diff --git a/neural_network_CM.ipynb b/neural_network_CM.ipynb index 599b5c6..6d5cad7 100644 --- a/neural_network_CM.ipynb +++ b/neural_network_CM.ipynb @@ -254,8 +254,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n", - "Fold 1 - F1-score : 0.7333\n" + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 29ms/step\n", + "Fold 1 - F1-score : 0.7407\n" ] }, { @@ -271,7 +271,7 @@ "output_type": "stream", "text": [ "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n", - "Fold 2 - F1-score : 0.6316\n" + "Fold 2 - F1-score : 0.8182\n" ] }, { @@ -286,8 +286,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n", - "Fold 3 - F1-score : 0.6364\n" + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 113ms/step\n", + "Fold 3 - F1-score : 0.6667\n" ] }, { @@ -302,8 +302,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n", - "Fold 4 - F1-score : 0.7500\n" + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 27ms/step\n", + "Fold 4 - F1-score : 0.7368\n" ] }, { @@ -318,11 +318,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "WARNING:tensorflow:5 out of the last 5 calls to .one_step_on_data_distributed at 0x176473820> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", + "WARNING:tensorflow:5 out of the last 5 calls to .one_step_on_data_distributed at 0x14bd8b790> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n", - "Fold 5 - F1-score : 0.8000\n", + "Fold 5 - F1-score : 0.6000\n", "\n", - "F1-score moyen sur 5 folds : 0.7103\n" + "F1-score moyen sur 5 folds : 0.7125\n" ] } ], @@ -388,7 +388,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -415,7 +415,7 @@ "for j in range(len(histories), len(axes)):\n", " fig.delaxes(axes[j])\n", "\n", - "plt.suptitle(\"Évolution de la loss sur chaque fold\")\n", + "plt.suptitle(\"Evolution of the loss on each fold\")\n", "plt.tight_layout(rect=[0, 0, 1, 0.96])\n", "plt.show()" ] @@ -457,23 +457,23 @@ "name": "stdout", "output_type": "stream", "text": [ - "WARNING:tensorflow:6 out of the last 6 calls to .one_step_on_data_distributed at 0x177bc5310> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", + "WARNING:tensorflow:6 out of the last 6 calls to .one_step_on_data_distributed at 0x14ca5d3a0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 28ms/step\n", " precision recall f1-score support\n", "\n", - " Sain 0.50 0.18 0.27 11\n", - " Malade 0.55 0.85 0.67 13\n", + " Healthy 0.50 0.09 0.15 11\n", + " Cancer 0.55 0.92 0.69 13\n", "\n", " accuracy 0.54 24\n", - " macro avg 0.53 0.51 0.47 24\n", - "weighted avg 0.53 0.54 0.48 24\n", + " macro avg 0.52 0.51 0.42 24\n", + "weighted avg 0.52 0.54 0.44 24\n", "\n", - "0.6666666666666666\n" + "0.6857142857142857\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhIAAAG2CAYAAAAqWG/aAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA+CklEQVR4nO3de5yN5f7/8fcazJo1B8OMwzgbM3LaRHQwRGqkUXLaOcaQiJQibPP7JkYY7F2kRKktaRQ7NUnKqZBIztnIcZxHJEZjWMzM/fujb+vbNKNm1tzLvSyvp8f9eMy61lrX9VmzW9vH57qu+7IZhmEIAADADX5WBwAAAG5cJBIAAMBtJBIAAMBtJBIAAMBtJBIAAMBtJBIAAMBtJBIAAMBtJBIAAMBtJBIAAMBtJBIAAMBtJBIAAPiotWvXql27dqpYsaJsNptSUlJyPf/RRx/p/vvvV3h4uGw2m7Zv317oMUgkAADwURcvXtStt96qGTNmXPP55s2ba/LkyW6PUdztdwIAAK8WFxenuLi4az7fq1cvSdLhw4fdHoNEAgCAG4TT6ZTT6czVZrfbZbfbLYrIRxOJy1lWRwB4p+ghKVaHAHid46938PgYjkZPmdLPP9qXUWJiYq62MWPGaOzYsab07w6fTCQAAPBFCQkJGjZsWK42K6sREokEAACeZzNnb4PV0xj5IZEAAMDTbDarI/AYEgkAADzNpIpEYWVkZOjAgQOux6mpqdq+fbvCwsJUtWpV/fzzzzp69KhOnjwpSdq7d68kKSIiQhEREQUag/tIAADgozZv3qxGjRqpUaNGkqRhw4apUaNGeuGFFyRJixcvVqNGjfTggw9Kkrp166ZGjRpp1qxZBR6DigQAAJ5m0dTGPffcI8Mwrvl8nz591KdPnyKNQSIBAICnWTS1cT347icDAAAeR0UCAABPY9cGAABwG1MbAAAAeVGRAADA05jaAAAAbmNqAwAAIC8qEgAAeBpTGwAAwG0+PLVBIgEAgKf5cEXCd1MkAADgcVQkAADwNKY2AACA23w4kfDdTwYAADyOigQAAJ7m57uLLUkkAADwNKY2AAAA8qIiAQCAp/nwfSRIJAAA8DSmNgAAAPKiIgEAgKcxtQEAANzmw1MbJBIAAHiaD1ckfDdFAgAAHkdFAgAAT2NqAwAAuI2pDQAAgLyoSAAA4GlMbQAAALcxtQEAAG40a9euVbt27VSxYkXZbDalpKTket4wDL3wwguqUKGCHA6HYmNjtX///kKNQSIBAICn2fzMuQrp4sWLuvXWWzVjxox8n58yZYqmT5+uWbNmaePGjQoKClKbNm10+fLlAo/B1AYAAJ5m0RqJuLg4xcXF5fucYRiaNm2ann/+ebVv316S9O6776p8+fJKSUlRt27dCjQGFQkAAG4QTqdTFy5cyHU5nU63+kpNTdWpU6cUGxvragsNDdWdd96pDRs2FLgfEgkAADzNZjPlSkpKUmhoaK4rKSnJrZBOnTolSSpfvnyu9vLly7ueKwimNgAA8DSTpjYSEhI0bNiwXG12u92Uvt1FIgEAgKeZtP3TbrebljhERERIkn788UdVqFDB1f7jjz+qYcOGBe6HqQ0AAG5CkZGRioiI0KpVq1xtFy5c0MaNG9W0adMC90NFAgAAT7No10ZGRoYOHDjgepyamqrt27crLCxMVatW1bPPPqvx48erZs2aioyM1OjRo1WxYkV16NChwGOQSAAA4GkW3dly8+bNatWqlevxb+sr4uPj9c4772jkyJG6ePGiBgwYoPPnz6t58+b64osvFBAQUOAxbIZhGKZHbrHLWVZHAHin6CEpVocAeJ3jr3fw+BiOTm+b0s+lj/qZ0o+ZqEgAAOBhNh8+a4NEAgAAD/PlRIJdGwAAwG1UJAAA8DTfLUiQSAAA4GlMbQAAAOSDigQAAB7myxUJEgkAADyMRAIAALjNlxMJ1kgAAAC3UZEAAMDTfLcgQSIBAICnMbUBAACQDyoSAAB4GBUJD5s7d64+++wz1+ORI0eqVKlSiomJ0ZEjRyyMDACAorPZbKZc3sgrEomJEyfK4XBIkjZs2KAZM2ZoypQpKlOmjIYOHWpxdAAA4Fq8Ymrj2LFjio6OliSlpKSoc+fOGjBggJo1a6Z77rnH2uAAACgib60mmMErKhLBwcE6e/asJGn58uVq3bq1JCkgIECXLl2yMjQAAIrOZtLlhbyiItG6dWs9/vjjatSokfbt26e2bdtKknbt2qXq1atbGxwAALgmr6hIzJgxQ02bNtWZM2e0aNEihYeHS5K2bNmi7t27WxwdAABF48uLLb2iIlGqVCm99tpredoTExMtiAYAAHN5axJgBq+oSEjS119/rUcffVQxMTE6ceKEJGnevHlat26dxZEBAFA0vlyR8IpEYtGiRWrTpo0cDoe2bt0qp9MpSUpPT9fEiRMtjg4AAFyLVyQS48eP16xZszR79myVKFHC1d6sWTNt3brVwsgAADABuzY8a+/evWrRokWe9tDQUJ0/f/76BwQAgIm8dVrCDF5RkYiIiNCBAwfytK9bt041atSwICIAAFAQXpFI9O/fX88884w2btwom82mkydPKjk5WcOHD9egQYOsDg8AgCLx5cWWXjG1MWrUKOXk5Oi+++5TZmamWrRoIbvdruHDh+vpp5+2OjwAAIrEW5MAM3hFImGz2fQ///M/GjFihA4cOKCMjAzVrVtXwcHBVocGAAD+hFckEu+99546deqkwMBA1a1b1+pwAAAwlS9XJLxijcTQoUNVrlw59ejRQ0uXLlV2drbVIQEAYB6Ltn/+8ssvevbZZ1WtWjU5HA7FxMRo06ZNRf44v+cViURaWpo++OAD2Ww2denSRRUqVNDgwYO1fv16q0MDAOCG9fjjj2vFihWaN2+edu7cqfvvv1+xsbGuO0ibwWYYhmFabybIzMzUxx9/rPnz52vlypWqXLmyDh48WKg+Lmd5KDjgBhc9JMXqEACvc/z1Dh4fo9Kgj03p58TMjgV+7aVLlxQSEqJPPvlEDz74oKu9cePGiouL0/jx402JySvWSPxeYGCg2rRpo3PnzunIkSPas2eP1SEBAFAkZq2RcDqdrmMkfmO322W32/O8NisrS9nZ2QoICMjV7nA4TD3HyiumNqRfKxHJyclq27atKlWqpGnTpqljx47atWuX1aEBAFAkZt1HIikpSaGhobmupKSkfMcMCQlR06ZN9eKLL+rkyZPKzs7We++9pw0bNigtLc20z+YVFYlu3bppyZIlCgwMVJcuXTR69Gg1bdrU6rAAAPAqCQkJGjZsWK62/KoRv5k3b54ee+wxVapUScWKFdNtt92m7t27a8uWLabF5BWJRLFixbRw4UK1adNGxYoVszocAADMZdLuz2tNY1xLVFSU1qxZo4sXL+rChQuqUKGCunbtaurxE16RSCQnJ1sdAgAAHmP1fSSCgoIUFBSkc+fOadmyZZoyZYppfVuWSEyfPl0DBgxQQECApk+f/qevHTJkyHWKCgAA37Fs2TIZhqFatWrpwIEDGjFihGrXrq2+ffuaNoZlicTUqVPVs2dPBQQEaOrUqdd8nc1mI5G4wbw9+w2tWrFcqamHZA8IUMOGjfTssOGqHslJrri5BdmLa0S7Onrg1goqE2LXf4+f15j/7NSOI+etDg0eZlVFIj09XQkJCTp+/LjCwsLUuXNnTZgwQSVKlDBtDMsSidTU1Hx/xo1v86bv1LV7T9WrX1/ZWdl69ZWXNbB/P320+DMFBgZaHR5gmX8+2lC1KpTUM3O36Mf0y+p0RxW9P6SZ7h23SqfSL1sdHjzIqkSiS5cu6tKli0fH8Irtn+PGjVNmZmae9kuXLmncuHEWRISimPnm22rfsZOio2uqVu3aGjdhktLSTmrPbrby4uYVUMJPbRtW1ISUXdp44KwOn7molz/7QYfPXFSvFpFWhwe4zSsSicTERGVkZORpz8zMVGJiogURwUwZv/wiSSoZGmpxJIB1ivn5qXgxPzmv5j5L6PKVbN0RFW5RVLhezLqPhDfyikTCMIx8f0E7duxQWFiYBRHBLDk5OZoyeaIaNrpNNWveYnU4gGUuOrO0+dBZPRtXW+VDA+RnkzrdUVmNa4SpXGjBt/PhBmXRoV3Xg6XbP0uXLu3Ksm655ZZcyUR2drYyMjI0cODAP+0jv9uFGsUKt88WnjNxfKIO7t+vd+bNtzoUwHLPvLNFL/W6TVuSHlBWdo7+eyxdn2w+rvpVS1kdGuA2SxOJadOmyTAMPfbYY0pMTFTo70rf/v7+ql69+l/e4TIpKSnP9Mf/jB6j518Y64mQUQgTx4/T2jWr9e+576l8RITV4QCWO/JTpv4+dZ0c/sUUElBcpy849Xq/Jjr600WrQ4OHeeu0hBksTSTi4+MlSZGRkYqJiXFrO0p+tws1ilGNsJJhGEqa8KK+XLVCb78zT5UrV7E6JMCrXLqSrUtXshXqKKGWdcpr4sf/tTokeBiJhIe1bNnS9fPly5d15cqVXM+XLFnymu/N73ahHCNurYkvJurzpUs07dXXFRQYpJ/OnJEkBYeE5DmFDriZtKxTTjabdPDHDFUvG6TnO/5NB3/8RQs2HLU6NHiYD+cR3pFIZGZmauTIkVq4cKHOnj2b5/ns7Ox83gVvtXDB+5Kkfn165WofNz5J7Tt2siIkwCuEOIprVPt6qlAqQOczr+rzbSc1efFuZeUYVocGuM0rEokRI0boq6++0syZM9WrVy/NmDFDJ06c0BtvvKFJkyZZHR4KaceuvVaHAHilJVtPasnWk1aHAQswteFhn376qd59913dc8896tu3r+6++25FR0erWrVqSk5OVs+ePa0OEQAAt/lwHuEd95H4+eefXUealixZUj///LMkqXnz5lq7dq2VoQEAgD/hFYlEjRo1XOdt1K5dWwsXLpT0a6WiVKlSFkYGAEDRcWdLD+vbt6927NghSRo1apRmzJihgIAADR06VCNGjLA4OgAAisZmM+fyRl6xRmLo0KGun2NjY/XDDz9oy5Ytio6OVoMGDSyMDAAA/BmvSCT+qFq1aqpWrZrVYQAAYAo/Py8tJ5jAKxKJ6dOn59tus9kUEBCg6OhotWjRQsWKFbvOkQEAUHTeOi1hBq9IJKZOnaozZ84oMzNTpUuXliSdO3dOgYGBCg4O1unTp1WjRg199dVXqlKF2y0DAOAtvGKx5cSJE3X77bdr//79Onv2rM6ePat9+/bpzjvv1CuvvKKjR48qIiIi11oKAABuFL68a8MrKhLPP/+8Fi1apKioKFdbdHS0/vWvf6lz5846dOiQpkyZos6dO1sYJQAA7vHSHMAUXpFIpKWlKSsr70lbWVlZOnXqlCSpYsWK+uWXX653aAAAFJm3VhPM4BVTG61atdITTzyhbdu2udq2bdumQYMG6d5775Uk7dy5U5GRkVaFCAAA8uEVicTbb7+tsLAwNW7c2HUseJMmTRQWFqa3335bkhQcHKyXXnrJ4kgBACg81kh4WEREhFasWKEffvhB+/btkyTVqlVLtWrVcr2mVatWVoUHAECReGkOYAqvSCR+U6NGDdlsNkVFRal4ca8KDQAA5MMrpjYyMzPVr18/BQYGql69ejp69Kgk6emnn9akSZMsjg4AgKLx5akNr0gkEhIStGPHDq1evVoBAQGu9tjYWC1YsMDCyAAAKDoO7fKwlJQULViwQHfddVeujKtevXo6ePCghZEBAIA/4xWJxJkzZ1SuXLk87RcvXvTaUg4AAAXly3+XecXURpMmTfTZZ5+5Hv/2C3/rrbfUtGlTq8ICAMAUTG142MSJExUXF6fdu3crKytLr7zyinbv3q3169drzZo1VocHAACuwSsqEs2bN9f27duVlZWl+vXra/ny5SpXrpw2bNigxo0bWx0eAABFYsWujezsbI0ePVqRkZFyOByKiorSiy++KMMwTP1sXlGRkKSoqCjNnj3b6jAAADCdFdMSkydP1syZMzV37lzVq1dPmzdvVt++fRUaGqohQ4aYNo6liYSfn99fZlg2my3fA70AALhRWLHYcv369Wrfvr0efPBBSVL16tX1/vvv67vvvjN1HEsTiY8//viaz23YsEHTp09XTk7OdYwIAADv5XQ65XQ6c7X9dkbVH8XExOjNN9/Uvn37dMstt2jHjh1at26dXn75ZVNjsjSRaN++fZ62vXv3atSoUfr000/Vs2dPjRs3zoLIAAAwj1kFiaSkJCUmJuZqGzNmjMaOHZvntaNGjdKFCxdUu3ZtFStWTNnZ2ZowYYJ69uxpTjD/y2vWSJw8eVJjxozR3Llz1aZNG23fvl1/+9vfrA4LAIAiM2tqIyEhQcOGDcvVll81QpIWLlyo5ORkzZ8/X/Xq1dP27dv17LPPqmLFioqPjzclHskLEon09HRNnDhRr776qho2bKhVq1bp7rvvtjosAAC8zrWmMfIzYsQIjRo1St26dZMk1a9fX0eOHFFSUpLvJBJTpkzR5MmTFRERoffffz/fqQ4AAG50VuzayMzMlJ9f7rs8FCtWzPS1h5YmEqNGjZLD4VB0dLTmzp2ruXPn5vu6jz766DpHBgCAeazYtdGuXTtNmDBBVatWVb169bRt2za9/PLLeuyxx0wdx9JEonfv3j59/3EAAKzy6quvavTo0XryySd1+vRpVaxYUU888YReeOEFU8exGWbf4soLXOa2E0C+ooekWB0C4HWOv97B42M0/9fXpvSzbrj3rSG0fLElAAC+zper715x1gYAALgxUZEAAMDDfLkiQSIBAICH+XAeQSIBAICn+XJFgjUSAADAbVQkAADwMB8uSJBIAADgaUxtAAAA5IOKBAAAHubDBQkSCQAAPM3PhzMJpjYAAIDbqEgAAOBhPlyQIJEAAMDTfHnXBokEAAAe5ue7eQRrJAAAgPuoSAAA4GFMbQAAALf5cB7B1AYAAHAfFQkAADzMJt8tSZBIAADgYezaAAAAyAcVCQAAPIxdGwAAwG0+nEcwtQEAANxHRQIAAA/z5WPEC51IZGdna+rUqVq4cKGOHj2qK1eu5Hr+559/Ni04AAB8gQ/nEYWf2khMTNTLL7+srl27Kj09XcOGDVOnTp3k5+ensWPHeiBEAABubDabzZTLGxU6kUhOTtbs2bP13HPPqXjx4urevbveeustvfDCC/r22289ESMAAPBShU4kTp06pfr160uSgoODlZ6eLkl66KGH9Nlnn5kbHQAAPsBmM+fyRoVOJCpXrqy0tDRJUlRUlJYvXy5J2rRpk+x2u7nRAQDgA/xsNlOuwqhevXq+0yODBw8297MV9g0dO3bUqlWrJElPP/20Ro8erZo1a6p379567LHHTA0OAAC4Z9OmTUpLS3NdK1askCQ98sgjpo5T6F0bkyZNcv3ctWtXVatWTevXr1fNmjXVrl07U4MDAMAXWDErUbZs2VyPJ02apKioKLVs2dLUcQqdSKxdu1YxMTEqXvzXt95111266667lJWVpbVr16pFixamBggAwI3OrB0XTqdTTqczV5vdbv/LpQVXrlzRe++9p2HDhpm++6PQUxutWrXK914R6enpatWqlSlBAQCAvJKSkhQaGprrSkpK+sv3paSk6Pz58+rTp4/pMRW6ImEYRr7ZzNmzZxUUFGRKUAAA+BKzjhFPSEjQsGHDcrUVZKPD22+/rbi4OFWsWNGcQH6nwIlEp06dJP1anunTp0+uwLOzs/X9998rJibG9AABALjRmTWdUJBpjD86cuSIVq5cqY8++siUGP6owIlEaGiopF8rEiEhIXI4HK7n/P39ddddd6l///7mRwgAANw2Z84clStXTg8++KBH+i9wIjFnzhxJv+5LHT58ONMYAAAUkFU3k8rJydGcOXMUHx/v2iRhtkL3OmbMGE/EAQCAz7LqnIyVK1fq6NGjHr3Pk1vpyYcffnjN0z+3bt1qSmAAAPgKsxZbFtb9998vwzA8Okaht39Onz5dffv2Vfny5bVt2zbdcccdCg8P16FDhxQXF+eJGAEAgJcqdCLx+uuv680339Srr74qf39/jRw5UitWrNCQIUNcB3gBAID/wzHiv3P06FHXNk+Hw6FffvlFktSrVy+9//775kYHAIAPsJl0eaNCJxIRERGuO1tWrVpV3377rSQpNTXV4/MwAADAuxQ6kbj33nu1ePFiSVLfvn01dOhQtW7dWl27dlXHjh1NDxAAgBudFceIXy+F3rXx5ptvKicnR5I0ePBghYeHa/369Xr44Yf1xBNPmB4gAAA3Oi/NAUxR6ETCz89Pfn7/V8jo1q2bunXrZmpQAADgxlCgROL7778vcIcNGjRwOxgAAHyRt+64MEOBEomGDRvKZrNd8+TP38vOzjYlMAAAfIUP5xEFW2yZmpqqQ4cOKTU1VYsWLVJkZKRef/11bdu2Tdu2bdPrr7+uqKgoLVq0yNPxAgAAL1KgikS1atVcPz/yyCOaPn262rZt62pr0KCBqlSpotGjR6tDhw6mBwkAwI3MW3dcmKHQiy137typyMjIPO2RkZHavXu3KUEBAOBLfDiPKPx9JOrUqaOkpKRch3VduXJFSUlJqlOnjqnBAQDgC3z5FtmFrkjMmjVL7dq1U+XKlV07NL7//nvZbDZ9+umnpgcIAAC8V6ETiTvuuEOHDh1ScnKyfvjhB0lS165d1aNHDwUFBZkeIADznN2w0uoQAC/UweMjFLr8fwMpdCIhSUFBQRowYIDZsQAA4JO8dVrCDL6cJAEAAA9zqyIBAAAKzs93CxIkEgAAeJovJxJMbQAAALcVOpGoUaOGzp49m6f9/PnzqlGjhilBAQDgS7iPxO8cPnw434O5nE6nTpw4YUpQAAD4El+e2ihwIrF48WLXz8uWLVNoaKjrcXZ2tlatWqXq1aubGhwAAPBuBU4kfjuMy2azKT4+PtdzJUqUUPXq1fXSSy+ZGhwAAL7AS2clTFHgRCInJ0fSr4dzbdq0SWXKlPFYUAAA+BJO//yd1NTUPG3nz59XqVKlzIgHAACf48tbJAv92SZPnqwFCxa4Hj/yyCMKCwtTpUqVtGPHDlODAwAA3q3QicSsWbNUpUoVSdKKFSu0cuVKffHFF4qLi9OIESNMDxAAgBudzWbO5Y0KPbVx6tQpVyKxZMkSdenSRffff7+qV6+uO++80/QAAQC40fnyGolCVyRKly6tY8eOSZK++OILxcbGSpIMw8j3/hIAAMB3FTqR6NSpk3r06KHWrVvr7NmziouLkyRt27ZN0dHRpgcIAMCNzqqpjRMnTujRRx9VeHi4HA6H6tevr82bN5v62Qo9tTF16lRVr15dx44d05QpUxQcHCxJSktL05NPPmlqcAAA+AIr7mx57tw5NWvWTK1atdLnn3+usmXLav/+/SpdurSp4xQ6kShRooSGDx+ep33o0KGmBAQAAIpu8uTJqlKliubMmeNqi4yMNH0ct7a2zps3T82bN1fFihV15MgRSdK0adP0ySefmBocAAC+wM9mM+VyOp26cOFCrsvpdOY75uLFi9WkSRM98sgjKleunBo1aqTZs2eb/9kK+4aZM2dq2LBhiouL0/nz510LLEuVKqVp06aZHR8AADc8s9ZIJCUlKTQ0NNeVlJSU75iHDh3SzJkzVbNmTS1btkyDBg3SkCFDNHfuXHM/m2EYRmHeULduXU2cOFEdOnRQSEiIduzYoRo1aui///2v7rnnHv3000+mBuiOy1lWRwB4p9K3P2V1CIDXubTtNY+P8eLKA6b0M/LuKnkqEHa7XXa7Pc9r/f391aRJE61fv97VNmTIEG3atEkbNmwwJR7JzVtkN2rUKE+73W7XxYsXTQkKAABfYtZiy2slDfmpUKGC6tatm6utTp06WrRokTnB/K9CT21ERkZq+/btedq/+OIL1alTx4yYAADwKTaT/hRGs2bNtHfv3lxt+/btU7Vq1cz8aAWvSIwbN07Dhw/XsGHDNHjwYF2+fFmGYei7777T+++/r6SkJL311lumBgcAgC+wYvvn0KFDFRMTo4kTJ6pLly767rvv9Oabb+rNN980dZwCr5EoVqyY0tLSVK5cOSUnJ2vs2LE6ePCgJKlixYpKTExUv379TA3OXayRAPLHGgkgr+uxRmLSlwdN6WfUvVGFev2SJUuUkJCg/fv3KzIyUsOGDVP//v1NieU3BU4k/Pz8dOrUKZUrV87VlpmZqYyMjFxt3oBEAsgfiQSQ1/VIJKZ8ZU4iMbJV4RKJ66FQiy1tf7g/Z2BgoAIDA00NCAAAX/PHvz99SaESiVtuueUvfxk///xzkQICAAA3jkIlEomJiQoNDfVULAAA+CQrFlteL4VKJLp16+Z16yEAAPB2PjyzUfD7SPjy/A4AAHBPgSsShbyTNgAA+F9+PvyP8QInEjk5OZ6MAwAAn+XLayTcOkYcAABAcuPQLgAAUDg+PLNBIgEAgKf5FfLArRsJiQQAAB7myxUJ1kgAAAC3UZEAAMDDfHnXBokEAAAe5sv3kWBqAwAAuI2KBAAAHubDBQkSCQAAPI2pDQAAgHxQkQAAwMN8uCBBIgEAgKf5cvnflz8bAADwMCoSAAB4mM2H5zZIJAAA8DDfTSNIJAAA8Di2fwIAAOSDigQAAB7mu/UIEgkAADzOh2c2mNoAAADuoyIBAICHsf0TAAC4zZfL/7782QAAuGmNHTtWNpst11W7dm3Tx6EiAQCAh1k1tVGvXj2tXLnS9bh4cfP/2ieRAADAw6xaIVG8eHFFRER4dAymNgAA8FH79+9XxYoVVaNGDfXs2VNHjx41fQwqEgAAeJhZUxtOp1NOpzNXm91ul91uz/PaO++8U++8845q1aqltLQ0JSYm6u6779Z///tfhYSEmBKPREUCAACP8zPpSkpKUmhoaK4rKSkp3zHj4uL0yCOPqEGDBmrTpo2WLl2q8+fPa+HChaZ+NioSAAB4mFkViYSEBA0bNixXW37ViPyUKlVKt9xyiw4cOGBKLL+hIgEAwA3CbrerZMmSua6CJhIZGRk6ePCgKlSoYGpMJBIAAHiYzaSrMIYPH641a9bo8OHDWr9+vTp27KhixYqpe/fuZnwkF69IJObOnavPPvvM9XjkyJEqVaqUYmJidOTIEQsjAwCg6Gw2c67COH78uLp3765atWqpS5cuCg8P17fffquyZcua+tm8IpGYOHGiHA6HJGnDhg2aMWOGpkyZojJlymjo0KEWRwcAwI3ngw8+0MmTJ+V0OnX8+HF98MEHioqKMn0cr1hseezYMUVHR0uSUlJS1LlzZw0YMEDNmjXTPffcY21wAAAUkZ9lt6TyPK+oSAQHB+vs2bOSpOXLl6t169aSpICAAF26dMnK0AAAKDIrpjauF6+oSLRu3VqPP/64GjVqpH379qlt27aSpF27dql69erWBgcAAK7JKyoSM2bMUNOmTXXmzBktWrRI4eHhkqQtW7aYvroUAIDrzWbSH29kMwzDsDoIs13OsjoCwDuVvv0pq0MAvM6lba95fIylu06b0k/beuVM6cdMXlGRkKSvv/5ajz76qGJiYnTixAlJ0rx587Ru3TqLIwMAANfiFYnEokWL1KZNGzkcDm3dutV1IEl6eromTpxocXQAABSNn2ymXN7IKxKJ8ePHa9asWZo9e7ZKlCjham/WrJm2bt1qYWQAABQduzY8bO/evWrRokWe9tDQUJ0/f/76BwQAgIm8NQkwg1dUJCIiIvI9jWzdunWqUaOGBREBAICC8IpEon///nrmmWe0ceNG2Ww2nTx5UsnJyRo+fLgGDRpkdXgAABSJL2//9IqpjVGjRiknJ0f33XefMjMz1aJFC9ntdg0fPlxPP/201eEBAFAkft6ZA5jCq+4jceXKFR04cEAZGRmqW7eugoOD3eqH+0gA+eM+EkBe1+M+Eqt++MmUfu6rXcaUfszkFRWJ9957T506dVJgYKDq1q1rdTgAAJjKW6clzOAVaySGDh2qcuXKqUePHlq6dKmys7OtDgkAANP48vZPr0gk0tLS9MEHH8hms6lLly6qUKGCBg8erPXr11sdGgAA+BNekUgUL15cDz30kJKTk3X69GlNnTpVhw8fVqtWrRQVFWV1eAAAFAm7Nq6jwMBAtWnTRufOndORI0e0Z88eq0MCAKBIfHnXhldUJCQpMzNTycnJatu2rSpVqqRp06apY8eO2rVrl9WhAQCAa/CKikS3bt20ZMkSBQYGqkuXLho9erSaNm1qdVhw09uz39CqFcuVmnpI9oAANWzYSM8OG67qkdylFDeXZrdFaWjvWN1Wt6oqlA1Vl6Fv6tPV37ueb3/vrXr8783VqE5VhZcK0p1dk/T9vhMWRgxP8dZpCTN4RUWiWLFiWrhwodLS0vTaa6+RRNzgNm/6Tl2799S89xfqjdlzlJWVpYH9+ykzM9Pq0IDrKshh1859J/Rs0oJ8nw90+Gv99oN6fnrK9Q0M150v79rwiopEcnKy1SHARDPffDvX43ETJqnV3U21Z/cuNW5yu0VRAdff8m92a/k3u6/5/PufbZIkVa0Qdr1CgkW8NAcwhWWJxPTp0zVgwAAFBARo+vTpf/raIUOGXKeo4AkZv/wiSSoZGmpxJAAAs1mWSEydOlU9e/ZUQECApk6des3X2Wy2P00knE6nnE5nrjajmF12u920WOG+nJwcTZk8UQ0b3aaaNW+xOhwAsISft85LmMCyRCI1NTXfnwsrKSlJiYmJudr+Z/QYPf/CWLf7hHkmjk/Uwf379c68+VaHAgCW8d00wksWW44bNy7fhXiXLl3SuHHj/vS9CQkJSk9Pz3WN+EeCp0JFIUwcP05r16zW7DlzVT4iwupwAAAe4BWJRGJiojIyMvK0Z2Zm5qk2/JHdblfJkiVzXUxrWMswDE0cP05frlqh2f+eq8qVq1gdEgBYy2bS5YW8YteGYRiy5TN/tGPHDoWFsZr5RjPxxUR9vnSJpr36uoICg/TTmTOSpOCQEAUEBFgcHXD9BDn8FVWlrOtx9UrhanBLJZ27kKljp86pdMlAVYkorQrlfl2IfEv18pKkH89e0I9nf7EkZniGL99HwmYYhmHV4KVLl5bNZlN6erpKliyZK5nIzs5WRkaGBg4cqBkzZhSq38tZZkeKwri1Xq1828eNT1L7jp2uczT4vdK3P2V1CDeVuxvX1PK3nsnTPm/xtxow5j092u5OzR7XK8/z42ct1YQ3ll6PECHp0rbXPD7GxoPppvRzZ5T37X6zNJGYO3euDMPQY489pmnTpin0d9sD/f39Vb16dbduTkUiAeSPRALI63okEt8dMieRuKOG9yUSlk5txMfHS5IiIyMVExOjEiVKWBkOAAAe4Q0TG5MmTVJCQoKeeeYZTZs2zbR+LUskLly4oJIlS0qSGjVqpEuXLunSpUv5vva31wEAgMLbtGmT3njjDTVo0MD0vi3btVG6dGmdPn1aklSqVCmVLl06z/VbOwAANzQLd21kZGSoZ8+emj17tkf+TrWsIvHll1+6dmR89dVXVoUBAIDHWblrY/DgwXrwwQcVGxur8ePHm96/ZYlEy5Yt8/0ZAABfY9YdsvM7FsJuv/axEB988IG2bt2qTZs2mRNAPrzihlRffPGF1q1b53o8Y8YMNWzYUD169NC5c+csjAwAAO+RlJSk0NDQXFdSUlK+rz127JieeeYZJScne/QePpZu//xN/fr1NXnyZLVt21Y7d+5UkyZN9Nxzz+mrr75S7dq1NWfOnEL1x/ZPIH9s/wTyuh7bP7cevmBKP/Uq2AtckUhJSVHHjh1VrFgxV1t2drZsNpv8/PzkdDpzPecur7izZWpqqurWrStJWrRokdq1a6eJEydq69atatu2rcXRAQBQRCZNbfzZNMYf3Xfffdq5c2eutr59+6p27dr6xz/+YUoSIXlJIuHv7+86tGvlypXq3bu3JCksLEwXLpiTxQEAcDMJCQnR3/72t1xtQUFBCg8Pz9NeFF6RSDRv3lzDhg1Ts2bN9N1332nBggWSpH379qly5coWRwcAQNH48lkbXpFIvPbaa3ryySf14YcfaubMmapUqZIk6fPPP9cDDzxgcXQAABSNWbs2imr16tWm9+kViy3NxmJLIH8stgTyuh6LLbcfNec014ZVQ0zpx0xeUZGQfl1JmpKSoj179kiS6tWrp4cffti0xSAAAFjFSwoSHuEVicSBAwfUtm1bnThxQrVq/XoEdVJSkqpUqaLPPvtMUVFRFkcIAEAR+HAm4RU3pBoyZIiioqJ07Ngxbd26VVu3btXRo0cVGRmpIUOGWB0eAAC4Bq+oSKxZs0bffvut6+wNSQoPD9ekSZPUrFkzCyMDAKDo2LXhYXa7Xb/8knchSkZGhvz9/S2ICAAA83jLrg1P8IqpjYceekgDBgzQxo0bZRiGDMPQt99+q4EDB+rhhx+2OjwAAIrEwlPEPc4rEonp06crOjpaMTExCggIUEBAgJo1a6bo6Gi98sorVocHAACuwdKpjZycHP3zn//U4sWLdeXKFXXo0EHx8fGy2WyqU6eOoqOjrQwPAABzeGs5wQSWJhITJkzQ2LFjFRsbK4fDoaVLlyo0NFT//ve/rQwLAABT+fJiS0unNt599129/vrrWrZsmVJSUvTpp58qOTlZOTk5VoYFAAAKyNJE4ujRo7mOCY+NjZXNZtPJkyctjAoAAHPZbOZc3sjSqY2srCwFBATkaitRooSuXr1qUUQAAJjPS3MAU1iaSBiGoT59+shut7vaLl++rIEDByooKMjV9tFHH1kRHgAA+AuWJhLx8fF52h599FELIgEAwIN8uCRhaSIxZ84cK4cHAOC6YNcGAABAPrzirA0AAHyZt+64MAOJBAAAHubDeQSJBAAAHufDmQRrJAAAgNuoSAAA4GG+vGuDRAIAAA/z5cWWTG0AAAC3UZEAAMDDfLggQSIBAIDH+XAmwdQGAABwGxUJAAA8jF0bAADAbezaAAAAyAcVCQAAPMyHCxJUJAAA8DibSVchzJw5Uw0aNFDJkiVVsmRJNW3aVJ9//rkpH+f3SCQAAPAwm0l/CqNy5cqaNGmStmzZos2bN+vee+9V+/bttWvXLnM/m2EYhqk9eoHLWVZHAHin0rc/ZXUIgNe5tO01j49x5KzTlH6qhduL9P6wsDD985//VL9+/UyJR2KNBAAAHmfWrg2n0ymnM3dSYrfbZbf/eYKRnZ2t//znP7p48aKaNm1qTjD/i6kNAAA8zKwlEklJSQoNDc11JSUlXXPcnTt3Kjg4WHa7XQMHDtTHH3+sunXrmvvZmNoAbh5MbQB5XY+pjWM/mzO1US5IhapIXLlyRUePHlV6ero+/PBDvfXWW1qzZo2pyQSJBHATIZEA8roeicTxc+YkEpVLF22NRGxsrKKiovTGG2+YEo/EGgkAAK4D77iTRE5OTp6KRlGRSAAA4IMSEhIUFxenqlWr6pdfftH8+fO1evVqLVu2zNRxSCQAAPAwK87aOH36tHr37q20tDSFhoaqQYMGWrZsmVq3bm3qOCQSAAB4mBUTG2+//fZ1GYftnwAAwG1UJAAA8DBfPkacRAIAAA8r7DkZNxISCQAAPM138wjWSAAAAPdRkQAAwMN8uCBBIgEAgKf58mJLpjYAAIDbqEgAAOBh7NoAAADu8908gqkNAADgPioSAAB4mA8XJEgkAADwNHZtAAAA5IOKBAAAHsauDQAA4DamNgAAAPJBIgEAANzG1AYAAB7my1MbJBIAAHiYLy+2ZGoDAAC4jYoEAAAextQGAABwmw/nEUxtAAAA91GRAADA03y4JEEiAQCAh7FrAwAAIB9UJAAA8DB2bQAAALf5cB5BIgEAgMf5cCbBGgkAAHxQUlKSbr/9doWEhKhcuXLq0KGD9u7da/o4JBIAAHiYzaQ/hbFmzRoNHjxY3377rVasWKGrV6/q/vvv18WLF839bIZhGKb26AUuZ1kdAeCdSt/+lNUhAF7n0rbXPD6GWX8vBRRhQcKZM2dUrlw5rVmzRi1atDAnILFGAgCAG4bT6ZTT6czVZrfbZbfb//K96enpkqSwsDBTY/LJigS8g9PpVFJSkhISEgr0Hzlws+C7AXeNHTtWiYmJudrGjBmjsWPH/un7cnJy9PDDD+v8+fNat26dqTGRSMBjLly4oNDQUKWnp6tkyZJWhwN4Db4bcJe7FYlBgwbp888/17p161S5cmVTY2JqAwCAG0RBpzF+76mnntKSJUu0du1a05MIiUQCAACfZBiGnn76aX388cdavXq1IiMjPTIOiQQAAD5o8ODBmj9/vj755BOFhITo1KlTkqTQ0FA5HA7TxuE+EvAYu92uMWPGsJgM+AO+G7geZs6cqfT0dN1zzz2qUKGC61qwYIGp47DYEgAAuI2KBAAAcBuJBAAAcBuJBAAAcBuJBCxVvXp1TZs2zeowAI9YvXq1bDabzp8//6ev43uAGxmJhA/r06ePbDabJk2alKs9JSVFNlvhTpErqnfeeUelSpXK075p0yYNGDDgusYC/NFv3xWbzSZ/f39FR0dr3Lhxysoq2klLMTExSktLU2hoqCS+B/BNJBI+LiAgQJMnT9a5c+esDiVfZcuWVWBgoNVhAHrggQeUlpam/fv367nnntPYsWP1z3/+s0h9+vv7KyIi4i8Td74HuJGRSPi42NhYRUREKCkp6ZqvWbdune6++245HA5VqVJFQ4YMyXVefVpamh588EE5HA5FRkZq/vz5eUqxL7/8surXr6+goCBVqVJFTz75pDIyMiT9Wt7t27ev0tPTXf/q++2Amd/306NHD3Xt2jVXbFevXlWZMmX07rvvSvr14JmkpCRFRkbK4XDo1ltv1Ycffuh6/blz59SzZ0+VLVtWDodDNWvW1Jw5c4ryK8RNwm63KyIiQtWqVdOgQYMUGxurxYsX69y5c+rdu7dKly6twMBAxcXFaf/+/a73HTlyRO3atVPp0qUVFBSkevXqaenSpZJyT23wPYCvIpHwccWKFdPEiRP16quv6vjx43meP3jwoB544AF17txZ33//vRYsWKB169bpqaeecr2md+/eOnnypFavXq1FixbpzTff1OnTp3P14+fnp+nTp2vXrl2aO3euvvzyS40cOVLSr+XdadOmqWTJkkpLS1NaWpqGDx+eJ5aePXvq008/dSUgkrRs2TJlZmaqY8eOkqSkpCS9++67mjVrlnbt2qWhQ4fq0Ucf1Zo1ayRJo0eP1u7du/X5559rz549mjlzpsqUKVP0XyRuOg6HQ1euXFGfPn20efNmLV68WBs2bJBhGGrbtq2uXr0q6de7BzqdTq1du1Y7d+7U5MmTFRwcnKc/vgfwWQZ8Vnx8vNG+fXvDMAzjrrvuMh577DHDMAzj448/Nn77n75fv37GgAEDcr3v66+/Nvz8/IxLly4Ze/bsMSQZmzZtcj2/f/9+Q5IxderUa479n//8xwgPD3c9njNnjhEaGprnddWqVXP1c/XqVaNMmTLGu+++63q+e/fuRteuXQ3DMIzLly8bgYGBxvr163P10a9fP6N79+6GYRhGu3btjL59+/7JbwXI6/fflZycHGPFihWG3W43OnToYEgyvvnmG9drf/rpJ8PhcBgLFy40DMMw6tevb4wdOzbffr/66itDknHu3DnDMPgewDdx1sZNYvLkybr33nvz/Atox44d+v7775WcnOxqMwxDOTk5Sk1N1b59+1S8eHHddtttruejo6NVunTpXP2sXLlSSUlJ+uGHH3ThwgVlZWXp8uXLyszMLPDcb/HixdWlSxclJyerV69eunjxoj755BN98MEHkqQDBw4oMzNTrVu3zvW+K1euqFGjRpJ+PSq3c+fO2rp1q+6//3516NBBMTExBf9F4aa1ZMkSBQcH6+rVq8rJyVGPHj3UqVMnLVmyRHfeeafrdeHh4apVq5b27NkjSRoyZIgGDRqk5cuXKzY2Vp07d1aDBg3cjoPvAW40TG3cJFq0aKE2bdooISEhV3tGRoaeeOIJbd++3XXt2LFD+/fvV1RUVIH6Pnz4sB566CE1aNBAixYt0pYtWzRjxgxJv/6fW2H07NlTq1at0unTp5WSkiKHw6EHHnjAFaskffbZZ7ni3b17t2t+OC4uTkeOHNHQoUN18uRJ3XffffmWj4E/atWqlbZv3679+/fr0qVLmjt3boF2Nz3++OM6dOiQevXqpZ07d6pJkyZ69dVXixQL3wPcSKhI3EQmTZqkhg0bqlatWq622267Tbt371Z0dHS+76lVq5aysrK0bds2NW7cWNKv/yL6/S6QLVu2KCcnRy+99JL8/H7NTRcuXJirH39/f2VnZ/9ljDExMapSpYoWLFigzz//XI888ohKlCghSapbt67sdruOHj2qli1bXrOPsmXLKj4+XvHx8br77rs1YsQI/etf//rLsXFzCwoKyvM9qFOnjrKysrRx40bXv+jPnj2rvXv3qm7duq7XValSRQMHDtTAgQOVkJCg2bNn6+mnn84zBt8D+CISiZtI/fr11bNnT02fPt3V9o9//EN33XWXnnrqKT3++OMKCgrS7t27tWLFCr322muqXbu2YmNjNWDAAM2cOVMlSpTQc889J4fD4frXWnR0tK5evapXX31V7dq10zfffKNZs2blGrt69erKyMjQqlWrdOuttyowMPCaUx49evTQrFmztG/fPn311Veu9pCQEA0fPlxDhw5VTk6OmjdvrvT0dH3zzTcqWbKk4uPj9cILL6hx48aqV6+enE6nlixZojp16njgt4mbQc2aNdW+fXv1799fb7zxhkJCQjRq1ChVqlRJ7du3lyQ9++yziouL0y233KJz587pq6++uuZ/c3wP4JOsXqQBz/n9ArLfpKamGv7+/sbv/6f/7rvvjNatWxvBwcFGUFCQ0aBBA2PChAmu50+ePGnExcUZdrvdqFatmjF//nyjXLlyxqxZs1yvefnll40KFSoYDofDaNOmjfHuu+/mWmRmGIYxcOBAIzw83JBkjBkzxjCM3IvMfrN7925DklGtWjUjJycn13M5OTnGtGnTjFq1ahklSpQwypYta7Rp08ZYs2aNYRiG8eKLLxp16tQxHA6HERYWZrRv3944dOhQEX6LuBnk9135zc8//2z06tXLCA0Ndf33vW/fPtfzTz31lBEVFWXY7XajbNmyRq9evYyffvrJMIy8iy0Ng+8BfA/HiKPQjh8/ripVqmjlypW67777rA4HAGAhEgn8pS+//FIZGRmqX7++0tLSNHLkSJ04cUL79u1zzdsCAG5OrJHAX7p69ar+3//7fzp06JBCQkIUExOj5ORkkggAABUJAADgPu4jAQAA3EYiAQAA3EYiAQAA3EYiAQAA3EYiAdzg+vTpow4dOrge33PPPXr22WeL1KcZfQC4OZBIAB7Sp08f2Ww22Ww2+fv7Kzo6WuPGjVNWVpZHx/3oo4/04osvFui1q1evls1m0/nz593uA8DNjftIAB70wAMPaM6cOXI6nVq6dKkGDx6sEiVK5DmF9cqVK/L39zdlzLCwMK/oA8DNgYoE4EF2u10RERGqVq2aBg0apNjYWC1evNg1HTFhwgRVrFjRdSLrsWPH1KVLF5UqVUphYWFq3769Dh8+7OovOztbw4YNU6lSpRQeHq6RI0fqj7eC+eO0hNPp1D/+8Q9VqVJFdrtd0dHRevvtt3X48GG1atVKklS6dGnZbDb16dMn3z7OnTun3r17q3Tp0goMDFRcXJz279/vev6dd95RqVKltGzZMtWpU0fBwcF64IEHlJaW5nrN6tWrdccddygoKEilSpVSs2bNdOTIEZN+0wCsQiIBXEcOh0NXrlyRJK1atUp79+7VihUrtGTJEl29elVt2rRRSEiIvv76a33zzTeuv5B/e89LL72kd955R//+97+1bt06/fzzz/r444//dMzevXvr/fff1/Tp07Vnzx698cYbCg4OVpUqVbRo0SJJ0t69e5WWlqZXXnkl3z769OmjzZs3a/HixdqwYYMMw1Dbtm119epV12syMzP1r3/9S/PmzdPatWt19OhRDR8+XJKUlZWlDh06qGXLlvr++++1YcMGDRgwwHWCLIAbmHXnhQG+7fcnSubk5BgrVqww7Ha7MXz4cCM+Pt4oX7684XQ6Xa+fN2+eUatWrVwnPTqdTsPhcBjLli0zDMMwKlSoYEyZMsX1/NWrV43KlSvnOrmyZcuWxjPPPGMYhmHs3bvXkGSsWLEi3xjzO53yj33s27fPkGR88803rud/+uknw+FwGAsXLjQMwzDmzJljSDIOHDjges2MGTOM8uXLG4ZhGGfPnjUkGatXry7Abw7AjYSKBOBBS5YsUXBwsAICAhQXF6euXbtq7NixkqT69evnWhexY8cOHThwQCEhIQoODlZwcLDCwsJ0+fJlHTx4UOnp6UpLS9Odd97pek/x4sXVpEmTa46/fft2FStWTC1btnT7M+zZs0fFixfPNW54eLhq1aqlPXv2uNoCAwMVFRXlelyhQgWdPn1a0q9rLvr06aM2bdqoXbt2euWVV3JNewC4cbHYEvCgVq1aaebMmfL391fFihVVvPj/feWCgoJyvTYjI0ONGzdWcnJynn7Kli3r1vgOh8Ot97njj4e42Wy2XOs35syZoyFDhuiLL77QggUL9Pzzz2vFihW66667rluMAMxHRQLwoKCgIEVHR6tq1aq5koj83Hbbbdq/f7/KlSun6OjoXFdoaKhCQ0NVoUIFbdy40fWerKwsbdmy5Zp91q9fXzk5OVqzZk2+z/9WEcnOzr5mH3Xq1FFWVlaucc+ePau9e/eqbt26f/qZ/qhRo0ZKSEjQ+vXr9be//U3z588v1PsBeB8SCcBL9OzZU2XKlFH79u319ddfKzU1VatXr9aQIUN0/PhxSdIzzzyjSZMmKSUlRT/88IOefPLJPPeA+L3q1asrPj5ejz32mFJSUlx9Lly4UJJUrVo12Ww2LVmyRGfOnFFGRkaePmrWrKn27durf//+WrdunXbs2KFHH31UlSpVUvv27Qv02VJTU5WQkKANGzboyJEjWr58ufbv3686deoU/hcFwKuQSABeIjAwUGvXrlXVqlXVqVMn1alTR/369dPly5dVsmRJSdJzzz2nXr16KT4+Xk2bNlVISIg6duz4p/3OnDlTf//73/Xkk0+qdu3a6t+/vy5evChJqlSpkhITEzVq1CiVL19eTz31VL59zJkzR40bN9ZDDz2kpk2byjAMLV26NM90xp99th9++EGdO3fWLbfcogEDBmjw4MF64oknCvEbAuCNbIbxh03oAAAABURFAgAAuI1EAgAAuI1EAgAAuI1EAgAAuI1EAgAAuI1EAgAAuI1EAgAAuI1EAgAAuI1EAgAAuI1EAgAAuI1EAgAAuI1EAgAAuO3/A29sMxyfPClmAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -505,7 +505,7 @@ "\n", "y_pred_test = (model.predict(X_test_scaled) > 0.5).astype(int)\n", "\n", - "print(classification_report(y_test, y_pred_test, target_names=[\"Sain\", \"Malade\"]))\n", + "print(classification_report(y_test, y_pred_test, target_names=[\"Healthy\", \"Cancer\"]))\n", "print(f1_score(y_test, y_pred_test))\n", "\n", "## Confusion matrix\n", @@ -522,7 +522,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -537,7 +537,7 @@ "plt.plot(history.history['val_loss'], label='Loss (val)', linestyle='--')\n", "plt.xlabel('Epochs')\n", "plt.ylabel('Binary Cross-Entropy Loss')\n", - "plt.title('Courbe d\\'apprentissage')\n", + "plt.title('Learning curve')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n",