diff --git "a/notebooks/04_baseline_v2.ipynb" "b/notebooks/04_baseline_v2.ipynb" --- "a/notebooks/04_baseline_v2.ipynb" +++ "b/notebooks/04_baseline_v2.ipynb" @@ -39,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -56,14 +56,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/under/miniconda3/envs/py310/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + "/Users/miraekang/proyectos/ai-nlp/.venv/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] }, @@ -71,7 +71,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "PROJECT_ROOT: /mnt/c/Users/under/Documents/F5/3_Projects/Project_9_Equipo3/Project_YT\n" + "PROJECT_ROOT: /Users/miraekang/proyectos/ai-nlp\n" ] } ], @@ -111,7 +111,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -156,15 +156,15 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Train: 800 | Test: 200\n", - "Train positivos: 370 (46.2%)\n", + "Train: 797 | Test: 200\n", + "Train positivos: 367 (46.0%)\n", "Test positivos : 92 (46.0%)\n" ] } @@ -210,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -270,28 +270,22 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Ejecutando 5-fold cross-validation...\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "Ejecutando 5-fold cross-validation...\n", "Completado.\n", "\n", "Métrica Train Val Gap(pp) Std Val\n", "----------------------------------------------------------------------\n", - " f1 0.8839 0.7015 18.24 pp 0.0312 ⚠️ Alto gap\n", - " precision 0.8841 0.7033 18.09 pp 0.0317 ⚠️ Alto gap\n", - " recall 0.8841 0.7025 18.16 pp 0.0308 ⚠️ Alto gap\n", - " roc_auc 0.9552 0.7737 18.15 pp 0.0200 ⚠️ Alto gap\n" + " f1 0.8908 0.7143 17.65 pp 0.0325 ⚠️ Alto gap\n", + " precision 0.8909 0.7156 17.53 pp 0.0320 ⚠️ Alto gap\n", + " recall 0.8908 0.7151 17.57 pp 0.0324 ⚠️ Alto gap\n", + " roc_auc 0.9589 0.7834 17.56 pp 0.0353 ⚠️ Alto gap\n" ] } ], @@ -331,12 +325,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -412,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -422,22 +416,22 @@ "=======================================================\n", "RESULTADOS FINALES — LOGISTIC REGRESSION BASELINE\n", "=======================================================\n", - "F1-weighted Train : 0.8623\n", - "F1-weighted Test : 0.7531\n", - "Train-Test Gap : 10.91 pp\n", + "F1-weighted Train : 0.8708\n", + "F1-weighted Test : 0.7086\n", + "Train-Test Gap : 16.22 pp\n", "\n", - "CV F1 Mean : 0.7015\n", - "CV-Test Gap : 5.17 pp\n", - "Rubrica CV/Test : ⚠️ Alto gap\n", + "CV F1 Mean : 0.7143\n", + "CV-Test Gap : 0.57 pp\n", + "Rubrica CV/Test : ✅ Estable\n", "\n", " precision recall f1-score support\n", "\n", - " No toxico 0.75 0.82 0.78 108\n", - " Toxico 0.77 0.67 0.72 92\n", + " No toxico 0.72 0.77 0.74 108\n", + " Toxico 0.70 0.64 0.67 92\n", "\n", - " accuracy 0.76 200\n", - " macro avg 0.76 0.75 0.75 200\n", - "weighted avg 0.76 0.76 0.75 200\n", + " accuracy 0.71 200\n", + " macro avg 0.71 0.70 0.71 200\n", + "weighted avg 0.71 0.71 0.71 200\n", "\n" ] } @@ -484,12 +478,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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u3brlOjZfwXnIhg8fjlq1agEAhgwZorvgXLNmDfr06aN7bgHA29sb9evXR61atSCRSPDxxx/r7ivr6yyfs7Mzli9fjsGDByMtLU3XfuPGDSxcuBBLlizBhg0b0LNnzzJnb9WqFfbt26fbv27dupwgn4iIqrSyXs9VVP/+/TFv3jy9tgEDBuDHH38EkFcsCAsLw7///qub16l379561/N///03vvjiC1y+fBlpaWl6q0sfP368THn++OMPvVX+XF1dMXv2bL0PDFNSUnRf16xZs9g5kFxcXPRuF35egfI/t2q1Gv/991+5jlUqlRWeG3ft2rW6rwcPHox69eoBAN5//33s2LEDQN610rhx4/Su8zw8PFC3bl34+flBKpVixIgRuvvKe00lk8nw008/oXfv3nj48KGu/e7du1i5ciVWrlyJefPmYdSoUWXO3rRpU5w/f163v4+PD6/zzBwLVVTpXnnlFXh7e+POnTvYuHEjAGDo0KEl7v/vv//i5ZdfRk5OTon7qFSqMuewsrIqVZGqoOTkZLz22mu6JW7nz5//zHMU/LQmJCREb1LK5s2bFylU5X/SART9A51PEARcvny5xF/QBYtCQN5E5rVr1y4xY2JiIp48eQIAsLGx0RWp8jMWly2fvb293idVNWvW1H2tUqmKZKmowYMHY8OGDcjIyNBNMlmrVi20bdsWo0ePRtOmTUs8tmD+559/Xu8PdvPmzXWfDhb3fbZs2VL3SVPh7/FpTp06hZdffvnZ31gxIiIiiqyQV1YFv5f8C4PCLl26BCDv08S6devi2rVr+Oqrr/DVV1+hRo0aeP755zFgwAAMGTIEUmnFOuK+8cYbaNWqFTZu3IidO3fin3/+0fVwy83NxciRI3WFqrJkJyIiMjfFXc+Vd2Xc0ujatWuRtrZt2+qu27ds2YJvvvkGmzdv1t3/1ltv6b6OjIzEd999V+L5y3O9XlBiYmKR3tf29va6rx8/fgxBEIoUqwqvfl3ctWl5n9sHDx6UuzdW27ZtsX///nIdm6/gtdLMmTMxc+bMIvvkj5ioW7cuWrdujYMHD+Knn37CTz/9BGtrazRu3Bg9e/bEqFGjdNe65dWmTRtcuXIFW7Zswfbt23Ho0CE8fvxYd//48eMxcOBAODg4lCk7VT8c+keVTiqV6nUntbKy0vsjV9jixYt1RaouXbpg586dOHjwIAYOHKjbp/BStKXxrBXhCsvJyUGvXr10fyAjIyP1uh6XR0VWvkhPTy/xvrp168La2lp3u3AxrCyZnpUxf2hgvoKFuIKfopXm8TQajd59jx49KrJ/p06dcPjwYQwdOhShoaGwsbHB3bt3sXbtWrRt27bI8sKlVZbvs6zfo6nL/1mysbHB4cOHMX36dLRr1w7u7u66VW/ee+89fPXVVwZ5PHd3d93QgsePH2PlypW65//+/fuIj48vc3YiIiJzY2dnp/dBY2mu50q6rirumqqw4laPk0gkul7rsbGx+O+//3Qf7Pn7++OFF14AkLdK4JIlSwDkXSfNmjULf/31Fw4ePKgbAVDWa6aIiAjk5ORg165dsLGxgSAI+Oqrr7B9+3bdPgWH+mVnZ+sNBcx35swZ3dfe3t6ws7Mr13NbVeXm5kKtVkMqlWLnzp345ptv8Morr8DHxweZmZk4evQoPv30U72VEyvCwcEBQ4YMwbZt2/Dw4UPs2LFD974kMzOzTMWn/OxU/bBQRaJ45513dD0zevXqBQcHhxL3zR82BwDR0dHo3LkzWrVqpevVVFjBHh9PK2CVtUg0bNgwxMTEAAC6d++O2bNnl+q4gn8ET58+rXfRkD8/V0H53V6BvD/QQt6iB3pbeno6wsPDS3xMhUKBHj166G5PmzZN12uloJs3byI7OxsuLi66f4P09HS9T6sKZiyYzVAKfqpVsEBx6NChYosQgiAgLCwMS5YswcmTJ5GamopvvvkGQN78Xrt27SrxsQrmP3XqlN4QUmN9ny+99FKx/4al2SramwrQ/17++uuvYh/nxo0bAPKeWxcXF0yePBkxMTF48OABbt68CTs7OwDA1q1bdecq7eusoNu3bxe5gJTJZIiIiND7HZD/GilL9vJmIiIiMmUFp1yYM2cO7t+/X2Sfhw8fIikpCUDJ11VPuz7KV9K18YABA3RfT5o0SfehYP/+/XXHPH78GFlZWQCAxo0bY9y4cXjppZdQu3ZtXbbysLS0RHh4uG6uVgCYPHmy7uvnnntObyRAwXlkgbzi1fz583W3C14fl/W5LY6fn1+5r/Mq2psK0L9WWrFiRYnvGxQKBQRBgJ2dHSIjI/HHH38gNjYWDx8+1M3xWtHrvKSkJL15zPLP8+qrr+r1VivuOu9Z2cubiaouDv0jUfj6+mLBggWIj4/Xzff0tH3zRUdHIyIiAn/88Qd2795d7P4Fe76sWbMGFhYWsLCwqNA45i+//BIrVqwAkDfO/YMPPsA///yju79evXol9tBq0qQJvLy8cO/ePdy/fx8DBw7EW2+9hZiYmGI/venYsSNcXFyQmJiI1atXw8nJCR07doRGo8Ht27dx+PBhnDlzpthPjAr6/PPPsXPnTiQnJ+PGjRto3rw5IiMjUadOHTx+/Bi7d+/GmjVr8ODBAzg4OKBv375YvHgxgLwLkqioKDx58gRRUVG6c/br16/Mz92zODg4oGbNmnj8+DGuX7+O999/H/Xr18fXX39d7P6jRo3CgwcP0LFjR3h7e8PS0hIHDx7U3f+0T11CQkIQGBiIS5cu4cGDBxgwYAAGDRqEY8eO4ZdffgGQN/dVr169DPtNimjAgAG6CejffvttTJo0CXXr1kViYiKuXbuGHTt2oHPnzoiKisI///yDUaNGoVevXqhbty6cnZ1x9uxZZGRkANB/bsvzOrt+/To6deqE9u3bo0uXLggMDIQgCNiyZYtu6Kmnpye8vLzKnL1wpi1btsDf3x8ymQzNmjWrcFd2IiIiMYwdOxZr165FXFwcVCoVWrRogbFjx6Jhw4ZITU3F/v37sWLFCuzfvx9OTk6oU6eO7tg5c+bAzs4O169fx/Lly8udoWHDhmjUqBHOnj2LvXv36toLjohwc3ODlZUVsrKycO7cOSxZsgRubm74/PPPDVJUGDlyJL766itkZGTgzJkz2LNnDzp16gQgb9hYt27dAADLly+HRCJB7969kZ6eju+++07Xg8fR0VGv4FXW59YUFZxXbMyYMUhKSkKjRo2gUqlw48YN7NmzB76+vli+fDnu3buHDh064M0330RQUBDc3Nxw69Yt3dDIkq7zSntNlZSUhLCwMLRs2RKvv/46GjZsCJlMhj///BOnT58GkPdheqNGjcqcvXCmXbt2oU2bNrCyskLDhg0NPtUImYCKLRpI9GwFl1MdN27cU/dFgaVGMzMzBUEQhGPHjgkSiUTvPolEIoSFhRW7VOr27duLXbq08GP4+voWm6Ft27a6fW7dulWkrbjtaUu1CkLJy/XWqVOn2HPs2LFDUCgUJT5eSdkL+/vvvwUXF5enZn/y5IkgCILw+PFjISAgoMT9+vbtq7cscUlZinv+ntYuCIIwYcKEIo/n4eGhWxK54L/fkCFDSsxobW0t3LhxQxAEQVixYkWxy9YeO3ZMqFGjRrHHSyQSYeHChbp9S1rK+Wnfv1gKLi9deJnegQMHPvVnIH//gwcPPnW/6Oho3Tmf9Torzt69e596/uJeS6XNLgiCcPbs2SK/K4r7eSMiIqpKLly4INSuXfupfw9PnTolCIIgZGdnCz4+PkXuDwwMLPaapuD1w19//VVihi+//FLvfM8//3yRfYYPH17kcevWrSu4urqW6jpBEPTfNxS+9ip4/g4dOujd98033whSqbTE58fBwaHY768sz62Ynva8TJ48+an58/e/c+fOU/cbNmyY7pzluaa6du3aM6/zpk6dWq7sgiAIiYmJxb4/etrPLVVdHPpHJq958+b45Zdf0LBhQ1hZWSE4OBibNm3SfYpSWJcuXfD111/jueee05tLSEx9+/bFzz//jMDAQMjlctSvXx/Lly/X60pd0Kuvvorjx4/j7bffRq1atSCTyeDs7IyQkBBERkZi06ZNpXrc1q1b49KlS5g2bRqaNm0KpVIJhUIBf39/9OjRA1u2bNF9AuHk5ISjR49iwoQJqF+/PhQKBWxtbdGsWTMsWrQI69atq9CcWk8zZcoUvPfee3BwcICtrS26d++Ow4cPF/vpyIABAxAREYH69etDqVTCwsICrq6u6NGjBw4ePPjUSeOBvJ+nEydOICIiAl5eXrC0tISjoyNeeeUV7NmzBx988IFRvkcxrVq1CqtXr0bbtm2hVCohl8vh4+OD9u3b47vvvsOHH34IIK9n4Lhx49CyZUu4ubnB0tISdnZ2aNasGRYsWIBx48bpzlme11nLli2xdu1aDBw4EA0aNEDNmjVhaWkJZ2dnvPLKK/jjjz8waNCgcmUH8j7xXb16NQIDA9mDioiIzEZQUBDOnj2LOXPmoFWrVnBycoJcLoe3tzfCw8OxatUq3VxNMpkM27ZtQ1hYGORyOWrVqoVp06Y9dZLz0ujfv7/e0Kvi5pf9+uuvMXr0aHh4eMDOzg7dunVDTEyM3rypFTF69Ghdhn379uHUqVO6+yIjI3HixAkMGjQIfn5+uuvYBg0a4NNPP8XFixfx0ksvFTlnWZ5bUzV9+nT8/vvveOWVV1CzZk3IZDJ4eXmhVatWmDVrFqZNmwYg71o/KioKbdu2hYeHB2QyGaytrdGoUSPMmDED33//ve6c5bmm8vX1xdatWzFs2DCEhITA1dUVlpaWcHBwwEsvvYS1a9fqjdQoS3Ygb/Xobdu2ITQ01GA/U2S6JIJgBjMBExERERERERFRlcceVUREREREREREZBJYqCIiIiIiIiIiIpPAQhUREREREREREZkEFqqIiIiIiIiIiMgksFBFREREREREREQmgYUqIiIiIiIiIiIyCSxUERERERFVY4IgICUlBYIgiB2FiIgIlmIHICIiIjIm69ARBj9n5qn5Bj8nEQD8/fffmD17Nk6cOIEHDx7gl19+QY8ePZ56zP79+xEZGYkLFy7A29sbn332GQYNGlTqx0xNTYVSqURycjLs7e0r9g0QERFVkNkWqoxxUUpElS/z1Hxk5YqdgogMwcpsrzqIDCc9PR2NGzfGO++8g549ez5z/1u3buG1117D+++/j7Vr1yImJgbvvvsuPDw8EB4eXgmJiYiIDIuXjERERGTeJJzpgKqOzp07o3PnzqXef/HixfD398c333wDAAgMDMShQ4fw7bffslBFRERVEgtVREREZN4kErETEBnNkSNH0KFDB7228PBwjB49usRj1Go11Gq17nZKSoqx4hER0VPk5Gjx+y+PkKyq2kNIGoXa4flmhhs6zkIVEREREVEVFR8fDzc3N702Nzc3pKSkIDMzE9bW1kWOiY6OxrRp0yorIhERlSD2VhbOnEwTO0b5SNIAZAGCM7x9rQx6ahaqiIiIyLxx6B+RngkTJiAyMlJ3OyUlBd7e3iImIiKqnrTavP87OFmiQ7iTuGHKID09GXfu3oRWq0WtWm54ro6dQc/PQhURERERURXl7u6OhIQEvbaEhATY29sX25sKABQKBRQKRWXEIyKiUrC2lqJBY8MWe4xFpVLh7NkbcHa1hJOTExo08IZUatgPBVmoIiIiIvPGOarIjIWFhWHnzp16bXv37kVYWJhIiYiIqgatVsCl8+lITdGIliHxYbZoj10eeUWqs9Bqtf8rUjUweJEKYKGKiIiIzB2H/lEVkpaWhuvXr+tu37p1C6dPn4aTkxN8fHwwYcIE3Lt3D6tXrwYAvP/++5g/fz4+/fRTvPPOO/jzzz+xceNG7NixQ6xvgYioSoi9lYVN6x6KHQMAYGlp+h+qVVaRCmChioiIiIjIZBw/fhwvv/yy7nb+XFIRERFYuXIlHjx4gLi4ON39/v7+2LFjB8aMGYN58+ahVq1a+PHHHxEeHl7p2YmIqpKMjLyeVDa2UtSuU/xQ6coglUrwfLMaoj1+aWRlZVVakQpgoYqIiIjMHYf+URXy0ksvQRCEEu9fuXJlscecOnXKiKmIiMyXs4scb/Rze/aO1ZiVlRV8fX2RnJxs9CIVwEIVERERmTsO/SMiIhKdRiMgJTlX7Bg66WnizU1VVQiCAMn/PvDz9fXVu21MLFQRERERERERkdFotQIWf3cXiQk5YkehUlKpVIiLi0NQUBAsLfNKR5VRpAJYqCIiIiJzx6F/REREotJoBF2RylImgan8ZZZKgeCGtmLHMDkFJ06Pi4tD7dq1K/XxWagiIiIiIiIiokrxyWe+UCg4LN9UFV7dz8/Pr9IzsFBFRERE5o1zVBERERE9U+EiVWVMnF4cFqqIiIjIvHHoHxERkUFcvpiOAzFPoC3jPORPW82UTIOpFKkAFqqIiIiIiIiIqBSOH0vBg3vZ5T7e1s4Clpb8AMnUaLVaXL582SSKVAALVURERGTuOPSPiIjIIPI7Rr3YVonadazLfLybuxwWFixUmRqpVIoGDRogLi4OAQEBohapABaqiIiIyNxx6B8REZFBubrJ8VxdG7FjUAVpNBpYWFgAAOzs7BAUFCRyojwsVBERERERERFRETk5Wpz8LxXpaXmTUiU9yhE5ERmKSqXChQsXEBwcDAcHB7Hj6GGhioiIiMwbh/4RERGVy5VLGfjjt8dF2mVy/m2tygpOnH7v3j0WqoiIiIgqFQtVRERE5aLO0gIAHBwtUTcgb6ifnZ0F6tYv+/xUZBoKr+4XGBgodqQiWKgiIiIiIiIiohK5ucvxWndnsWNQBRUuUom9ul9JWKgiIiIi8yblZOpEREQl0WoFPEzIhlZb9L5kVW7lByKjqCpFKoCFKiIiIiIiIqJqa9f2x/j3SMrTd+JnPlXe/fv3q0SRCmChioiIiMwd56giIiIq0aPEvJX8rKylkMuLVqQsLCRoFGpX2bHIwAICAmBrawtvb2+TLlIBLFQRERGRuZPwY2AiIqJnebW7MxqFsCBlTjIyMmBtbQ2JRAKpVApfX1+xI5WKaZfRiIiIiIiIiIioTFQqFY4fP47r169DEASx45QJe1QRERGReePQPyIiqsYEQcDWDYmIvZVZ7P3paZpKTkTGVnDi9MzMTAiCAEkV6mHOQhURERGZtyp0YUZERGRomZlanDud9vSdJEBNZ1nlBCKjqkqr+5WEhSoiIiIiIiIic1Vg1NfQEV7Ffn5ja2cBpZLlgarOHIpUAAtVREREZO449I+IiAgA4OEph1TKnsbmyFyKVAALVURERERERETllpmpwZGDycjM1IodpVi5OVVrIm0qn+zsbLMoUgEsVBEREZG54xxVRERkROfPpOPvP1Vix3gmuULCP4lmzNXVFTKZDEqlskoXqQAWqoiIiMjccegfEREZUXZ2Xk8qN3c5AoJtRE5TMr/a1lVq5Td6tuTkZFhZWUGhUAAAHB0dRU5kGCxUEREREREREVWQu6ccL3d0EjsGVRP5c1IpFAqEhIToilXmgIUqIiIiMm/89JiIiEoh6XEOniTllPm4x4/KfgxRRRScON3a2hoymUzsSAbFQhURERGZNw79IyKip9BoBOzf9wSH9qsgVGDecX4uQpXBnFb3KwkLVURERERERFQtPUrMxtYNibh/Vw0AcHGVQWpR9oqTTCZBSJMaho5HpKc6FKkAFqqIiIjI3PEjbiIiKkQQBJz4NxW7f3+MnBwBVtZSdO3pjOCGdmJHIypWcnJytShSASxUERERkbnj0D8iIiogLU2D37Yk4uqlDABA7TrW6NHbBfZKvj0m05W/up+1tbVZF6kAFqqIiIiIiIiomrh6OQO/bk5EepoGFhZAh1ec0OJFJaRS9r4l06ZQKBAaGgpLS0uzLlIBLFQRERGRuWOPKiKiai87W4s9O5Nw/GgKAMDVXY5efV3h5i4XORlRyVQqFdRqNdzc3AAAcnn1+HlloYqIiIiIiIjM1v27amzZ8BCPE3MAAC1bKdE+3BEyGT/IINNVcOJ0mUwGJycnsSNVGhaqiIiIyLxxMnUiompJqxVw+IAKf+19Aq0WqGFvgR69XfBcXRuxoxE9VeHV/RwcHMSOVKlYqCIiIiLzxqF/RETVzpOkHPyyMRFxt7MAAEENbdHldWfY2FiInIzo6QoXqcx94vTisFBFREREREREZkEQBJw9nYad2x5BrRYgl0vwandnNH7eDhL2sCUTxyJVnur3HRMREVH1IpEYfisljUaDyZMnw9/fH9bW1njuuefw+eefQxAE3T6CIGDKlCnw8PCAtbU1OnTogGvXrhnjmSAiMmuZGRps/vkhftmQCLVagLevAu9/VAshTWqwSEUmLyMjg0Wq/2GPKiIiIjJvIg79+/LLL7Fo0SKsWrUKwcHBOH78OAYPHgylUolRo0YBAL766it89913WLVqFfz9/TF58mSEh4fj4sWLsLKyEi07EVFVcutGJn7Z+BApyRpIpMBL7R3R6iUHWFiwQEVVg7W1NTw9PZGRkVGti1QAC1VERERERvPPP/+ge/fueO211wAAfn5++Pnnn/Hvv/8CyOtNNXfuXHz22Wfo3r07AGD16tVwc3PDtm3b0LdvX9GyExGZqvj7ajz63wp+AHA3LgtH/0kBBMDJWYaefVxQy5uFfqpaJBIJnnvuOQiCUK2LVAALVURERGTujDDcQ61WQ61W67UpFAooFAq9thdeeAFLlizB1atXUa9ePZw5cwaHDh3CnDlzAAC3bt1CfHw8OnTooDtGqVSiRYsWOHLkCAtVRESFpKdp8MP8exC0Re9r0rwGwrvUhFxevd/kU9WhUqlw7949BAYGQiqVQiKRcJgqWKgiIiIiM2eMC77o6GhMmzZNry0qKgpTp07Vaxs/fjxSUlIQEBAACwsLaDQafPHFFxgwYAAAID4+HgDg5uamd5ybm5vuPiIi+n/p6RoIWkAqBXz88npNWcokaNbCHvWDbEVOR1R6BSdOt7W1hZ+fn9iRTAYLVURERERlNGHCBERGRuq1Fe5NBQAbN27E2rVrsW7dOgQHB+P06dMYPXo0PD09ERERUVlxiYjMjpW1FIPe8xQ7BlG5FF7dz8fHR+xIJoWFKiIiIjJrxuhRVdwwv+J88sknGD9+vG4IX8OGDREbG4vo6GhERETA3d0dAJCQkAAPDw/dcQkJCQgJCTF4biIiY8vNFfRWNjU0Ta7xzk1UGQoXqar7xOnFYaGKiIiIyEgyMjKKXHxaWFhAq82bXMXf3x/u7u6IiYnRFaZSUlJw7NgxfPDBB5Udl4ioQnb8+gj/HUkROwaRyWKRqnRYqCIiIiLzJuKcpF27dsUXX3wBHx8fBAcH49SpU5gzZw7eeeedvGgSCUaPHo0ZM2agbt268Pf3x+TJk+Hp6YkePXqIF5yIqByuX82otMeqXce60h6LyBA0Gg0uXrzIIlUpsFBFREREZk3M1XO+//57TJ48GR9++CEePnwIT09PDBs2DFOmTNHt8+mnnyI9PR3vvfceVCoVWrVqhV27dsHKikurE1HV9PYQd9TyMe7vMIWCb/CparGwsEBwcDDu3r2rW+WPiicRjDmAWETWoSPEjkBEBpB5aj6ycsVOQUSGYCXSx2N2b640+DnTNg4y+DmJxJKSkgKlUonk5GTY29uLHYeqsHmz4/DkcS6GfOAJb18W24kAQKvVsihVRny2iIiIyKxJJBKDb0RERETPolKpcOzYMaSmpoodpUphoYqIiIjMGgtVREREVNnyJ05Xq9W4c+eO2HGqFBaqiIiIiIiIiIgMpPDqfgEBAWJHqlI4mToRERGZNfaAIiIiospSuEjF1f3KjoUqIiIiIiIiKrPsbC0unU+HWq0FAKiztCInIhIXi1SGwUIVERERmTd2qCIiMor/jqZg786kIu0WlvzFS9XTnTt3WKQyABaqiIiIyKxx6B8RkXFkpGsAAE41LeHmoQAA1HSWwd1DLmYsItEEBQUhLi4Ovr6+LFJVAAtVREREREREVG71A20R3qWm2DGIRJGVlQWFQgGJRAILCwv4+/uLHanKY6GKiIiIzBp7VBERGU5OjhaZGXlzUWWrBZHTEIkrf04qb29v+Pn58ZrDQFioIiIiIrPGi0YiIsPIzNDg+2/uICOdk6YTFZw4PTU1Vew4ZoWFKiIiIiIiInqmpKRcXZEqf/oduVyK5+pZi5iKqPIVt7ofPxgzHJMpVCUmJuLKlSsAgPr168PFxUXkRERERGQOeOFIRGRY9koLRE7wFTsGkSiKK1Jx4nTDEv3ZTE9PxzvvvANPT0+0adMGbdq0gaenJ4YMGYKMjAyx4xEREVFVJzHCRkRERNUOi1SVQ/RnNDIyEgcOHMBvv/0GlUoFlUqFX3/9FQcOHMDHH38sdjwiIiIiIiIiImRkZLBIVQlEH/q3ZcsWbN68GS+99JKu7dVXX4W1tTXefPNNLFq0SLxwREREVOVx6B8REREZgqenJ+RyOZycnFikMiLRn9mMjAy4ubkVaXd1deXQPyIiIiIiIiISTXJyMnJycnS3nZ2dWaQyMtGf3bCwMERFRSErK0vXlpmZiWnTpiEsLEzEZERERGQOJBKJwTciIiIyfyqVCmfOnMGZM2f0ilVkXKIP/Zs3bx7Cw8NRq1YtNG7cGABw5swZWFlZYffu3SKnIyIioqqOhSUioqc7fzYNjxOf/SY8NSW3EtIQmYaCE6fL5XJYWFiIHanaEL1Q1aBBA1y7dg1r167F5cuXAQD9+vXDgAEDYG1tLXI6IiIiIiIi8/UoMRub1z0s0zEyuegDc4iMiqv7iUv0QhUA2NjYYOjQoWLHICIiInPEDlVERCXKytQCAORyCRqG2D37AAkQ3LAU+xFVUSxSiU/0QlV0dDTc3Nzwzjvv6LUvX74ciYmJGDdunEjJiIiIyBxw6B9VNQsWLMDs2bMRHx+Pxo0b4/vvv0fz5s1L3H/u3LlYtGgR4uLi4OzsjDfeeAPR0dGwsrKqxNRU1dnYWaBrTxexYxCJikUq0yD6M/7DDz8gICCgSHtwcDAWL14sQiIiIiIiorKJi4vDwYMHsXv3bpw8eRJqtbpc59mwYQMiIyMRFRWFkydPonHjxggPD8fDh8UPzVq3bh3Gjx+PqKgoXLp0CcuWLcOGDRswceLEinw7RETVkkKhgEwmY5FKZKL3qIqPj4eHh0eRdhcXFzx48ECERERERGRO2KOKjOX27dtYtGgR1q9fj7t370IQBN19crkcrVu3xnvvvYdevXqV+s3OnDlzMHToUAwePBgAsHjxYuzYsQPLly/H+PHji+z/zz//4MUXX0T//v0BAH5+fujXrx+OHTtmgO+QiKh6sba2RmhoKORyOYtUIhL9mff29sbhw4eLtB8+fBienp4iJCIiIiJzIpFIDL4RjRo1Co0bN8atW7cwY8YMXLx4EcnJycjOzkZ8fDx27tyJVq1aYcqUKWjUqBH++++/Z54zOzsbJ06cQIcOHXRtUqkUHTp0wJEjR4o95oUXXsCJEyfw77//AgBu3ryJnTt34tVXXzXMN0pEZOZUKhUeP36su21lZcUilchE71E1dOhQjB49Gjk5OWjXrh0AICYmBp9++ik+/vhjkdMRERERERVla2uLmzdvombNmkXuc3V1Rbt27dCuXTtERUVh165duHPnDpo1a/bUcz569AgajQZubm567W5ubrrVsQvr378/Hj16hFatWkEQBOTm5uL9999/6tA/tVqtNzQxJSXlqbmIiMxV/pxUgiAgJCQESqVS7EgEEyhUffLJJ3j8+DE+/PBDZGdnA8irYI4bNw4TJkwQOR0RERFVdewBRcYQHR1d6n1feeUVo+XYv38/Zs6ciYULF6JFixa4fv06PvroI3z++eeYPHlyscdER0dj2rRpRstERFQVFJ44vUaNGmJHov8RvVAlkUjw5ZdfYvLkybh06RKsra1Rt25dKBQKsaMREREREVUaZ2dnWFhYICEhQa89ISEB7u7uxR4zefJkvP3223j33XcBAA0bNkR6ejree+89TJo0qdjhKxMmTEBkZKTudkpKCry9vQ34nRARmTau7mfaTOZfws7ODs2aNUODBg1YpCIiIiLDkRhhIyqFS5cuoXbt2qXeXy6Xo0mTJoiJidG1abVaxMTEICwsrNhjMjIyiry5srCwAAC9yd0LUigUsLe319uIiKoLFqlMnyg9qnr27ImVK1fC3t4ePXv2fOq+W7duraRUREREZI449I/Ekp2djdjY2DIdExkZiYiICDRt2hTNmzfH3LlzkZ6erlsFcODAgfDy8tINPezatSvmzJmD0NBQ3dC/yZMno2vXrrqCFRER5UlPT2eRqgoQpVClVCp1F42crIyIiIiIqqKCw+eKk5iYWOZz9unTB4mJiZgyZQri4+MREhKCXbt26SZYj4uL03tT9dlnn0EikeCzzz7DvXv34OLigq5du+KLL74o82MTEZk7GxsbuLq6Ijs7m0UqEyYRSuoTXMVZh44QOwIRGUDmqfnIyhU7BREZgpVIM2PW+nCbwc95d2EPg5+Tqh4LCwuEhISUOHQuLS0NJ0+ehEajqeRkZZOSkgKlUonk5GQOA6yG7sZl4ceF9+HgZInRn/qIHYfI6ARBgCAILFKZMNEnU798+TICAgKKvW/37t0IDw+v5ERERERkTjj0j4ylTp06GDNmDN56661i7z99+jSaNGlSyamIiKgglUqFhIQE1KtXDxKJRLeR6RK9hPj8889jwYIFem1qtRojRoxA9+7dRUpFRERERPR0TZs2xYkTJ0q8XyKRlDihORERGV/+xOkPHjzA3bt3xY5DpSR6j6qVK1figw8+wI4dO7BixQo8ePAA/fv3h1arxcGDB8WOR0RERFUdPzQlI/nmm2+gVqtLvL9x48bQarWVmIiIiPIVXt3Py8tL7EhUSqL3qHrzzTdx5swZ5OTkIDg4GGFhYWjbti1OnjyJZs2aiR2PiIiIiKhY7u7u8PX1FTsGEREVUrhIxYnTqxbRe1Tly87OhkajgUajgYeHB6ysrMSORERERGaA81AQERFVHyxSVX2i/2utX78eDRs2hFKpxNWrV7Fjxw4sWbIErVu3xs2bN8WORyKSSiWY8uFruPT7VCQdmYMLv0Vh/NBX9PZxdaqBJdPews09X+DxP3Pw6/wP8ZyPi0iJiehpThz/DyM/fB8dXmqFxsH18WfMPr37Hz96hMkTx6PDS63QokljfPDeEMTG3hYnLJmVghOnGmojIiIi05Obm4vz58+zSFXFif4vNmTIEMycORO//fYbXFxc0LFjR5w9exZeXl4ICQkROx6J6ONBHTH0jdYYM2sTQnrOwGff/YrIiA74sF9b3T4bv30P/rWc0Xv0D2jZbxbiHiRh5+KRsLGSi5iciIqTmZmB+vXrY8JnUUXuEwQBo0cNx927dzD3+4XYsPkXeHh6YdiQwcjIyBAhLRERERFVNZaWlggKCoKzszOLVFWY6EP/Tp48ifr16+u1OTk5YePGjfjpp59ESkWmoGXj2vj9wFnsOnQBABD3IAlvvtIUTYPz5oKo4+OKFo388XyvGbh0Mx4AMGrmBtzeNxNvdm6Clb8cES07ERXVqnVbtGrdttj7YmNv4+yZ09jy6++oU6cuAOCzKVPRru2L2LVzB3q+0bsyo5KZYQ8oIiIi8yYIgu7vvZOTE5ycnERORBUheqEqv0h14sQJXLp0CQAQFBSE559/Hm+//baY0UhkR8/cxJBeL6KOjyuuxz1Ew3peCAupjfHfbAUAKOR5P75Z2bm6YwRBQHZ2Ll4IeY6FKqIqJCc7GwCgkCt0bVKpFHK5HKdOnmChiiqEhSoiIn37diXh+NEUCAC0WkHsOEQVolKpcOXKFTRs2BA2NjZixyEDEL1Q9fDhQ/Tt2xf79++Hg4MDgLwftJdffhnr16+HiwvnG6quvl6xF/Z2Vjjzy2fQaARYWEgQteB3rP/jOADgyu14xD1Iwucju2HEjJ+RnpmNUW+9jFrujnB3VoqcnojKws+/Njw8PPHd3G8wOWo6rK2t8dPqlUiIj0diYqLY8YiInunvv/+GjY0NmjZtqms7fvw4MjIy0KZNGxGTERV19lQqsrK0em0eHpw6g6qeghOnx8XFISAgQOxIZACiF6pGjhyJ1NRUXLhwAYGBgQCAixcvIiIiAqNGjcLPP//81OPVajXUarVem0KhKGFvqkre6PQ8+nZuhkETV+HijQdoVN8Ls8e+gQeJyVi7/Rhyc7Xo+/FSLIoagAd/z0ZurgZ/HruCXYcugB+eE1UtMpkMc+Z9j6mTJ6H1C81hYWGBFi3D0Kp1GwgCP+mlCuLfBKoEL730EgICAnDx4kVd29tvv42rV69Co9GImIyoZH3ecoOre16BytFJ9LeGRGVSeHW/evXqiR2JDET030a7du3Cvn37dEUqIG/o34IFC9CpU6dnHh8dHY1p06bptUVFFZ2ol6qemaN74OsVe7Fp9wkAwIXr9+Hj4YRPBnfE2u3HAACnLt1By76zYG9nBbnMEo+epOHv1WNx4mKcmNGJqByCghtg49ZfkZqaipycHDg5OWFA394IDm4gdjSq4jj0jyrDrVu3IJPJ9NpiYmKQk5MjUiKiZ1M6WKKms+zZOxKZmMJFKk6cbl5E/5fUarVF/qgDeZ+ua7XaYo7QN2HCBCQnJ+ttEyZMMEZUqmTWVnJoBf2fAY1WKPYXUEpaFh49ScNzPi54PsgHv+8/W1kxicjAatSoAScnJ8TG3sbFC+fxUrv2YkciInomX19feHp66rV5enrC19dXpEREROaJRSrzJ3qPqnbt2uGjjz7Czz//rPvjfu/ePYwZMwbt2z/7zYlCoeBQPzO18+9zGDckHHcePMHFGw8QElALo956Gau3HdXt07NDKBKfpOFOfBIa1PXE15+8ge37zyLm6GURkxNRcTLS0xEX9/+9He/dvYvLly5BqVTCw9MTe3b/AUdHJ3h4eOLatSv4KnomXm7XAS+82ErE1GQO2KOKiIjIPAiCgFu3brFIZeZEL1TNnz8f3bp1g5+fH7y9vQEAd+7cQYMGDbBmzRqR05GYIr/chKgPu2DexD5wcbTDg8RkLNt8GDOX/KHbx93FHl9+3BOuNWsg/lEK1v5+DNFLdomYmohKcuHCebw7eKDu9tdfRQMAunV/HZ/PnIXExER8/dUsPH70GC4uLujSrTuGvf+hWHGJiJ7K0dGx1EXQpKQkI6chIqoeJBIJGjRogNjYWNSuXZtFKjMlEUxgllpBELBv3z5cvpzXCyYwMBAdOnSo0DmtQ0cYIhoRiSzz1Hxk5YqdgogMwUqkj8fqjP3j2TuV0fWvOxv8nFS1rFq1qtT7RkREGDFJxaWkpECpVCI5ORn29vZix6FKMCc6FinJGrw3wguetTg6hUyfWq3mSKpqRPQeVatXr0afPn3QsWNHdOzYUdeenZ2N9evXY+DAgU85moiIiOjpxBz65+fnh9jY2CLtH374IRYsWICsrCx8/PHHWL9+PdRqNcLDw7Fw4UK4ubmJkJbKwtSLT0Tx99VISir+076cHNH7KhCVWv6cVLVr10atWrXEjkOVQPRC1eDBg/HKK6/A1dVVrz01NRWDBw9moYqIiIiqrP/++w8ajUZ3+/z58+jYsSN69+4NABgzZgx27NiBTZs2QalUYsSIEejZsycOHz4sVmQqpxs3bmDFihW4ceMG5s2bB1dXV/zxxx/w8fFBcHCw2PGomnmSlIPF39175n4cNUWmruDE6UlJSfDy8uLck9WA6IUqQRCK/UG7e/culEqlCImIiIjInIh5Pevi4qJ3e9asWXjuuefQtm1bJCcnY9myZVi3bh3atWsHAFixYgUCAwNx9OhRtGzZUozIVA4HDhxA586d8eKLL+Lvv//GF198AVdXV5w5cwbLli3D5s2bxY5I1Uxqal6B3MJSAk8vebH7OLvI4epe/H1EpqC41f1YpKoeRCtUhYaGQiKRQCKRoH379rC0/P8oGo0Gt27dwiuvvCJWPCIiIjITxrioVavVUKvVem3PWok4Ozsba9asQWRkJCQSCU6cOIGcnBy9eTkDAgLg4+ODI0eOsFBVhYwfPx4zZsxAZGQkatSooWtv164d5s+fL2Iyqu6USgsM+cBL7BhEZVZckYoTp1cfohWqevToAQA4ffo0wsPDYWdnp7tPLpfDz88PvXr1EikdERERUcmio6Mxbdo0vbaoqChMnTq1xGO2bdsGlUqFQYMGAQDi4+Mhl8vh4OCgt5+bmxvi4+MNnJiM6dy5c1i3bl2RdldXVzx69EiERFRdaLXFzzUllNBOVBWwSEWiFaqioqIA5E0y2qdPH1hZWYkVhYiIiMyYMUYJTJgwAZGRkXptz1qNaNmyZejcuTM8PT0NH4hE5eDggAcPHsDf31+v/dSpU/DyYm8WMo7LF9Kxef1D5HJidDIzKSkpLFJVc6LPUcUVU4iIiMiYpFLDV6qeNcyvsNjYWOzbtw9bt27Vtbm7uyM7OxsqlUqvV1VCQgLc3d0NGZeMrG/fvhg3bhw2bdoEiUQCrVaLw4cPY+zYsVwYiIzm5o3MZxapfP2tKykNkeH4+PhAoVDAxcWFRapqSvRCFREREZG5W7FiBVxdXfHaa6/p2po0aQKZTIaYmBjddAdXrlxBXFwcwsLCxIpK5TBz5kwMHz4c3t7e0Gg0CAoKgkajQf/+/fHZZ5+JHY/MXMtWSrR52aHoHRLAxsai0vMQlUdKSgpsbGx0c1e7ubmJnIjExEIVERERmTWxFwjSarVYsWIFIiIi9BaPUSqVGDJkCCIjI+Hk5AR7e3uMHDkSYWFhnEi9ipHL5Vi6dCkmT56M8+fPIy0tDaGhoahbt67Y0agakMkksLFlQYqqrvw5qWrUqIFGjRrBwoI/z9UdC1VERERERrRv3z7ExcXhnXfeKXLft99+C6lUil69ekGtViM8PBwLFy4UISUZgo+PD7y9vQEYZ7VJIiJzU3DidAsLC/7uJACASQ34FAQBgsDJAImIiMhwJBKJwbey6NSpEwRBQL169YrcZ2VlhQULFiApKQnp6enYunUr56eqopYtW4YGDRrAysoKVlZWaNCgAX788UexYxERmSyu7kclMYmfgtWrV6Nhw4awtraGtbU1GjVqhJ9++knsWERERGQGJBLDb0QFTZkyBR999BG6du2KTZs2YdOmTejatSvGjBmDKVOmiB2PiMjksEhFTyP60L85c+Zg8uTJGDFiBF588UUAwKFDh/D+++/j0aNHGDNmjMgJiYiIiIhKtmjRIixduhT9+vXTtXXr1g2NGjXCyJEjMX36dBHTERGZFhap6FlEL1R9//33WLRokd7Svd26dUNwcDCmTp3KQhURERFVCOe7IGPLyclB06ZNi7Q3adIEubm5IiQiU6JWa3HlUgZysrUGPW9iQrZBz0dUWSwtLWFhYQEHBwcWqahYoheqHjx4gBdeeKFI+wsvvIAHDx6IkIiIiIjMCQtVZGxvv/02Fi1ahDlz5ui1L1myBAMGDBApFZmKwwdU+PtPldHOb2HB33FUtdjZ2SE0NBRWVlYsUlGxRC9U1alTBxs3bsTEiRP12jds2MAlfYmIiIjIJEVGRuq+lkgk+PHHH7Fnzx60bNkSAHDs2DHExcXpjRqg6ik9XQMAqOkig7OzzKDnVlhJEdLEzqDnJDIGlUoFAHBwcAAA2NjYiBeGTJ7ohapp06ahT58++Pvvv3VzVB0+fBgxMTHYuHGjyOmIiIioqmOHKjKGU6dO6d1u0qQJAODGjRsAAGdnZzg7O+PChQuVno1MU6MQO7Rt7yh2DKJKlz8nlUQiQUhICGrUqCF2JDJxoheqevXqhWPHjuHbb7/Ftm3bAACBgYH4999/ERoaKm44IiIiIqJi/PXXX2JHIBMiCAIy0oufgyo3R6jkNESmo/DE6ba2tmJHoipA9EIVkPcJ1Jo1a8SOQURERGaIc1QRkbH9vCoBVy9niB2DyKRwdT8qL5MoVBEREREZC+tUVBmOHz+OjRs3Ii4uDtnZ+quxbd26VaRUVFlib2c99X6FlRR+z1lXUhoi8bFIRRUhWqFKKpU+8xNOiUTCJX2JiIiIyKStX78eAwcORHh4OPbs2YNOnTrh6tWrSEhIwOuvvy52PKpEIz6uBWcXudgxiESVlpbGIhVViGiFql9++aXE+44cOYLvvvsOWm3x47yJiIiISotD/8jYZs6ciW+//RbDhw9HjRo1MG/ePPj7+2PYsGHw8PAQOx4RUaWysbGBk5MTtFoti1RULqIVqrp3716k7cqVKxg/fjy2b9+OAQMGYPr06SIkIyIiInPCOhUZ240bN/Daa68BAORyOdLT0yGRSDBmzBi0a9cO06ZNEzkhGdq9O1nYtysJOf+bKD1bzQ/YifJJpVIEBQXpviYqK5P4qbl//z6GDh2Khg0bIjc3F6dPn8aqVavg6+srdjQiIiIioqdydHREamoqAMDLywvnz58HkDdHS0YGJ9g2Ryf/S8WtG1m4G6fG3Tg1BAGwsABsbS3EjkYkCpVKhRs3bkAQ8oq3UqmURSoqN1EnU09OTsbMmTPx/fffIyQkBDExMWjdurWYkYiIiMjMcOgfGVubNm2wd+9eNGzYEL1798ZHH32EP//8E3v37kX79u3FjkdGkD9DScMQOwQ1tAUAuLjKYG3DQhVVPwUnTre2toanp6fYkaiKE61Q9dVXX+HLL7+Eu7s7fv7552KHAhIRERFVFOtUZGzz589HVlbeqm+TJk2CTCbDP//8g169euGzzz4TOR0Zk4ubDIHBtmLHIBJN4dX93N3dxY5EZkC0QtX48eNhbW2NOnXqYNWqVVi1alWx+3E5XyIiIiIyZU5OTrqvpVIpxo8fL2IaMgZBEHD+TDqSVXkrkifEZ4uciEh8hYtUnDidDEW0QtXAgQPZFZ+IiIiMjtcbZAwpKSml3tfe3t6ISagy3Lurxpb1D4u0yyz5+4WqJxapyJhEK1StXLlSrIcmIiIiIqoQBweHZxZBBUGARCKBRqOppFRkLFmZeZNSWVlLERBkk/e1lRSNQmuIGYtIFDk5OTh37hyLVGQ0ok6mTkRERGRs7FBFxvDXX3+JHYFE4OBoiR69XcWOQSQqmUyG+vXrIyEhAcHBwSxSkcGxUEVERERmjUP/yBjatm0rdgQiokqV30sUAFxdXeHi4sK/sWQULH0SERERERERUYlUKhWOHz8OtVqta2ORioyFhSoiIiIyaxKJ4TciIqLqIn/i9PT0dMTGxoodh6oBDv0jIiIis8ZPfImIiMqn8Op+derUETsSVQPsUUVEREREREREegoXqbi6H1UW/pQRERGRWePQP6oMubm52LdvH3744QekpqYCAO7fv4+0tDSRkxERlR2LVCQmDv0jIiIiIqqA2NhYvPLKK4iLi4NarUbHjh1Ro0YNfPnll1Cr1Vi8eLHYEYmISk0QBFy/fp1FKhINf9qIiIjIrEkkEoNvRAV99NFHaNq0KZ48eQJra2td++uvv46YmBgRkxERlZ1EIkHDhg3h6enJIhWJgj2qiIiIyKyxsETGdvDgQfzzzz+Qy+V67X5+frh3755IqYiIyiYnJwcymQwAoFAoUK9ePZETUXXFQhURERERUQVotVpoNJoi7Xfv3kWNGjVESESGcOtGJq5fzQAAPEnKFTkNkXGpVCqcO3cO9erVg5ubm9hxqJpjoYqIiIjMGjtUkbF16tQJc+fOxZIlSwDk9eJLS0tDVFQUXn31VZHTUXltWf8Qaan6BUiFgkOgyPwUnDg9ISEBrq6u7I1MomKhioiIiMwaL7bJ2L755huEh4cjKCgIWVlZ6N+/P65duwZnZ2f8/PPPYsejcspWawEAoU1rwMpaCqkUaNDYTuRURIZV3Op+/LtJYmOhioiIiIioAmrVqoUzZ85g/fr1OHv2LNLS0jBkyBAMGDBAb3J1qppav+wAp5oysWMQGVxxRSpOnE6mgIUqIiIiMmv8YJiMLSsrC1ZWVnjrrbfEjkJEVCosUpEp408iERERmTWJRGLwjaggV1dXREREYO/evdBqtWLHISJ6pqSkJBapyGTxp5GIiIiIqAJWrVqFjIwMdO/eHV5eXhg9ejSOHz8udiwiohL5+/ujfv36LFKRSeJPJBEREZk1icTwG1FBr7/+OjZt2oSEhATMnDkTFy9eRMuWLVGvXj1Mnz5d7HhERACA1NRUXa9PiUQCDw8PFqnIJPGnkoiIiIjIAGrUqIHBgwdjz549OHv2LGxtbTFt2jSxYxERQaVS4dSpUzh//jyHKJPJ42TqREREZNak7AJFlSQrKwu//fYb1q1bh127dsHNzQ2ffPKJ2LGolK5ezsDvvyQiN1cAAGRnCyInIjKMghOnE1UFLFQRERGRWWOdioxt9+7dWLduHbZt2wZLS0u88cYb2LNnD9q0aSN2NCqDi+fSkJKs0WuzsZXCroaFSImIKo6r+1FVxEIVEREREVEFvP766+jSpQtWr16NV199FTKZTOxIVAEtX7TH883tAQBKB0vI5XxTT1UTi1RUVbFQRURERGZNwi5VZGQJCQmoUaOG2DHIQOxqWMLVTS52DKIKYZGKqjL+pBIREZFZk0oMvxGlpKTovhYEASkpKSVuZbVgwQL4+fnBysoKLVq0wL///vvU/VUqFYYPHw4PDw8oFArUq1cPO3fuLPPjVjcajYD9+57gty2J+G1LIuJi1WJHIjIYiUQCiUTCIhVVSexRRURERERURo6Ojnjw4AFcXV3h4OBQbM89QRAgkUig0WiKOUPxNmzYgMjISCxevBgtWrTA3LlzER4ejitXrsDV1bXI/tnZ2ejYsSNcXV2xefNmeHl5ITY2Fg4ODhX59qqF2FtZ2L/vSZF2K2u+oaeqT6lUIjQ0FDY2NixSUZXDQhURERGZNQ79I2P4888/4eTkBAD466+/DHbeOXPmYOjQoRg8eDAAYPHixdixYweWL1+O8ePHF9l/+fLlSEpKwj///KObG8vPz89gecxZ/up+Newt0Cwsb04qa2sLNAq1EzMWUbmpVCpYWFjohiLb2fFnmaomFqqIiIjIrLFORcbQtm1b3df+/v7w9vYuUhQVBAF37twp9Tmzs7Nx4sQJTJgwQdcmlUrRoUMHHDlypNhjfvvtN4SFhWH48OH49ddf4eLigv79+2PcuHGwsOBqdaVRw94SbV52FDsGUYXkz0kllUoRGhoKW1tbsSMRlRsLVUREREREFeDv768bBlhQUlIS/P39Sz3079GjR9BoNHBzc9Nrd3Nzw+XLl4s95ubNm/jzzz8xYMAA7Ny5E9evX8eHH36InJwcREVFFXuMWq2GWv3/8zGVZx4tIjIdBSdOd3BwgLW1tdiRiCqEg1WJiIjIrEmM8F9Z3Lt3D2+99RZq1qwJa2trNGzYEMePH9fdLwgCpkyZAg8PD1hbW6NDhw64du2aoZ8GMqL8uagKS0tLg5WVlVEfW6vVwtXVFUuWLEGTJk3Qp08fTJo0CYsXLy7xmOjoaCiVSt3m7e1t1IxEZDxc3Y/MEXtUERERERnJkydP8OKLL+Lll1/GH3/8ARcXF1y7dg2Ojv8/zOirr77Cd999h1WrVsHf3x+TJ09GeHg4Ll68aPQiB1VMZGQkgLx50CZPngwbGxvdfRqNBseOHUNISEipz+fs7AwLCwskJCTotSckJMDd3b3YYzw8PCCTyfSG+QUGBiI+Ph7Z2dmQy+VFjpkwYYIuO5DXo4rFKqKqh0UqMlcsVBEREZFZk4o4R9WXX34Jb29vrFixQtfm7++v+1oQBMydOxefffYZunfvDgBYvXo13NzcsG3bNvTt27fSM1PpnTp1CkDev+O5c+f0ikJyuRyNGzfG2LFjS30+uVyOJk2aICYmBj169ACQ12MqJiYGI0aMKPaYF198EevWrYNWq9W9Qb169So8PDyKLVIBgEKhgEKhKHUuIjI9qampLFKR2WKhioiIiMyamKv+/fbbbwgPD0fv3r1x4MABeHl54cMPP8TQoUMBALdu3UJ8fDw6dOigO0apVKJFixY4cuQIC1UmLn+1v8GDB2PevHmwt7ev8DkjIyMRERGBpk2bonnz5pg7dy7S09N1qwAOHDgQXl5eiI6OBgB88MEHmD9/Pj766COMHDkS165dw8yZMzFq1KgKZyEi02VjYwN7e3tIpVIWqcjssFBFREREVEaFJ6MGiu+lcvPmTSxatAiRkZGYOHEi/vvvP4waNQpyuRwRERGIj48HgGInz86/j0xfwR5zFdWnTx8kJiZiypQpiI+PR0hICHbt2qX7GYmLi9N7Q+rt7Y3du3djzJgxaNSoEby8vPDRRx9h3LhxBstERKbHwsICDRs2hEQiYZGKzA4LVURERGTWjNGhKjo6GtOmTdNri4qKwtSpU/XatFotmjZtipkzZwIAQkNDcf78eSxevBgRERGGD0aVpmfPnli5ciXs7e3Rs2fPp+67devWMp17xIgRJQ71279/f5G2sLAwHD16tEyPQURVj0qlQnJyMnx8fCCRSPTmpiMyJyxUERERkVmTGqFSVXgyagDFzvnj4eGBoKAgvbbAwEBs2bIFAHQTZCckJMDDw0O3T0JCQpkm4abKp1QqdcNKlUqlyGmIyNwVnDhdoVCUuMACkTlgoYqIiIiojEo7GfWLL76IK1eu6LVdvXoVvr6+APImVnd3d0dMTIyuMJWSkoJjx47hgw8+MHhuMpyCw/0MOfSPiKiwwqv7ubq6ih2JyKhYqCIiIiKzJuJc6hgzZgxeeOEFzJw5E2+++Sb+/fdfLFmyBEuWLPlfNglGjx6NGTNmoG7duvD398fkyZPh6empW/WNTF9mZiYEQYCNjQ0AIDY2Fr/88guCgoLQqVMnkdNRQadPpOLyxXQAQFqqRuQ0RM9WuEjFidOpOmChioiIiMhImjVrhl9++QUTJkzA9OnT4e/vj7lz52LAgAG6fT799FOkp6fjvffeg0qlQqtWrbBr1y5YWVmJmJzKonv37ujZsyfef/99qFQqNG/eHHK5HI8ePcKcOXPYO86E/LH9MdRZWr02G1u+6SfTxCIVVVcsVBEREZFZk4jZpQpAly5d0KVLlxLvl0gkmD59OqZPn16JqciQTp48iW+//RYAsHnzZri7u+PUqVPYsmULpkyZwkKVCdFoBABAu3BH2NhYQCIB6gbYiJyKqKjs7GycO3eORSqqllioIiIiIrMmcp2KqoGMjAzUqFEDALBnzx707NkTUqkULVu2RGxsrMjpqDiNQuzg4CgTOwZRieRyOWrXro3Hjx+zSEXVDn/aiYiIiIgqoE6dOti2bRvu3LmD3bt36+alevjwIezt7UVOR0RViSAIuq+9vLzQsGFDFqmo2uFPPBEREZk1qURi8I2ooClTpmDs2LHw8/ND8+bNERYWBiCvd1VoaKjI6YioqlCpVDh16hRycnJ0bWIPXycSA4f+ERERkVnjJT4Z2xtvvIFWrVrhwYMHaNy4sa69ffv2eP3110VMRkRVRcGJ02NjY1GnTh2xIxGJhoUqIiIiIqIKcnd3h7u7O+7evQsAqFWrFpo3by5yKiKqCgqv7le7dm2xIxGJikP/iIiIyKxJJBKDb0QFabVaTJ8+HUqlEr6+vvD19YWDgwM+//xzaLVaseMRkQkrXKTixOlE7FFFREREZk7KuhIZ2aRJk7Bs2TLMmjULL774IgDg0KFDmDp1KrKysvDFF1+InJCITBGLVETFY6GKiIiIiKgCVq1ahR9//BHdunXTtTVq1AheXl748MMPWagioiIEQcDVq1dZpCIqBgtVREREZNY4VI+MLSkpCQEBAUXaAwICkJSUJEIiIjJ1EokEDRs2RGxsLOrVq8ciFVEBfDUQEREREVVA48aNMX/+/CLt8+fP11sFkIgoNzdX97W1tTUCAgJYpCIqhD2qiIiIyKyxQxUZ21dffYXXXnsN+/btQ1hYGADgyJEjuHPnDnbu3Clyuurt7p0s/LX3CXJzBABAbq4gciKqzlQqFc6fP4/AwEDUrFlT7DhEJoulWyIiIjJrXPWPjK1t27a4evUqevbsCZVKBZVKhZ49e+LKlSto3bq12PGqteNHU3DjaiZib2Uh9lYWIACWlhJYWVuIHY2qmfyJ03Nzc3H//n0IAoumRCVhjyoiIiIionK6ffs29u7di+zsbPTt2xcNGjQQOxIVoNXm/b9RqB3qB9oAAFzd5bCy4uf1VHkKr+4XHBzMDz2InoKFKiIiIjJrUr4XICP566+/0KVLF2RmZgIALC0tsXz5crz11lsiJ6PC3D3kCG5kJ3YMqoYKF6m4uh/Rs/EVQkRERGaNQ//IWCZPnoyOHTvi3r17ePz4MYYOHYpPP/1U7FjVmlYr4MLZNBw5qMKRgyokPswWOxJVYyxSEZUPe1QREREREZXD+fPn8c8//8DDwwMAMHv2bPzwww94/PgxJ0oWyZ04NTate1ik3VLGAjNVvocPH7JIRVQOLFQRERGRWePbUzKWlJQUODs7627b2NjA2toaycnJLFSJJDNDAwCwtpGiTj0b3dcc9kdiqFu3LmxsbODp6ckiFVEZsFBFREREZk3KoXpkRLt374ZSqdTd1mq1iImJwfnz53Vt3bp1EyNateZUU4ZefV3FjkHVUFpaGmxtbXVDxWvVqiV2JKIqp9SFqp49e5b6pFu3bi1XGCIiIiKiqiQiIqJI27Bhw3RfSyQSaDSayoxU7Wg0ApJVuQCAtFQ+1ySe/DmpnJ2dERgYyDkNicqp1IWqgp8UEREREVUVfJ9AxqLVasWOQABW/HAfd+PUYsegaq7gxOm5ubkQBIGFKqJyKnWhasWKFcbMQUREREREVGb37+UVqWQyCSQSQCKVoEEjW5FTUXXC1f2IDItzVBEREZFZ4yfaZAxHjx5Fy5YtS7VvRkYGbt26heDgYCOnqt5GjPWGUsm3N1S5WKQiMrxyv4I2b96MN998Ey1btsTzzz+vtxERERGZConE8BvR22+/jfDwcGzatAnp6enF7nPx4kVMnDgRzz33HE6cOFHJCYnI2FikIjKOcr2KvvvuOwwePBhubm44deoUmjdvjpo1a+LmzZvo3LmzoTMSEREREZmUixcv4rXXXsNnn30GBwcHBAcHo2PHjujatStatWoFZ2dnPP/887h16xb27NmDgQMHih2ZiAwsf546FqmIDKtcfWMXLlyIJUuWoF+/fli5ciU+/fRT1K5dG1OmTEFSUpKhMxIRERGVm5RdoMgIZDIZRo0ahVGjRuH48eM4dOgQYmNjkZmZicaNG2PMmDF4+eWX4eTkJHZUIjISJycnhISEwM7OjkUqIgMqV6EqLi4OL7zwAgDA2toaqampAPK6QLds2RLz5883XEIiIiKiCmCdioytadOmaNq0qdgxiKgSqFQqyOVy2NjYAADs7e1FTkRkfspV9nV3d9f1nPLx8cHRo0cBALdu3YIgCIZLR0RERERERGQC8uekOn36NDIzM8WOQ2S2ylWoateuHX777TcAwODBgzFmzBh07NgRffr0weuvv27QgEREREQVIZFIDL4REVH1UnDidDs7OygUCrEjEZmtcg39W7JkiW7iuOHDh6NmzZr4559/0K1bNwwbNsygAYmIiIiIiIjEwtX9iCpXuQpVUqlU74XZt29f9O3b12ChDCHzFOfJIjIXVuX6TUVElIdvJYiIqLxYpCKqfOV++3fw4EH88MMPuHHjBjZv3gwvLy/89NNP8Pf3R6tWrQyZsVyuxGeIHYGIDKC+uw06LTgqdgwiMoA9w1uK8rgcqkeVKSsrC1ZWVmLHICIDSElJYZGKSATlepVt2bIF4eHhsLa2xqlTp6BWqwEAycnJmDlzpkEDEhERERGZMq1Wi88//xxeXl6ws7PDzZs3AQCTJ0/GsmXLRE5HROVlbW0NGxsbFqmIKlm5XmkzZszA4sWLsXTpUshkMl37iy++iJMnTxosHBEREVFFSSWG34gKmjFjBlauXImvvvoKcrlc196gQQP8+OOPIiYjooqQyWRo3Lgxi1RElaxcr7YrV66gTZs2RdqVSiVUKlVFMxEREREZDAtVZGyrV6/GkiVLMGDAAFhYWOjaGzdujMuXL4uYjIjKSqVS4d69e7rbMpmMRSqiSlauV5y7uzuuX79epP3QoUOoXbt2hUMREREREVUV9+7dQ506dYq0a7Va5OTkiJCIiMojf+L0a9euITExUew4RNVWuQpVQ4cOxUcffYRjx45BIpHg/v37WLt2LT7++GN88MEHhs5IREREVG4SicTgG1FBQUFBOHjwYJH2zZs3IzQ0VIRERFRWhVf3q1mzptiRiKqtcq36N378eGi1WrRv3x4ZGRlo06YNFAoFPvnkE7z77ruGzkhERERUbhyqR8Y2ZcoURERE4N69e9Bqtdi6dSuuXLmC1atX4/fffxc7HhE9Q+EiFeekIhJXuV59EokEkyZNQlJSEs6fP4+jR48iMTERSqUS/v7+hs5IRERERGSyunfvju3bt2Pfvn2wtbXFlClTcOnSJWzfvh0dO3YUOx4RPQWLVESmp0w9qtRqNaZOnYq9e/fqelD16NEDK1aswOuvvw4LCwuMGTPGWFmJiIiIyowj9agytG7dGnv37hU7BhGVQVZWFotURCaoTK/CKVOmYNGiRfDz88OtW7fQu3dvvPfee/j222/xzTff4NatWxg3bpyxshIRERERmZzatWvj8ePHRdpVKhUXGiIyYVZWVvD19WWRisjElKlH1aZNm7B69Wp069YN58+fR6NGjZCbm4szZ85wYlEiIiIySVJeo5CR3b59GxqNpki7Wq3WW+aeiEyDIAi696++vr56t4lIfGUqVN29exdNmjQBADRo0AAKhQJjxozhi5qIiIhMFj8fJ2P57bffdF/v3r0bSqVSd1uj0SAmJgZ+fn4iJCOikqhUKsTFxSEoKAiWlnlvh/l+lsi0lKlQpdFoIJfL//9gS0vY2dkZPBQRERERkanr0aMHgLw3uREREXr3yWQy+Pn54ZtvvhEhGREVp+DE6XFxcRyaS2SiylSoEgQBgwYNgkKhAJA3+dz7778PW1tbvf22bt1quIREREREFcAPyslYtFotAMDf3x///fcfnJ2dRU5ERCUpvLofezsSma4yFaoKf1L01ltvGTQMERERkaFxjioytlu3bokdgYieonCRihOnE5m2MhWqVqxYYawcRERERERVVnp6Og4cOIC4uDhkZ2fr3Tdq1CiRUhERi1REVU+ZClVEREREVQ07VJGxnTp1Cq+++ioyMjKQnp4OJycnPHr0CDY2NnB1dWWhikgkWq0Wly9fZpGKqIrhq5SIiIjMmlRi+K20pk6dColEorcFBATo7s/KysLw4cNRs2ZN2NnZoVevXkhISDDCs0DGNGbMGHTt2hVPnjyBtbU1jh49itjYWDRp0gRff/212PGIqi2pVIoGDRrAzc2NRSqiKoSvVCIiIiIjCg4OxoMHD3TboUOHdPeNGTMG27dvx6ZNm3DgwAHcv38fPXv2FDEtlcfp06fx8ccfQyqVwsLCAmq1Gt7e3vjqq68wceJEseMRVTsajUb3tZ2dHQIDA1mkIqpCOPSPiIiIzJrYk6lbWlrC3d29SHtycjKWLVuGdevWoV27dgDy5gMNDAzE0aNH0bJly8qOSuUkk8l0b4JdXV0RFxeHwMBAKJVK3LlzR+R0RNWLSqXChQsXEBwcDAcHB7HjEFE5sKxMREREZETXrl2Dp6cnateujQEDBiAuLg4AcOLECeTk5KBDhw66fQMCAuDj44MjR46IFZfKITQ0FP/99x8AoG3btpgyZQrWrl2L0aNHo0GDBiKnI6o+8idOz8nJwb1798SOQ0TlxEIVERERmTWJxPCbWq1GSkqK3qZWq4s8dosWLbBy5Urs2rULixYtwq1bt9C6dWukpqYiPj4ecrm8yCf+bm5uiI+Pr6Rnhwxh5syZ8PDwAAB88cUXcHR0xAcffIDExET88MMPIqcjqh4Kr+4XGBgodiQiKicO/SMiIiKzVpbJz0srOjoa06ZN02uLiorC1KlT9do6d+6s+7pRo0Zo0aIFfH19sXHjRlhbWxs+GImiadOmuq9dXV2xa9cuEdMQVT+Fi1ScOJ2oauOrl4iIiKiMJkyYgOTkZL1twoQJzzzOwcEB9erVw/Xr1+Hu7o7s7GyoVCq9fRISEoqd04qqnpMnT6JLly5ixyAyayxSEZkfvoKJiIjIrEmM8J9CoYC9vb3eplAonpklLS0NN27cgIeHB5o0aQKZTIaYmBjd/VeuXEFcXBzCwsKM+ZSQAe3evRtjx47FxIkTcfPmTQDA5cuX0aNHDzRr1gxarVbkhETm7f79+yxSEZkZDv0jIiIis2aMoX+lNXbsWHTt2hW+vr64f/8+oqKiYGFhgX79+kGpVGLIkCGIjIyEk5MT7O3tMXLkSISFhXHFvypi2bJlGDp0KJycnPDkyRP8+OOPmDNnDkaOHIk+ffrg/PnznCeHyMgCAgJga2sLb29vFqmIzAQLVURERERGcvfuXfTr1w+PHz+Gi4sLWrVqhaNHj8LFxQUA8O2330IqlaJXr15Qq9UIDw/HwoULRU5NpTVv3jx8+eWX+OSTT7Blyxb07t0bCxcuxLlz51CrVi2x4xGZrYyMDFhbW0MikUAqlcLX11fsSERkQCxUERERkVkTs0fV+vXrn3q/lZUVFixYgAULFlRSIjKkGzduoHfv3gCAnj17wtLSErNnz2aRisiI8uekcnd3R926dSGRiPhLnoiMgn0jiYiIiIjKITMzEzY2NgAAiSRv7jIPDw+RUxGZr4ITp2dlZUEQBLEjEZERsEcVERERmTV+2k7G9OOPP8LOzg4AkJubi5UrV8LZ2Vlvn1GjRokRjciscHU/ouqDhSoiIiIya2IO/SPz5uPjg6VLl+puu7u746efftLbRyKRsFBFVEEsUhFVLyxUERERERGVw+3bt8WOQGT2WKQiqn5YqCIiIiKzxpF/RERVV3Z2NotURNUMC1VERERk1qSsVBERVVmurq6QyWRQKpUsUhFVE3ylExERERGZkAULFsDPzw9WVlZo0aIF/v3331Idt379ekgkEvTo0cO4AYmMLDk5GWq1Wnfb0dGRRSqiaoSvdiIiIjJrUonhNyJj2bBhAyIjIxEVFYWTJ0+icePGCA8Px8OHD5963O3btzF27Fi0bt26kpISGYdKpcKZM2dw+vRpvWIVEVUfLFQRERGRWZNIDL8RGcucOXMwdOhQDB48GEFBQVi8eDFsbGywfPnyEo/RaDQYMGAApk2bhtq1a1diWiLDKjhxurW1NWQymdiRiEgELFQREREREVXQjRs38Nlnn6Ffv3663k9//PEHLly4UOpzZGdn48SJE+jQoYOuTSqVokOHDjhy5EiJx02fPh2urq4YMmRIqR5HrVYjJSVFbyMSG1f3I6J8fOUTERGRWZNCYvCNqKADBw6gYcOGOHbsGLZu3Yq0tDQAwJkzZxAVFVXq8zx69AgajQZubm567W5uboiPjy/2mEOHDmHZsmVYunRpqR8nOjoaSqVSt3l7e5f6WCJjYJGKiAriq5+IiIiIqALGjx+PGTNmYO/evZDL5br2du3a4ejRo0Z73NTUVLz99ttYunQpnJ2dS33chAkTkJycrNvu3LljtIxEz5KcnMwiFRHpsRQ7ABEREZExcU4pMrZz585h3bp1RdpdXV3x6NGjUp/H2dkZFhYWSEhI0GtPSEiAu7t7kf1v3LiB27dvo2vXrro2rVYLALC0tMSVK1fw3HPPFTlOoVBAoVCUOheRMVlZWek2FqmICGCPKiIiIjJzXPWPjM3BwQEPHjwo0n7q1Cl4eXmV+jxyuRxNmjRBTEyMrk2r1SImJgZhYWFF9g8ICMC5c+dw+vRp3datWze8/PLLOH36NIf0UZWgUCgQEhLCIhUR6bBHFRERERFRBfTt2xfjxo3Dpk2bIJFIoNVqcfjwYYwdOxYDBw4s07kiIyMRERGBpk2bonnz5pg7dy7S09MxePBgAMDAgQPh5eWF6OhoXQ+UghwcHACgSDuRKVGpVFCr1br52AoOmSUiYqGKiIiIzJqUY//IyGbOnInhw4fD29sbGo0GQUFB0Gg06N+/Pz777LMynatPnz5ITEzElClTEB8fj5CQEOzatUv3hj4uLo69TqhKKzhxukwmg5OTk9iRiMjEsFBFREREZo11KjI2uVyOpUuXYvLkyTh//jzS0tIQGhqKunXrlut8I0aMwIgRI4q9b//+/U89duXKleV6TKLKUHh1v/wegEREBbFQRURERERUAYcOHUKrVq3g4+MDHx8fseMQmaTCRSrOSUVEJeFvBiIiIjJrUonE4BtRQe3atYO/vz8mTpyIixcvih2HyOSwSEVEZcHfDkRERGTWJBLDb0QF3b9/Hx9//DEOHDiABg0aICQkBLNnz8bdu3fFjkYkuszMTBapiKhM+BuCiIiIiKgCnJ2dMWLECBw+fBg3btxA7969sWrVKvj5+aFdu3ZixyMSlZWVFTw9PVmkIqJS4xxVREREZNb4logqk7+/P8aPH4/GjRtj8uTJOHDggNiRiEQlkUjw3HPPQRAEFqmIqFT4m4KIiIiIyAAOHz6MDz/8EB4eHujfvz8aNGiAHTt2iB2LqNKpVCpcuHABWq0WQF6xikUqIiot9qgiIiIisybhpFJkZBMmTMD69etx//59dOzYEfPmzUP37t1hY2MjdjSiSldw4nRbW1v4+fmJHYmIqhgWqoiIiMissUxFxvb333/jk08+wZtvvglnZ2ex4xCJpvDqfj4+PmJHIqIqiIUqIiIiIqIKOHz4sNgRiERXuEjFidOJqLxYqCIiIiKzJuXQPzKC3377DZ07d4ZMJsNvv/321H27detWSamIxMEiFREZEgtVREREZNZYpiJj6NGjB+Lj4+Hq6ooePXqUuJ9EIoFGo6m8YESVTKPR4OLFiyxSEZHBsFBFRERERFRG+auZFf6aqLqxsLBAcHAw7t69i8DAQBapiKjC+FuEiIiIzJpEYviNqKDVq1dDrVYXac/Ozsbq1atFSERkfAULtEqlEsHBwSxSEZFB8DcJEREREVEFDB48GMnJyUXaU1NTMXjwYBESERmXSqXCsWPHkJqaKnYUIjJDLFQRERGRWZNIJAbfiAoSBKHYn4u7d+9CqVSKkIjIePInTler1bhz547YcYjIDHGOKiIiIjJr/FSOjCU0NFRXvGzfvj0sLf//0lqj0eDWrVt45ZVXRExIZFiFV/cLCAgQOxIRmSEWqoiIiIiIyiF/tb/Tp08jPDwcdnZ2uvvkcjn8/PzQq1cvkdIRGVbhIhVX9yMiY2GhioiIiMwah+qRsURFRQEA/Pz80KdPH1hZWYmcyDylp2uwfnU8UpI1xd6vLb6ZDIhFKiKqTCxUERERkVljmYqMLSIiQuwIZi3udhbuxBZdVbEgaxspbGxYODGWO3fusEhFRJWGhSoiIiIiojJycnLC1atX4ezsDEdHx6f23EtKSqrEZGZIyPufm7scXXs5F7uLU00ZZDIWT4wlKCgIcXFx8PX1ZZGKiIyOhSoiIiIyaxz6R8bw7bffokaNGrqv+XNmfHKFBLW8ObyysmRlZUGhUEAikcDCwgL+/v5iRyKiaoKFKiIiIjJr/OyfjKHgcL9BgwaJF4TICPLnpPL29oafnx8LsURUqXjtRkRERERUASdPnsS5c+d0t3/99Vf06NEDEydORHZ2tojJiMqu4MTpqampYschomqIhSoiIiIyaxKJxOAbUUHDhg3D1atXAQA3b95Enz59YGNjg02bNuHTTz8VOR1R6RW3uh9/5xFRZWOhioiIiIioAq5evYqQkBAAwKZNm9C2bVusW7cOK1euxJYtW8QNR1RKxRWpOHE6EYmBc1QRERGRWWNfADI2QRCg1WoBAPv27UOXLl0AAN7e3nj06JGY0YhKhUUqIjIlLFQRERGRWeOoFTK2pk2bYsaMGejQoQMOHDiARYsWAQBu3boFNzc3kdMRPVtmZiaLVERkMlioIiIiIiKqgLlz52LAgAHYtm0bJk2ahDp16gAANm/ejBdeeEHkdETP5uHhAblcDkdHRxapiEh0LFQRERGRWZNy8B8ZWaNGjfRW/cs3e/ZsWFhYiJCI6NmSk5NhY2MDmUwGAKhZs6bIiYiI8rBQRURERGaNQ/+ospw4cQKXLl0CAAQFBeH5558XORFR8fLnpLKxsUHjxo11xSoiIlPAfp1ERERElWTWrFmQSCQYPXq0ri0rKwvDhw9HzZo1YWdnh169eiEhIUG8kFRmDx8+xMsvv4xmzZph1KhRGDVqFJo2bYr27dsjMTFR7HhEegpOnC6Xy9nrj4hMDgtVREREZNYkRvivPP777z/88MMPaNSokV77mDFjsH37dmzatAkHDhzA/fv30bNnT0N861RJRo4cibS0NFy4cAFJSUlISkrC+fPnkZKSglGjRokdj0iHq/sRUVXA30pERERERpaWloYBAwZg6dKlcHR01LUnJydj2bJlmDNnDtq1a4cmTZpgxYoV+Oeff3D06FERE1NZ7Nq1CwsXLkRgYKCuLSgoCAsWLMAff/whYjKi/8ciFRFVFfzNRERERGZNIjH8plarkZKSorep1eoSMwwfPhyvvfYaOnTooNd+4sQJ5OTk6LUHBATAx8cHR44cMdpzQoal1WqLneNHJpNBq9WKkIhIH4tURFSV8LcTERERmTUpJAbfoqOjoVQq9bbo6OhiH3/9+vU4efJksffHx8dDLpfDwcFBr93NzQ3x8fHGeDrICNq1a4ePPvoI9+/f17Xdu3cPY8aMQfv27UVMVnWdPZ2GrRseYuuGhzh6OFnsOFWeQqGATCZjkYqIqgSTWPVPpVJh2bJlulVSgoOD8c4770CpVIqcjIiIiKioCRMmIDIyUq9NoVAU2e/OnTv46KOPsHfvXlhZWVVWPKpk8+fPR7du3eDn5wdvb28Aef/2DRo0wJo1a0ROVzVt35KInBxBr83GhpN+l5e1tTVCQ0Mhl8tZpCIikyd6oer48eMIDw+HtbU1mjdvDgCYM2cOvvjiC+zZs4fL+hIREVGFSMo39/lTKRSKYgtThZ04cQIPHz7Uu57RaDT4+++/MX/+fOzevRvZ2dlQqVR6vaoSEhLg7u5u+OBkFN7e3jh58iRiYmJ0H7wGBgYWGepJpZebm1ekatveAQorKaRSCQKDbUVOVbWoVCrk5ubC2dkZAFgsJ6IqQ/RC1ZgxY9CtWzcsXboUlpZ5cXJzc/Huu+9i9OjR+Pvvv0VOSERERFWZMQpVpdW+fXucO3dOr23w4MEICAjAuHHj4O3tDZlMhpiYGPTq1QsAcOXKFcTFxSEsLEyMyFRGGzZswG+//Ybs7Gy0b98eI0eOFDuSWWnawh417EV/y1Ll5M9JJQgCQkJCOFKFiKoU0X/rHz9+XK9IBQCWlpb49NNP0bRpUxGTEREREVVMjRo10KBBA702W1tb1KxZU9c+ZMgQREZGwsnJCfb29hg5ciTCwsLQsmVLMSJTGSxatAjDhw9H3bp1YW1tja1bt+LGjRuYPXu22NFMniAIuBOnRmpKbvH3V3Iec1J44vQaNWqIHYmIqExEL1TZ29sjLi4OAQEBeu137tzhL1UiIiKqMAlE7FJVCt9++y2kUil69eoFtVqN8PBwLFy4UOxYVArz589HVFQUoqKiAABr1qzBsGHDWKgqhTtxaixfdP+Z+0mlpv36NTVc3Y+IzIHohao+ffpgyJAh+Prrr/HCCy8AAA4fPoxPPvkE/fr1EzkdERERVXWm9j53//79eretrKywYMECLFiwQJxAVG43b95ERESE7nb//v0xZMgQPHjwAB4eHiImM335PakUCgncPIqf783bVwFbO06gXlosUhGRuRC9UPX1119DIpFg4MCByM3N+4Mlk8nwwQcfYNasWSKnIyIiIiIqnlqthq3t/0/wLZVKIZfLkZmZKWKqqsXdU4HBwzzFjlHlpaens0hFRGZD9EKVXC7HvHnzEB0djRs3bgAAnnvuOdjY2IicjIiIiMyBqQ/9o6pt8uTJetet2dnZ+OKLL/Qmr54zZ44Y0UyOIAjQavO+zv8/GYaNjQ1cXV2RnZ3NIhURVXmiF6qSk5Oh0Wjg5OSEhg0b6tqTkpJgaWkJe3t7EdMRERERERWvTZs2uHLlil7bCy+8gJs3b+puS8RcdtLErFuVgGuXM8SOYZYkEgnq168PQRBYpCKiKk/0QlXfvn3RtWtXfPjhh3rtGzduxG+//YadO3eKlIyIiIjMAesEZCyF5xujpyuuSOVX20qEJOZBpVIhISEB9erVg0Qi0W1ERFWd6IWqY8eOFdsd+qWXXsKkSZNESERERETmhEP/iEzLyLHesLGRQiKVwMqKvX/Ko+DE6TY2NvD29hY7EhGRwYheqFKr1bpJ1AvKycnhRJRERERERGbGykoKaxuu5ldehVf38/LyEjsSEZFBif4RRvPmzbFkyZIi7YsXL0aTJk1ESERERETmRCox/EZEJIbCRSpOnE5E5kj0HlUzZsxAhw4dcObMGbRv3x4AEBMTg//++w979uwROR0RERFVdRz6R0TmgEUqIqouRC9Uvfjiizhy5Ahmz56NjRs3wtraGo0aNcKyZctQt25dseORiHZu24g/ft2Mh/H3AQA+frXRN+I9NGnZCgCQrVZj+cI5OPjnbuTkZCO0WRjeHzMRjk41xYxNRCWoaSvDu2E+aObrAIWlBe4nZ+HrmBu4lpgOC6kEg1p4o7mvAzzsFUjP1uDknWQsOxKHpIwcsaMTERGJKjc3F+fPn2eRioiqBdELVQAQEhKCtWvXih2DTIyzixsiho2EZy0fCALw567t+GLSGMz9cT18/J/Dj/O/xvGjh/DptK9ga2uHH+bOQvTkj/HVgpViRyeiQuwUFvi2ZwOcuZeMSdsvIzkzF14OVkhT581RqLCUoq6LDdYev4ubjzJgp7DEh639MP21+hix6bzI6amq4yJYVBkOHjyIH374ATdu3MDmzZvh5eWFn376Cf7+/mjVqpXY8aiKs7S0RFBQEO7fv4+goCAWqYjIrInyGy4lJUXv66dtVH01f7EtmrZsDc9avvDy9sXbQ0fAytoGly+eRXpaKvbt3IYhwyPR+PnmqFM/CB+Nn4bL58/g8oWzYkcnokLeDPVEYpoa3/x5E1cepiM+VY0Td5LxIEUNAMjI1mD8b5fx9/Uk3FVl4XJCGub/fQv1XO3gYicXOT1VdRIjbEQFbdmyBeHh4bC2tsapU6egVuf9bktOTsbMmTNFTkdVmSAIuq/Zk4qIqgtRfss5Ojri4cOHAAAHBwc4OjoW2fLbiQBAo9Hg75hdyMrKREBwI1y/egm5ublo3KSlbp9avv5wcXPHFRaqiExOmL8jrj1Mx2fhdbFxcBMsfLMhOge5PvUYW7kFtIKAdLWmklISEZXPjBkzsHjxYixduhQymUzX/uKLL+LkyZMiJqOqTKVS4d9//0VGRobYUYiIKpUoQ//+/PNPODk56b6WsE8+leD2jWv4dHgEsrOzYW1tjYkzvoGP33O4de0qLGUy2NWoobe/g2NNPEl6LFJaIiqJh70VujSwwpYzD/DziXuo72qHD1v7IVejxd4rj4rsL7OQ4N0wH+y/9hgZOSxUUcVIeZ1BRnblyhW0adOmSLtSqYRKpar8QFTlFZw4PS4uDgEBAWJHIiKqNKIUqtq2bav7+qWXXqrQudRqta57dT6FQlGhc5Lp8PLxw9wf1yMjPQ2HD+zD3JlTMPO7H8WORURlJJEAVx+mY8XROwCAG48y4FfTGq81cCtSqLKQSvBZeF1AIsF3+2+JEZeIqEzc3d1x/fp1+Pn56bUfOnQItWvXFicUVVmFV/erV6+e2JGIiCqV6AOcp06dCq1WW6Q9OTkZ/fr1e+bx0dHRUCqVelt0dLQxopIIZDIZPGv5oE79IES8Nwr+deph++af4VCzJnJzcpCWmqq3v+rJY676R2SCkjJyEPckU68tLikLrnb6HyzkF6lcaygw/tdL7E1FBsE5qsjYhg4dio8++gjHjh2DRCLB/fv3sXbtWowdOxYffPCB2PFElZmhQVpqLtJSc8WOUiUULlJxTioiqo5EX/Vv2bJl2LNnD9asWaP7xGn//v0YOHAg3N3dn3n8hAkTEBkZqdemUChw+wnf3JgjrVZATk426tQLhKWlJc6ePIYX2nYAANyNu43EhHjUD24kckoiKuzCg1TUcrDSa6vlYIWE1P/vEZtfpPJSWuGTbReRquabGjIQVpbIyMaPHw+tVov27dsjIyMDbdq0gUKhwNixYzFy5Eix44nmn4Mq7NmRJHaMKoNFKiKiPKL/5jt79ixq1aqFkJAQLF26FJ988gk6deqEt99+G//8888zj1coFLC3t9fbOPTPPKxa8h3OnzmBhAf3cfvGtbzbp4+jbYdXYWtXAx1e7YFlC77B2ZP/4fqVi/huVhQCghshgIUqIpOz9cwDBLrZoW8TT3gqFXi5bk28GuyK7efjAeQVqSa/Uhf1XGwxa+91SKUSONrI4Ggjg6WUVQYiMm0SiQSTJk1CUlISzp8/j6NHjyIxMRGff/652NFEdSe2wPQc/+uO6OtvBWsb0d+CmBxBEHD79m0WqYiIYAI9qhwdHbFx40ZMnDgRw4YNg6WlJf744w+0b99e7GgksuQnSZg7czKSHj+Cra0d/J6ri6mzFyK0Wd5Kf++OGAupVIpZU8YiJycboc1ewAdjJoicmoiKc/VhOqb9cRXvhPngraa1EJ+ixqJDsfjzat7iB862crzgn7fIxuK++sXmsb9cxNn7KZWemcyHhF2qqJLI5XIEBQWJHcPkvNbDGc1a2osdw6RJJBIEBwcjNjYWtWvXZpGKiKo1iSAIgtghvv/+e4wfPx49evTAiRMnYGFhgXXr1qFx48blPueVeC7jSmQO6rvboNOCo2LHICID2DO8pSiP++/NZIOfs3ltpcHPSVXXyy+//NRVrP/8889KTFN2KSkpUCqVSE5Ohr294QpKG9Yk4NL5dBaqnkKtVnM0CBFRIaL3qHrllVdw/PhxrFq1Cm+88QYyMzMRGRmJli1bYtq0afj000/FjkhEREREVKKQkBC92zk5OTh9+jTOnz+PiIgIcUKRyVOpVDh37hz8/f1Rq1YtseMQEZkM0QtVGo0GZ8+ehaenJwDA2toaixYtQpcuXfDuu++yUEVEREQVwoF/ZGzffvttse1Tp05FWlpaJaehqqDgxOlJSUnw8vJ6aq88IqLqRPTBz3v37tUVqQp67bXXcO7cORESERERERFV3FtvvYXly5eLHYNMTHGr+7FIRUT0/0TvUQUAN27cwNy5c3Hp0iUAQFBQEEaPHo3atWuLnIyIiIiqPL7/I5EcOXIEVlZWYscgE1JckYoTpxMR6RO9ULV7925069YNISEhePHFFwEAhw8fRlBQELZv346OHTuKnJCIiIiqMq76R8bWs2dPvduCIODBgwc4fvw4Jk+eLFIqMjUsUhERlY7oharx48djzJgxmDVrVpH2cePGsVBFRERERCZNqdRfBVIqlaJ+/fqYPn06OnXqJFIqMjUpKSksUhERlYLohapLly5h48aNRdrfeecdzJ07t/IDERERkVnh1C9kTBqNBoMHD0bDhg3h6OgodhwyYT4+PrCysoKzszOLVERETyH6b0gXFxecPn26SPvp06fh6upa+YGIiIjIrEiMsBHls7CwQKdOnaBSqcSOQiYoJSUFubm5utuurq4sUhERPYNovyWnT5+OjIwMDB06FO+99x6+/PJLHDx4EAcPHsSsWbMwbNgwDB06VKx4RERERESl0qBBA9y8edNg51uwYAH8/PxgZWWFFi1a4N9//y1x36VLl6J169ZwdHSEo6MjOnTo8NT9qfKoVCqcPn0a586dg0ajETsOEVGVIVqhatq0aUhLS8PkyZMxZcoUfP/992jbti3atm2L+fPnY+rUqfjss8/EikdERETmgl2qyMhmzJiBsWPH4vfff8eDBw+QkpKit5XFhg0bEBkZiaioKJw8eRKNGzdGeHg4Hj58WOz++/fvR79+/fDXX3/hyJEj8Pb2RqdOnXDv3j1DfGtUTgUnTrewsICEY5CJiEpNIgiCIMYDS6VSxMfH6w3vS01NBQDUqFGjwue/Ep9R4XMQkfjqu9ug04KjYscgIgPYM7ylKI97KjbV4OcM9a34tQpVfdOnT8fHH3+sd+1asCAhCAIkEkmZetO0aNECzZo1w/z58wEAWq0W3t7eGDlyJMaPH//M4zUaDRwdHTF//nwMHDiwVI+ZkpICpVKJ5ORk2Nvblzrrs2xYk4BL59PxWg9nNGtpuPOaOq7uR0RUMaJOpl74kwVDFKiIiIiIiCrDtGnT8P777+Ovv/4yyPmys7Nx4sQJTJgwQdcmlUrRoUMHHDlypFTnyMjIQE5ODpycnErcR61WQ61W626XtdcXlYxFKiKiihO1UFWvXr1ndoNNSkqqpDRERERkjjjihowlf2BC27ZtDXK+R48eQaPRwM3NTa/dzc0Nly9fLtU5xo0bB09PT3To0KHEfaKjozFt2rQKZaWiWKQiIjIMUQtV06ZNg1KpFDMCEREREVG5mdLcQ7NmzcL69euxf/9+WFlZlbjfhAkTEBkZqbudkpICb2/vyoho1iwtLWFhYQEHBwcWqYiIKkDUQlXfvn315qgiIiIiMjTTKSOQOTLkCAFnZ2dYWFggISFBrz0hIQHu7u5PPfbrr7/GrFmzsG/fPjRq1Oip+yoUCigUilJlotKzs7NDaGgorKysWKQiIqoA0QpVpvTpExEREZkxXnKQERlyhIBcLkeTJk0QExODHj16AMibTD0mJgYjRowo8bivvvoKX3zxBXbv3o2mTZsaJAuVjkqlAgA4ODgAAGxsbMQLQ0RkJkQrVIm02CARERERkcEYeoRAZGQkIiIi0LRpUzRv3hxz585Feno6Bg8eDAAYOHAgvLy8EB0dDQD48ssvMWXKFKxbtw5+fn6Ij48HkNe7x87OzmC5qKj8OakAIDQ0lAtDEREZiGiFKq1WK9ZDExERUTUiYZcqMhJjjBDo06cPEhMTMWXKFMTHxyMkJAS7du3STbAeFxenN6xs0aJFyM7OxhtvvKF3nqioKEydOtXg+ShP4YnTbW1txY5ERGQ2RJ2jioiIiMjYONsAGYuxRgiMGDGixKF++/fv17t9+/Zto2SgknF1PyIi42KhioiIiIioHDhCoPphkYqIyPhYqCIiIiKzxg5VRGQIaWlpLFIREVUCFqqIiIjIvLFSRVRpHj/KQVqaBgCQka4ROY1h2djYwMnJCVqtlkUqIiIjYqGKiIiIiIgq7O6dLPy44H6RdnOZJ04qlSIoKEj3NRERGQcLVURERGTWuOofUeV4kpQLALC0lMDeIe9thq2tFHXqWYsZq0JUKhUeP36M2rVrQyKRsEBFRFQJWKgiIiIiIiKDqeWjwKD3PMWOUWEFJ063srKCl5eX2JGIiKoFFqqIiIjIrJnLsCMiqjyFV/fz8PAQOxIRUbXBQhURERGZNdapiMovWZWLNSseIC312ROj5+YKlZDI+AoXqThxOhFR5WKhioiIiIiIihV7KxOJCTllOsbNQ26kNMbHIhURkfhYqCIiIiLzJmKXqkWLFmHRokW4ffs2ACA4OBhTpkxB586dAQBZWVn4+OOPsX79eqjVaoSHh2PhwoVwc3MTLzRRMWr5KND9DZdn7ieVSuBUs2q+xcjJycG5c+dYpCIiElnV/CtCREREVEpirvpXq1YtzJo1C3Xr1oUgCFi1ahW6d++OU6dOITg4GGPGjMGOHTuwadMmKJVKjBgxAj179sThw4dFy0xUHLlCChfXqttTqjRkMhnq16+PhIQEBAcHs0hFRCQSFqqIiIiIjKRr1656t7/44gssWrQIR48eRa1atbBs2TKsW7cO7dq1AwCsWLECgYGBOHr0KFq2bClGZKJqRxAESP636oKrqytcXFx0t4mIqPLxYwIiIiIyaxKJ4Te1Wo2UlBS9Ta1WPzWHRqPB+vXrkZ6ejrCwMJw4cQI5OTno0KGDbp+AgAD4+PjgyJEjxn5aiAh5c1KdOHFC7/XLIhURkbhYqCIiIiIqo+joaCiVSr0tOjq62H3PnTsHOzs7KBQKvP/++/jll18QFBSE+Ph4yOVyODg46O3v5uaG+Pj4SvguiKq3/InT09LSEBsbK3YcIiL6Hw79IyIiIrNmjL4REyZMQGRkpF6bQqEodt/69evj9OnTSE5OxubNmxEREYEDBw4YIRURlVbh1f3q1KkjdiQiIvofFqqIiIjIvBmhUqVQKEosTBUml8t1b4KbNGmC//77D/PmzUOfPn2QnZ0NlUql16sqISEB7u7uhg9NRACKFqm4uh8RkWnhb2QiIiKiSqTVaqFWq9GkSRPIZDLExMTo7rty5Qri4uIQFhYmYkIi88UiFRGR6WOPKiIiIjJrEqMM/iudCRMmoHPnzvDx8UFqairWrVuH/fv3Y/fu3VAqlRgyZAgiIyPh5OQEe3t7jBw5EmFhYVzxj8gIBEHAjRs3WKQiIjJxLFQRERGRWRNzAa+HDx9i4MCBePDgAZRKJRo1aoTdu3ej4/+1d99hUVzt38C/u8DSpFpooiJIU8QWjfgYGxETNdhLFCGxxIIldtQImthiN2KJBdTH7qOmWBALUVFRUSwRsYuJoDEIKp3d8/7hj3ldKQLShO8n11xXdubMmXuOs4V7zjnz6acAgKVLl0Iul6Nnz55IT0+Hh4cHVq1aVXYBE1VgMpkMDRo0wMOHD2FnZ8ckFRFROcVEFREREVEJ2bBhQ77bdXR0EBgYiMDAwFKKiKjyyczMhJaWFoDX88vZ29uXcURERJQf3kYgIiKiCk1WAgsRfRgSExNx7tw5PHnypKxDISKiAmKiioiIiCo2ZqqIKqXsidOVSiWePHkCIURZh0RERAXARBUREREREVUouT3dT1aWE9YREVGBcY4qIiIiqtDK8ql/RFT6cktSceL0ikepVCIzM7OswyCqdBQKRYl/pjJRRUREREREFQKTVBWfEALx8fFITEws61CIKiW5XA4bGxsoFIoSOwYTVURERFShcbQPUeWRkJDAJFUFl52kqlGjBvT09Dikk6gUqVQqPH78GHFxcahVq1aJvf+YqCIiIqIKjX/CEFUeNjY20NXVhZmZGZNUFZBSqZSSVFWrVi3rcIgqperVq+Px48fIysqClpZWiRyDn95ERERERPTBevnyJVQqFQBAJpPBwsKCSaoKKntOKj09vTKOhKjyyh7yp1QqS+wY7FFFREREFRu7VBEVytMnGfj7UToA4FFsWhlHk7/sOamMjY051K8S4XA/orJTGu8/JqqIiIioQuNT/4gKTqUS2LjmMdJSVWrrNTTK3/vozYnTiYio4uAtByIiIiIiAgCoVJCSVHXr6aKegy4cnPXQ6hOjMo5MHZ/uR1Q+PHjwADKZDFFRUQCAsLAwyGSyUnkq47///osaNWrgwYMHJX6symLq1KkYPXp0WYfBRBURERFVbDJZ8S9ElUGfAWYY8JUF+g8yR526umUdjoRJKvrQ+Pj4oFu3bnlur1OnDmQyGWQyGfT09ODi4oL169e/s94399PQ0IClpSUGDx6M58+fF2P0hePm5oa4uDgYGZV8cnvOnDnw9PREnTp1cmzz8PCAhoYGLly4kGNb27ZtMW7cuBzrg4ODYWxsrLbuxYsXmD59OhwdHaGjowNzc3O4u7tj7969EEIU05nkFBYWhiZNmkBbWxt2dnYIDg5+5z4hISH4+OOPYWBggOrVq6Nnz55qSby4uDh8+eWXsLe3h1wuz7UNJk6ciE2bNuHevXvFdzJFwE90IiIiqtBkJbAQUdlgkooqqtmzZyMuLg7Xr1/HwIEDMXToUBw6dKjA+8XGxmLr1q04efIkxowZUwoR506hUMDc3LzE5zFKSUnBhg0bMHjw4BzbYmNjcebMGfj6+mLjxo1FPkZiYiLc3NywefNm+Pn54dKlSzh58iT69u2LyZMnIykp6X1OIU/3799H586d0a5dO0RFRWHcuHEYMmQIQkJC8t3H09MT7du3R1RUFEJCQvDs2TP06NFDKpOeno7q1atjxowZcHV1zbWeatWqwcPDA6tXry728yoMfqoTEREREdEHIbv3CJNUlE0IgYwMVakvxd2bxsDAAObm5qhbty6mTJkCU1NThIaGFng/KysrtGvXDt7e3rh06ZK0/d9//0X//v1hZWUl9dbavn27Wh179uyBi4sLdHV1UbVqVbi7uyM5OVnavn79ejg5OUFHRweOjo5YtWpVnvG8PfQvu5dSSEgInJycUKVKFXTq1AlxcXFq+xXmGABw8OBBaGtr4+OPP86xLSgoCF26dMGIESOwfft2pKam5ltXXqZNm4YHDx4gIiIC3t7ecHZ2hr29PYYOHYqoqChUqVKlSPW+y5o1a2BjY4PFixfDyckJvr6+6NWrF5YuXZrnPpGRkVAqlfjhhx9ga2uLJk2aYOLEiYiKipKellmnTh0sX74cgwYNyrfHW9euXbFjx45iP6/C4GTqREREVKFxqB5RxWFkZITGjRtDT0+PSSoCAGRmCsyd+aDUjzttdh0oFMX/BaNSqbBv3z48f/4cCoWiUPv+/fff+O2339CiRQtpXVpaGpo2bYopU6bA0NAQBw4cgJeXF2xtbdG8eXPExcWhf//++PHHH9G9e3e8fPkSp06dkhJxW7duxcyZM7Fy5Uo0btwYly9fxtChQ6Gvrw9vb+8CxZWSkoJFixZhy5YtkMvlGDhwICZOnIitW7cW+RinTp1C06ZNc6wXQiAoKAiBgYFwdHSEnZ0d9uzZAy8vr0K1pUqlwo4dOzBgwABYWlrm2J5fkurUqVP47LPP8q1/7dq1GDBgQK7bzp49C3d3d7V1Hh4euQ7Vy9a0aVPI5XIEBQXBx8cHr169wpYtW+Du7g4tLa18Y3lb8+bN8ddff+HBgwe5DqssDUxUERERERFRuZWYmAgNDQ0YGBgAyP8PRKIP1ZQpUzBjxgykp6cjKysLpqamGDJkSIH3UyqVSEtLQ4sWLbBkyRJpu5WVFSZOnCi9Hj16NEJCQrBr1y4pUZWVlYUePXqgdu3aAAAXFxepvL+/PxYvXiwNIbOxscGNGzewdu3aAieqMjMzsWbNGtja2gIAfH19MXv27Pc6xsOHD3NNIB09ehQpKSnw8PAAAAwcOBAbNmwodKLq2bNneP78ORwdHQu1HwA0a9ZMmlw+L2ZmZnlui4+Pz7HdzMwML168QGpqKnR1c84ZaGNjgyNHjqBPnz745ptvoFQq0bJlSxw8eLDQ8We368OHD5moIiIiIioZ7FJF9KHKnpNKLpejcePG0NfXL+uQqJzR0pJh2uw6ZXLc4jRp0iT4+PggLi4OkyZNwsiRI2FnZ1fg/YQQePToEaZNm4bOnTvj5MmT0NDQgFKpxNy5c7Fr1y78/fffyMjIQHp6OvT09AAArq6u6NChA1xcXODh4YGOHTuiV69eMDExQXJyMu7evYvBgwdj6NCh0jGzsrIKNVm6np6elKQCAAsLCzx9+hQAinyM1NRU6Ojo5Fi/ceNG9O3bF5qar1Md/fv3x6RJk3D37l21GN7lfYZ26urqFujfrjjFx8dj6NCh8Pb2Rv/+/fHy5UvMnDkTvXr1QmhoaKHmDMtOhKWkpJRUuO/ERBURERFVaBz6R/RhenPidGNj41x7ERDJZLISGYJX2qpVqwY7OzvY2dlh9+7dcHFxQbNmzeDs7Fyg/QCgXr16WLZsGVq2bIkTJ07A3d0dCxcuxPLly7Fs2TK4uLhAX18f48aNQ0ZGBgBAQ0MDoaGhOHPmDI4cOYKffvoJ06dPR0REhJTMWrdundpwwuz9CurtoWcymUxKBL169apIx6hWrVqOpxsmJCRg3759yMzMVJsMXKlUYuPGjZgzZw4AwNDQMNeJ0BMTE6XkWPXq1WFsbIybN28W9DQl7zv0z9zcHE+ePFFb9+TJExgaGub5ORgYGAgjIyP8+OOP0rr//ve/sLa2RkRERK5zeeUlISEBwOs2KCtMVBERERERUbnCp/tRZWZtbY2+ffvCz88Pv/zyS6H2zU7uZE8gHh4eDk9PTwwcOBDA67mXbt26pZYAk8lkaNWqFVq1aoWZM2eidu3a2LdvH8aPHw9LS0vcu3cvz6TK+zIzMyvSMRo3boz//ve/auu2bt2KmjVrYv/+/Wrrjxw5gsWLF2P27NnQ0NCAg4MDjhw5kqPOS5cuwd7eHgAgl8vRr18/bNmyBf7+/jmGGb569Qo6OjpSz603ve/Qv9yG7IWGhqJly5Z57pOSkpLjMzL7WlCpVPnG8rbr169DS0sL9evXL9R+xYmJKiIiIqrQPvz77ESVC5NUVBElJSXlSF5UrVoV1tbWuZYfO3YsGjRogIsXL6JZs2Z51vvy5UvEx8dLQ/8mT56M6tWrw83NDcDrXlZ79uzBmTNnYGJigiVLluDJkydSoioiIgLHjh1Dx44dUaNGDUREROCff/6Bk5MTAGDWrFkYM2YMjIyM0KlTJ6Snp+PixYt4/vw5xo8fXwwtU7RjeHh4wM/PD8+fP4eJiQkAYMOGDejVqxcaNGigVtba2hp+fn44fPgwOnfujBEjRmDlypUYM2YMhgwZAm1tbRw4cADbt2/Hb7/9Ju03Z84chIWFoUWLFpgzZw6aNWsGLS0tnDp1CvPmzcOFCxdgbGycI7b3Hfo3fPhwrFy5EpMnT8bXX3+N48ePY9euXThw4IBUZuXKldi3bx+OHTsGAOjcuTOWLl2K2bNnS0P/pk2bhtq1a6Nx48bSftnX4KtXr/DPP/8gKioKCoVCLXF56tQptG7dukx7sfITn4iIiCo0maz4FyIqGS9fvmSSiiqksLAwNG7cWG2ZNWtWnuWdnZ3RsWNHzJw5M996Z86cCQsLC1haWqJLly7Q19fHkSNHULVqVQDAjBkz0KRJE3h4eKBt27YwNzdHt27dpP0NDQ1x8uRJfP7557C3t8eMGTOwePFiaejakCFDsH79egQFBcHFxQVt2rRBcHAwbGxs3r9R/k9RjuHi4oImTZpg165dAIDIyEhcuXIFPXv2zFHWyMgIHTp0wIYNGwAAdevWxcmTJ3Hz5k24u7ujRYsW2LVrF3bv3o1OnTpJ+5mamuLcuXMYOHAgfvjhBzRu3BitW7fG9u3bsXDhwkLN01UYNjY2OHDgAEJDQ+Hq6orFixdj/fr10gTxwOvJ3u/evSu9bt++PbZt24b9+/ejcePG6NSpE7S1tXH48GG1hFP2tRcZGYlt27ahcePG+Pzzz9WOv2PHDrX5wsqCTLzPLGHlWEx82U38RUTFx8FcDx0Dz5V1GERUDI6MKvj8CMUpLimj2Ou0MCrcI8OJyrMXL17AyMgISUlJ0NMzwA8z7gMApgbUgY5O6SaJlEolrl27BrlcziQV5ZCWlob79+/DxsYm14m0qXI5cOAAJk2ahOvXr/OzopgcOnQIEyZMwNWrV3Md1giUzvuQQ/+IiIioQpNx8B/RB0NDQwMuLi6QyWT8w5OI8tW5c2fcvn0bf//9d55DKKlwkpOTERQUlGeSqrQwUUVERERERGUmMTERSUlJqFWrFmQyWaGeJkZEldu4cePKOoQKpVevXmUdAgAmqoiIiKiiY4cqonLrzYnTtbW1YW5uXtYhERFRGWOiioiIiCo05qmIyqe3n+5Xo0aNsg6JiIjKAQ78JiIiIiKiUvV2kooTpxMRUTb2qCIiIqIKTcYuVUTlCpNURESUHyaqiIiIqELjU/+Iyo+MjAxcu3aNSSoiIsoTvxWIiIiIiKhUKBQK2NraMklFRER54jcDERERVWyyEliIqFCEENL/W1pawsXFhUkqolIik8mwf//+sg6DqMD47UBEREQVGvNURGUrMTERly9fRmZmprROxsnjqJLx8fGBTCaDTCaDlpYWbGxsMHnyZKSlpZV1aETlDueoIiIiIiKiEvHmxOkPHz6EnZ1dWYdEVGY6deqEoKAgZGZmIjIyEt7e3pDJZFiwYEFZh0ZUrrBHFREREVVoMlnxL0T0bm8/3a9u3bplHRJRmdLW1oa5uTmsra3RrVs3uLu7IzQ0FADw77//on///rCysoKenh5cXFywfft2tf3btm2LMWPGYPLkyTA1NYW5uTkCAgLUyty+fRuffPIJdHR04OzsLNX/pmvXrqF9+/bQ1dVF1apVMWzYMLx69Ura7uPjg27dumHu3LkwMzODsbExZs+ejaysLEyaNAmmpqaoWbMmgoKCir+RiMBEFRERERERFbO3k1ScOJ1KmlKpzHNRqVQFLqtUKt9Ztjhcv34dZ86cgUKhAACkpaWhadOmOHDgAK5fv45hw4bBy8sL58+fV9tv06ZN0NfXR0REBH788UfMnj1bSkapVCr06NEDCoUCERERWLNmDaZMmaK2f3JyMjw8PGBiYoILFy5g9+7dOHr0KHx9fdXKHT9+HI8fP8bJkyexZMkS+Pv7o0uXLjAxMUFERASGDx+Ob775Bn/99VextAfRmzj0j4iIiCo0GWeVIipVTFJRWTh16lSe20xNTdGwYUPpdXh4eI7kVTZjY2M0atRIen3u3Dm1+dWA1z2biuL3339HlSpVkJWVhfT0dMjlcqxcuRIAYGVlhYkTJ0plR48ejZCQEOzatQvNmzeX1jds2BD+/v4AgHr16mHlypU4duwYPv30Uxw9ehQ3b95ESEgILC0tAQBz587FZ599Ju2/bds2pKWlYfPmzdDX1wcArFy5El27dsWCBQtgZmYG4HWbrVixAnK5HA4ODvjxxx+RkpKCadOmAQD8/Pwwf/58nD59Gv369StSexDlhYkqIiIiqtA4VI+o9AghcOvWLSapiHLRrl07rF69GsnJyVi6dCk0NTXRs2dPAK97bs2dOxe7du3C33//jYyMDKSnp0NPT0+tjjcTbgBgYWGBp0+fAgCio6NhbW0tJakAoGXLlmrlo6Oj4erqKiWpAKBVq1ZQqVSIiYmRElX169dXe++amZmhQYMG0msNDQ1UrVpVOjZRcWKiioiIiIiIioVMJoOLiwsePnwIe3t7Jqmo1LRu3TrPbW8/ZbJVq1YFrvfjjz8uckxv09fXlx4osHHjRri6umLDhg0YPHgwFi5ciOXLl2PZsmVwcXGBvr4+xo0bh4yMDLU6tLS01F7LZLI8e4e9j9yOU1rHJuI3BxERERERvZesrCzp/3V1deHo6MgkFZUqDQ2NPJe3r8X8ympoaLyzbHGQy+WYNm0aZsyYgdTUVISHh8PT0xMDBw6Eq6sr6tati1u3bhWqTicnJzx69AhxcXHSunPnzuUoc+XKFSQnJ0vrwsPDpSF+ROUBvz2IiIioQuNT/4hKVmJiIs6dO4dnz56VdShEH5TevXtDQ0MDgYGBqFevHkJDQ3HmzBlER0fjm2++wZMnTwpVn7u7O+zt7eHt7Y0rV67g1KlTmD59ulqZAQMGQEdHB97e3rh+/TpOnDiB0aNHw8vLSxr2R1TWmKgiIiIiIqIiyZ44PSsrC3FxcRBClHVIRB8MTU1N+Pr64scff8SECRPQpEkTeHh4oG3btjA3N0e3bt0KVZ9cLse+ffuQmpqK5s2bY8iQIZgzZ45aGT09PYSEhCAhIQEfffQRevXqhQ4dOkiTuhOVBzJRQb9NYuJTyjoEIioGDuZ66Bh47t0FiajcOzKq+Ob5KIyk1OKfP8NIl/f6qOJ48eIFjIyMkJSUBD09A/ww4z4AYGpAHejo5H2t8+l+VNrS0tJw//592NjYQEdHp6zDIaqUSuN9yG8SIiIiIiIqFCapiIiopPCpf0RERFShcU4pouLFJBUREZUkJqqIiIioQmOeiqh4PX36lEkqIiIqMUxUERERERFRgdWrVw96enqwtLRkkoqIiIodv1mIiIioYpOVwFJA8+bNw0cffQQDAwPUqFED3bp1Q0xMjFqZtLQ0jBo1ClWrVkWVKlXQs2fPQj+SnKikvXr1Snqin0wmQ82aNZmkIiKiEsFvFyIiIqrQZCXwX0H98ccfGDVqFM6dO4fQ0FBkZmaiY8eOSE5Olsp8++23+O2337B792788ccfePz4MXr06FESTUFUJImJibh06RKio6NRQR8YTh8YXodEZac03n9MVBERERGVkMOHD8PHxwf169eHq6srgoODERsbi8jISABAUlISNmzYgCVLlqB9+/Zo2rQpgoKCcObMGZw7d66Mo6eyEhgYiDp16kBHRwctWrTA+fPn8y2/e/duODo6QkdHBy4uLjh48GCxxfLmxOlZWVlMEFCZ0tLSAgCkpKSUcSRElVdGRgYAQENDo8SOwTmqiIiIqEIrT0/9S0pKAgCYmpoCACIjI5GZmQl3d3epjKOjI2rVqoWzZ8/i448/LpM4qezs3LkT48ePx5o1a9CiRQssW7YMHh4eiImJQY0aNXKUP3PmDPr374958+ahS5cu2LZtG7p164ZLly6hQYMG7xVLUlIiYmKuc+J0Kjc0NDRgbGyMp0+fAgD09PQgK08f8kQVnEqlwj///AM9PT1oapZcOomJKiIiIqrQSuJPmPT0dKSnp6ut09bWhra2dp77qFQqjBs3Dq1atZISCPHx8VAoFDA2NlYra2Zmhvj4+GKPm8q/JUuWYOjQofjqq68AAGvWrMGBAwewceNGTJ06NUf55cuXo1OnTpg0aRIA4Pvvv0doaChWrlyJNWvWFD0Q2Sv8+ecjyOWCSSoqV8zNzQFASlYRUemSy+WoVatWiSaJmagiIiIiKqR58+Zh1qxZauv8/f0REBCQ5z6jRo3C9evXcfr06RKOjj5UGRkZiIyMhJ+fn7ROLpfD3d0dZ8+ezXWfs2fPYvz48WrrPDw8sH///qIHInsFaNyHSmWIatWqMklF5YpMJoOFhQVq1KiBzMzMsg6HqNJRKBQl/p3ARBURERFVbCVww8/Pzy9HciC/3lS+vr74/fffcfLkSdSsWVNab25ujoyMDCQmJqr1qnry5InUa4Aqj2fPnkGpVMLMzExtvZmZGW7evJnrPvHx8bmWz69H3ts9Al+8ePFWCRUAARMTEyapqNzS0NAo0TlyiKjs8FuHiIiIqJC0tbVhaGiotuSWqBJCwNfXF/v27cPx48dhY2Ojtr1p06bQ0tLCsWPHpHUxMTGIjY1Fy5YtS/w8qHKaN28ejIyMpMXa2lptu4VlNdSo7gRnZyapiIio9LFHFREREVVoshKZpapgRo0ahW3btuGXX36BgYGB1MvFyMgIurq6MDIywuDBgzF+/HiYmprC0NAQo0ePRsuWLTmReiVUrVo1aGho4MmTJ2rr8+thZ25uXqjyQM4egS9evJCSVZqaMnwzumZeuxIREZU43iIhIiKiCk0mK/6loFavXo2kpCS0bdsWFhYW0rJz506pzNKlS9GlSxf07NkTn3zyCczNzbF3794SaAkq7xQKBZo2barWw06lUuHYsWN59rBr2bKlWnkACA0NzbdHXm49AomIiMoL9qgiIiIiKiFCiHeW0dHRQWBgIAIDA0shIirvxo8fD29vbzRr1gzNmzfHsmXLkJycLD0FcNCgQbCyssK8efMAAGPHjkWbNm2wePFidO7cGTt27MDFixfx888/F/iY2ddpzrmqiIiICs/AwOC9ngpYYRNVDuZ6ZR0ClaD09HTMmzcPfn5++U5eSxXDkVEc/lKR8f1MJU2nwv7aoYqob9+++OeffzBz5kzEx8ejUaNGOHz4sDRhemxsrNq8UW5ubti2bRtmzJiBadOmoV69eti/fz8aNGhQ4GO+fPkSAHLMVUVERFQUSUlJ79VbVyYKcquPqJx58eIFjIyM3vsNQERlj+9nIqKypVKp8PjxY+kOePacVY8ePeLnciGx7d4P26/o2HZFx7Yrurzajj2qiIiIiIioyORyOWrWzDmBOuevKjq23fth+xUd267o2HZFV9xtx8nUiYiIiIiIiIioXGCiioiIiIiIiIiIygUmquiDpK2tDX9/f068TFQB8P1MRFS+8HO56Nh274ftV3Rsu6Jj2xVdSbUdJ1MnIiIiIiIiIqJygT2qiIiIiIiIiIioXGCiioiIiIiIiIiIygUmqqjS8fHxQbdu3co6DCLKRVhYGGQyGRITE8s6FCIiIiIiKgNMVNF78fHxgUwmw/z589XW79+/HzKZ7L3qDggIQKNGjd6rjtwsX74cwcHBxV4vUWUhk8nyXQICAopct5ubG+Li4mBkZFR8ARMRUQ6BgYGoU6cOdHR00KJFC5w/fz7f8rt374ajoyN0dHTg4uKCgwcPllKk5U9h2m7dunVo3bo1TExMYGJiAnd393e2dUVX2Gsv244dOyCTySr1DefCtl1iYiJGjRoFCwsLaGtrw97evtK+dwvbdsuWLYODgwN0dXVhbW2Nb7/9FmlpaaUUbflx8uRJdO3aFZaWlpDJZNi/f/879wkLC0OTJk2gra0NOzu7Iv3tzUQVvTcdHR0sWLAAz58/L+tQCsTIyAjGxsZlHQbRBysuLk5ali1bBkNDQ7V1EydOLHLdCoUC5ubm753oJiKivO3cuRPjx4+Hv78/Ll26BFdXV3h4eODp06e5lj9z5gz69++PwYMH4/Lly+jWrRu6deuG69evl3LkZa+wbRcWFob+/fvjxIkTOHv2LKytrdGxY0f8/fffpRx5+VDY9sv24MEDTJw4Ea1bty6lSMufwrZdRkYGPv30Uzx48AB79uxBTEwM1q1bBysrq1KOvOwVtu22bduGqVOnwt/fH9HR0diwYQN27tyJadOmlXLkZS85ORmurq4IDAwsUPn79++jc+fOaNeuHaKiojBu3DgMGTIEISEhhTuwIHoP3t7eokuXLsLR0VFMmjRJWr9v3z7x9uW1Z88e4ezsLBQKhahdu7ZYtGhRnvUGBQUJAGpLUFCQEEKIhw8fii+++ELo6+sLAwMD0bt3bxEfHy+EECI6Olro6uqKrVu3SnXt3LlT6OjoiD///FOK2dPTU9quVCrFggULhK2trVAoFMLa2lr88MMP0varV6+Kdu3aCR0dHWFqaiqGDh0qXr58WeQ2I6pIgoKChJGRkfRaqVSKWbNmCSsrK6FQKISrq6s4dOiQEEIIlUolOnToIDp27ChUKpUQQoh///1XWFlZie+++04IIcSJEycEAPH8+XOpztOnT4s2bdoIXV1dYWxsLDp27CgSEhKEEEKkpaWJ0aNHi+rVqwttbW3RqlUrcf78+dI5eSKiD1Tz5s3FqFGjpNdKpVJYWlqKefPm5Vq+T58+onPnzmrrWrRoIb755psSjbM8KmzbvS0rK0sYGBiITZs2lVSI5VpR2i8rK0u4ubmJ9evX5/gdX5kUtu1Wr14t6tatKzIyMkorxHKrsG03atQo0b59e7V148ePF61atSrROMs7AGLfvn35lpk8ebKoX7++2rq+ffsKDw+PQh2LParovWloaGDu3Ln46aef8Ndff+VaJjIyEn369EG/fv1w7do1BAQE4LvvvsuzG2Dfvn0xYcIE1K9fX+ql0bdvX6hUKnh6eiIhIQF//PEHQkNDce/ePfTt2xcA4OjoiEWLFmHkyJGIjY3FX3/9heHDh2PBggVwdnbO9Vh+fn6YP38+vvvuO9y4cQPbtm2DmZkZgNcZZA8PD5iYmODChQvYvXs3jh49Cl9f3/dvOKIKaPny5Vi8eDEWLVqEq1evwsPDA1988QVu374NmUyGTZs24cKFC1ixYgUAYPjw4bCyssLMmTNzrS8qKgodOnSAs7Mzzp49i9OnT6Nr165QKpUAgMmTJ+N///sfNm3ahEuXLsHOzg4eHh5ISEgotXMmIvqQZGRkIDIyEu7u7tI6uVwOd3d3nD17Ntd9zp49q1YeADw8PPIsX1EVpe3elpKSgszMTJiampZUmOVWUdtv9uzZqFGjBgYPHlwaYZZLRWm7X3/9FS1btsSoUaNgZmaGBg0aYO7cudJvqMqiKG3n5uaGyMhIaXjgvXv3cPDgQXz++eelEvOHrLi+LzSLMyiqvLp3745GjRrB398fGzZsyLF9yZIl6NChA7777jsAgL29PW7cuIGFCxfCx8cnR3ldXV1UqVIFmpqaMDc3l9aHhobi2rVruH//PqytrQEAmzdvRv369XHhwgV89NFHGDlyJA4ePIiBAwdCoVDgo48+wujRo3ON++XLl1i+fDlWrlwJb29vAICtrS3+85//AHjd7TMtLQ2bN2+Gvr4+AGDlypXo2rUrFixYICW0iOi1RYsWYcqUKejXrx8AYMGCBThx4gSWLVuGwMBAWFlZYe3atRg0aBDi4+Nx8OBBXL58GZqauX8d/fjjj2jWrBlWrVolratfvz6A14nk1atXIzg4GJ999hmA13OBhIaGYsOGDZg0aVIJny0R0Yfn2bNnUCqVOX7DmJmZ4ebNm7nuEx8fn2v5+Pj4EouzPCpK271typQpsLS0zPGHXGVQlPY7ffo0NmzYgKioqFKIsPwqStvdu3cPx48fx4ABA3Dw4EHcuXMHI0eORGZmJvz9/Usj7HKhKG335Zdf4tmzZ/jPf/4DIQSysrIwfPjwSjn0r7Dy+r548eIFUlNToaurW6B62KOKis2CBQuwadMmREdH59gWHR2NVq1aqa1r1aoVbt++XaisfnR0NKytraUkFQA4OzvD2NhY7bgbN27E1atXcenSJQQHB+c53010dDTS09PRoUOHPLe7urpKSarsuFUqFWJiYgocN1Fl8OLFCzx+/DjX9/qb78/evXuje/fumD9/PhYtWoR69erlWWd2j6rc3L17F5mZmWrH09LSQvPmzXP9HCIiIipL8+fPx44dO7Bv3z7o6OiUdTjl3suXL+Hl5YV169ahWrVqZR3OB0elUqFGjRr4+eef0bRpU/Tt2xfTp0/HmjVryjq0ci8sLAxz587FqlWrcOnSJezduxcHDhzA999/X9ahVRrsUUXF5pNPPoGHhwf8/Pxy7SVVmq5cuYLk5GTI5XLExcXBwsIi13IFzegSUfFJSUlBZGQkNDQ0cPv27XzL8j1KRFS8qlWrBg0NDTx58kRt/ZMnT9R6sb/J3Ny8UOUrqqK0XbZFixZh/vz5OHr0KBo2bFiSYZZbhW2/u3fv4sGDB+jatau0TqVSAQA0NTURExMDW1vbkg26nCjKtWdhYQEtLS1oaGhI65ycnBAfH4+MjAwoFIoSjbm8KErbfffdd/Dy8sKQIUMAAC4uLkhOTsawYcMwffp0yOXs75OXvL4vDA0NC/W7ni1MxWr+/Pn47bffcoxBdXJyQnh4uNq68PBw2Nvbq314vkmhUOTobeXk5IRHjx7h0aNH0robN24gMTFRmoMqISEBPj4+mD59Onx8fDBgwACkpqbmeox69epBV1cXx44dy3W7k5OTlPR6M265XA4HB4c8WoGocjI0NISlpWWu7/U354ibMGEC5HI5Dh06hBUrVuD48eN51tmwYcM835+2trZQKBRqx8vMzMSFCxfynJOOiKiyUygUaNq0qdpnq0qlwrFjx9CyZctc92nZsmWOz+LQ0NA8y1dURWk74PUw9u+//x6HDx9Gs2bNSiPUcqmw7efo6Ihr164hKipKWr744gvpaWJvjrCo6Ipy7bVq1Qp37tyRknsAcOvWLVhYWFSaJBVQtLZLSUnJkYzK/pv19ZzilJdi+74o3DzvROpye/KGl5eX0NHRUXvqX2RkpJDL5WL27NkiJiZGBAcHC11dXelJfrnZunWr0NfXF5cvXxb//POPSEtLEyqVSjRq1Ei0bt1aREZGioiICNG0aVPRpk0bab/evXuLFi1aiMzMTPHq1StRr149MXLkyDxjDggIECYmJmLTpk3izp074uzZs2L9+vVCCCGSk5OFhYWF6Nmzp7h27Zo4fvy4qFu3rvD29n6fZiOqMN5+6t/SpUuFoaGh2LFjh7h586aYMmWK0NLSErdu3RJCCPH7778LhUIhIiMjhRBC+Pn5iZo1a0pP8Xv7qX8xMTFCoVCIESNGiCtXrojo6GixatUq8c8//wghhBg7dqywtLQUhw4dEn/++afw9vYWJiYmUn1ERJTTjh07hLa2tggODhY3btwQw4YNE8bGxtJTlL28vMTUqVOl8uHh4UJTU1MsWrRIREdHC39/f6GlpSWuXbtWVqdQZgrbdvPnzxcKhULs2bNHxMXFSUtlfYJ0YdvvbZX5qX+FbbvY2FhhYGAgfH19RUxMjPj9999FjRo11J5uXlkUtu38/f2FgYGB2L59u7h37544cuSIsLW1FX369CmrUygzL1++FJcvXxaXL18WAMSSJUvE5cuXxcOHD4UQQkydOlV4eXlJ5e/duyf09PTEpEmTRHR0tAgMDBQaGhri8OHDhTouE1X0XnL7srh//75QKBTi7Tzonj17hLOzs9DS0hK1atUSCxcuzLfutLQ00bNnT2FsbCwASEmthw8fii+++ELo6+sLAwMD0bt3b+lDZtOmTUJfX1/6o1gIISIiIoSWlpY4ePBgrjErlUrxww8/iNq1a0uxzZ07V9p+9epV0a5dO6GjoyNMTU3F0KFDK+2PC6K3vZ2oUiqVIiAgQFhZWQktLS3h6uoqDh06JIQQ4unTp8LMzEzt/ZWRkSGaNm0qffG/nagSQoiwsDDh5uYmtLW1hbGxsfDw8JC2p6amitGjR4tq1aoJbW1t0apVK3H+/PkSP28iog/dTz/9JGrVqiUUCoVo3ry5OHfunLStTZs2OW7K7dq1S9jb2wuFQiHq168vDhw4UMoRlx+FabvatWsLADkWf3//0g+8nCjstfemypyoEqLwbXfmzBnRokULoa2tLerWrSvmzJkjsrKySjnq8qEwbZeZmSkCAgKEra2t0NHREdbW1mLkyJFqv08ri+zf5m8v2e3l7e2t1mkke59GjRoJhUIh6tatm2/nlLzIhGDfNSIiIiIiIiIiKnuco4qIiIiIiIiIiMoFJqqIiIiIiIiIiKhcYKKKiIiIiIiIiIjKBSaqiIiIiIiIiIioXGCiioiIiIiIiIiIygUmqoiIiIiIiIiIqFxgooqIiIiIiIiIiMoFJqqIiIiIiIiIiKhcYKKKiMolHx8fdOvWTXrdtm1bjBs3rkD7hoWFQSaTITExsURiIyIiIiIiopLBRBURFYqPjw9kMhlkMhkUCgXs7Owwe/ZsZGVllehx9+7di++//75Ej0FERERU0oKDg2FsbFzWYRSZTCbD/v378y3z9g3HyuS7777DsGHDSuVYBb05W6dOHSxbtqxEYynsMYrrfVCQ67Gwbty4gZo1ayI5OblY66WCY6KKiAqtU6dOiIuLw+3btzFhwgQEBARg4cKFOcplZGQU2zFNTU1hYGBQbPURERERFdWbN+7eXO7cuVPWoSE4OFiKRy6Xo2bNmvjqq6/w9OnTYqk/Li4On332GQDgwYMHkMlkiIqKUiuzfPlyBAcHF8vx8hIQECCdp4aGBqytrTFs2DAkJCQUqp7iTKrFx8dj+fLlmD59ulr9JXWT183NDXFxcTAyMgKQd/LnwoULpZY8+xDMmTMHbm5u0NPTy7W9nJ2d8fHHH2PJkiWlHxwBYKKKiIpAW1sb5ubmqF27NkaMGAF3d3f8+uuv0hf9nDlzYGlpCQcHBwDAo0eP0KdPHxgbG8PU1BSenp548OCBVJ9SqcT48eNhbGyMqlWrYvLkyRBCqB3z7aF/6enpmDJlCqytraGtrQ07Ozts2LBBbZ/IyEg0a9YMenp6cHNzQ0xMjNr21atXw9bWFgqFAg4ODtiyZUvxNhQRERFVWNk37t5cbGxsyjosAIChoSHi4uLw119/Yd26dTh06BC8vLyKpW5zc3Noa2vnW8bIyKhUeo3Vr18fcXFxiI2NRVBQEA4fPowRI0aU+HHzsn79eri5uaF27dpq6wt6k7ewFAoFzM3NIZPJ8i1XvXp16OnpvffxKoqMjAz07t0732vlq6++wurVq0t81AjljokqInpvurq6Uu+pY8eOISYmBqGhofj999+RmZkJDw8PGBgY4NSpUwgPD0eVKlXQqVMnaZ/FixcjODgYGzduxOnTp5GQkIB9+/ble8xBgwZh+/btWLFiBaKjo7F27VpUqVJFrcz06dOxePFiXLx4EZqamvj666+lbfv27cPYsWMxYcIEXL9+Hd988w2++uornDhxophbh4iIiCqi7Bt3by4aGhpYsmQJXFxcoK+vD2tra4wcORKvXr3Ks54rV66gXbt2MDAwgKGhIZo2bYqLFy9K20+fPo3WrVtDV1cX1tbWGDNmzDuHJMlkMpibm8PS0hKfffYZxowZg6NHjyI1NRUqlQqzZ89GzZo1oa2tjUaNGuHw4cPSvhkZGfD19YWFhQV0dHRQu3ZtzJs3T63u7KFW2Ym5xo0bQyaToW3btgDUeyn9/PPPsLS0hEqlUovR09NT7bfZL7/8giZNmkBHRwd169bFrFmz3pkk0NTUhLm5OaysrODu7o7evXsjNDRU2q5UKjF48GDY2NhAV1cXDg4OWL58ubQ9ICAAmzZtwi+//CL1egoLCwPw7hutudmxYwe6du2aY31eN3kB4Pnz5xg0aBBMTEygp6eHzz77DLdv35b2ffjwIbp27QoTExPo6+ujfv36OHjwIAD1oX9hYWH46quvkJSUJJ1LQEAAAPVheV9++SX69u2rFl9mZiaqVauGzZs3AwBUKhXmzZsntZurqyv27NmT77m/raDvg/3796NevXrQ0dGBh4cHHj16pLa9KNfFu8yaNQvffvstXFxc8izz6aefIiEhAX/88cd7HYuKhokqIioyIQSOHj2KkJAQtG/fHgCgr6+P9evXo379+qhfvz527twJlUqF9evXw8XFBU5OTggKCkJsbKz0Q2DZsmXw8/NDjx494OTkhDVr1khdmHNz69Yt7Nq1Cxs3bkT37t1Rt25ddOjQIceX7pw5c9CmTRs4Oztj6tSpOHPmDNLS0gAAixYtgo+PD0aOHAl7e3uMHz8ePXr0wKJFi0qmsYiIiKhSkMvlWLFiBf78809s2rQJx48fx+TJk/MsP2DAANSsWRMXLlxAZGQkpk6dCi0tLQDA3bt30alTJ/Ts2RNXr17Fzp07cfr0afj6+hYqJl1dXahUKmRlZWH58uVYvHgxFi1ahKtXr8LDwwNffPGFlBxZsWIFfv31V+zatQsxMTHYunUr6tSpk2u958+fBwAcPXoUcXFx2Lt3b44yvXv3xr///qt2MzAhIQGHDx/GgAEDAACnTp3CoEGDMHbsWNy4cQNr165FcHAw5syZU+BzfPDgAUJCQqBQKKR1KpUKNWvWxO7du3Hjxg3MnDkT06ZNw65duwAAEydORJ8+fdR6x7m5uRXoRuvbEhIScOPGDTRr1uydsb55k9fHxwcXL17Er7/+irNnz0IIgc8//xyZmZkAgFGjRiE9PR0nT57EtWvXsGDBghw3Z4HXwwCXLVsm9aaLi4vDxIkTc5QbMGAAfvvtN7WkUUhICFJSUtC9e3cAwLx587B582asWbMGf/75J7799lsMHDiwUEmbgrwPUlJSMGfOHGzevBnh4eFITExEv379pO1FuS7atm0LHx+fAseZF4VCgUaNGuHUqVPvXRcVgSAiKgRvb2+hoaEh9PX1hUKhEJqammLQoEHi1atXwtvbW7i7u6uVnzhxolT+zUUmk4lVq1aJxMREAUD88ccfavt169ZNeHp6Sq/btGkjxo4dK4QQYufOnUJDQ0NkZGTkGuOJEycEAPH06VNp3aVLlwQA8fDhQyGEECYmJiI4OFhtv2XLlgkbG5uiNg0RERFVEm/+HspeevXqlWvZ3bt3i6pVq0qvg4KChJGRkfTawMAgx2+SbIMHDxbDhg1TW3fq1Ckhl8tFampqrvu8Xf+tW7eEvb29aNasmRBCCEtLSzFnzhy1fT766CMxcuRIIYQQo0ePFu3btxcqlSrX+gGIffv2CSGEuH//vgAgLl++rFbG29tb7Xecp6en+Prrr6XXa9euFZaWlkKpVAohhOjQoYOYO3euWh1btmwRFhYWucYghBD+/v5CLpcLfX19oaOjIwAIAGLJkiV57iOEEKNGjRI9e/bMM9bsYzs4OKi1QXp6utDV1RUhISG51nv58mUBQMTGxqqtf7N+lUolQkNDhba2tpg4caK4deuWACDCw8Ol8s+ePRO6urpi165dQgghXFxcREBAQK7HzP7N+/z5cyFEzn/7bLVr1xZLly4VQgiRmZkpqlWrJjZv3ixt79+/v+jbt68QQoi0tDShp6cnzpw5o1bH4MGDRf/+/XON4+1j5Ca39wEAce7cOWlddHS0ACAiIiKEEAW7Lt68HoUQwsvLS0ydOjXPON6UV3tl6969u/Dx8SlQXVS8NMskO0ZEH7R27dph9erVUCgUsLS0hKbm//8o0dfXVyv76tUrNG3aFFu3bs1RT/Xq1Yt0fF1d3QKVy74bCUAau/92t3MiIiKiosj+PZQt+zfQ0aNHMW/ePNy8eRMvXrxAVlYW0tLSkJKSkus8QePHj8eQIUOwZcsWafiara0tgNfDAq9evar2O0oIAZVKhfv378PJySnX2JKSklClShWoVCqkpaXhP//5D9avX48XL17g8ePHaNWqlVr5Vq1a4cqVKwBe9/D59NNP4eDggE6dOqFLly7o2LHje7XVgAEDMHToUKxatQra2trYunUr+vXrB7lcLp1neHi4Wk8ZpVKZb7sBgIODA3799VekpaXhv//9L6KiojB69Gi1MoGBgdi4cSNiY2ORmpqKjIwMNGrUKN94r1y5gjt37uR4kE9aWhru3r2b6z6pqakAAB0dnRzbfv/9d1SpUgWZmZlQqVT48ssvERAQgGPHjkFTUxMtWrSQylatWhUODg6Ijo4GAIwZMwYjRozAkSNH4O7ujp49e6Jhw4b5xp8fTU1N9OnTB1u3boWXlxeSk5Pxyy+/YMeOHQCAO3fuICUlBZ9++qnafhkZGWjcuHGBj1OQ94GmpiY++ugjaR9HR0cYGxsjOjoazZs3L9J1kT18sTjo6uoiJSWl2OqjguPQPyIqNH19fdjZ2aFWrVpqSarcNGnSBLdv30aNGjVgZ2enthgZGcHIyAgWFhaIiIiQ9snKykJkZGSedbq4uEClUr3XmHEnJyeEh4errQsPD4ezs3OR6yQiIqLKI/v3UPZiYWGBBw8eoEuXLmjYsCH+97//ITIyEoGBgQDyfhpyQEAA/vzzT3Tu3BnHjx+Hs7OzNFfnq1ev8M033yAqKkparly5gtu3b0vJrNwYGBggKioK169fR3JyMk6ePAl7e/sCnVeTJk1w//59fP/990hNTUWfPn3Qq1evQraOuq5du0IIgQMHDuDRo0c4deqUNOwv+zxnzZqldp7Xrl3D7du3c038ZMt+il6DBg0wf/58aGhoYNasWdL2HTt2YOLEiRg8eDCOHDmCqKgofPXVV+98MnX2jdY344mKisKtW7fw5Zdf5rpPtWrVALyec+pt7dq1Q1RUFG7fvo3U1FRs2rQpx83dvAwZMgT37t2Dl5cXrl27hmbNmuGnn34q0L55GTBgAI4dO4anT59i//790NXVRadOnQBAGhJ44MABtXO/ceNGgeepKsr7IDdFvS6KS0JCQpFvrNP7YY8qIipRAwYMwMKFC+Hp6SlN3Pnw4UPs3bsXkydPRs2aNTF27FjMnz8f9erVg6OjI5YsWYLExMQ866xTpw68vb3x9ddfY8WKFXB1dcXDhw/x9OlT9OnTp0BxTZo0CX369EHjxo3h7u6O3377DXv37sXRo0eL6cyJiIiosomMjIRKpcLixYul3kLZ8yHlx97eHvb29vj222/Rv39/BAUFoXv37mjSpAlu3LgBOzu7QsUhl8tz3cfQ0BCWlpYIDw9HmzZtpPXh4eFo3ry5Wrm+ffuib9++6NWrFzp16oSEhASYmpqq1Zc9H5RSqcw3Hh0dHfTo0QNbt27FnTt34ODggCZNmkjbmzRpgpiYmEKf59tmzJiB9u3bY8SIEdJ5urm5YeTIkVKZt3tEKRSKHPE3adIEO3fuRI0aNWBoaFigY9va2sLQ0BA3btzIkRTMTmq+zcnJCVlZWYiIiICbmxsA4N9//0VMTIzazVNra2sMHz4cw4cPh5+fH9atW5ej51he55IbNzc3WFtbY+fOnTh06BB69+4tjURwdnaGtrY2YmNj1a6Rwijo+yArKwsXL16Urr2YmBgkJiZKPQWL67ooquvXr793kpaKhj2qiKhE6enp4eTJk6hVq5Y0WfrgwYORlpYmffFPmDABXl5e8Pb2RsuWLWFgYCBN5piX1atXo1evXhg5ciQcHR0xdOjQdz4B503dunXD8uXLsWjRItSvXx9r165FUFCQ9LQaIiIiosKys7NDZmYmfvrpJ9y7dw9btmzBmjVr8iyfmpoKX19fhIWF4eHDhwgPD8eFCxekP9SnTJmCM2fOwNfXV+qR88svvxR6MvU3TZo0CQsWLMDOnTsRExODqVOnIioqCmPHjgXw+mlt27dvx82bN3Hr1i3s3r0b5ubmMDY2zlFXjRo1oKuri8OHD+PJkydISkrK87gDBgzAgQMHsHHjRrXeVAAwc+ZMbN68GbNmzcKff/6J6Oho7NixAzNmzCjUubVs2RINGzbE3LlzAQD16tXDxYsXERISglu3buG7777DhQsX1PapU6cOrl69ipiYGDx79gyZmZkYMGAAqlWrBk9PT5w6dQr3799HWFgYxowZg7/++ivXY8vlcri7u+P06dMFjrdevXrw9PTE0KFDcfr0aVy5cgUDBw6ElZUVPD09AQDjxo1DSEgI7t+/j0uXLuHEiRN5DvmsU6cOXr16hWPHjuHZs2f5Dlv78ssvsWbNGoSGhqr9exgYGGDixIn49ttvsWnTJty9exeXLl3CTz/9hE2bNhXovAr6PtDS0sLo0aMRERGByMhI+Pj44OOPP5YSV0W5LgYNGgQ/P79844uNjUVUVBRiY2OhVCql3lpvTjD/4MED/P3333B3dy/QOVMxK+tJsoiIiIiIiD4kuU3AnW3JkiXCwsJC6OrqCg8PD7F58+Y8J7xOT08X/fr1E9bW1kKhUAhLS0vh6+urNlH6+fPnxaeffiqqVKki9PX1RcOGDXNMhv6md00QrVQqRUBAgLCyshJaWlrC1dVVHDp0SNr+888/i0aNGgl9fX1haGgoOnToIC5duiRtx1uTV69bt05YW1sLuVwu2rRpk2f7KJVKYWFhIQCIu3fv5ojr8OHDws3NTejq6gpDQ0PRvHlz8fPPP+d5Hv7+/sLV1TXH+u3btwttbW0RGxsr0tLShI+PjzAyMhLGxsZixIgRYurUqWr7PX36VGpfAOLEiRNCCCHi4uLEoEGDRLVq1YS2traoW7euGDp0qEhKSsozpoMHDworKytpkvi82uJNCQkJwsvLSxgZGUnXzK1bt6Ttvr6+wtbWVmhra4vq1asLLy8v8ezZMyFEzsnUhRBi+PDhomrVqgKA8Pf3F0LkPtH5jRs3BABRu3btHBPnq1QqsWzZMuHg4CC0tLRE9erVhYeHR46HH73p7WMU9H3wv//9T9StW1doa2sLd3d36cFH2d51Xbx9PbZp00Z4e3vnGacQr/9N8H+T77+5ZP/bCyHE3LlzhYeHR771UMmRCSFEWSTIiIiIiIiIiCoKIQRatGghDeGkD1NGRgbq1auHbdu25XjwAJUODv0jIiIiIiIiek8ymQw///wzsrKyyjoUeg+xsbGYNm0ak1RliD2qiIiIiIiIiIioXGCPKiIiIiIiIiIiKheYqCIiIiIiIiIionKBiSoiIiIiIiIiIioXmKgiIiIiIiIiIqJygYkqIiIiIiIiIiIqF5ioIiIiIiIiIiKicoGJKiIiIiIiIiIiKheYqCIiIiIiIiIionKBiSoiIiIiIiIiIioX/h/vsmzb+0hAfQAAAABJRU5ErkJggg==", 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", 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" ] @@ -550,7 +544,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -558,50 +552,50 @@ "output_type": "stream", "text": [ "TOP 20 — Palabras que MAS predicen TOXICO (coef positivo):\n", - " feature coeficiente\n", - " fuck 1.568407\n", - " run 1.411254\n", - " idiot 1.186074\n", - " shit 1.170665\n", - " ass 0.869589\n", - " bitch 0.825775\n", - " stupid 0.803532\n", - " thug 0.802252\n", - " shoot 0.802137\n", - " dumb 0.633515\n", - " fucking 0.594837\n", - " cunt 0.575905\n", - " white 0.571840\n", - "bullshit 0.508231\n", - " job 0.491564\n", - " every 0.483343\n", - " kill 0.481690\n", - " cnn 0.476915\n", - " black 0.455726\n", - " fucker 0.433620\n", + "feature coeficiente\n", + " fuck 1.582224\n", + " run 1.215538\n", + " idiot 1.190952\n", + " shit 1.155516\n", + " stupid 0.932082\n", + " ass 0.883411\n", + " shoot 0.814162\n", + " thug 0.737356\n", + " bitch 0.731911\n", + " white 0.682751\n", + " dumb 0.657736\n", + " black 0.593531\n", + "fucking 0.593391\n", + " cunt 0.522571\n", + " job 0.499430\n", + " cnn 0.488097\n", + " every 0.474585\n", + " kill 0.472122\n", + " masri 0.467155\n", + " bunch 0.452629\n", "\n", "TOP 20 — Palabras que MAS predicen NO TOXICO (coef negativo):\n", - "feature coeficiente\n", - " thank -0.793547\n", - " truth -0.657544\n", - " say -0.608830\n", - " woman -0.608580\n", - " put -0.486706\n", - " move -0.483702\n", - " rap -0.468101\n", - " good -0.467515\n", - " tell -0.454767\n", - " pretty -0.443326\n", - " much -0.394840\n", - " well -0.387480\n", - " love -0.386914\n", - " side -0.378015\n", - " great -0.368998\n", - " fair -0.358242\n", - " could -0.355620\n", - " wow -0.349627\n", - " drug -0.344020\n", - " many -0.342814\n" + " feature coeficiente\n", + " peggy -0.810510\n", + " truth -0.660594\n", + " thank -0.649197\n", + " stefan -0.631774\n", + " say -0.611535\n", + " woman -0.521453\n", + " rap -0.482543\n", + " move -0.481717\n", + " tell -0.476465\n", + " put -0.463828\n", + " much -0.460757\n", + " good -0.446983\n", + " pretty -0.442561\n", + "ferguson -0.441739\n", + " hubbard -0.411202\n", + " cigar -0.410384\n", + " side -0.369870\n", + " could -0.352536\n", + " fair -0.349018\n", + " well -0.349007\n" ] } ], @@ -626,12 +620,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -646,8 +640,13 @@ "Guardado en reports/v2/11_lr_coeficientes.png\n", "\n", "⚠️ Nombres propios / términos sospechosos en el modelo:\n", - "feature coeficiente\n", - " cnn 0.476915\n", + " feature coeficiente\n", + " cnn 0.488097\n", + " cigar -0.410384\n", + " hubbard -0.411202\n", + "ferguson -0.441739\n", + " stefan -0.631774\n", + " peggy -0.810510\n", "\n", "Considerar: añadir a custom_stopwords en preprocessing y re-ejecutar\n" ] @@ -707,7 +706,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -715,43 +714,43 @@ "output_type": "stream", "text": [ "Total test : 200\n", - "Correctos : 151 (75.5%)\n", - "Falsos Pos : 19 — no toxicos clasificados como toxicos\n", - "Falsos Neg : 30 — toxicos NO detectados\n", + "Correctos : 142 (71.0%)\n", + "Falsos Pos : 25 — no toxicos clasificados como toxicos\n", + "Falsos Neg : 33 — toxicos NO detectados\n", "\n", "FALSOS POSITIVOS (el modelo censura incorrectamente):\n", "-----------------------------------------------------------------\n", - " Prob: 0.631 | Who the fuck has time to be on the freeway???\n", + " Prob: 0.671 | Who the fuck has time to be on the freeway???\n", " Limpio: fuck time freeway\n", "\n", - " Prob: 0.593 | If that cop shot a white guy, there would not be any riots. But since he shot a black guy, everyone \n", + " Prob: 0.601 | If that cop shot a white guy, there would not be any riots. But since he shot a black guy, everyone \n", " Limpio: cop shoot white guy would riot since shoot black guy everyone seem think black l\n", "\n", - " Prob: 0.581 | people get shot everyday, how come this is the only one thats getting attention \n", - " Limpio: people get shoot everyday come one get attention\n", - "\n", - " Prob: 0.580 | 7:28 Lost my shit to that GUY. lmao\n", + " Prob: 0.591 | 7:28 Lost my shit to that GUY. lmao\n", " Limpio: lose shit guy lmao\n", "\n", - " Prob: 0.578 | police shot 1 black guy , & then the blacks riot ,!! when a black shoot a black , what happens ?? ,,\n", + " Prob: 0.587 | police shot 1 black guy , & then the blacks riot ,!! when a black shoot a black , what happens ?? ,,\n", " Limpio: police shoot black guy black riot black shoot black happen\n", "\n", + " Prob: 0.584 | people get shot everyday, how come this is the only one thats getting attention\n", + " Limpio: people get shoot everyday come one get attention\n", + "\n", "FALSOS NEGATIVOS (hate speech que se escapa):\n", "-----------------------------------------------------------------\n", - " Prob: 0.375 | I wish mr masri was dead,,\n", - " Limpio: wish mr dead\n", + " Prob: 0.394 | AMEN!!!, Peggy Hubbard!! Color makes no difference, it's the person on the inside. The innocent nine\n", + " Limpio: amen peggy hubbard color make difference person inside innocent nine year old li\n", "\n", - " Prob: 0.402 | We all know with the chimpers there is no compassion in their mud pumping hearts. \n", + " Prob: 0.406 | We all know with the chimpers there is no compassion in their mud pumping hearts.\n", " Limpio: know chimper compassion mud pump heart\n", "\n", " Prob: 0.416 | This is so far off base that you can't even call it propaganda! BS!\n", " Limpio: far base even call propaganda bs\n", "\n", - " Prob: 0.427 | As a black person all I have to say is THANK YOU FOR SPEAKING THE TRUTH. Too many blacks out there c\n", - " Limpio: black person say thank speak truth many black cause trouble dress idiot bring tr\n", - "\n", - " Prob: 0.427 | That video of him pushing that clerk around really made me lose any sympathy for him. You can defini\n", + " Prob: 0.417 | That video of him pushing that clerk around really made me lose any sympathy for him. You can defini\n", " Limpio: push clerk around really make I lose sympathy definitely tell guy likely dick.bu\n", + "\n", + " Prob: 0.430 | Let's get this straight and present the facts as the mass media should have from the beginning. 18 y\n", + " Limpio: let get straight present fact mass media beginning yr old legal aspect adult rob\n", "\n" ] } @@ -800,16 +799,17 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "2026/05/14 16:26:13 INFO mlflow.tracking.fluent: Experiment with name 'Youtube_project_experiment' does not exist. Creating a new experiment.\n", - "2026/05/14 16:26:17 WARNING mlflow.models.model: `artifact_path` is deprecated. Please use `name` instead.\n", - "2026/05/14 16:26:19 WARNING mlflow.sklearn: Saving scikit-learn models in the pickle or cloudpickle format requires exercising caution because these formats rely on Python's object serialization mechanism, which can execute arbitrary code during deserialization. The recommended safe alternative is the 'skops' format. For more information, see: https://scikit-learn.org/stable/model_persistence.html\n" + "2026/05/25 02:03:53 INFO mlflow.tracking.fluent: Experiment with name 'Youtube_project_experiment' does not exist. Creating a new experiment.\n", + "2026/05/25 02:03:53 WARNING mlflow.models.model: `artifact_path` is deprecated. Please use `name` instead.\n", + "2026/05/25 02:03:53 WARNING mlflow.sklearn: Saving scikit-learn models in the pickle or cloudpickle format requires exercising caution because these formats rely on Python's object serialization mechanism, which can execute arbitrary code during deserialization. The recommended safe alternative is the 'skops' format. For more information, see: https://scikit-learn.org/stable/model_persistence.html\n", + "2026/05/25 02:03:55 WARNING mlflow.utils.environment: Failed to resolve installed pip version. ``pip`` will be added to conda.yaml environment spec without a version specifier.\n" ] }, { @@ -817,7 +817,7 @@ "output_type": "stream", "text": [ "MLflow registrado\n", - " Run ID : 716ccbc603ad40389fbdd81ab0197960\n", + " Run ID : 690a2205048349e49d50abe0ebafb9fe\n", " Experimento: Youtube_project_experiment\n", " Run name : lr_baseline\n" ] @@ -888,19 +888,19 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Modelo guardado en: /mnt/c/Users/under/Documents/F5/3_Projects/Project_9_Equipo3/Project_YT/models/lr_baseline.joblib\n", + "Modelo guardado en: /Users/miraekang/proyectos/ai-nlp/models/lr_baseline.joblib\n", "\n", "Verificacion modelo cargado:\n", - " [TOXICO 0.72] you are such a stupid thug get out\n", + " [TOXICO 0.74] you are such a stupid thug get out\n", " [NO TOXICO 0.43] I think the police should be more transparent\n", - " [TOXICO 0.58] black people are criminal thugs\n" + " [TOXICO 0.59] black people are criminal thugs\n" ] } ], @@ -936,7 +936,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -950,21 +950,21 @@ "Dataset: 800 train / 200 test / 5-fold CV\n", "\n", "Metricas CV (media 5 folds):\n", - " F1-weighted : 0.7015\n", - " ROC-AUC : 0.7737\n", + " F1-weighted : 0.7143\n", + " ROC-AUC : 0.7834\n", "\n", "Metricas test final:\n", - " F1-weighted : 0.7531\n", - " Train F1 : 0.8623\n", + " F1-weighted : 0.7086\n", + " Train F1 : 0.8708\n", "\n", "Gaps:\n", - " Train-Test Gap : 10.91 pp\n", - " CV-Test Gap : 5.17 pp\n", - " Rubrica CV/Test: ⚠️ Alto gap\n", + " Train-Test Gap : 16.22 pp\n", + " CV-Test Gap : 0.57 pp\n", + " Rubrica CV/Test: ✅ Estable\n", "\n", "Errores:\n", - " False Positives : 19\n", - " False Negatives : 30\n", + " False Positives : 25\n", + " False Negatives : 33\n", "\n", "Coeficientes sospechosos detectados:\n", " Revisar si stefan/peggy/hubbard aparecen en top coef\n", @@ -1018,7 +1018,7 @@ ], "metadata": { "kernelspec": { - "display_name": "py310", + "display_name": ".venv", "language": "python", "name": "python3" }, @@ -1032,7 +1032,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.20" + "version": "3.12.7" } }, "nbformat": 4,