a9Y0rh6rgv73339N1/y//vor3XE5KCnFhuUC4cS93bp1Q5EiRcy4XjfccIOZENhi+vTpJh8KFixoLEXMR47f5Q1ONdOjR4906zgIXv/+/VG4cGEzjsprr72WweLBEd0feOABk/fcj/lKl47Fxx9/bAaX+/777016KBYs0Wcns7xmnlB8TJ06FZdcconZh5aTrO47BcnPP/9sLE+W1YzHsruc+NsSMB07djTrrfQzP3gfNm/enOV9F8FHgiaPMn/dXnz8+7/m90t9mqBcUU1yJvwc9CspxadPfEIynvh6DTw5l6x1T3691uzny/H8HRqLMQ3PPvss3nrrLfz3338e9+Fw+pzmZPbs2aaiZxwIK/glS5Z43J+VNLfZK6o1a9YY19D1119vlllhckDQZ555BuvWrTNpoPD45JNPfE47W/4TJ040sRn28X9YgbKiX7t2ralsP/zwQyMWSPXq1Y34mDBhQrpjcZkVNMUOK2JWvs2aNTMVLuM9OJ/dtddea/alWGBFf9NNN5m0s4Lu1auX17znPHdMC0d0dx/p/bfffsPXX3+NefPm4ddff8WyZcvS7cMBTBctWmQEEfOvT58+RrD8888/rn04wNwrr7xirpkCgwOqUgRZ+JrXFIfDhw83+9CaktV9Z95yKhyOGm9ZzTjpsB1apTiYK5kxY4bZh+tI1apVjVjkdYvQo+jQPMi+Ywl4cLrTJ083U4e6wZ21W+Q9TiWnov6o7wNyLFaRe44loNGTnkf2dmftU138Dly/+uqrjbXjiSeeMNOiuMMWur2CHDp0qLEIfP7552bKFXcaNGhgrDGTJ082FadVqdK6QPFBeC5WwhQChNOssNJ///33zXQu3pg1a5axmhBaRGjZ4Dr7gIiPPfaY6zcFDNNOQcBR0Mktt9yCO+64A6+++qqx+FBErFq1CjNnzjTbx44da8QMK36L8ePHm8qaAyhSSHEQO6bdciHReuENCgyKHfvUMLTOUFAwjzjiuiWq7Pvwf1zHb2s9r4UCi+ut9NH69O6775q00AVHEWS3hPma17QMWftYZHbfGSND9xKtN94mJuZ2DjhpuSXd9+N1bdu2zWveiZxDFpo8RlqaA/d9vgKHTiShfsVieLhb3VAnSYgcgXE0rGDZOvc0EjIDOVlps1KioGDFxorWG7TSsLImrMzpquA6S4jQenPzzTebY1kfziGXlfuhQ4cOWL58ufnQUkBLAl1D9kqRrpOLLrrIVJ48LgWOPa2cl46WqS+//NIs07LB41L8kBUrVmDBggXp0kY3DWH6KNYoQpgftJjQApRZDNKpU6fMt336mC1bthghYheEFAh1655551BkMe/pPrOnhVYYez5RUNSqVcu1TJFnTQngT167W5Cyc9/9hS47WphE6JGFJo/xwa9bsHDTARSMiTJdtOOiNZOr8B+WH1pKfGHJ1kO4ccKfWe738eCWPk2EynNnh4svvtiIg5EjRxrXi52XXnrJuBcYZ8LKjbEcbM0nJSV5PR5dMoxlofWDFTrjXDj3HKGFg1AIuMfaZDV7Ms9tWXms2BAKAR6LlTTdMxROo0ePNtfDbbTO0EJhtxpw4l5aOWiRoPDi9VkwfYzvoMhzh2KBaaSL6Pfffzdz4tFdx95LixcvNtYPd8qUKWO+KXrKli0LX2E6eK6lS5dmyBfLSkXYW8gO41Qs95c/ec28Pdv77i90x/mTJyJ4SNDkIVbsOIKXv3f6ep/oUR+1y515YQjhD6xQfHX7tKtTFhWLFzABwJ4iMBiKXqF4AbNfVJAD09l9m64nu5WAMM7jqquuwoABA8wyA2fpeqlfv77XY51zzjkmwJSuJgqazp07u1wPjJugq4FWCstqczZ5TXeTZQWhyKDrxd492pNLg26nhg0bmuBYy31kcf7555t4D1ps6MLxdl5agfhhfArPSYsP42LcofWEcwnRzUNrC2GwMoXIn3/+aWJJCOccYr5SXBK6vWglobWlXbt22cqfs8lrX+47xSHTmB0Yo0MrEa9ThB4JmjzC8cQUM4t2SpoD3RtVQN+WwZmtWwh3KFIooNmbiXLFLmos+cLtwRYzhK1wVnruXWnr1KljevVQLJQsWdLEnjBINjNBQ3gsxm+wRW8F5VrQgjJs2DBjQWGQK3vzMACXVgxPosCC+3FMF8J9Ge9iWVSstNIlQqtMy5YtTUCr5Vqywx4/F1xwgbEiMbiXrg+Lu+++21g0aGVi3A3dLZs2bTLHpEWI6WSX8csuu8yINFpm2MuKx/QEBRcDkRcuXGjcXVbgMuNXHnzwQXN8Hod5xX2t7s4UP8xDWpNoYWLFz/Pw3I0bN8bll1+eaf6fbV77ct8p+nj97N1EqxGvxVf++OMPE8PEwGIRehRDk0d4YuYa/HvwJCqXKIjnrm6s+UFEjtK1YUW8O+B8Y4mxw2Wu5/acgsGk7qO3MgaFVgu6cNitmLEpVsWcGRxIjV1/GSPhvj8tJBQHdPtQSNGaw1gWTy4bOwyIpduHH7pQaOGYNm2aSRe58sorce+995rAWFqbWBlbgcnuMK6EYouCxg4tGrRO0PJA0cL00dXC7tEUHLS2/PLLL+jevbsRHcwfCg7G8niD10tBZM9bCgRW5hxHh4KH1h6ra7UF84eC5v777zeWM+aj3arjC9nNa1/uO4OG6bqiyKHryJ/4GiuuSpO65g4iHP72kRS5blp3jsrKgczYAJ56exu0rO57C0PkDVjJ0KzPVrK9t4w/pvOtW7eaCsJeGfkLRwZmTM2++AQzVABjZnLCMpNfYcArxVBOjDTMqoICjGKLlh9PMICXPcoojii2/D0+XWd0kYVDg4xj+lCg0VKUlbDK7rOXm+qZcEAupzBnx6GTeOzL1eb30I51JGZESKF4aVPrzHgqIjjQRUUXCd1VDCTOCSgyPvjgA9NzyeLvv//G+vXrTU8nVrpWV2vGreR1mP+MXzobMSMCiwRNGJOcmoZhU/5GfGIKWlQriaEdz/ScEELkXeiOoruD7hN3d1MwoQuMHzsvv/yyGXiOwbUcxI6DzFm9ovIy7CLu3k1chBYJmjDmjR/+wd/bj6BogWi8fl1TREcpJEqI/ADjR/gJNQzyZZdsIXIDqgHDFM5k/PZPm8zv53s1xjklFZQmhBAi/yJBE4YcPpGEe6cuB8O5+7aogssb51wPEiGEECI3IkETZrAnwMMzVpq5cWqWLYwnrsx8HA0hhBAiPyBBE2ZMWrwdc9fuRUxUBN68rpnfk/gJIYQQeREJmjBi4954jJm11vx+uOt5aFi5eKiTJIQQQuQKJGjChITkVAz77G8kpqTh4nPL4qaLNPaBEEIIYSFBEyY89+06rN8TjzJFYvFKnyaI1OirQuQInOuHszVnF3av5pQDuQXOo8TpCTKbkPHJJ59MN94MZy/3ZaqI7PLTTz+ZEa6PHDkS0nvlz6B6HGhw+fLlrnWcaoLTMnDCTuYVJ/LkBKccPVnkDArACAN+WLsXnyxyzrb7cp8mKFs0LtRJEiI9R3YAJw96316oNFAi8BOmsqJlJfjVV18hWHDeocKFC/tcoXLOJH4s+vbta+ZMyi1wskrOccT5i3zljTfeMB0SgsWFF16IXbt2mWH+c+penU0Zq1KlCnbv3p1uAEFOkkkR+N1335lJLiliOXko57vyNheXyGMWmrffftu8BDiHBecJWbJkSab7s2BxJllO7MZZTjmx2rfffuvazmNRObt/+B8LTlLmvv2OO+5AbmTvsQQ8OH2F+X1z2xpoX7dcqJMkREYxM7Y58MEl3j/czv3CEE5YeDaTD3IWbM6xlRvgbNmbN29G7969/fofhUawrEzJyclmlGFOHHm2czid7b3yFYpBppfzTlkwXzt27GisMlZeDR48GO+++66Zo0rkcUEzdepUo2o55fyyZcvQpEkTMysqJ9nzBGeV7dy5szH3cUp4Drf94YcfmsnQ7Aqdytn6zJs3z6zv06dPumPdeuut6fZ78cUXkdtIS3Pgvs+X4/DJZDSoVAwPda0b6iQJkRFaZlISM9+H2zOz4ASJn3/+2cwzxMYPG0EjRoxIV7nEx8eb2ZLZquf21157zTR47BYWuxuDVgq6YzhTNI/JWa2HDRtmtvF/27ZtM5M3Wg0lby6n559/HuXLl0fRokXNJI5Ml93F454GQjcGrQUWiYmJZqZovv+YfjYI6brJDM6WzXeo+ySI7unhhIl23F1OfP/SvUKxVrp0aTPTtt21Mn78eDRo0MCV75yqwYL5wkqes4oz3c8880wGl5OVZ7NmzTITQFKkcOZzznr+ySefmHtSsmRJk/d215m7y4nn4izdV199tTlGnTp18PXXX7u287+8Xs7HxGvhuWiNsuC95vlmzpzpuqdMq93lZP3mrOychoK/rVGcmdeHDh0y5VDkcUFDUxyFBVUsp25/7733TKHjw+AJrmfhoOmP09Sz8HIaeQohu0KncrY+fCBq1apl9rPD89j3y40zmX7w6xb8tukgCsZE4c1+zRAX7buJWIizgu6FpBO+fVJO+XZM7ufL8QLk2ti5c6dx9bRs2RIrVqwwlei4cePSTebIBhVjH1jJsfHDeYjYuPLGjBkzjOh5//338c8//5h3ESt28sUXX5jWOSdotBpKnvj8889NRfnss8+amZpZ4XOSQ3+hSFi0aJERKZxtm422rl27mnR5g9fnPv+Qv+nhdXG2bVbe69atMxV8r169XC4p5jMt4rfddpuZyJJ5W7t2+nnmeD6KDG73NhcVxcubb75prm/OnDnmPPwPLfL8fPrpp+Y+UFxlxujRo3HttdeaPGJ5oIBlPWLNUs97xhnLGfMyatQoPPLIIyZPCAUj/8t8te4p3WN2LPcT6xCKKf6mm5HQ8kShynwXeTiGhtYWzgEycuRI1zoqdCp9PqSe4IPRpk0b87BQMVO8XH/99Xj44Yc9+oN5jokTJ5qXlrspc9KkSWYbxUyPHj2MjzMzUyVbQ/zYp3W3Hgh+As2K/47g5e83mN+jetRDjdKFgnIekTdg2WCFkt0yYv3f+lBYRDx3xvIZEMZ39Wk3x8idQKx/cRCe4jvozmZl89Zbb5nnn61vihxaQ/i806LA1jffBXQVmCSOH28sHq58sB2fH1pg+M649NJLTfAnj0/BxG20GPA9xPgJWjvs/7OnkZUeK3GrIh8zZgx++OEHYxXxdE5P17p9+3ZMmDDBpIdWInL//febip/XQHHiCe5PwWI/rq/psc7NWBdauSguqlWrZtY3bNjQtZ2Cke9cy3JFKKLsx6Igslub6K6x5xG/6YqisGKDlNBNxnf2nj17TB4zsLlDhw748ccfjejwlm+DBg3CddddZ37TGkSRtHjxYiNS6DKiuLJgI/n33383goYCkRYkWm747rfuqXs6WW9xG8sYRY393hPeH+a7txgkK72e6hK988NE0Bw4cMCY++yFhHCZ09F7YsuWLabwUmFToW/atAl33XWXKfh0W7nD1hNNmPYHh1AE8UFkQaNqpyCi+4otLG8899xzRum7s3///gzm2bPlRFIqhk5ah5Q0By6tUxLtq8R6dcMJYb34jh496nrB+gufIR6DFZVxyaSkIAahwZw/0reYA6sS8BSjwBY33TB2lwSXjx8/btwEhw8fNtd9/vnnu/7PCoxxecxH+zGtc7ASp0uClexll11mKsUrrrgiXSyFe3qsSslaR6vGLbfckm4fy11krbMqOffjWMemq4PXRZFmhxUvhZW3mI1Tp04ZIWbf7kt67OemK4kCsHHjxsalwg8tNDwv31MUPHSZZRY3wkkt7dute8Rvqyyygcn3tLUfG7BcprvMvm7v3r0e75UF02st0wVG0UErirWOFiW6iHbs2GHyhw1hWv09XbuF9dv1vHg5t3VOljlv+cH1/B9dVrw3dugSFXm0lxNvOoPrPvjgA9MS4lT1bHG99NJLHgUNzcvdunVztWAsaAq1oLmYLRa2uNhKsFoD7tCSxFaH3ULD1hkfqEC7qx6YthL/HU1EpRIF8Mp1zVGsYKiqFhFOzwZbiCyP2RE0FOV8ebJiNpVzVDGnpcQX9qxCxISsrS+OwXOACk73TGZExxRi8INPp+a18mMXFJlts367rtPtN7FiJezrrOMw1oINLlow6KKiFYIuKFb+VmXkfk7rftjX8f2V2Tkti7N9H1b21rFZ8XIfuojcrdO0XnjKD8JeOXx3uW/PKj32vOSH105Lxty5c40Vha6aP/74w9Xrx/147vCd6Z4f1jfzkefit/s+dOF4+p+ne2VBAeTt2ujOYoP25ZdfNtZ/xhCxPmHnFE/XbuGt7Hgqi2xU16xZ02t+cD3/x1gk99gm92WRSwUNCz4LI9W1HS7TpOsJCg8WcvsDTLMjTZBU1SzsFjTx8aWTmdXF3hohtPh4EzRU2fy4YxX2QDFz+U588fdOcJgZTm1QorC6aAvf4Es6u+WR/7H3+jOCIq6Ib3+OKehb+rifr8f0E0+9Y/huYMyLfTsrYVZabIyUKlXKvE8oCizXCa1cGzduxMUXX5zumPYgX1oOGNDKD+NYzjvvPKxevdpYevgOssSle9qsb6aLFSZdIRZ0gdj3oTDle81appjhOehi4Tqei+toIW7Xrp3P+UTLCC0y9vT5kh5P19K2bVvzYWOS+UeLOBt9dNvQkm658Txhz09PeeT+7W2d+zZvx/Z0HfywPDAmxt4Llp4A+zF5T5nX3tKS1bl43xjQ7K0Hl/UfT89uIOuW/EDIcouFhBYWDvJkwRcBl6mUPcFAYIoOu1+RLx8KHbuYIfQv05pz+eWXZ5kWa3AkHieUbD94Eo9+udr8HnZpHbSoXiqk6REiHKAI4TNs/9B9QHc0v4cOHWqsKoy7Y+XLSpcVBYUNK/EHH3wQCxYswJo1a0yPF0vceYKuCVp+WUmx4mNMB2MsLEHEyvyXX34xlmO61T0xfPhwE+fCdxTfX0wTz22HYmD27Nnmw7Tfeeed6Qado1uMrveBAweaRtvWrVuNKKFrnP/xBnuRsuu2v+mxQ7FjBRAzlofnp7CiMCKMSXnllVdMrAoDlBlkzTim3Ah7PfE6vv/+e3PtjK1iT1k7vKcMTWBYAu8pXWK+QtcmywJjQ0XwCan844uF3a4ZmMdWAx9aBuqx1xPhw2oPGuZ2RqfzAWTh44PLB8uurgkFDx9OvqzczXx0KzHojQHJLGwMNOZ52CKjTzgnSU1zYNHmg8Yqs/Cf/Rj62TIcT0xBy+olMaRD+l4BQuRaOGhedBaWRG7nfkGA7h5aHuwfxrsxuJexdqzoGRPBsaYoWDionL2nJRtQjINhpcNGEytmb6Z+diXmO4v78X1BK/A333xj3AWEPZz4XqGll1YWT7AHDCtODnDHRh2tyXy32WGALt9ffDexhyZdFrTO2OE7jtsZDMxYGnarZmXMLuXeoAiiWGHl7E963N1FFG3sMURhxfykgKF7nzDdDDSmK4rxK8zbzHpehZLbb7/dxP8wD2ipZxwLhbAd9sRl/jKwmfeUveJ85bPPPjOxVpbgFcElwhHM4R99YOzYscZnSfMqu7dR1VsuIAaWUR1bffoJe0BxnAe2wvjC4gvKvZcT/bpsifCh5QNnhy22AQMGmBYWxRNNzwz040PpTywM/dAcbIqtw+zE0MxZvRujv1mL3UfTBxQXjInED/e3R+USvpnxhbBEPAMyaZXMbgwNW/mMEcmW3z5EIwUHGr4T+F5hBc13S05BqwZdNvah9IMFLVJ8f7HLc27CCoJmI/RsB9jLDTAMghagyZMnGwGcnWfvbOuZ/EbIg4Lpg7YPumTH0yBRbE0x+CwzqIi96TQKmFAPckQxc+fEZfCUwlPJaVj13xEJGhFeUKyEgWBx5++//zYuHQ6+x0qDFhZy1VVXIa/y6KOPGusJRbBiNIIH3XEc0yYzMSPymKDJb9DNRMuMN7MY2yXc3rl+BURpAkohgg57uNCaa8X1cRA0+xw9eQ26zVjRiuDCwQTdBxQUwUWCJodZsvVQBjeTHQodbud+bWoFJ+ZACOGE8TaMpws1dDnZB3gTQviP7I05zL74hIDuJ4QQQggJmhynXNECAd1PiEAS4j4CQuQ79MwFDgmaHKZVjVKoWLyAiZXxBNdzO/cTIqewRrnlhIBCiJzDeubcpz0Q/qMYmhyGgb5P9KhvejlRvNi1uSVyuF0BwSIn4bAHDBa15gzjaLh5oeusCB/yWrdtX66XYobPHJ89TxMsC/+QoAkBXRtWxLsDzs8wDk2F4gWMmOF2IXIaa8oRTYQqQoE143RmIzXnRShmvE33I/xDgiZEULSwazZ7MzEAmDEzdDPJMiNCBSsRTv/Bwfn8Gd5diEBgzTjNUZfzy/g47nMTirNDgiaEULyoa7bIbfAFq5esCIWgYQXP0XLzi6ARgUWlRgghhBBhjwSNEEIIIcIeCRohhBBChD2KoTnLwZA4G6oQuSH+ID4+XvEHImxRGc6IVb9o8D3fkKDJJnzwrNm7hRBCiGDWN8WLFw91MnI9EQ5Jv2y3Jnbt2oWiRYvm2jETWrZsiT///DPPnT8Qx83uMfz9n6/7+7JfZvuwJUdxvWPHDhQrVgx5hVCW4WCeW2U4IyrDGWH1TDFTqVIlWa18QBaabMLCdc455yA3w663oXwxBOv8gThudo/h7/983d+X/XzZh9vzUmUQyjIczHOrDHtHZTg9ssz4jiRfHubuu+/Ok+cPxHGzewx//+fr/r7sF+r7GQpCec3BPLfKcP4hP15zqJDLSYg8AM31bMkdPXo0T7VuRf5BZVicLbLQCJEHiIuLwxNPPGG+hQhHVIbF2SILjRBCCCHCHllohBBCCBH2SNAIIYQQIuyRoBFCCCFE2CNBI4QQQoiwR4JGiDwOR15t37496tevj8aNG2PatGmhTpIQPnPkyBG0aNECTZs2RcOGDfHhhx+GOkkil6JeTkLkcXbv3o29e/eaCmHPnj1o3rw5Nm7ciMKFC4c6aUJkSWpqKhITE1GoUCGcOHHCiJq//voLpUuXDnXSRC5DUx8IkcepWLGi+ZAKFSqgTJkyOHTokASNCJupAyhmCIUN2+BqhwtPyOUkRC7nl19+QY8ePcwEdZwI9auvvsqwz9tvv43q1aujQIECaN26NZYsWeLxWEuXLjUtXs0SL8Kp/NLt1KRJEzN/3oMPPmhEuRDuSNAIkcuhmZ0vc770PTF16lTcd999ZpTVZcuWmX27dOmCffv2pduPVpmBAwfigw8+yKGUCxGY8luiRAmsWLECW7duxeTJk40LVQh3FEMjRBjBFu6XX36Jnj17utaxRduyZUuMHTvWLKelpRkLzNChQzFixAiXqb5z58649dZbccMNN4Qs/SJ/k93ya+euu+5Cx44dcc011+Ro2kXuRxYaIcKYpKQk40bq1KmTa11kZKRZXrRokVlmm+XGG280lYDEjAi38ktrTHx8vPnNiSvpwqpbt27I0ixyLxI0QoQxBw4cMDEx5cuXT7eey+zRRH777Tdj1mfsAns68bNq1aoQpVgI/8rvtm3b0K5dO+OK4jctN40aNQpRikVuRr2chMjjtG3b1pjxhQhHWrVqheXLl4c6GSIMkIVGiDCGvT3YrdU9SJLL7KItRG5G5VcEEgkaIcKY2NhYM1De/PnzXetojeFymzZtQpo2IbJC5VcEErmchMjlHD9+HJs2bXIts+sqTfClSpVC1apVTZfXQYMGmeHhaZ5//fXXTVfZwYMHhzTdQhCVX5FjsNu2ECL3smDBAg6tkOEzaNAg1z5vvfWWo2rVqo7Y2FhHq1atHH/88UdI0yyEhcqvyCk0Do0QQgghwh7F0AghhBAi7JGgEUIIIUTYI0EjhBBCiLBHgkYIIYQQYY8EjRBCCCHCHgkaIYQQQoQ9EjRCCCGECHskaIQQQggR9kjQCCGEECLskaARIpdz4403omfPnq7l9u3b45577nEtV69e3cx/E0j+/fdfREREmDl3cgs//fSTSdORI0dCnRQhRC5EgkaIHMJdiPjKG2+8gY8//hjhRqBF0YUXXojdu3ejePHiyC3iUgiRe9Bs20LkckJZgecESUlJiI2NzXI/7lOhQoUcSZMQIvyQhUaIHGrZ//zzz8baQqsFP7RgpKam4uabb0aNGjVQsGBB1K1b1+xzNlYBumRuueUWlC1bFsWKFUPHjh2xYsWKTP+zZMkSNGvWDAUKFECLFi3w999/p9tOC1GJEiXSrfvqq6/MdXiD10R4XO5HC5X9ep555hlUqlTJXDP59NNPzbmLFi1qhMv111+Pffv2eXU5WWn6/vvvUa9ePRQpUgRdu3Y1VhxvHD58GP379zd5w/yuU6cOJkyY4Nq+Y8cOXHvttea4pUqVwlVXXWXuE3nyySfxySefYObMma57yDR5gtc6bNgwPPTQQ+Y4vB7+XwgRPCRohMgBKFLatGmDW2+91VS4/FSpUgVpaWk455xzMG3aNKxduxajRo3CI488gs8//zzb5+rTp48RAt999x2WLl2K888/H5deeikOHTrkcf/jx4/jiiuuQP369c3+rHgfeOABnC0USeSHH34w1/vFF1+4ts2fPx8bNmzAvHnzMGvWLLMuOTkZY8aMMeKLYolCguInM06ePImXX37ZiKFffvkF27dvzzTtjz/+uMln5s26devw7rvvokyZMq7zd+nSxQiqX3/9Fb/99ptLJNGKxONS7FiiiR+6wbxB8VO4cGEsXrwYL774Ip566ilzvUKI4CCXkxA55Daiy6RQoULp3CZRUVEYPXp0OqvGokWLjKBh5ekvCxcuNEKCgiYuLs6sY4VPgTB9+nTcdtttGf4zefJkI6zGjRtnLDQNGjTAf//9hzvvvBNnA60gpHTp0hlcRazoP/roo3Supptuusn1u2bNmnjzzTfRsmVLI7goLDxBEfLee++hVq1aZnnIkCFGOHiDgocWI1qCrIBqi6lTp5p8YLosyxOtN7TW0BJz2WWXGatOYmKiT66vxo0b44knnjC/aQkaO3asEXKdO3fO8r9CCP+RoBEixLz99tsYP368qWxPnTplrAFNmzbN1rFo3aAAoIiww+Nu3rzZ439oqWDlSzFjQWtSMGnUqFGGuBnLOsRroGuI4oIwX2g98gQFoiVmSMWKFdO5qdyhSOvduzeWLVtmBApdX5aVhefdtGmTsdDYSUhI8Jp3mcE8tZNV2oQQZ4cEjRAhZMqUKcaV8corrxgRwcr0pZdeMm6K7EAxw4rTU2yHewyMP0RGRsLhcGSwjmQXWmjsnDhxwrh7+Jk0aZKx7lDIcJkCzxsxMTHplmlZcU+nnW7dumHbtm349ttvjfuHrri7777bWLGYd82bNzfn92Zt8gdPabNEmhAi8EjQCJFD0CLBIGA7jNOgheCuu+5yrcuONcCC8TJ79uxBdHR0OndKZjCgljEotERYVpo//vgjQ4UeHx9vhIclRrLqjm1ZYNyv2RPr16/HwYMH8fzzz5vYIvLXX38hGPBaBg0aZD7t2rXDgw8+aAQN845up3Llyplgal/voRAid6CgYCFyCAoMWl4Y7HrgwAHTWmdsBStu9tTZuHGjCVr9888/s32OTp06GUsPXSlz58415/r999/x6KOPehUI7E1E6wEDlhkwS+sFK3g7rVu3Nu4dBixTcDHuJquxcSgMGHMyZ84c7N27F0ePHvW6b9WqVY1YeOutt7BlyxZ8/fXXJkA40DDomr2U6Fpas2aNCUimoCPs/cQAYfZsYlDw1q1bjaWLvZUYU2Tdw5UrV5qAZt7Ds7FSCSECiwSNEDkEXUsMAmY8iOVSuf3229GrVy/07dvXiAZaKezWGn+hMKEgufjiizF48GCce+65uO6664ybpXz58h7/w4Dbb775BqtWrTIBsxQ/L7zwQrp92PV44sSJ5tiMf/nss8+y7IZMKxEDe99//33TPZtCwRvMDwok9vZi/tBS4y6qAgFF08iRI018C/OI94NuP0LBxp5SFFe8JxQ67FJPy5VlsaHoYzdzBhUzzbSwCSFyBxGOzBzOQgghhBBhgCw0QgghhAh7JGiEEEIIEfZI0AghhBAi7JGgEUIIIUTYI0EjhBBCiLBHgkYIIYQQYY8EjRBCCCHCHgkaIYQQQoQ9EjRCCCGECHskaIQQQggR9kjQCCGEECLskaARQgghBMKd/wOjS40OHquAKwAAAABJRU5ErkJggg==", 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", 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" ] @@ -442,10 +443,10 @@ "id": "12ac1f7a", "metadata": { "papermill": { - "duration": 0.003427, - "end_time": "2026-08-23T20:05:28.325219+00:00", + "duration": 0.003216, + "end_time": "2026-10-30T09:55:29.911636+00:00", "exception": false, - "start_time": "2026-08-23T20:05:28.321792+00:00", + "start_time": "2026-10-30T09:55:29.908420+00:00", "status": "completed" }, "tags": [] @@ -466,10 +467,10 @@ "id": "1d8754f8", "metadata": { "papermill": { - "duration": 0.003264, - "end_time": "2026-08-23T20:05:28.331718+00:00", + "duration": 0.003397, + "end_time": "2026-10-30T09:55:29.918389+00:00", "exception": false, - "start_time": "2026-08-23T20:05:28.328454+00:00", + "start_time": "2026-10-30T09:55:29.914992+00:00", "status": "completed" }, "tags": [] @@ -492,10 +493,10 @@ "id": "4d380e36", "metadata": { "papermill": { - "duration": 0.003054, - "end_time": "2026-08-23T20:05:28.338136+00:00", + "duration": 0.003258, + "end_time": "2026-10-30T09:55:29.924912+00:00", "exception": false, - "start_time": "2026-08-23T20:05:28.335082+00:00", + "start_time": "2026-10-30T09:55:29.921654+00:00", "status": "completed" }, "tags": [] @@ -512,16 +513,16 @@ "id": "c98b587f", "metadata": { "execution": { - "iopub.execute_input": "2026-08-23T20:05:28.346558Z", - "iopub.status.busy": "2026-08-23T20:05:28.346197Z", - "iopub.status.idle": "2026-08-23T20:05:28.351142Z", - "shell.execute_reply": "2026-08-23T20:05:28.350111Z" + "iopub.execute_input": "2026-10-30T09:55:29.932863Z", + "iopub.status.busy": "2026-10-30T09:55:29.932614Z", + "iopub.status.idle": "2026-10-30T09:55:29.936513Z", + "shell.execute_reply": "2026-10-30T09:55:29.935787Z" }, "papermill": { - "duration": 0.010487, - "end_time": "2026-08-23T20:05:28.351887+00:00", + "duration": 0.009078, + "end_time": "2026-10-30T09:55:29.937226+00:00", "exception": false, - "start_time": "2026-08-23T20:05:28.341400+00:00", + "start_time": "2026-10-30T09:55:29.928148+00:00", "status": "completed" }, "tags": [] @@ -547,7 +548,16 @@ { "cell_type": "markdown", "id": "8a3042c9", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.003499, + "end_time": "2026-10-30T09:55:29.944292+00:00", + "exception": false, + "start_time": "2026-10-30T09:55:29.940793+00:00", + "status": "completed" + }, + "tags": [] + }, "source": [ "### Ce que votre complétion doit produire — le guide de l'exercice 1\n", "\n", @@ -559,10 +569,10 @@ "id": "b81c29ba", "metadata": { "papermill": { - "duration": 0.003268, - "end_time": "2026-08-23T20:05:28.358617+00:00", + "duration": 0.003264, + "end_time": "2026-10-30T09:55:29.951078+00:00", "exception": false, - "start_time": "2026-08-23T20:05:28.355349+00:00", + "start_time": "2026-10-30T09:55:29.947814+00:00", "status": "completed" }, "tags": [] @@ -579,16 +589,16 @@ "id": "1d97f0f0", "metadata": { "execution": { - "iopub.execute_input": "2026-08-23T20:05:28.366862Z", - "iopub.status.busy": "2026-08-23T20:05:28.366510Z", - "iopub.status.idle": "2026-08-23T20:05:28.371357Z", - "shell.execute_reply": "2026-08-23T20:05:28.370409Z" + "iopub.execute_input": "2026-10-30T09:55:29.958973Z", + "iopub.status.busy": "2026-10-30T09:55:29.958743Z", + "iopub.status.idle": "2026-10-30T09:55:29.962525Z", + "shell.execute_reply": "2026-10-30T09:55:29.961851Z" }, "papermill": { - "duration": 0.010289, - "end_time": "2026-08-23T20:05:28.372141+00:00", + "duration": 0.00904, + "end_time": "2026-10-30T09:55:29.963348+00:00", "exception": false, - "start_time": "2026-08-23T20:05:28.361852+00:00", + "start_time": "2026-10-30T09:55:29.954308+00:00", "status": "completed" }, "tags": [] @@ -614,7 +624,16 @@ { "cell_type": "markdown", "id": "b06092b7", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.00346, + "end_time": "2026-10-30T09:55:29.970458+00:00", + "exception": false, + "start_time": "2026-10-30T09:55:29.966998+00:00", + "status": "completed" + }, + "tags": [] + }, "source": [ "### Ce que vous devriez observer — le guide de l'exercice 2\n", "\n", @@ -626,10 +645,10 @@ "id": "d0280cc0", "metadata": { "papermill": { - "duration": 0.003409, - "end_time": "2026-08-23T20:05:28.379195+00:00", + "duration": 0.003296, + "end_time": "2026-10-30T09:55:29.977059+00:00", "exception": false, - "start_time": "2026-08-23T20:05:28.375786+00:00", + "start_time": "2026-10-30T09:55:29.973763+00:00", "status": "completed" }, "tags": [] @@ -646,16 +665,16 @@ "id": "f27d09b0", "metadata": { "execution": { - "iopub.execute_input": "2026-08-23T20:05:28.387405Z", - "iopub.status.busy": "2026-08-23T20:05:28.387066Z", - "iopub.status.idle": "2026-08-23T20:05:28.391950Z", - "shell.execute_reply": "2026-08-23T20:05:28.391016Z" + "iopub.execute_input": "2026-10-30T09:55:29.985032Z", + "iopub.status.busy": "2026-10-30T09:55:29.984694Z", + "iopub.status.idle": "2026-10-30T09:55:29.988442Z", + "shell.execute_reply": "2026-10-30T09:55:29.987605Z" }, "papermill": { - "duration": 0.010146, - "end_time": "2026-08-23T20:05:28.392691+00:00", + "duration": 0.008715, + "end_time": "2026-10-30T09:55:29.989024+00:00", "exception": false, - "start_time": "2026-08-23T20:05:28.382545+00:00", + "start_time": "2026-10-30T09:55:29.980309+00:00", "status": "completed" }, "tags": [] @@ -683,7 +702,16 @@ { "cell_type": "markdown", "id": "237b2f6c", - "metadata": {}, + "metadata": { + "papermill": { + "duration": 0.004103, + "end_time": "2026-10-30T09:55:29.996746+00:00", + "exception": false, + "start_time": "2026-10-30T09:55:29.992643+00:00", + "status": "completed" + }, + "tags": [] + }, "source": [ "### La règle de tri practice — guide de l'exercice 3\n", "\n", @@ -695,10 +723,10 @@ "id": "297a4b03", "metadata": { "papermill": { - "duration": 0.003559, - "end_time": "2026-08-23T20:05:28.400058+00:00", + "duration": 0.002958, + "end_time": "2026-10-30T09:55:30.002786+00:00", "exception": false, - "start_time": "2026-08-23T20:05:28.396499+00:00", + "start_time": "2026-10-30T09:55:29.999828+00:00", "status": "completed" }, "tags": [] @@ -717,8 +745,19 @@ ] }, { + "attachments": {}, "cell_type": "markdown", - "metadata": {}, + "id": "1ab35702", + "metadata": { + "papermill": { + "duration": 0.002884, + "end_time": "2026-10-30T09:55:30.008504+00:00", + "exception": false, + "start_time": "2026-10-30T09:55:30.005620+00:00", + "status": "completed" + }, + "tags": [] + }, "source": [ "## References\n", "\n", @@ -730,8 +769,7 @@ "C'est la référence mathématique qui sous-tend `GaussianNB` et\n", "`MultinomialNB` de scikit-learn.\n", "\n" - ], - "attachments": {} + ] } ], "metadata": { @@ -750,18 +788,18 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.7" + "version": "3.13.14" }, "papermill": { "default_parameters": {}, - "duration": 9.515853, - "end_time": "2026-08-23T20:05:28.856370+00:00", + "duration": 9.94949, + "end_time": "2026-10-30T09:55:30.579138+00:00", "environment_variables": {}, "exception": null, "input_path": "MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.3b-Naive-Bayes-Generatif.ipynb", - "output_path": "MyIA.AI.Notebooks/ML/DataScienceWithAgents/02-ML-Cours/2.3b-Naive-Bayes-Generatif.ipynb", + "output_path": "2.3b-Naive-Bayes-Generatif.ipynb", "parameters": {}, - "start_time": "2026-08-23T20:05:19.340517+00:00", + "start_time": "2026-10-30T09:55:20.629648+00:00", "version": "2.7.0" } },