diff --git "a/notebooks/01a_internlm2_5-7b-chat_analysis.ipynb" "b/notebooks/01a_internlm2_5-7b-chat_analysis.ipynb" new file mode 100644--- /dev/null +++ "b/notebooks/01a_internlm2_5-7b-chat_analysis.ipynb" @@ -0,0 +1 @@ +{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","if \"workding_dir\" not in locals():\n"," try:\n"," from google.colab import drive\n"," drive.mount('/content/drive')\n"," workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n"," except ModuleNotFoundError:\n"," workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":368,"status":"ok","timestamp":1719461634865,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"zFulf0bg0H-9","outputId":"debdd535-c828-40b9-efc0-8a180e5830dd"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["import os\n","import sys\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":4,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":589,"status":"ok","timestamp":1719462011879,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"DIUiweYYzi_I","outputId":"e16e9247-9077-4b0c-f8ea-17059f05a1c4"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading env vars from: /Users/inflaton/code/engd/projects/logical-reasoning/.env\n"]},{"data":{"text/plain":["True"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["from dotenv import find_dotenv, load_dotenv\n","\n","found_dotenv = find_dotenv(\".env\")\n","\n","if len(found_dotenv) == 0:\n"," found_dotenv = find_dotenv(\".env.example\")\n","print(f\"loading env vars from: {found_dotenv}\")\n","load_dotenv(found_dotenv, override=True)"]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n"]}],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["model_name = \"internlm2_5-7b-chat\"\n","result_csv = f\"data/{model_name}_results.csv\"\n","metrics_csv = f\"data/{model_name}_metrics.csv\""]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 15 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 text 3000 non-null object\n"," 1 label 3000 non-null object\n"," 2 title 3000 non-null object\n"," 3 puzzle 3000 non-null object\n"," 4 truth 3000 non-null object\n"," 5 internlm/internlm2_5-7b-chat/checkpoint-35_torch.bfloat16_lf 3000 non-null object\n"," 6 internlm/internlm2_5-7b-chat/checkpoint-70_torch.bfloat16_lf 3000 non-null object\n"," 7 internlm/internlm2_5-7b-chat/checkpoint-105_torch.bfloat16_lf 3000 non-null object\n"," 8 internlm/internlm2_5-7b-chat/checkpoint-140_torch.bfloat16_lf 3000 non-null object\n"," 9 internlm/internlm2_5-7b-chat/checkpoint-175_torch.bfloat16_lf 3000 non-null object\n"," 10 internlm/internlm2_5-7b-chat/checkpoint-210_torch.bfloat16_lf 3000 non-null object\n"," 11 internlm/internlm2_5-7b-chat/checkpoint-245_torch.bfloat16_lf 3000 non-null object\n"," 12 internlm/internlm2_5-7b-chat/checkpoint-280_torch.bfloat16_lf 3000 non-null object\n"," 13 internlm/internlm2_5-7b-chat/checkpoint-315_torch.bfloat16_lf 3000 non-null object\n"," 14 internlm/internlm2_5-7b-chat/checkpoint-350_torch.bfloat16_lf 3000 non-null object\n","dtypes: object(15)\n","memory usage: 351.7+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(result_csv)\n","df.info()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'internlm/internlm2_5-7b-chat/checkpoint-35_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat/checkpoint-70_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat/checkpoint-105_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat/checkpoint-140_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat/checkpoint-175_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat/checkpoint-210_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat/checkpoint-245_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat/checkpoint-280_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat/checkpoint-315_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat/checkpoint-350_torch.bfloat16_lf']"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:439: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n"," perf_df = pd.concat(\n"]},{"data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
epochmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
00.0internlm2_5-7b-chatinternlm/internlm2_5-7b-chat/checkpoint-35_tor...0.7193330.7863490.7193330.7330501.0
10.2internlm2_5-7b-chatinternlm/internlm2_5-7b-chat/checkpoint-70_tor...0.7260000.7900250.7260000.7396581.0
20.4internlm2_5-7b-chatinternlm/internlm2_5-7b-chat/checkpoint-105_to...0.6736670.8044570.6736670.7104121.0
30.6internlm2_5-7b-chatinternlm/internlm2_5-7b-chat/checkpoint-140_to...0.7496670.8041870.7496670.7660161.0
40.8internlm2_5-7b-chatinternlm/internlm2_5-7b-chat/checkpoint-175_to...0.7260000.8094630.7260000.7513951.0
51.0internlm2_5-7b-chatinternlm/internlm2_5-7b-chat/checkpoint-210_to...0.7276670.8039670.7276670.7488651.0
61.2internlm2_5-7b-chatinternlm/internlm2_5-7b-chat/checkpoint-245_to...0.7470000.8055540.7470000.7652741.0
71.4internlm2_5-7b-chatinternlm/internlm2_5-7b-chat/checkpoint-280_to...0.7166670.8059540.7166670.7432431.0
81.6internlm2_5-7b-chatinternlm/internlm2_5-7b-chat/checkpoint-315_to...0.6983330.8119110.6983330.7347251.0
91.8internlm2_5-7b-chatinternlm/internlm2_5-7b-chat/checkpoint-350_to...0.7076670.8120130.7076670.7408151.0
\n","
"],"text/plain":[" epoch model \\\n","0 0.0 internlm2_5-7b-chat \n","1 0.2 internlm2_5-7b-chat \n","2 0.4 internlm2_5-7b-chat \n","3 0.6 internlm2_5-7b-chat \n","4 0.8 internlm2_5-7b-chat \n","5 1.0 internlm2_5-7b-chat \n","6 1.2 internlm2_5-7b-chat \n","7 1.4 internlm2_5-7b-chat \n","8 1.6 internlm2_5-7b-chat \n","9 1.8 internlm2_5-7b-chat \n","\n"," run accuracy precision \\\n","0 internlm/internlm2_5-7b-chat/checkpoint-35_tor... 0.719333 0.786349 \n","1 internlm/internlm2_5-7b-chat/checkpoint-70_tor... 0.726000 0.790025 \n","2 internlm/internlm2_5-7b-chat/checkpoint-105_to... 0.673667 0.804457 \n","3 internlm/internlm2_5-7b-chat/checkpoint-140_to... 0.749667 0.804187 \n","4 internlm/internlm2_5-7b-chat/checkpoint-175_to... 0.726000 0.809463 \n","5 internlm/internlm2_5-7b-chat/checkpoint-210_to... 0.727667 0.803967 \n","6 internlm/internlm2_5-7b-chat/checkpoint-245_to... 0.747000 0.805554 \n","7 internlm/internlm2_5-7b-chat/checkpoint-280_to... 0.716667 0.805954 \n","8 internlm/internlm2_5-7b-chat/checkpoint-315_to... 0.698333 0.811911 \n","9 internlm/internlm2_5-7b-chat/checkpoint-350_to... 0.707667 0.812013 \n","\n"," recall f1 ratio_valid_classifications \n","0 0.719333 0.733050 1.0 \n","1 0.726000 0.739658 1.0 \n","2 0.673667 0.710412 1.0 \n","3 0.749667 0.766016 1.0 \n","4 0.726000 0.751395 1.0 \n","5 0.727667 0.748865 1.0 \n","6 0.747000 0.765274 1.0 \n","7 0.716667 0.743243 1.0 \n","8 0.698333 0.734725 1.0 \n","9 0.707667 0.740815 1.0 "]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0.0: internlm/internlm2_5-7b-chat/checkpoint-35_torch.bfloat16_lf\n","0.2: internlm/internlm2_5-7b-chat/checkpoint-70_torch.bfloat16_lf\n","0.4: internlm/internlm2_5-7b-chat/checkpoint-105_torch.bfloat16_lf\n","0.6: internlm/internlm2_5-7b-chat/checkpoint-140_torch.bfloat16_lf\n","0.8: internlm/internlm2_5-7b-chat/checkpoint-175_torch.bfloat16_lf\n","1.0: internlm/internlm2_5-7b-chat/checkpoint-210_torch.bfloat16_lf\n","1.2: internlm/internlm2_5-7b-chat/checkpoint-245_torch.bfloat16_lf\n","1.4: internlm/internlm2_5-7b-chat/checkpoint-280_torch.bfloat16_lf\n","1.6: internlm/internlm2_5-7b-chat/checkpoint-315_torch.bfloat16_lf\n","1.8: internlm/internlm2_5-7b-chat/checkpoint-350_torch.bfloat16_lf\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df, model_name)"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-35_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-35_torch.bfloat16_lf\n","是 1483\n","不是 1069\n","不重要 409\n","回答正确 30\n","问法错误 9\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-70_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-70_torch.bfloat16_lf\n","是 1458\n","不是 1108\n","不重要 404\n","回答正确 22\n","问法错误 8\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-105_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-105_torch.bfloat16_lf\n","是 1297\n","不是 974\n","不重要 694\n","回答正确 29\n","问法错误 6\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-140_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-140_torch.bfloat16_lf\n","是 1371\n","不是 1182\n","不重要 333\n","问法错误 81\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-175_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-175_torch.bfloat16_lf\n","是 1325\n","不是 1110\n","不重要 486\n","问法错误 47\n","回答正确 32\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-210_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-210_torch.bfloat16_lf\n","是 1394\n","不是 1089\n","不重要 416\n","问法错误 70\n","回答正确 31\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-245_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-245_torch.bfloat16_lf\n","是 1344\n","不是 1196\n","不重要 381\n","问法错误 55\n","回答正确 24\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-280_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-280_torch.bfloat16_lf\n","是 1341\n","不是 1081\n","不重要 491\n","问法错误 61\n","回答正确 26\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-315_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-315_torch.bfloat16_lf\n","是 1263\n","不是 1057\n","不重要 604\n","问法错误 49\n","回答正确 27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqgAAAGdCAYAAADe54HfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABdyUlEQVR4nO3dd1hT5/8+8JshJGxEFGWoiOLA0RZH617VisrQ6sfRooDVOuqqttZZR621Vdu6aluxOGoVV0XUtk7cW6nWjawKKiA7IYTn94dfzs8IKNVADnq/riuX5nnOSd4nJwl3zniOkRBCgIiIiIhIJowNXQARERER0eMYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVkwNXYC+FBQU4N9//4W1tTWMjIwMXQ4RERERPUEIgczMTNSoUQPGxiVvJ31pAuq///4LV1dXQ5dBRERERM8QHx8PFxeXEvtfmoBqbW0N4NEC29jYGLgaIiIiInpSRkYGXF1dpdxWkpcmoBbu1rexsXmlA6pWq8XXX3+Njz/+GCYmJoYuh4iIiKiIZx2OyZOkZKZjx44wNjbG119/rdN+5MgRtGzZEjY2NmjVqhVOnDhR7Pzff/89Dh06pBNOz58/j9atW8PKygqvvfYa9u3bV6bLQERERPQiGFBl5sCBA5gxY4ZO240bN9CvXz/MmzcPycnJmDx5Mvz8/JCQkKAzXVJSEhYsWIBly5ZJbdnZ2fDx8cHIkSORmpqKJUuWYPDgwYiNjS2X5SEiIiL6rxhQK4ClS5diwoQJ6NKlC5RKJQICAhAYGIhNmzbpTDdp0iSMGTMGtWvXltoePHiARYsWYdCgQTAzM0P79u3RsmVLnD59urwXg4iIiKhUXppjUF9mtWvXho+Pj06bq6sr4uPjpftRUVE4d+4cVq9erTNdzZo1UbNmTQBAbm4udu7ciVOnTulsZSUiIiKSE25BrQDGjRuHunXr6rRFRETA29sbwKMxYEePHo0HDx6gSpUq6NWrF1JSUoo8To0aNdC/f38MHToUzs7O5VI7ERER0X/FgFoBrVmzBklJSfD39wcAbNy4ESqVCn/++SdiY2NRvXp1fPDBB0XmS0hIwB9//IHNmzdj/fr15V02ERERUakwoFYwp0+fxieffIJff/0VpqaPjtD47bffsHjxYjRp0gR2dnZYunQpjh8/juTkZJ15LS0t0bVrV6xZs6bIKAFEREREcsFjUCuQuLg4+Pv74+eff0aDBg2k9ps3b8LLy0u6b2Zmhvr16yMuLg5paWmoWrUqKleuLPU3bdoUd+/eLdfaiYiIiEqLW1AriMzMTPTs2ROTJk1Cz549dfpcXFzw999/S/c1Gg2uX7+OWrVqYcuWLfjmm290pj99+jQaNmxYLnUTERER/VfcgloBaLVa9OvXD+3atcPYsWOL9I8cORLjxo2Di4sL3Nzc8Omnn6J9+/ZwdHTEkCFD0LJlS7Ru3RqdO3dGdHQ0hg8fjpUrVxpgSYiIiIiejVtQK4AxY8Zgz549WLlyJUxNTaVb586dAQC+vr6YNGkS/Pz8ULduXQghsGrVKgCAs7MzwsPDMWfOHNjb22PQoEH4/PPP0bFjR0MuEhEREVGJjIQQwtBF6ENGRgZsbW2Rnp4OGxubcn/+Wp/uKvfnlIM7X/o8eyIiIiIilD6vcQsqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERycpzBdSOHTvC2NgYX3/9tU77kSNH0LJlS9jY2KBVq1Y4ceKETv/s2bNRrVo12NjYICgoCFlZWVJfRkYGBg0aBCsrK9SoUQMLFix4ntKIiIiIqIJ7roB64MABzJgxQ6ftxo0b6NevH+bNm4fk5GRMnjwZfn5+SEhIAACsXLkS27dvx4kTJ5CQkAAjIyMMGzZMmv+DDz5ApUqVkJiYiOPHjyM8PBw//PDDCywaEREREVVEpvp6oKVLl2LChAno0qULACAgIAAnT57Epk2bMGHCBCxevBgbNmxA7dq1ATwKrHXq1MGtW7egUChw4MABxMbGQqFQwNbWFmFhYXjnnXcwfPhwfZVIRERERBWA3gJq7dq14eOje112V1dXxMfH4969e8jOzsYbb7wh9VWqVAm9e/fG/v37YWtri65du0KhUEj9DRo0gJWVFW7cuIG6devqq0wiIiIikjm9nSQ1bty4IkEyIiIC3t7eiIuLg4eHR5F5PD09cfv27Wf2ExEREdGro8zO4l+zZg2SkpLg7++P3NxcWFhYFJlGqVQiNzf3mf3FUavVyMjI0LkRERERUcVXJgH19OnT+OSTT/Drr7/C1NQUSqUSKpWqyHQpKSmwsLB4Zn9x5s+fD1tbW+nm6uqq9+UgIiIiovKn94AaFxcHf39//Pzzz2jQoAEAwM3NDTExMUWmjYmJgbu7+zP7izNlyhSkp6dLt/j4eP0uCBEREREZhF4DamZmJnr27IlJkyahZ8+eUnvVqlVhZmaGa9euSW35+fnYsWMHOnfujNatW2Pfvn3Iz8+X+v/++2+o1epij00FAHNzc9jY2OjciIiIiKji01tA1Wq16NevH9q1a4exY8cW6R8/fjxCQkKQkJCAzMxMjBkzBl26dEHt2rXh7OyMt956C+PHj0dWVhbi4+MxbNgwTJs2TV/lEREREVEFobeAOmbMGOzZswcrV66EqampdOvcuTMAYMSIEejatStef/11ODs7Iy8vDytXrpTm/+GHH5CamgonJye0aNECAQEBCA4O1ld5RERERFRBGAkhhKGL0IeMjAzY2toiPT3dILv7a326q9yfUw7ufOnz7ImIiIiIUPq8VmbDTBERERERPQ8GVCIiIiKSFQZUIiIiIpIVBlQiIiIikhUGVCIiIiKSFQZUIiIiIpIVBlQiIiIikhUGVCIiIiKSFQZUIiIiIpIVBlQiIiIikhUGVCIiIiKSFQZUIiIiIpIVBlQiIiIikhUGVCIiIiKSFQZUIiIiIpIVBlQiA+rYsSOMjY3x9ddf67QfPXoUzZo1g1KpRPPmzXHq1Cmd/hs3bsDY2BimpqbS7eTJkwAADw8PnXZTU1MYGRnh3Llz5bZcREREL4IBlciADhw4gBkzZui0JScnw9/fHzNmzEBGRgamTp0KX19fJCUlSdNcvnwZgYGByM/Pl24tW7YEANy8eVOnfd26dfDx8cHrr79erstGRET0vBhQiWRm9erV6N+/PwICAlCpUiX4+fkhMDAQy5cvl6a5fPky6tev/8zHEkJg3rx5mD59elmWTEREpFcMqEQyExUVBV9fX522vn37Yt++fdL9K1euwNPT85mPtX37dlSvXl3aukpERFQRMKASyUxcXBw8PDx02jw9PXH79m3p/uXLlzF27FjY29vj7bffxs2bN4t9rLlz53LrKRERVTgMqEQyk5ubCwsLC502pVKJ3Nxc6f60adNw5swZJCQkICAgAN27d4dardaZJzIyEtbW1mjbtm251E1ERKQvDKhEMqNUKqFSqXTaUlJSdEJr37594ejoCEtLS4wYMQJNmjTBH3/8oTMPt54SEVFFxYBKJDNubm6IiYnRaYuJiYG7u3uJ87i7uyMhIUG6X3i8aufOncumSCIiojLEgEokM23atMGePXt02sLDw9GlSxcAQEBAAOLj43X6jx49inr16kn3586di2nTppV9sURERGWAAZVIZoKDg/HLL79g9+7dyM/PR0REBDZu3IiRI0cCAOrUqYPhw4fj33//RUpKCsaPHw+tVouOHTsCeBRWMzMz0aNHD0MuBhER0XNjQCWSmWrVqmHz5s2YMmUKrKysMGvWLGzfvh1Vq1YFAMybNw/16tVDs2bNUKtWLcTFxWH79u0wNn70cb548WKRwf+JiIgqEiMhhDB0EfqQkZEBW1tbpKenw8bGptyfv9anu8r9OeXgzpc+hi6BiIiIKojS5jXTcqyJ6KXBHyRERERlh7v4iYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWniugduzYEcbGxvj666912o8ePYpmzZpBqVSiefPmOHXqlE7/qlWr4ObmBktLS/j7+yM5OVnq02g0+Oijj2Bvbw8HBwdMmjQJ+fn5z1MeEREREVVgzxVQDxw4UORSisnJyfD398eMGTOQkZGBqVOnwtfXF0lJSQCAPXv24IsvvkBERAQePHgALy8v+Pv7S/NPnz4d169fx9WrV3H16lVcuXIF06dPf4FFIyIiIqKKSG+7+FevXo3+/fsjICAAlSpVgp+fHwIDA7F8+XIAwOLFi/HNN9+gSZMmUCqVmDNnDgoKCrB//37k5eXhxx9/xJo1a1CtWjU4OjoiLCwMP/30E7Kzs/VVIhERERFVAHoLqFFRUfD19dVp69u3L/bt2wchBE6ePAkfH59i+y9cuIAGDRrAyclJ6nNwcEDLli1x7NgxfZVIRERERBWA3gJqXFwcPDw8dNo8PT1x+/ZtpKSkwM7ODgqFotj+4uZ9vL84arUaGRkZOjciIiIiqvj0FlBzc3NhYWGh06ZUKpGbm1ts33/pL878+fNha2sr3VxdXfWzIERERERkUHoLqEqlEiqVSqctJSUFFhYWxfb9l/7iTJkyBenp6dItPj5ePwtCRERERAalt4Dq5uaGmJgYnbaYmBi4u7vDwcEBDx8+hEajKba/uHkf7y+Oubk5bGxsdG5EREREVPHpLaC2adMGe/bs0WkLDw9Hly5dYGRkBG9vb+zfv7/Y/mbNmuHKlStIS0uT+lJTU3Hy5Em89dZb+iqRiIiIiCoAvQXU4OBg/PLLL9i9ezfy8/MRERGBjRs3YuTIkQCACRMmYNy4cbh69SpUKhXmzJkDpVKJDh06wMzMDEOHDsWwYcOQkpKCBw8eICgoCKNHjy5xFz8RERERvZz0FlCrVauGzZs3Y8qUKbCyssKsWbOwfft2VK1aFQDQvXt3jBs3Dl27dkXlypVx7tw5bNmyRZp/9uzZqF69OurUqYN69eqhbt26mDVrlr7KIyIiIqIKwkgIIQxdhD5kZGTA1tYW6enpBjketdanu8r9OeXgzpc+z57oJcT1TURE9N+VNq/pbQsqEREREZE+MKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGs6DWgpqSkYPDgwahcuTLc3NzwzTffSH3//PMP2rRpA6VSiUaNGiEyMlJn3u3bt6NevXpQKpXo1KkTbty4oc/SiIiIiKiC0GtADQwMhIeHB+Lj43H69GlERUXhl19+gVqtRo8ePTBgwACkp6dj5cqVCAkJQXR0NAAgOjoaw4cPx48//oj09HT069cP3bt3h0ql0md5RERERFQB6DWgHj58GJ999hksLS1RrVo1jBkzBtu2bcPWrVvh5eWFUaNGwczMDG3btsWMGTOwcOFCAMDSpUsxefJktG/fHmZmZhgxYgSaN2+ODRs26LM8IiIiIqoA9BpQfXx8MHnyZGRkZCA+Ph5ffPEFqlWrhqioKPj6+upM27dvX+zbtw8AntlPRERERK8OvQbUZcuWYcuWLbC1tYWbmxvu3r2LmTNnIi4uDh4eHjrTVqlSBSqVCmq1GomJiXB3d9fp9/T0xO3bt/VZHhERERFVAHoLqPn5+ejVqxcGDhyIlJQUxMbGonv37rh37x5yc3NhYWFRZB6lUonc3FwUFBTA2Ni42L6SqNVqZGRk6NyIiIiIqOLTW0CNiIiAUqnEggULpLP458yZg6FDh8LMzKzYE55SU1NhYWEBY2NjCCF0+lJSUooNtYXmz58PW1tb6ebq6qqvRSEiIiIiA9JbQL127Rratm2r02ZpaQk7OzsAQExMjE5fUlISKleuDDMzMzg7OyMuLk6nPyYmpshu/8dNmTIF6enp0i0+Pl4/C0JEREREBqW3gOru7o6rV6/qtKlUKvzzzz8YPHgw9uzZo9MXHh6OLl26AADatGnz1P7imJubw8bGRudGRERERBWf3gJqr169cO7cOSxbtgyZmZlITExEYGAg3nzzTfTp0wenTp1CWFgYNBoNjh8/jq+++gqTJk0CAIwZMwZz587FyZMnodFosHr1aly6dAkDBgzQV3lEREREVEHoLaAqFApERETg999/R7Vq1dCyZUtUrVoVYWFhUCgU2LlzJ1atWgVra2sEBwdj1apVaNSoEQCgcePG+P777/Hee+/BxsYG69atQ2RkJMzNzfVVHhERERFVEKb6fLC6deti7969xfY1bNgQR44cKXFePz8/+Pn56bMcIiIiIqqA9DoOKhERERHRi2JAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiMrDY2Fj88ssvhi6DiEg2GFCJiAxs7NixSE5Olu4fPXoUzZo1g1KpRPPmzXHq1KkS542JicGqVavKo0wionLDgEpEZECRkZG4desWJkyYAABITk6Gv78/ZsyYgYyMDEydOhW+vr5ISkoqMm9BQQHee+89ZGRklHfZRERligGViMhA1Go1xo0bh5UrV8LU1BQAsHr1avTv3x8BAQGoVKkS/Pz8EBgYiOXLlxeZf8GCBThx4kR5l01EVOYYUImIDOSrr75Cu3bt0Lp1a6ktKioKvr6+OtP17dsX+/bt02m7cOECli5dipCQkHKplYioPDGgEhEZQHx8PObPn4+9e/fC3t4eEydOREFBAeLi4uDh4aEzraenJ27fvi3dV6lUGDx4MJYuXQonJ6fyLp2IqMwxoBIRGcCcOXPQtWtXnD17FufOncORI0ewbNky5ObmwsLCQmdapVKJ3Nxc6f6UKVPQokUL+Pv7l3fZRETlwrQsHzw2NhYHDx5EYGBgWT4NEVGFs2PHDly9ehX29vYAgJ9//hn9+vWDUqmESqXSmTYlJUUKrfv378fOnTtx/vz5cq+ZiKi8lOkW1P86dMqqVavg5uYGS0tL+Pv768xLRPSyuH//PiwtLaVwCgCNGjVCQkIC3NzcEBMTozN9TEwM3N3dkZGRgZCQEMTFxcHR0REKhQJz587FlClT0K9fv/JeDCKiMlNmAfW/Dp2yZ88efPHFF4iIiMCDBw/g5eXF3VdE9FJycHBAWloa0tLSpLYrV67Azc0Nbdq0wZ49e3SmDw8PR5cuXWBjY4Pbt28jLy8PKpUKKpUK06ZNw/z587Fp06byXgwiojJTJgH1eYZOWbx4Mb755hs0adIESqUSc+bMQUFBAfbv318WJRIRGYyxsTGGDBmCIUOG4N69e4iJiUFISAjGjh2L4OBg/PLLL9i9ezfy8/MRERGBjRs3YuTIkYYum4io3JRJQP2vQ6cIIXDy5En4+PgU209E9LL58ssvUbt2bXh5eaFTp07o168fhg0bhmrVqmHz5s2YMmUKrKysMGvWLGzfvh1Vq1Y1dMlEROVG7ydJFQ6d4uDgAHt7ewQFBWHhwoVPHTolJSUFdnZ2UCgURfo3bNhQ7POo1Wqo1WrpPq+kQkRlpdanu8rmgRVdYRHUFQLAt8nAt48/T/d5cOoOPADQNzwZCC+phuaAClhaBjXe+dLn2RMREZUBvW9BfZ6hU4rre7y/OPPnz4etra10c3V11feiEBEREZEB6H0L6vMMnVJc3+P9xZkyZYp0AhbwaAsqQyoRERFRxafXLajPO3SKg4MDHj58CI1GU2x/cczNzWFjY6NzIyIiIqKKT68B9XmHTjEyMoK3t3eRM/YL+4mIiIjo1aHXgPoiQ6dMmDAB48aNw9WrV6FSqTBnzhwolUp06NBBnyUSERERkczp/RjUL7/8Ep988gm8vLxgaWmJjz76CMOGDQMAbN68GaNGjYK/vz+8vLx0hk7p3r07YmNj0bVrV6SkpKBbt27YsmWLvssjIiIiIpnTe0A1NzfHkiVLsGTJkiJ9rVu3xoULF0qcd/jw4Rg+fLi+SyIiIiKiCqTMLnVKRERERPQ8GFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWyjSgLly4EA8ePAAA/PPPP2jTpg2USiUaNWqEyMhInWm3b9+OevXqQalUolOnTrhx40ZZlkZEREREMlVmAfXSpUuYPn06AECtVqNHjx4YMGAA0tPTsXLlSoSEhCA6OhoAEB0djeHDh+PHH39Eeno6+vXrh+7du0OlUpVVeUREREQkU2USUPPy8vDee+8hPz8fALB161Z4eXlh1KhRMDMzQ9u2bTFjxgwsXLgQALB06VJMnjwZ7du3h5mZGUaMGIHmzZtjw4YNZVEeEREREclYmQTUqVOnonHjxnBxcQEAREVFwdfXV2eavn37Yt++faXqJyIiIqJXh94D6uHDhxEeHo5ly5ZJbXFxcfDw8NCZrkqVKlCpVFCr1UhMTIS7u7tOv6enJ27fvq3v8oiIiIhI5kz1+WAZGRkYMmQIQkNDYWtrK7Xn5ubCwsKiyPRKpRK5ubkoKCiAsbFxsX0lUavVUKvVOs9NRERERBWfXregfvTRR+jTpw86dOig065UKos94Sk1NRUWFhYwNjaGEEKnLyUlpdhQW2j+/PmwtbWVbq6urnpZBiIiIiIyLL0F1B07dmD9+vX4/vvvoVAooFAoEBsbCxcXF1y+fBkxMTE60yclJaFy5cowMzODs7Mz4uLidPpjYmKK7PZ/3JQpU5Ceni7d4uPj9bUoRERERGRAeguovr6+0Gg0UKlU0q1mzZpISEjAvHnzsGfPHp3pw8PD0aVLFwBAmzZtntpfHHNzc9jY2OjciIiIiKjiK5crSQUEBODUqVMICwuDRqPB8ePH8dVXX2HSpEkAgDFjxmDu3Lk4efIkNBoNVq9ejUuXLmHAgAHlUR4RERERyUi5BFSFQoGdO3di1apVsLa2RnBwMFatWoVGjRoBABo3bozvv/8e7733HmxsbLBu3TpERkbC3Ny8PMojIiIiIhnR61n8T7pz5470/4YNG+LIkSMlTuvn5wc/P7+yLIeIiIiIKoBy2YJKRERERFRaDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCt6DahpaWkIDAyEo6MjatWqhS+//BIFBQUAgKNHj6JZs2ZQKpVo3rw5Tp06pTPvqlWr4ObmBktLS/j7+yM5OVmfpRERERFRBaHXgNq3b184Ozvj1q1b+PPPP7F9+3YsXboUycnJ8Pf3x4wZM5CRkYGpU6fC19cXSUlJAIA9e/bgiy++QEREBB48eAAvLy/4+/vrszQiIiIiqiD0FlDPnz+Pe/fuYd68ebCxsUHdunURGhqKn376CatXr0b//v0REBCASpUqwc/PD4GBgVi+fDkAYPHixfjmm2/QpEkTKJVKzJkzBwUFBdi/f7++yiMiIiKiCkJvAVWr1WLChAkwMjKS2lxdXZGcnIyoqCj4+vrqTN+3b1/s27cPQgicPHkSPj4+xfYTERER0avFVF8P5O3tDW9vb522iIgIeHt7IzY2Fh4eHjp9np6euH37NlJSUmBnZweFQlGkf8OGDSU+n1qthlqtlu5nZGToYSmIiIiIyNDK7Cz+pKQkTJw4ETNmzEBubi4sLCx0+pVKJXJzc4vte7y/JPPnz4etra10c3V11fsyEBEREVH5K5OAqlar0adPH4wcORItW7aEUqmESqXSmSYlJQUWFhbF9j3eX5IpU6YgPT1dusXHx+t9OYiIiIio/OltF//jgoOD4erqis8++wwA4ObmhpiYGLi5uUnTxMTEwN3dHQ4ODnj48CE0Gg0qVapUpL8k5ubmMDc3L4vyiYiIiMiA9L4FddasWbh9+zbWrFkjnTDVpk0b7NmzR2e68PBwdOnSBUZGRvD29i5yxn5hPxERERG9WvS6BXX9+vVYu3Ytjh8/rnPSU3BwMF577TW0a9cOXbt2xZ49e7Bx40acO3cOADBhwgSMGzcO27ZtQ61atbBw4UIolUp06NBBn+URERERUQWgt4AaFRWFoKAgaDQa1KhRQ6fv1q1b2Lx5M0aNGgV/f394eXlh+/btqFq1KgCge/fuiI2NRdeuXZGSkoJu3bphy5Yt+iqNiIiIiCoQvQXUtm3b6gz79KSaNWviwoULJfYPHz4cw4cP11c5RERERFRBldkwU0REREREz4MBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIjIgBYuXIgHDx4AAP7880+88cYbsLa2xltvvYWzZ88auDoiw2BAJSIiMpBLly5h+vTpAICLFy8iKCgIixYtwv379zFp0iT4+fnh/v37Bq6SqPwxoBIRERlAXl4e3nvvPeTn5wMANm7ciIkTJ6J9+/ZQKBTw9/dHQEAAfv/9dwNXSlT+TA1dABER0ato6tSpaNy4MdLT0wEAWq222OnS0tLKsywiWWBAJSIiKmeHDx9GeHg4Lly4gKZNmwIAAgIC0KdPH3h7e6N58+aIjIzEqlWrcOjQIQNXS1T+uIufiIioHGVkZGDIkCEIDQ2Fra2t1N6qVSssXLgQwcHBcHV1xYABA9CmTRu0aNHCgNXSi0pLS0NgYCAcHR1Rq1YtfPnllygoKEBYWBhMTU11bsbGxvD19TV0ybLAgEpERFSOPvroI/Tp0wcdOnQo0jdw4EBcu3YNO3fuhKmpKZYvX17+BZJe9e3bF87Ozrh16xb+/PNPbN++HUuXLsX777+P/Px86ZaXl4cGDRpg2rRphi5ZFhhQiYiIysmOHTuwfv16fP/991AoFFAoFIiNjYWLiwt27twJ4NGxqCNGjMCsWbNQt25dA1dML+L8+fO4d+8e5s2bBxsbG9StWxehoaH46aefiky7ZcsWuLm5oXnz5gaoVH54DCoREVE58fX1hUaj0WmrVasWzpw5gypVqgAAvvvuO1SqVAnjx483RImkR1qtFhMmTICRkZHU5urqiuTkZJ3phBCYN28et5g/hgGViIhIJhITEzFv3jwcPHgQJiYmhi6HXpC3tze8vb112iIiIoq07dy5Ew4ODnjrrbfKszxZY0AlIiKSiZycHCxYsABeXl6GLoXKQFJSEiZOnIitW7fqtM+dOxdfffWVgaqSJwZUIiKix9T6dFf5PuH/lsH765OPNThhTnnXAODOlz7l/pyvErVajT59+mDkyJFo2bKl1L53716Ym5sXe9Lcq4wnSRERERGVscLhwz777DOd9nnz5kmXu6X/j1tQiYiIiMrQrFmzcPv2bezfv1/nhKlDhw5BrVbj7bffNmB18sSASkRERFRG1q9fj7Vr1+L48eNQKBQ6fXPmzOG4pyVgQCUiIiIqA1FRUQgKCoJGo0GNGjV0+m7dugUHBwf06tXLQNXJGwMqERERvbLK+qS46uO3FtvefsXfQO33y/+kvP8j95PiZHWSVEZGBgYNGgQrKyvUqFEDCxYsMHRJRERERFTOZLUF9YMPPoBCoUBiYiIePnyIvn37ws7ODsOHDzd0aURERERUTmQTUBMTE3HgwAHExsZCoVDA1tYWYWFheOeddxhQiYiIiF4hstnFf/ToUXTt2lXnDLcGDRrAysoKN27cMGBlRERERFSeZBNQ4+Li4OHhUaTd09MTt2/fNkBFRERERGQIstnFn5ubCwsLiyLtSqUSubm5RdrVajXUarV0Pz09HcCjE60MoUCdY5DnNTRDvd6GxvX9auH6frVwfb9auL4N87xCiKdOJ5uAqlQqkZNT9E2SkpJSbHCdP38+Pv/88yLtrq6uZVIfFc92iaEroPLE9f1q4fp+tXB9v1oMvb4zMzNha2tbYr9sAqqbmxt2795dpD0mJgbu7u5F2qdMmYIJEyZI9wsKCpCamgoHBwedy4i97DIyMuDq6or4+HjY2NgYuhwqY1zfrxau71cL1/er5VVd30IIZGZmFrlwwZNkE1Bbt26Njz/+GPn5+TA1fVTW33//DbVaXeyxqebm5jA3N9dps7OzK49SZcnGxuaVeoO/6ri+Xy1c368Wru9Xy6u4vp+25bSQbE6ScnZ2xltvvYXx48cjKysL8fHxGDZsGK9RS0RERPSKkU1ABYAffvgBqampcHJyQosWLRAQEIDg4GBDl0VERERE5Ug2u/iBR5t8169fb+gyKhRzc3PMnDmzyOEO9HLi+n61cH2/Wri+Xy1c309nJJ51nj8RERERUTmS1S5+IiIiIiIGVCIiIiKSFQZUIiIiIpIVBlQiIiIikhUGVCIiIiKSFQbUCi4rKws2NjbIz8+X2iIjIzFo0CDk5eUZsDIqC9nZ2WjSpInO+j548CCmTp2q00YVR3p6OsaOHVtiv6WlJe7fvy/dz87OLo+yiIgMisNMVXBarRbm5ubIzs7GV199henTpyMqKgodOnRAeno6rKysDF0i6VF+fj4UCgVyc3OxYcMGBAYG4uDBg+jcuTPXdwWVkZGBRo0aIT4+Hj/++CNycnJgZGQEpVKJYcOGoUqVKoiLi4OFhQWSk5Px+uuv49ixY6hZs6ahSyc9y8/PxwcffIBvv/0W1tbWiI6OhrGxMRo1amTo0kiPIiMjYWFhAWPjotsIjYyM4OTkhLp16xqgMnlhQK0gsrKy4OnpKQ3oK4SAg4MDzpw5A2tra+kKXCkpKbh48SJef/11ZGRkwNLS0sCV0/PIzs7G22+/rbO+bW1tsX37dlhZWUnrOzU1FRcuXMAbb7zB9V1BqdVqeHl54caNG6hfvz7atm0LADhw4ABu3ryJmjVrIjY2FgCwbNky/Pzzzzh37pwhS6YXoFarsWLFCiiVSpiYmCAnJwf+/v7o3Lkzzp07Bzs7Ozx8+BBWVlYYOHAgjh07hhs3bqBSpUqGLp1eUFxcHNzc3FC9enU0b94cQggcOnQI7du3x9mzZ+Hl5QUzMzNERUUhOjoabm5uhi7ZoLiLv4JQKpVQKBRYu3YtjIyMsG7dOuTk5AB4dDWKSpUqwdT00YXBzMzMpHaqmMzNzREfH4/g4GDcvHkTISEhuH79OgBAoVDAzMxMWt8KhQLA/1/vVLGYmprqfHZ//PFH/PjjjzAxMZHaevfujeTkZGzZsgUff/yxIculFySEwIQJE7B+/Xr88ssvmDBhAtRqNW7fvg2FQgFzc3OYm5tj586d2LJlC3766SeG05fEm2++iXXr1sHCwgK///47du7cCRcXF+zcuRMtW7bEmjVrEBERgaFDh0p/319lsrrUKZXMxMQElpaWaN26tfRv4e6BJ4NpXl4eFAqF1E4Vj6mpKezs7DBo0CAsWLAAgwYNwvz586U+ANIfLY1Gg0qVKvGPWAVlYmKC5ORkjBw5EklJSRg5ciQA6Hy+O3XqhLZt2yItLQ19+vQxZLn0gszNzWFiYoLDhw8DACwsLHQ2MhgbGyM0NBTTpk3Dhg0b0KVLFwNXTPqiVCqxY8cOxMbGYvbs2QCABw8eYPbs2bh27RoWLVoEGxsbWFhYoH79+gau1vCYYCqwwj9gubm5CAoKQlpaGoKCgnD//n1Ur17dwNWRvhWub7VajdmzZyMrKwuzZ89GYmIinJycDFwdvQilUonWrVsjMjISrVu3hhACBw4cAPDomLRx48YhMzMTkZGR3DNSwRkZGcHIyEinzcTEBMbGxpg2bRo0Gg2OHj2KU6dOoVatWoYpkvTqzJkz2LlzJ8zNzbF582bUrFlT2kNiZGQEExMT6V9jY2Oo1WoDVywP3MVfgRUePmxsbAxnZ2eMHz8ezs7OyMvLg7e3t4GrI30rXN8FBQW4ceMGevfujRs3buDChQto2rSpgaujF2Fra4tBgwbB3t4egwYNwuDBgwEA48aNQ0ZGBgDg33//xaVLl3D+/HlDlkp68OSpHwUFBRBC4NatW9BqtdixYwfWrVtXZDqqmDQaDf744w/ExsYiISEBRkZGCAoKwpAhQ2Bra4uhQ4eiZs2aGD16NKZNm4ZvvvnG0CXLAregVmCFX15mZmaYM2eO1Na6dWtMmDDBkKVRGShc30qlEmvXrpXae/ToIQUaqpju3LmDFi1a4MaNG2jRooXUXrVqVaSlpWH37t04dOgQhg0bhvDwcLz22msGrJZeREFBQZEtqPn5+dBqtfj111/x+++/4+DBg3j//fdx48YN/PLLLwaqlPTlzTffxPHjx7F48WJ0794dpqamaNWqlbRX7M0330Rqaio8PT3RuXNnzJ49m59xcAtqhaHVapGVlYU//vhD+rdw3EutVotjx45h7969GDVqFGrXro1u3boZuGJ6EVqtFnl5ebh+/br0b+H6zs/PR3R0NP755x98+eWXUKlUePfddw1cMb0IJycnrF27Fm5ubli3bh3CwsIghMBnn32GGjVqYNq0aVAoFPD19cXRo0cNXS69AJVKhfz8fJ3duZmZmdBoNMjLy4NGo0H9+vVx8OBBHDhwAKtWrTJ0yaQH9+/fx9WrV7F8+XLcvHkTsbGxiImJQUxMDGJjY5GZmYl//vkHLVq0QKdOnXD69GlDl2xw3IJaQeTm5kKlUmH48OEAgOHDh6Ny5coAHn3hFZ5codVqsWfPHkOWSnqgUqlw/fp1NGjQAEII1K9fHy4uLgAeHYN6/vx5DB8+HFZWVjhx4oSBq6UXUVBQAFNTU3h6ekrHohkZGaGgoADAox8kUVFR+PPPP1GjRg1cvHjRwBXTizA3N0d0dLS0rrVaLVxcXPD9998jLy8P+fn5yM7OhlKpxLJlyzB06FAMGjSIQ8hVcMbGxvj999/xww8/AABatmyJ5ORknbFQ1Wo1unfvjvDwcB5/DI6DWuFptVooFApoNBpotVqEhobi008/xaBBg/DVV1/xhIoKrPDs/EJ5eXkwNTWFQqFAXl4eUlJSsHjxYqxYsQLTpk3D+PHjDVgtPS+VSoUGDRogJiYG7dq1Q3JyMjQaDapVq4bjx4/DxcUFd+7cgampKR48eICqVasiJSUF9vb2hi6dXsBvv/0Gf3//IsPDJScn48iRIxg7dix2796Ny5cv43//+5+BqiR9ycrKgpubG9asWYOOHTvi7bffRvv27TFmzBgAjw7hatGiBa5cuQI7OzvDFisTDKgVXOGlTgvDCwDcunULwcHB2LVrF391v2RycnJgZWUFjUYjnQV6/PhxBAUF4ciRI3BwcDBwhfRfpaamok6dOkhLSyu239bWFvHx8bCxsUFmZibCwsLwwQcfcFixCiouLg59+vTBhQsXEB4ejpycHMyfP18azxh4FFauX78OU1NTbNq0CZ07dzZgxaQPGRkZqFGjBtq0aYOLFy8iMzMTTZo00TmhOTQ0FEOHDgUAfPfdd4YqVTa4i7+Cs7KyQmZmps6Yp3Xq1MGBAweKHIhPFYtWq0ViYiJcXV2ldalQKKTLHxZ68803cfbsWVhYWBiqVHoBlStXLjGcAsDGjRuhVCoBANbW1hg1alR5lUZlwMnJCd7e3ti4cSPq1KmDDRs2ICcnBxMnTtSZTqvV4uTJk9KhHlSxZWdnw9zcHHv27IFWq8X+/fuxdOlSLF26FD4+PvDz88OSJUuQlZWFlJQUQ5crC9yCSiRT8fHxqFWrFpKSkuDo6KjTFxISgsaNG2Ps2LEGqo6I9GHv3r2IiIjA999/b+hSqAypVCqcO3cOb731lk77gQMHsG7dOnz//ffcyPAEBlQimUpNTUWVKlWQmZmpc6jGiBEjEBoaihUrViAoKMiAFZI+3b9/H2+88QYuXrxY4vGlhZe//eOPP8q5OiKi8sVhpohkytzcHEZGRjonUXz00UcIDw/HX3/9xXD6EsnMzIRSqURCQgKUSiXi4+Px4MED3L9/H3Fxcbh//z6++OILmJiY4MyZM4Yul/QgNzcXW7duBQC4ubkhPj7ewBWRod27dw+vv/46rl27ZuhSZIEBlUimCk+CKTy+eOvWrQgNDUVkZCTatm1ryNJIj3755Rd8/PHHUCgUMDIygkKhQL169VCtWjU4OTmhdu3a2LFjB+bPnw8bGxudk2mo4tJoNBg9ejSARxdbqVKlCo4ePYpu3bqhR48e6NGjB7p27YqePXsauFLShwsXLsDGxgb//vsvACA9PR2TJ0/GgwcPpGmUSiUuXLjA80f+DwMqkUyZmJhACIH169cDAHx9ffHXX3/pXGmIKr7r169LY6EWnvxWq1YtaLVatGjRAqtXr4alpSUcHBxgbm6uc0IkVTxarRaNGjVC7969kZaWhk6dOuHu3bswNzeHUqlEWloa6tevj06dOuH8+fP47LPPDF0y6YGFhQWysrKkw7XMzMzwzTffICcnR5qm8Mfnk0OPvar4TUckc2PHjsWiRYvg5eUFAFi2bJlOf35+Ph4+fIjIyEhDlEcvqEmTJti1axeA//+H6fHxiwsP87C2toapqSkDagWn0Wgwbdo0WFpaYuTIkfjkk08QHBwMY2NjKJVKODg4oH79+qhTpw7MzMyKnFRDFVPhHpLCETmUSiWEEDqf58L/Fw4h+KrjFlQiGTMyMsK1a9fQokULrF+/HidOnIBGo9G55eXlIS8vz9Cl0nNyd3dHTEwMDh8+DAA4fPgwcnJycPjwYWRkZODq1au4ceMGVCoVoqKidIYYo4pHoVCgU6dO8PHxgYWFBbp16yadvc1duy+vwkO2Hh+/uPCqcY/fB8DP+P/hT3EimSocYKNKlSpYuXIl2rRpg1GjRiEkJIQDd79EqlWrhvPnz2PixInIy8vDxIkTkZiYiIkTJyIuLg4bN26Eqakp7t69i4kTJ/KPVwWn0WhQvXp1mJqaQqvVolKlSigoKIBGo4FKpUJubi5SUlJgZWUFrVaL+Ph4uLq6GrpsekHGxsYQQuh8dwsh0Ldv3yJ7TOgRBlQimcrPzwfw6Jg1ExMTDB48GDY2NvD398eff/6Jli1bGrhC0ofKlSvDzc0Np0+fhpWVFU6fPo1mzZrh9OnTePPNN/Hhhx/C3t4eU6dOxenTp1GnTh1Dl0wvwNjYGPHx8dIxxrdu3ULdunWlAdoTExMRFhYGALC3t0fr1q0RFxdn4KpJXx7/3n7yO1wIgUOHDjGk/h8GVCKZ0mg0AB4F1cJjknr37o3Ro0fj3Xfffep4mVRxKJVKPHz4EMCjHyOP/1uooKAAOTk5EELwykIVnImJCZydnZGbm4tVq1bB0tISISEhUmD9+uuv0b17dxw9ehSdOnUydLmkJ0IIGBkZYf78+U+d7quvvgKHp3+E+4qIZEqlUgEA1Gq1TvucOXOgVCoRGBhoiLJIz0xMTJCbmwshhPSjJDU1FTNmzEBCQgK2bt2K3NxcpKWlQa1WS1vWqWITQmDo0KFITExEdnY2qlSpAq1Wi3HjxsHc3BxffPEFNm/ebOgySU8e3yMGAMePH0dcXFyRm5GREQPq/+EWVCKZysvLQ8OGDaXQUsjExAQzZszA7t27UVBQwGMSKziNRoOCggKoVCoIIaDVajFkyBAYGRkhKCgIKpVKOmYxKyuryA8WqlgKCgrQqVMnTJ48WWo7cuQIwsLCoNVqoVKpEBYWhjfeeAPBwcFo2LAhGjVqZMCKSR8KP7dqtRpqtRqtW7fWCaOF/zcyMiqyB+VVxYBKJFPOzs6Ijo4utm/gwIHo168fw+lLQAiB8PBwZGdnQwiB7OxszJs3r8h0ycnJiI2NRXZ2tgGqJH3JysrCa6+9hn79+sHExATZ2dmIj4/Htm3bIIRAVlYWtm3bBgCoXr06fvjhB3z33XcGrppeVFZWlrR+K1eujJs3b+qcHAU8+rFap04d7iX5P0aC25KJiAxKq9Xi2rVrOHLkCAIDA4v84SqUnZ2No0eP4u233y7nCknfEhISEBwcjPT0dAwfPhxDhw7F3bt30bx5cyQkJAB4tBeFg7a/HLKzs/H333/j9ddf1xlq6nEpKSlwdHTEpUuXpHGvX2UMqEREBhYfH49atWohKSkJjo6OOn0hISFo3Lgxxo4da6DqqCx9++23CA4OhpWVFVQqFa5du4amTZsauiwyAI1Gg+vXr8PDw6PEH6mvEu4fJCIyMEtLSwghpAHbC40YMQJr166FtbW1gSqjsjZ27FhYWVkBeDSIP8Ppq6tSpUpo1KgRw+n/YUAlIjIwc3Nz6ZKmhT766COEh4fjr7/+QlBQkAGro7Kg1Wpx+/ZtAEBGRgZsbGyQlJSkM01CQgLi4+MNUR6VgcqVKxdp69u3r3QVOdLFgEpEZGCFx6QVXot769atCA0NRWRkJNq2bWvI0qiMZGRkoG7dusjPz4eFhQWysrJ0tpT/9NNP8PLywqxZswxXJOmVnZ0dhBDShRdyc3MRGRlZZKQWeoTHoBIRGVjhJS/DwsIwePBgaLVanDlzhlcLe4lpNBpYWVlJww+ZmppCpVIhKysLQUFBiIyMhIeHB86ePctdvi+BzMxM1K1bF2ZmZmjUqBF2796N0NBQfPHFFzh16hSGDBkCExMTCCFgZ2eH0NBQQ5dscBxmiohIJsaOHYtFixZJZ/AuW7ZMpz8/Px8PHz5EZGSkIcojPcnJyYGFhYXOIR3GxsYwNTVFfHw88vPzcfz4cfTs2ZPh9CWQnJyM1q1bAwD27NmDhg0bIi0tDTNmzMCoUaNgZGSEI0eOYNGiRZgyZQqWL19u4Irlgbv4iYhkwMjICNeuXUOLFi2wfv16nDhxAhqNRueWl5eHvLw8Q5dKL0AIgdq1a6NFixZQqVRo0aIFWrRoAa1WiwMHDkChUOD333/Ha6+9hpSUFOTm5hq6ZHpBlpaWmDhxIszMzLBx40ZkZmaib9++GDJkCDZt2oSUlBRYWloiMDAQtra28PPzM3TJssAtqEREBlZ4pFWVKlWwcuVKtGnTBqNGjUJISAg6d+5s4OpInzQaDT799FNYW1tj1KhRGDVqFIQQCA4OxpIlS3Ds2DGsWbMGPj4+cHJyws2bN9G4cWNDl00vwMrKCh9++CEaN26MZcuWoXbt2pg6dSrGjx+PiIgIbiUvAQMqEZGBPX6dbhMTEwwePBg2Njbw9/fHn3/+yWNRXyJmZmYYP3488vPzMWrUKAQGBkoBddOmTQgPD8eYMWOwZ88eVK5cGdeuXWNAfUkMHToUERERuHbtGk6cOCFd2tTIyMjQpckSd/ETERlY4Vm8j1/isHfv3hg9ejTeffddpKWlGao0KiPp6enQaDRQq9XS+tdoNBg0aBCuXLkCU1NTXLhwASdOnDBwpaQvCoUCSUlJWLhwITIyMjBlyhQA4GE7JWBAJSIyMJVKBQDSGd2F5syZA6VSicDAQEOURWVIqVQiNjYW5ubmyM3NRY0aNZCTkwPgUZBZvHgx1q9fjw8//NDAlZI+/PHHHwCADz/8EFevXsXmzZsRHh6O5s2bw9LSErm5ufj999+RlZWFnTt3GrhaeeAwU0REBpaYmIju3bvj4MGDcHBw0Olbv349du/ejbCwMBgbc5vCy+L9999HSkoKdu3ahaioKHh6esLS0hJLlizBu+++i3r16hm6RNKTnJwcVKtWDSqVCvfv34ednR0AYNeuXRgxYgSOHTuGAQMGoFKlStBqtcjJycGZM2cMW7QMMKASEcmYEAL5+fnSYP5U8e3YsQPDhg3DyZMnUbt2bTRt2hQhISFo2bIlZsyYgYMHD8Ld3R09e/ZE586d0a1bN0OXTC/o7t27mDhxIk6cOIEdO3ZIxxV37doV3t7emD9/voErlB8GVCIionKUn5+Pq1evwsvLC5cuXUKvXr1w+/ZtmJiYAABSUlKwevVqLF26FEFBQZg5c6aBKyZ9WbFiBdauXYtjx44BeDQu6vvvv4+7d+9K658eYUAlIiIyoJs3b8LDw6NIu0ajgYmJCQ/teMmkpqaicuXK0v2zZ8/ijTfeMGBF8sSASkREVE60Wi2WLFlSqkM2jI2N0aRJE7Rr164cKqOylJWVhQMHDsDa2vqpPzgKL8rRvXv3cqxOnhhQiYiIypGpqSlatGjxzAHak5KSkJiYiLS0NO7+reCSkpJQo0aNIidBPik1NRX16tXDP//8U06VyRcDKhERUTmysLDAzZs3UaNGjadOd+3aNTRo0ABXr17lWf0VXHp6Ouzt7ZGVlQULC4tip1GpVLCwsEBBQUE5VydPvJIUERFROXp8a6harcaKFSukKwoVbjMaNWoUKleujOPHjzOcvgRMTU2lK0ZlZWXh119/lbagq1QqvP/++7yq1BO4BZWIiKgcWVpa4saNG6hRowbUajWUSiUGDx4MExMTCCGwdu1aqNVqmJpyG9LLonDraFZWFrRaLezs7DB8+HAIIbB69Wqkp6fDyMgIFhYW0Gq1hi5XFhhQiYiIypGZmRmio6Ph6ekJIQRMTEykXb/5+fkwMzPjbt6XTOEPkaysLCgUCpibm0uXuLW2tkZmZibUajUD6mM4dgUREVE5yc/PR7Vq1ZCbmwsA0m7dwl273M378jM2NtZZx48f2kH/H/cfEBERlRNTU1PEx8dLW0jz8vIghMDkyZNRqVIlqT0/P5+7+F8ijwdQlUoFrVaLgQMHQggBtVqN3NxcjtTwBL77iYiIyklWVhY+//xz7Nu3D6dPn4ZWq8X06dNhbm4OY2NjFBQUYNq0adzF/5LRarXSVlMhBJYuXSqdzd+xY0dejKEYPAaViIionAwfPhyHDh3CpEmTMGjQICgUCkOXROUgPT0dlStXxpUrV6BUKoudRq1Wo379+rhz5w5cXV3LuUL5YUAlIiIqJ2lpabC2toapqSlOnTqFd955B5aWlk+dJy4urpyqo7Ly77//wsXFpVTHmxoZGfFEKXAXPxERUbmxt7eX/l+rVi2EhYWVeKypWq1GWlpaeZVGZahq1ap48OABrKysnnqsaV5eHlJTU8uxMvniFlQiIiIikhUelUtEREREssKASkRERESywoBKRERERLLCgEpERPQK2rBhA27cuFEmj52amoovvvjipbpCUkZGBhYvXqyXx9JqtZgzZw6ysrL08ngvIwbUCurs2bNwdHTEv//+W+p5atWqhQcPHpRhVcCsWbPw9ddf6+WxIiMj0b59ewBA8+bN8f333xukjpLcuXMHXl5eL/QYR44cQcuWLWFjY4NWrVrhxIkTpZ73zz//hLGxMUxNTaVbcnJysdMWnin8+M3Y2Bi+vr4Ayvb10udjd+jQAWfOnCm2b/ny5QgMDNTLY+lTebwX//33Xzg6OuLs2bOlnqc0y79v3z40a9YMVlZWaNOmDc6fP6/Tv3r1apiampb4OZg6dSpMTEyk91xpPy9r1qzB6NGjS7cgL+B5PsOl/R6dPHkyrK2t8fnnn+PgwYPo2bPn85b5n+spHPj9ae+7xMREjB8/HpUqVfrPz3Pr1i3UrFkTzs7OJZ5xvn37dpw5c0aWl209evQomjVrBqVSiebNm+PUqVOlmm/GjBlFAv2ff/6JN954A9bW1njrrbeKfAaXL18Od3d32NnZ4d1335W+o01MTBAVFYXdu3frZ6FeQgyoFZS1tTXq1atX4oC/L4PNmzfj3XffBQDUrVsXVatWNXBF+nXjxg3069cP8+bNQ3JyMiZPngw/Pz8kJCSUav7Lly9j5syZyM/Pl27VqlUrdtr3339fZ7q8vDw0aNAA06ZN0+ciGdTj75dXjUKhQL169WBtba23x4yNjcWAAQOwcOFCpKamYvz48ejVqxeys7OlaYKCgnDz5s0SH+Py5cvYv3+/9L77+++/9Vaf3K1atQp37twpl6D9pAMHDmDGjBlPnWb8+PEYP348atWq9Z8ff8eOHQgICMCVK1dKfM/t2rUL/fr1+8+PXdaSk5Ph7++PGTNmICMjA1OnToWvry+SkpKeOl90dDTCw8PxxRdfSG0XL15EUFAQFi1ahPv372PSpEnw8/PD/fv3AQDh4eEICwvDH3/8geTkZLzzzjsYMGCANH/fvn0RERFRNgv6EmBAraDq1auHo0eP6oyp9zLRaDTYuXMn+vTpA+DRrqj+/fsbuCr9Wrp0KSZMmIAuXbpAqVQiICAAgYGB2LRpU6nmv3z5MurXr/9cz71lyxa4ubmhefPmzzW/3CQnJ+PSpUt4++23DV2KQVSuXBlHjx5FvXr19PaY6enpWLNmDbp27QozMzP06dMHVapUwT///FPqx3iR92hFl5+fDwcHBzg4OBi6lCL27duHK1euYOLEic81f0ZGBpydnWFra1viFtjjx4+jQ4cOL1Bl2Vi9ejX69++PgIAAVKpUCX5+fggMDMTy5cufOt+oUaPw1Vdfwc7OTmrbuHEjJk6ciPbt20OhUMDf3x8BAQH4/fffAQAHDx7EsGHD4OHhAXNzcwQFBeHGjRt4+PAhAKB9+/Y4fvx4WS1qhceAWkE9ePBA+uVbuJvqypUr6NChAywsLODt7Y1z584BePRHwtTUFLGxsXBycsLYsWOlx1m3bh0aNmwIc3Nz1KlTB9988410zNDBgwfh4+ODwYMHw8nJCdnZ2ejQoQOOHj2K8ePHw8HBAdWqVcOiRYuKrXHIkCFYt24dPvzwQ9jY2MDd3R27du1CXl4ePvroI9jb26NOnTrF7uL466+/0LBhQ1SvXh0A0LNnTxw8eBAAnllDq1atMHv2bHzyySc6XyY3btxAr169YGVlBXt7ewwaNAh3796V+mvVqoWffvoJtra22LRpk7Sbcfv27WjYsCGsrKzg5+eHlJSUIvUW7sLbvHkz6tSpAxsbG4wZMwYFBQXYtm0b6tevDzs7O4wdO1a6Qkjt2rWlXeyFXF1dS9xN/6QrV67A09OzVNM+TgiBefPmYfr06UX6Vq9ejfr160OhUKBp06bYtm1bqR5z7969aN26NSwsLFClShUMHDgQd+7c0Zlm1apVcHd3h42NDYKCgqBSqXT6v//+e3h4eEi73fbt24e+ffvi4MGDyM7OhqmpKQ4dOoRWrVoVed22bt0KHx8fmJmZ6Sznt99+iwYNGkChUKBmzZr49NNPdbYAqtXqp76XMzMzMXLkSDg6OsLCwgIdO3bEyZMniyz/qVOn0K1bN1hbW8PW1ha9evXCxYsXi0yXn5+PgQMHolevXlCpVNJ7bNu2bWjSpAkUCgXq16+P0NDQIvNu3boVTZs2hbm5OWrXro2FCxfqHN9nZWWl8//ExET07t0bVlZWaNCgAf78808AeOZrWahJkybo0aOH9DosX74c6enpaNiwYbHTP0mlUiEtLa3Erfol6d+/P4KDg7F8+XKYmppKn7eUlBQEBwfDwcEBlpaW8PHxwdWrV6X5hgwZgi+//BLu7u4YNWqU1H737l0MHTpUWoctW7bEli1bdJ6zpO/Okjx8+BAffPABHBwcYG1tjb59++pc7cnOzk56nWfPnl1k/tzcXEycOBFOTk5QKpVo165dkcN78vPzMXPmTLi6usLCwgIdOnTAhQsX4O3tjTt37jz1e/1pNBoNPvroI6xYsaLUu/cft2jRIun7taQLDNy7dw/GxsZwcnLSaX/aZ/xx69evx2uvvQaFQoHq1atjxIgRRQ5jeNo0Z8+eRZUqVZCYmFiktqioqCLv+b59+2Lfvn0lLvPatWthbm6OgQMH6rSXdLWnwosr+Pj44LvvvsPly5eRm5uLRYsWISMjQ9rz6enpiaSkJOTk5JT43K80QRXS/fv3Rc2aNYUQQsTExAgnJyfh7e0tTpw4IXJycsSPP/4oXFxcRF5enjRPzZo1xf3796X7P/zwg2jdurW4ePGiyMvLE9HR0aJbt27i448/FkIIceDAAaFUKsXcuXOFSqUSQgjRvn170axZM/H111+LnJwccenSJeHu7i4iIyOFEELMnDlTLFy4UAghRGBgoKhdu7b47rvvRG5urvjrr79E5cqVxZAhQ8TSpUtFbm6uOHTokHB0dBRZWVk6yzd06FDx7bffSvd9fHzEgQMHSlXDk3UIIUR8fLyoXbu22Lhxo8jOzhYPHjwQX375pahXr55IT0+XXp82bdqIBw8eCK1WK0JDQ0WjRo1E165dRXx8vEhNTRXDhg0T/fr1k173Ro0aSa+Vi4uL6Nmzp0hISBBJSUnizTffFMOHDxc9e/YUiYmJ4t69e6Jdu3ZizZo1Ja7Xbt26iU2bNj1r9QshhLC1tRW1a9cWlStXFn369BHJycmlmm/Hjh2iU6dOOm0zZ84Unp6eol+/fuL69esiOztb7Nq1S7i4uIhff/31qY+3ceNGUbNmTbF9+3aRmZkpUlNTxdKlS4Wrq6tITU0VM2fOFI0bNxYDBgwQ9+7dE0lJSaJ3795i8uTJ0mNMmzZNNGvWTHr/Hjt2THh7e4s6depI612IR+v+9OnTRWro2LGj2LFjh07bhx9+KNq2bStOnTol1Gq1iI2NFaNGjRJdunSRHqtZs2ZiwYIFIicnR0RHRwsPDw/pfZSfny/atm0rZsyYIe7fvy+ys7PFli1bhIuLizhz5oz0PIcPHxbVq1cXa9asEampqSIrK0usX79eODs7ixs3bkjvRZVKJXr16iUGDhwoNBqNEEKI0NBQ4enpKdq1ayfOnz8vcnJyxOHDh0WDBg103r9hYWGiZs2aYu/evSI7O1ucO3dOtGrVSowdO1aaxtLSUvq/ubm5aNWqlYiMjBQqlUrs2LFD2Nvb63z+S3otn/Tw4UMBQAAQq1atKtL/+OfgcefPnxcKhUK4uLgIZ2dnMXnyZJ3vo6cJDQ0Vo0aNku5nZ2eLxo0bi9GjR4uEhASRkpIiFi9eLJycnMStW7eEEI++b6pVqyYuX74sPc+9e/eEu7u7mDp1qoiPjxd5eXni8OHDokmTJmLdunXSd+cbb7whjh07JnJycsTPP/8sXF1dS6y1Zs2a4rXXXhMrVqwQqamp4u7du2L69OlFvl8fXx8HDhwQPj4+QgghtFqt6Nq1q+jbt6+4efOmyMjIEGFhYaJq1ari+PHj0jyDBw8WnTp1EtHR0SI7O1vs2bNHNGnSRFSvXl3ExMTo1PP48xZ68juw0MKFC4W5ubmoVq2a8PDwEHv37i3NKtF5npIeu9CJEydEhw4ddNpK+xlfsGCB8PLyEvv37xc5OTkiKSlJfP7556JRo0bS5+ZZ01y7dk289dZbIjU1tUhtjRo10nn9hBAiIyNDODk5FbssmZmZwsnJSVSvXl3Y2NiI999/X+Tk5AghhDh+/LioUaOGiIqKEiqVSmzdulUoFApx8uRJaf4PP/xQ+vwoFIoi36evvfaauHz5comv5auMAbWCejKgAhAnTpzQmaZ58+bi1KlT0v3Hv2BUKpVwcXEp8sWmVquFi4uLuHfvnjhw4ICws7PT+aJu3769GDFihM48y5YtEyNHjhRCFA2o/fv315n27bffFv/73/902nr06CEOHz4s3ddoNKJKlSoiISFBansyoD6thifrEEKIkSNHiuXLl4snjR8/XixatEh6fR4Ph6GhocLBwUEnPKenpws7OztRUFBQJKAqFAqRlpYmTbthwwahVCp1viQ3bdokgoKCitRR+HxNmzaVvoSfJjc3V2zdulWkpaWJhw8fiunTp4vWrVs/cz4hHr0vHv+DIMSj18vb21totVqd9pMnTwpnZ+ci7YXy8vKEs7OziI6OLtJ39+5d6bEbNmwoCgoKpL6rV6+Khg0bCiGESExMFI6OjiIpKUln/vj4eGFtbf3MgHrv3j1hb28v/YgSQogLFy4IDw8PkZ2dXWJdxb2PVq5cKb2PNm3aJP0YedyOHTtE7969pfvNmjUr9o/848s/c+ZM0alTJzFixAid1zI0NFQ4OzuLjIwMnXnv3LkjHB0dRWpqqlCr1aJatWriwoULOtOkpaWJGjVqiKtXrwohdAMRALFx40ad6d99912d93dpA6oQj0JqeHi4qFGjhjh06JBOX0kB9fr16+LIkSMiJydHxMXFCR8fH/HZZ5+V6vmeDKjffPON6Nu3b5HpFixYIAYMGCCEePR98/h3gBBCjBs3TkyZMqXIfGlpaSI3N7fE785WrVrpfHc+rmbNmjo/nguNGjVKfPLJJ9L9kgLqli1bRMuWLYt8pn777Tfx5ptvCiGEOHXqlHB3d5eCUKFz584JY2Pj5w6oWVlZwsHBQfz0008iKytLbNu2TVSpUkX8+++/xS7rk8td2oC6Y8cOab0IUfrPeHJysqhevbr02XlcYVtppnkad3f3Ij/mNRqNsLW1LXb6efPmiVatWonbt2+LpKQk0bNnTzFhwgSpf/369aJevXrC0dFRmJubSz+AhXj0d+mNN94Qly5dEpmZmeLnn38WS5Ys0Xn8nj17in379j2z7lcRd/G/JGrUqIGWLVvqtHl4eJR44Hd0dDQSExPh4uIChUIh3WxsbJCcnCztnmzYsGGR3UABAQGlfp4nj0FydHRE27ZtddocHBx0dpvv27cPnp6ecHZ2LnF5/0sNAHDo0CGMGzdOZ1kVCgWWLVumc2Zys2bNdObr1q0bLC0tpfs2NjZQKpXFDg3StGlTnUMKHB0d4eXlpXOc8JPLWuj06dP45JNP8Ouvv5a42+xxhcc72dnZwdbWFrNnz0ZOTg6io6OfOt/evXthbm5e7LFhvr6+MDbW/Upo0aIFrKysShyKJjo6GjVq1Cj2TOjHd+/5+fnpnM3r7u4ura9jx46hffv2RXYFu7i4oHXr1k9dHuDRru8ePXrA3Nxcatu3bx/8/f1hYWHx1LqefB89XtehQ4ewdevWIu+Zfv364cKFCwAeDaWTmJhY7LGvjz/P/Pnz4eXlhRUrVhR5jXv06FHkRJOaNWvi9ddfx6lTpxAdHQ1nZ2c0bdpUZxo7Ozv07NkThw4dKvLcRkZG8Pf312l71mfkaWxtbdGnTx8sXLiw1MPs1K1bF61bt4ZSqYSrqyvWrl2LH3/88bme/8CBA3j//feLtL/33ns6u4ef/Pzu27cPgwcPLjKfnZ0dFAoFgOK/Ox9/HxTnyfcNAAwePLjYdfGkAwcOYNCgQUXeB3369MGlS5egUqlw6NAhBAQEFDkJ9rXXXnuh44z/+OMPdOrUCcHBwbC0tJSOv1y7du1zP2ZxsrOzdQ45Ke1n/MiRI2jTpk2RQwOA//95Ks00T6NUKoscXpSSklLsdwUA/Pbbb/j5559Ru3ZtVKtWDWvWrEFoaKh0eM3AgQNx7do17Ny5E6amptKxrFqtFrNmzcKWLVvQuHFjWFlZISgoCNeuXdM5McrKyoq7+EvAgPqSsLW1LdJmZmYGtVpd4jwtWrSASqUqcsvLy0OXLl0APApkz3qupz3PkydxmZqaonLlyjptxsbGyM/Pl+6X5mzs/1JDoYsXLxZZVrVajbCwMGmaJ5f3v7yuz7OsABAXFwd/f3/8/PPPaNCgwVOX4Wnc3d2RkJAgHRtWeLt8+bI0TUnHngIoUteT+vfvr/O42dnZ0Gq1z5wPKPo6VqpUSXoNjYyMXmisxOLeL/qoC3h0zFxxn5HY2FjpeUo6Du1xnp6eOHjwoHR27+OetewFBQUl/mgxMTFBQUFBkXaFQqFzPC7w9M9I4fGehbfIyEhcvHixyB/Opk2b6hy3/V/Y29tDCIHc3Nz/PG9Jr8GTy//k57c074PiPuNPvg+eVJr3VklKWhYjIyPps/Cin4mS3Lx5s8iPySZNmkjvZ33Jz8+HiYmJdL+0y1Oa9VXaz3ZJ3NzcEBMTo9MWExMDd3f3Yqe/c+eOzveyg4MD7OzsdI6J1Wq1GDFiBGbNmoW6desCeHSeiKWlJWrWrKnzeC1btsTevXul+yYmJi+0PC8zBtSXxJO/xp/Fy8sLsbGxOgf2A0BWVhY+/PBD6Uv/8S+Z53mu4uZ/2hbC/Px87NixQzp7vyT/dXnbtGmDnTt3Fmn/6quvdE5mebLeslxW4NHJJz179sSkSZNKPU5iXl4eunbtqvOHXq1W4/Tp06hXrx4WLFigM6RUo0aNADzaIqhWq0s80z08PBwajUan7cSJE8jOzkbdunXx22+/6TyupaUlGjdujPj4+GLH33w8yDztdWzdujUOHz5cZItVYmIijh49+tTX4v79+zh37hy6deum096uXTts2bIFmZmZz11XSe+ZyMhIrFu3DsCjreRVq1bFjh07ikz3+PK8//77CAkJQceOHYss5+7du5GRkaHTFhsbi7Nnz6JFixZSgHhyOKesrCzs2rUL7dq1K/Lc//XzMXLkSJ1126NHDyxduhTr16/Xme706dOlOknq7NmzGDFihE7b1atXoVAonmtovPbt2yM8PLxI+8aNG6WxkoGin8F27doVe8LZw4cPpa1o//W1Ah6NKvKksLCwUp21XtKyREREoGHDhlAqlejQoQO2bdtW5AfC+fPncf369f9cbyEXF5ciQ31FR0ejdu3az/2YxVEoFDq1l/Yz/tZbb+HQoUOIj48v8piFn9vSTPM0bdq0wZ49e3TawsPDpY0yT3JyctIZuSItLQ0ZGRmoUqWK1Pbdd9+hUqVKGD9+vNRWtWpVZGVlIT09Xefxzp07p7OlNycn56UeLvJFMKC+QoyNjaUAolAoMGPGDPj5+eH06dPIy8vDxYsX0aNHD1SpUuW5vrT1Yf/+/ahbty5cXFxe6HEeX1bg0YDhS5cuxU8//YSMjAw8ePAAM2fORGhoKDw8PF607Oei1WrRr18/tGvXrtRn4AKPtoTZ2dlh1KhRSEtLw7///ovAwEA0b94cderUKXG+OXPmPHXcUzMzMwQEBODatWvIyclBREQE+vbti0WLFpX4flAoFJg/fz58fX2xbds2ZGZmIi0tDd9++y3eeustaTiVp3FycsLIkSPxzjvv4OTJk1CpVDh+/DgCAgKK7LJ7cr1u27YN3bt3l3bXFmrZsiXatm2Lt99+G6dOnUJeXh5iY2MxfPhwBAUFPbMm4NGZvQ8fPsT48eNx9+5d5OTk4Ndff0VISAiaNGkiTbd48WIEBwcjNDQUqampyM7ORlhYGJo3b45bt25J040ZMwZjx45Fx44ddc4utrW1ha+vLy5cuACVSoWoqCi88847mDRpEuzt7WFubo65c+eiV69eOHz4MFQqFS5duoSePXuiR48epT6r/klPvpZPGj16NObOnYtjx45BrVZj3759mDFjBj755JNnPnbDhg2xZ88eLF++HCqVChcvXkT//v1LNW9xtY0cORLHjx/HtGnTkJycjLS0NKxYsQLz58/HnDlzSnycadOm4bfffsOnn36K+Ph4aDQaHDx4EG3atCn2R0VxoqKi0LVrV50t5Tt37sSSJUuQmpqKpKQkTJ06Fbt378bHH3/8zMfr06cPtFotQkJCEBcXh6ysLPz2228YPny4NLD+G2+8gbZt26JXr174+++/kZubi7179yIkJOSZn4mn6d27N06ePImff/4ZOTk5+P3337Fhw4b/dIGL0rC3t9fZwljaz7izszM+/PBDvP3229i/fz9yc3ORlJSE6dOno3v37sjPzy/VNNevX0ebNm2ks+kfFxwcjF9++QW7d+9Gfn4+IiIisHHjRowcORIAisw7cuRIBAcHIyYmBsnJyRgyZAiGDx8uHbKUmJiIefPmYfXq1UW2Go8YMQIDBw5ETEwMsrOzsWbNGmzYsAHvvfeeNN39+/df2uEiXxQD6iukY8eO8PDwkMZd+/DDDzF27FgEBgbC2toaffr0QZ8+fZ76hV/WwsPD9TLY+ptvvokvvvhCCn6urq7Yu3cvtm/fjho1aqBevXq4desWDh48qHOMaXkaM2YM9uzZg5UrV+rsXu3cufMz5/3xxx+h1WpRp04dNGrUCBYWFli9enWJ02dmZsLBwQG9evUqcZqBAweiX79+6N27N+zt7TF9+nSsWLHimesjJCQE3377LebOnQtHR0d4enri3LlziIqK0jkm92lmzZqFkJAQDB48GHZ2dhg/fjyWLFmiEwSBR8c0d+7cWRor9mnvl19++QW9evXC//73P1hbW6Njx45wdHTE1q1bS1WTqakpdu/ejdzcXDRp0gRVq1bFjz/+iB07dujU1b17d4SHhyM0NBTOzs5wdXXF9u3bsXfv3iI/GIYNG4ZPP/0UHTt2lHarduzYEVOmTEFISAjs7OwQFBSEcePGYfLkydJ8ISEh+PzzzzF69GhpGKu3334by5YtK9WyFOfJ1/JJTZs2xYoVKzBixAjY2dnh448/RmhoaKmGNlMqldi1axc2b94MBwcH9OzZEwMGDNAZ/ulpXn/9dYSHh8PPzw/Ao+P0Dh06hISEBNSvXx/Ozs7Yvn07/vjjj6cek+ns7Ixjx44hJiYGjRs3hr29PaZNm4b58+eXelzllJQUXL16VWc37IYNG3D16lV4eHigXr16uHnzJqKioko15qmJiQl27doFS0tLNG/eHFWqVMF3332HTZs26Ryf//PPP6Ndu3Z455134ODggK+//hrr1q2Tht4r9OT3+tNYWlpi7969CAsLg5OTE7788ktERETA0dGxVK9Fabm5uRUZZq60n/G5c+di3LhxGD16NOzs7ODt7Y2HDx/i4MGD0h6pZ02TkZGBq1evFntsZ7Vq1bB582ZMmTIFVlZWmDVrFrZv3y5dCObJeT/66CP4+Pigbdu2eO2119CoUSN8/vnn0uPl5ORgwYIFxR6HP3PmTHh5eaFVq1aoXr06wsLCsHfvXri5uUnTxMXFvfAGmZeVkSiLA12InoNWq0X16tVx9uxZuLq6GrockrmUlBR4eHjg7t27RbagVhRr1qzBmTNnsHTpUkOXQqQ3+fn5qFy5Mu7du1dhP5vlITU1FR4eHiVeLvZVxy2oJBsPHjzAtGnTGE4BdO7cWWer6uO34gaAfxU9ePAA3377Lf8AVjCHDh0q8b39rGPPqezo8zvH1NQUjRs3LvU17l9Vx44dg7e3t6HLkC1uQSUiMhBuQaWX1bx585CSklLilQbp0SE/DRs21Dm5iv4/BlQiIiIikhXu4iciIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIln5f7LGG+XuKoyDAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-350_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-350_torch.bfloat16_lf\n","是 1282\n","不是 1075\n","不重要 569\n","问法错误 47\n","回答正确 27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col, accuracy in zip(df.columns[5:], perf_df[\"accuracy\"].to_list()):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col, title=f\"{col} (acc: {accuracy:.3f})\")"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-35_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-35_torch.bfloat16_lf\n","是 1483\n","不是 1069\n","不重要 409\n","回答正确 30\n","问法错误 9\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-70_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-70_torch.bfloat16_lf\n","是 1458\n","不是 1108\n","不重要 404\n","回答正确 22\n","问法错误 8\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-105_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-105_torch.bfloat16_lf\n","是 1297\n","不是 974\n","不重要 694\n","回答正确 29\n","问法错误 6\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-140_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-140_torch.bfloat16_lf\n","是 1371\n","不是 1182\n","不重要 333\n","问法错误 81\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-175_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-175_torch.bfloat16_lf\n","是 1325\n","不是 1110\n","不重要 486\n","问法错误 47\n","回答正确 32\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqgAAAGdCAYAAADe54HfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABfiUlEQVR4nO3deXhM5/8+8DuLZCa7RGxZ7PtaJah9V0ESVGtpkUS1Qm1FfWytta2WtmiVVoilSuwR0da+U4q0GmtkIyGL7DOZmTy/P3xzfsYkpEwyJ9yv65qLPM9zZt5nziz3nNVMCCFARERERCQT5qYugIiIiIjocQyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrlqYuwFjy8/Nx9+5d2Nvbw8zMzNTlEBEREdEThBDIzMxE1apVYW5e9HrSlyag3r17Fx4eHqYug4iIiIieIS4uDu7u7kX2vzQB1d7eHsCjGXZwcDBxNURERET0pIyMDHh4eEi5rSgvTUAt2Kzv4ODAgEpEREQkY8/aHZMHSclMly5dYG5ujq+++kqvfcuWLahXrx7s7e3x5ptv4vbt21KfTqfDggULUL16dbi6usLf3x/p6el60w8bNgyWlpbSzdvbu1Tmh4iIiOi/YkCVmcOHD2POnDl6bWfPnsWUKVOwefNmJCcno2/fvujXr5/Uv3DhQpw4cQInT57EtWvXYGFhgVGjRundxz///INbt25Bq9VCq9Vi3759pTI/RERERP8VA2oZoNFosHXrVrz++uuwtrZGUFAQ7t69i+TkZADAt99+i/Xr18PNzQ3Ozs744YcfcPbsWaSmpgJ4tIY1Li4Onp6eppwNIiIiomJ5afZBfZm1b99e+n9qaiq+/fZb1KpVCy4uLsjKykJgYCAqVaokjbG0tESVKlWQlJQEZ2dn3L59Gx4eHjz9FhEREZUJDKhlyOXLl9G8eXOYm5sjPDwcZmZmsLOzwxdffKE3LjY2FvHx8ahZsyaAR5v3b9++jcqVK8PGxgZjx47FlClTGFiJiIhIlriJvwxp1qwZHjx4gDVr1uC9997D9evXDcbodDqMGjUKH3/8MaytrQEA1apVw5EjRxATE4Pw8HBs27YNP/30U2mXT0RERFQsDKhlTIUKFeDv748JEybghx9+MOifPn06ypUrh8mTJ0ttr732Glq0aAFra2vUr18fa9aswapVq0qzbCIiIqJiY0AtA86ePQudTqfX1qxZM9y7d0+vbc2aNQgLC8Mvv/zy1MuH1axZE/Hx8SVSKxEREdGLYkAtA2bNmoVDhw7ptZ0/fx4NGzaU/v7jjz8wZ84c7Nu3D+XLl5faw8LC8Nlnn+lNe+LECdStW7dkiyYiIiJ6TgyoZcCkSZMwceJEREZGQqVSYdu2bQgODsbYsWMBAFevXsWwYcOwbds21KpVS2/aFi1a4Pvvv8f27duhVqtx/PhxjBkzBtOnTzfFrBARERE9E4/iLwP69OmD+/fvY8CAAYiLi0PLli2xa9cuVKhQAffv34e3tzfu37+Pzp076023du1avPfee9i+fTsmT56M4cOHw93dHXPnzkXfvn1NMzNEREREz2AmhBCmLsIYMjIy4OjoiPT0dDg4OJT641f/5NW8MtOdz3nJVCIiIiqe4uY1buInIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZea6A2qVLF5ibm+Orr77Saz9x4gRat24NBwcHtGnTBmfOnNHrnzdvHipVqgQHBwf4+/sjKytL6svIyMCwYcNgZ2eHqlWr4osvvnie0oiIiIiojHuugHr48GHMmTNHr+3GjRsYPHgwFi5ciKSkJEybNg2+vr6Ij48HAKxatQq7du3CmTNnEB8fDzMzM4wePVqa/v3330e5cuWQkJCA06dPIzQ0FD/++OMLzBoRERERlUWWxrqjFStWYPLkyejevTsAYMCAATh79iy2bt2KyZMnY9myZdi8eTNq1KgB4FFgrVWrFm7dugWFQoHDhw8jJiYGCoUCjo6OCAkJwZtvvokxY8YYq0QiIiIiKgOMFlBr1KgBb29vvTYPDw/ExcXh/v37yM7Oxuuvvy71lStXDv3798ehQ4fg6OiIHj16QKFQSP0NGjSAnZ0dbty4gTp16hirTCIiIiKSOaMdJDVx4kSDIBkWFoaWLVsiNjYWtWvXNpimXr16uH379jP7iYiIiOjVUWJH8a9btw6JiYnw8/NDbm4ubGxsDMYolUrk5uY+s78warUaGRkZejciIiIiKvtKJKCeP38e06dPxy+//AJLS0solUqoVCqDcSkpKbCxsXlmf2EWL14MR0dH6ebh4WH0+SAiIiKi0mf0gBobGws/Pz/8/PPPaNCgAQDA09MT0dHRBmOjo6NRs2bNZ/YXZsaMGUhPT5ducXFxxp0RIiIiIjIJowbUzMxM9O3bF1OnTkXfvn2l9ooVK8LKygrXrl2T2rRaLXbv3o1u3bqhXbt2OHjwILRardT/999/Q61WF7pvKgBYW1vDwcFB70ZEREREZZ/RAqpOp8PgwYPRsWNHTJgwwaB/0qRJCAwMRHx8PDIzMzF+/Hh0794dNWrUgJubG9544w1MmjQJWVlZiIuLw+jRozFr1ixjlUdEREREZYTRAur48eMRERGBVatWwdLSUrp169YNAPDBBx+gR48eaNGiBdzc3JCXl4dVq1ZJ0//4449ITU1F5cqV4eXlhQEDBiAgIMBY5RERERFRGWEmhBCmLsIYMjIy4OjoiPT0dJNs7q/+yb5Sf0w5uPO597MHEREREaH4ea3ETjNFRERERPQ8GFCJiIiISFYYUIlMqEuXLjA3N8dXX32l1x4VFQUbGxuYmZkhOTnZYLq5c+fCwsJC72wZBe7evQtvb2/Y2NigZs2aWLduXUmVT0REVCIYUIlM6PDhw5gzZ45Be/369ZGTk4Nq1aoVOt1nn32GgwcPFto3cOBANGvWDCkpKdi9ezfmz5+PiIgIo9ZNRERUkhhQiV4ip0+fRnZ2NhYuXAilUokmTZpg5cqVWLRokalLIyIiKjYGVKKXyPHjx9G/f3+YmZlJbT169MDff/9d6OWEiYiI5IgBleglEhsba3D1NQsLC9SoUQMxMTEmqoqIiOi/YUAleonk5ubCxsbGoF2pVCI3N9cEFREREf13DKhELxGlUlnopvyUlJRCgysREZEcMaASvUQ8PT0RHR2t16bRaJCYmFjkGQGIiIjkhgGV6CXSvn17g1NKHThwAM2aNYO1tbWJqiIiIvpvGFCJXiJvvPEGAGDx4sVQqVS4evUqpkyZgpkzZ5q4MiIiouJjQCV6yYSGhuLEiRNwdnaGt7c3Zs6ciR49epi6LCIiomIzE0IIUxdhDBkZGXB0dER6ejocHBxK/fGrf7Kv1B9TDu587m3qEoiIiKiMKG5esyzFmoheGvxBQkREVHK4iZ+IiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGTluQJqly5dYG5ujq+++kqv/eTJk2jevDmUSiVatWqFc+fO6fWvXr0anp6esLW1hZ+fH5KSkqQ+jUaDjz76COXLl4eLiwumTp0KrVb7POURERERURn2XAH18OHDmDNnjl5bUlIS/Pz8MGfOHGRkZGDmzJnw8fFBYmIiACAiIgKLFi1CWFgYkpOT0bhxY/j5+UnTz549G9evX0dUVBSioqJw9epVzJ49+wVmjYiIiIjKIqNt4l+7di3efvttDBgwAOXKlYOvry9GjBiB77//HgCwbNkyfP3112jatCmUSiXmz5+P/Px8HDp0CHl5eVizZg3WrVuHSpUqwdXVFSEhIfjpp5+QnZ1trBKJiIiIqAwwWkA9fvw4fHx89NoGDRqEgwcPQgiBs2fPwtvbu9D+S5cuoUGDBqhcubLU5+LigtatW+PUqVPGKpGIiIiIygCjBdTY2FjUrl1br61evXq4ffs2UlJS4OTkBIVCUWh/YdM+3l8YtVqNjIwMvRsRERERlX1GC6i5ubmwsbHRa1MqlcjNzS2077/0F2bx4sVwdHSUbh4eHsaZESIiIiIyKaMFVKVSCZVKpdeWkpICGxubQvv+S39hZsyYgfT0dOkWFxdnnBkhIiIiIpMyWkD19PREdHS0Xlt0dDRq1qwJFxcXPHz4EBqNptD+wqZ9vL8w1tbWcHBw0LsRERERUdlntIDavn17RERE6LWFhoaie/fuMDMzQ8uWLXHo0KFC+5s3b46rV68iLS1N6ktNTcXZs2fxxhtvGKtEIiIiIioDjBZQAwICsH79euzfvx9arRZhYWHYsmULxo4dCwCYPHkyJk6ciKioKKhUKsyfPx9KpRKdO3eGlZUVRo0ahdGjRyMlJQXJycnw9/fHuHHjitzET0REREQvJ6MF1EqVKmHbtm2YMWMG7Ozs8Omnn2LXrl2oWLEiAKB3796YOHEievToAWdnZ1y8eBHbt2+Xpp83bx6qVKmCWrVqoW7duqhTpw4+/fRTY5VHRERERGWEmRBCmLoIY8jIyICjoyPS09NNsj9q9U/2lfpjysGdz72fPeglxOVNRET03xU3rxltDSoRERERkTEwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrBg1oKakpGD48OFwdnaGp6cnvv76a6nv33//Rfv27aFUKtGoUSOEh4frTbtr1y7UrVsXSqUSXbt2xY0bN4xZGhERERGVEUYNqCNGjEDt2rURFxeH8+fP4/jx41i/fj3UajX69OmDIUOGID09HatWrUJgYCAiIyMBAJGRkRgzZgzWrFmD9PR0DB48GL1794ZKpTJmeURERERUBhg1oB47dgz/+9//YGtri0qVKmH8+PHYuXMnduzYgcaNGyMoKAhWVlbo0KED5syZgyVLlgAAVqxYgWnTpqFTp06wsrLCBx98gFatWmHz5s3GLI+IiIiIygCjBlRvb29MmzYNGRkZiIuLw6JFi1CpUiUcP34cPj4+emMHDRqEgwcPAsAz+4mIiIjo1WHUgLpy5Ups374djo6O8PT0xL179zB37lzExsaidu3aemMrVKgAlUoFtVqNhIQE1KxZU6+/Xr16uH37dpGPpVarkZGRoXcjIiIiorLPaAFVq9WiX79+GDp0KFJSUhATE4PevXvj/v37yM3NhY2NjcE0SqUSubm5yM/Ph7m5eaF9RVm8eDEcHR2lm4eHh7FmhYiIiIhMyGgBNSwsDEqlEl988YV0FP/8+fMxatQoWFlZFXrAU2pqKmxsbGBubg4hhF5fSkpKoaG2wIwZM5Ceni7d4uLijDUrRERERGRCRguo165dQ4cOHfTabG1t4eTkBACIjo7W60tMTISzszOsrKzg5uaG2NhYvf7o6GiDzf6Ps7a2hoODg96NiIiIiMo+owXUmjVrIioqSq9NpVLh33//xfDhwxEREaHXFxoaiu7duwMA2rdv/9R+IiIiInp1GC2g9uvXDxcvXsTKlSuRmZmJhIQEjBgxAm3btsXAgQNx7tw5hISEQKPR4PTp0/jyyy8xdepUAMD48eOxYMECnD17FhqNBmvXrsWVK1cwZMgQY5VHRERERGWE0QKqQqFAWFgY9uzZg0qVKqF169aoWLEiQkJCoFAosHfvXqxevRr29vYICAjA6tWr0ahRIwBAkyZNsHz5crz77rtwcHDAxo0bER4eDmtra2OVR0RERERlhKUx76xOnTo4cOBAoX0NGzbEiRMnipzW19cXvr6+xiyHiIiIiMogo54HlYiIiIjoRTGgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrJRoQI2JicH69etL8iGIiIiI6CVTogF1woQJSEpKkv4+efIkmjdvDqVSiVatWuHcuXN641evXg1PT0/Y2trCz89Pb1oiIiIiejWUWEANDw/HrVu3MHnyZABAUlIS/Pz8MGfOHGRkZGDmzJnw8fFBYmIiACAiIgKLFi1CWFgYkpOT0bhxY/j5+ZVUeUREREQkUyUSUNVqNSZOnIhVq1bB0tISALB27Vq8/fbbGDBgAMqVKwdfX1+MGDEC33//PQBg2bJl+Prrr9G0aVMolUrMnz8f+fn5OHToUEmUSEREREQyVSIB9csvv0THjh3Rrl07qe348ePw8fHRGzdo0CAcPHgQQgicPXsW3t7ehfYTERER0avD6AE1Li4OixcvxoEDB1C+fHlMmTIF+fn5iI2NRe3atfXG1qtXD7dv30ZKSgqcnJygUCgK7SciIiKiV4fRA+r8+fPRo0cPXLhwARcvXsSJEyewcuVK5ObmwsbGRm+sUqlEbm5uoX2P9xdGrVYjIyND70ZEREREZZ+lse9w9+7diIqKQvny5QEAP//8MwYPHgylUgmVSqU3NiUlBTY2NoX2Pd5fmMWLF+Ozzz4zdvlEREREZGJGXYP64MED2NraSuEUABo1aoT4+Hh4enoiOjpab3x0dDRq1qwJFxcXPHz4EBqNptD+wsyYMQPp6enSLS4uzpizQkREREQmYtSA6uLigrS0NKSlpUltV69ehaenJ9q3b4+IiAi98aGhoejevTvMzMzQsmVLgyP2C/oLY21tDQcHB70bEREREZV9Rg2o5ubmGDlyJEaOHIn79+8jOjoagYGBmDBhAgICArB+/Xrs378fWq0WYWFh2LJlC8aOHQsAmDx5MiZOnIioqCioVCrMnz8fSqUSnTt3NmaJRERERCRzRt8H9fPPP8f06dPRuHFj2Nra4qOPPsLo0aMBANu2bUNQUBD8/PzQuHFj7Nq1CxUrVgQA9O7dGzExMejRowdSUlLQq1cvbN++3djlEREREZHMmQkhhKmLMIaMjAw4OjoiPT3dJJv7q3+yr9QfUw7ufO797EEvIS5vIiKi/664ea3ELnVKRERERPQ8GFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYjKqFWrViEpKcnUZRARGR0DKhGRiS1ZsgTJyckAgMuXL6Nz586wt7dH06ZNceDAgUKnuXjxIhYsWACFQlGapRIRlQoGVCIiE7py5Qpmz54NAMjOzoaPjw8mTpyIlJQUbNq0CVOnTsW1a9f0phFCYOzYsfjqq6/g6OhoirKJiEoUAyoRkYnk5eXh3XffhVarBQD8+++/8PDwgK+vL6ysrNCkSRP4+Phg//79etOtXbsWjo6OeOedd0xRNhFRiWNAJSIykZkzZ6JJkyZwd3cHADRq1AhJSUkICQmBWq3G+fPnsW7dOlSqVEmaJi0tDZ9++ilWrlxpqrKJiEocAyoRkQkcO3YMoaGhekFTqVRi3bp1CAgIgEKhgJeXF1q3bo233npLGjN79mykp6ejTZs2aN68OS5cuGCK8omIShQDKhFRKcvIyMDIkSMRHBystw9pbGwshgwZguDgYGRlZeHs2bOoUqUKMjMzAQAxMTHYuHEjNmzYgJiYGAQFBcHPzw+5ubmmmhUiohLBgEpEVMo++ugjDBw4EJ07d9ZrX7p0KUaPHo3hw4fD1tYWXl5eePfddzF69GgAwI4dO/D+++/Dx8cHtra2GD16NLy8vLB3714TzAURUcmxNHUBRESvkt27d2PTpk2wsLDA8uXLAQBqtRru7u5Qq9U4cuSI3viWLVvijz/+AADcvHkTrVu31utv2rQpYmJiSqV2IqLSwjWoRESlyMfHBxqNBiqVSrpVq1YN8fHxGDt2LKKiovTGX758Ga6urgAAd3d3/P3333r9kZGRqFGjRqnVT0RUGrgGlYhIJsaNG4eePXuievXq6NSpE6KiojBixAiMGzcOAPDee++hRYsWaN++Pbp3745ffvkFly5dwoYNG0xcORGRcTGgEhHJRIMGDbB69WpMmzYN165dQ/Xq1TF27FiMHz8eAODm5oZdu3Zh/PjxePfdd9GmTRv89ttvvJoUEb10GFCJiEzszp070v/ffPNNvPnmm0WObdu2Lf78889SqIqIyHQYUImInqH6J/tMXYJJ3Pnc29QlENErigdJEREREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrJRoQF2yZAmSk5MBAP/++y/at28PpVKJRo0aITw8XG/srl27ULduXSiVSnTt2hU3btwoydKIiIiISKZKLKBeuXIFs2fPBgCo1Wr06dMHQ4YMQXp6OlatWoXAwEBERkYCACIjIzFmzBisWbMG6enpGDx4MHr37g2VSlVS5RERERGRTJVIQM3Ly8O7774LrVYLANixYwcaN26MoKAgWFlZoUOHDpgzZw6WLFkCAFixYgWmTZuGTp06wcrKCh988AFatWqFzZs3l0R5RERERCRjJRJQZ86ciSZNmsDd3R0AcPz4cfj4+OiNGTRoEA4ePFisfiIiIiJ6dRg9oB47dgyhoaFYuXKl1BYbG4vatWvrjatQoQJUKhXUajUSEhJQs2ZNvf569erh9u3bxi6PiIiIiGTO0ph3lpGRgZEjRyI4OBiOjo5Se25uLmxsbAzGK5VK5ObmIj8/H+bm5oX2FUWtVkOtVus9NhERERGVfUZdg/rRRx9h4MCB6Ny5s167Uqks9ICn1NRU2NjYwNzcHEIIvb6UlJRCQ22BxYsXw9HRUbp5eHgYZR6IiIiIyLSMFlB3796NTZs2Yfny5VAoFFAoFIiJiYG7uzv++ecfREdH641PTEyEs7MzrKys4ObmhtjYWL3+6Ohog83+j5sxYwbS09OlW1xcnLFmhYiIiIhMyGgB1cfHBxqNBiqVSrpVq1YN8fHxWLhwISIiIvTGh4aGonv37gCA9u3bP7W/MNbW1nBwcNC7EREREVHZVypXkhowYADOnTuHkJAQaDQanD59Gl9++SWmTp0KABg/fjwWLFiAs2fPQqPRYO3atbhy5QqGDBlSGuURERERkYyUSkBVKBTYu3cvVq9eDXt7ewQEBGD16tVo1KgRAKBJkyZYvnw53n33XTg4OGDjxo0IDw+HtbV1aZRHRERERDJi1KP4n3Tnzh3p/w0bNsSJEyeKHOvr6wtfX9+SLIeIiIiIyoBSWYNKRERERFRcDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkK0YNqGlpaRgxYgRcXV1RvXp1fP7558jPzwcAnDx5Es2bN4dSqUSrVq1w7tw5vWlXr14NT09P2Nraws/PD0lJScYsjYiIiIjKCKMG1EGDBsHNzQ23bt3C77//jl27dmHFihVISkqCn58f5syZg4yMDMycORM+Pj5ITEwEAERERGDRokUICwtDcnIyGjduDD8/P2OWRkRERERlhNEC6l9//YX79+9j4cKFcHBwQJ06dRAcHIyffvoJa9euxdtvv40BAwagXLly8PX1xYgRI/D9998DAJYtW4avv/4aTZs2hVKpxPz585Gfn49Dhw4ZqzwiIiIiKiOMFlB1Oh0mT54MMzMzqc3DwwNJSUk4fvw4fHx89MYPGjQIBw8ehBACZ8+ehbe3d6H9RERERPRqsTTWHbVs2RItW7bUawsLC0PLli0RExOD2rVr6/XVq1cPt2/fRkpKCpycnKBQKAz6N2/eXOTjqdVqqNVq6e+MjAwjzAURERERmVqJHcWfmJiIKVOmYM6cOcjNzYWNjY1ev1KpRG5ubqF9j/cXZfHixXB0dJRuHh4eRp8HIiIiIip9JRJQ1Wo1Bg4ciLFjx6J169ZQKpVQqVR6Y1JSUmBjY1No3+P9RZkxYwbS09OlW1xcnNHng4iIiIhKn9E28T8uICAAHh4e+N///gcA8PT0RHR0NDw9PaUx0dHRqFmzJlxcXPDw4UNoNBqUK1fOoL8o1tbWsLa2LonyiYiIiMiEjL4G9dNPP8Xt27exbt066YCp9u3bIyIiQm9caGgounfvDjMzM7Rs2dLgiP2CfiIiIiJ6tRh1DeqmTZuwYcMGnD59Wu+gp4CAALz22mvo2LEjevTogYiICGzZsgUXL14EAEyePBkTJ07Ezp07Ub16dSxZsgRKpRKdO3c2ZnlEREREVAYYLaAeP34c/v7+0Gg0qFq1ql7frVu3sG3bNgQFBcHPzw+NGzfGrl27ULFiRQBA7969ERMTgx49eiAlJQW9evXC9u3bjVUaEREREZUhRguoHTp00Dvt05OqVauGS5cuFdk/ZswYjBkzxljlEBEREVEZVWKnmSIiIiIieh4MqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqERERCa0ZMkSJCcn4+jRo7C0tNS7WVhYoHnz5hBCmLpMolLFgEpERGQiV65cwezZswEAnTp1glar1bv16NEDs2bNgpmZmYkrJSpdDKhEREQmkJeXh3fffRdarbbQ/vPnzyMuLg4DBw4s5cqITI8BlYiIyARmzpyJJk2awN3dvdD+BQsWYObMmVx7WsZFR0ejd+/esLe3R7169bBlyxap78SJE2jdujUcHBzQpk0bnDlzxoSVyoulqQsgIiJ61Rw7dgyhoaG4dOkSmjVrZtB/5coVREVF4e233zZBdWQsQgj0798f7777Lnbv3o2oqCj4+vqievXqcHFxweDBgxESEoJ27dph//798PX1xZ9//lnkj5ZXCQMqERFRKcrIyMDIkSMRHBwMR0fHQscsWLAAM2bMgIWFRSlXR8b08OFDjBs3DmPGjAEANGvWDD4+Pjhx4gTi4uIwefJkdO/eHQAwYMAAnD17Flu3bsXkyZNNWbYscBM/ERFRKfroo48wcOBAdO7cudD+f//9FxcvXsTw4cNLtzAyuvLly0vhNC8vD7///ju2b9+Orl27okaNGvDx8dEb7+HhgaSkJFOUKjsMqERERKVk9+7d2LRpE5YvXw6FQgGFQoGYmBi4u7tj7969AIBFixZh2rRpsLTkRs6XSevWrdGzZ0907twZr732GiZOnIg6derojQkLC0PLli1NVKG8MKASERGVEh8fH2g0GqhUKulWrVo1xMfHo1+/frh16xZOnDiBkSNHmrpUMrLTp0/j9OnTuHbtGhYtWmTQv27dOiQmJsLPz88E1ckPAyoREZFMLF68GJMnT4aVlZWpSyEjUygUaNOmDXbu3ImlS5fq9Z0/fx7Tp0/HL7/8wjXn/4cBlYiISAby8/ORlpaG0aNHm7oUMpI7d+7g3r17em1ubm6wsLBAbm4uACA2NhZ+fn74+eef0aBBA1OUKUuM6URERI+p/sm+0n3Ad1ai5VdnH/2/jj/qf3qwdB///9z53Nskj/syO3nyJMLDw7Fp0yap7c6dO7C3t4dSqURmZib69u2LqVOnom/fviasVH64BpWIiIioBPj6+uLcuXNYv349cnNzERUVhXfeeQezZ8+GTqfD4MGD0bFjR0yYMMHUpcoOAyoRERFRCbC1tUVYWBg2btwIV1dX9OzZE0OHDsXIkSMxfvx4REREYNWqVbC0tJRu3bp1M3XZssBN/ERERPTKKpVdOl6fiAqvTwQALL0LLP1kH+DgjWrTDXeruFVKNcl9lw6uQSUiIiIiWZFVQM3IyMCwYcNgZ2eHqlWr4osvvjB1SURERERUymS1if/999+HQqFAQkICHj58iEGDBsHJyUm6TBgRERERvfxkE1ATEhJw+PBhxMTEQKFQwNHRESEhIXjzzTcZUImIiIheIbLZxH/y5En06NEDCoVCamvQoAHs7Oxw48YNE1ZGRERERKVJNgE1NjYWtWvXNmivV68ebt++bYKKiIiIiMgUZLOJPzc3FzY2NgbtSqVSuhzY49RqNdRqtfR3eno6gEcHWplCvjrHJI9raqZ6vk2Ny/vVwuX9auHyfrVweZvmcYUQTx0nm4CqVCqRk2P4IklJSSk0uC5evBifffaZQbuHh0eJ1EeFc/zG1BVQaeLyfrVweb9auLxfLaZe3pmZmXB0dCyyXzYB1dPTE/v37zdoj46ORs2aNQ3aZ8yYgcmTJ0t/5+fnIzU1FS4uLjAzMyvRWuUkIyMDHh4eiIuLg4ODg6nLoRLG5f1q4fJ+tXB5v1pe1eUthEBmZiaqVq361HGyCajt2rXDxx9/DK1WC0vLR2X9/fffUKvVhe6bam1tDWtra702Jyen0ihVlhwcHF6pF/irjsv71cLl/Wrh8n61vIrL+2lrTgvI5iApNzc3vPHGG5g0aRKysrIQFxeH0aNHY9asWaYujYiIiIhKkWwCKgD8+OOPSE1NReXKleHl5YUBAwYgICDA1GURERERUSmSzSZ+4NEq302bNpm6jDLF2toac+fONdjdgV5OXN6vFi7vVwuX96uFy/vpzMSzjvMnIiIiIipFstrET0RERETEgEpEREREssKASkRERESywoBKRERERLLCgEpEREREssKAWsZlZWXBwcEBWq1WagsPD8ewYcOQl5dnwsqoJGRnZ6Np06Z6y/vIkSOYOXOmXhuVHenp6ZgwYUKR/ba2tnjw4IH0d3Z2dmmURURkUjzNVBmn0+lgbW2N7OxsfPnll5g9ezaOHz+Ozp07Iz09HXZ2dqYukYxIq9VCoVAgNzcXmzdvxogRI3DkyBF069aNy7uMysjIQKNGjRAXF4c1a9YgJycHZmZmUCqVGD16NCpUqIDY2FjY2NggKSkJLVq0wKlTp1CtWjVTl05GptVq8f777+Pbb7+Fvb09IiMjYW5ujkaNGpm6NDKi8PBw2NjYwNzccB2hmZkZKleujDp16pigMnlhQC0jsrKyUK9ePemEvkIIuLi44M8//4S9vb10Ba6UlBRcvnwZLVq0QEZGBmxtbU1cOT2P7Oxs9OzZU295Ozo6YteuXbCzs5OWd2pqKi5duoTXX3+dy7uMUqvVaNy4MW7cuIH69eujQ4cOAIDDhw/j5s2bqFatGmJiYgAAK1euxM8//4yLFy+asmR6AWq1Gj/88AOUSiUsLCyQk5MDPz8/dOvWDRcvXoSTkxMePnwIOzs7DB06FKdOncKNGzdQrlw5U5dOLyg2Nhaenp6oUqUKWrVqBSEEjh49ik6dOuHChQto3LgxrKyscPz4cURGRsLT09PUJZsUN/GXEUqlEgqFAhs2bICZmRk2btyInJwcAI+uRlGuXDlYWj66MJiVlZXUTmWTtbU14uLiEBAQgJs3byIwMBDXr18HACgUClhZWUnLW6FQAPj/y53KFktLS7337po1a7BmzRpYWFhIbf3790dSUhK2b9+Ojz/+2JTl0gsSQmDy5MnYtGkT1q9fj8mTJ0OtVuP27dtQKBSwtraGtbU19u7di+3bt+Onn35iOH1JtG3bFhs3boSNjQ327NmDvXv3wt3dHXv37kXr1q2xbt06hIWFYdSoUdL3+6tMVpc6paJZWFjA1tYW7dq1k/4t2DzwZDDNy8uDQqGQ2qnssbS0hJOTE4YNG4YvvvgCw4YNw+LFi6U+ANKXlkajQbly5fglVkZZWFggKSkJY8eORWJiIsaOHQsAeu/vrl27okOHDkhLS8PAgQNNWS69IGtra1hYWODYsWMAABsbG72VDObm5ggODsasWbOwefNmdO/e3cQVk7EolUrs3r0bMTExmDdvHgAgOTkZ8+bNw7Vr17B06VI4ODjAxsYG9evXN3G1pscEU4YVfIHl5ubC398faWlp8Pf3x4MHD1ClShUTV0fGVrC81Wo15s2bh6ysLMybNw8JCQmoXLmyiaujF6FUKtGuXTuEh4ejXbt2EELg8OHDAB7tkzZx4kRkZmYiPDycW0bKODMzM5iZmem1WVhYwNzcHLNmzYJGo8HJkydx7tw5VK9e3TRFklH9+eef2Lt3L6ytrbFt2zZUq1ZN2kJiZmYGCwsL6V9zc3Oo1WoTVywP3MRfhhXsPmxubg43NzdMmjQJbm5uyMvLQ8uWLU1cHRlbwfLOz8/HjRs30L9/f9y4cQOXLl1Cs2bNTFwdvQhHR0cMGzYM5cuXx7BhwzB8+HAAwMSJE5GRkQEAuHv3Lq5cuYK//vrLlKWSETx56Ed+fj6EELh16xZ0Oh12796NjRs3Goyjskmj0eC3335DTEwM4uPjYWZmBn9/f4wcORKOjo4YNWoUqlWrhnHjxmHWrFn4+uuvTV2yLHANahlW8OFlZWWF+fPnS23t2rXD5MmTTVkalYCC5a1UKrFhwwapvU+fPlKgobLpzp078PLywo0bN+Dl5SW1V6xYEWlpadi/fz+OHj2K0aNHIzQ0FK+99poJq6UXkZ+fb7AGVavVQqfT4ZdffsGePXtw5MgRvPfee7hx4wbWr19vokrJWNq2bYvTp09j2bJl6N27NywtLdGmTRtpq1jbtm2RmpqKevXqoVu3bpg3bx7f4+Aa1DJDp9MhKysLv/32m/RvwXkvdTodTp06hQMHDiAoKAg1atRAr169TFwxvQidToe8vDxcv35d+rdgeWu1WkRGRuLff//F559/DpVKhbfeesvEFdOLqFy5MjZs2ABPT09s3LgRISEhEELgf//7H6pWrYpZs2ZBoVDAx8cHJ0+eNHW59AJUKhW0Wq3e5tzMzExoNBrk5eVBo9Ggfv36OHLkCA4fPozVq1ebumQyggcPHiAqKgrff/89bt68iZiYGERHRyM6OhoxMTHIzMzEv//+Cy8vL3Tt2hXnz583dckmxzWoZURubi5UKhXGjBkDABgzZgycnZ0BPPrAKzi4QqfTISIiwpSlkhGoVCpcv34dDRo0gBAC9evXh7u7O4BH+6D+9ddfGDNmDOzs7HDmzBkTV0svIj8/H5aWlqhXr560L5qZmRny8/MBPPpBcvz4cfz++++oWrUqLl++bOKK6UVYW1sjMjJSWtY6nQ7u7u5Yvnw58vLyoNVqkZ2dDaVSiZUrV2LUqFEYNmwYTyFXxpmbm2PPnj348ccfAQCtW7dGUlKS3rlQ1Wo1evfujdDQUO5/DJ4HtczT6XRQKBTQaDTQ6XQIDg7GJ598gmHDhuHLL7/kARVlWMHR+QXy8vJgaWkJhUKBvLw8pKSkYNmyZfjhhx8wa9YsTJo0yYTV0vNSqVRo0KABoqOj0bFjRyQlJUGj0aBSpUo4ffo03N3dcefOHVhaWiI5ORkVK1ZESkoKypcvb+rS6QX8+uuv8PPzMzg9XFJSEk6cOIEJEyZg//79+Oeff/DOO++YqEoylqysLHh6emLdunXo0qULevbsiU6dOmH8+PEAHu3C5eXlhatXr8LJycm0xcoEA2oZV3Cp04LwAgC3bt1CQEAA9u3bx1/dL5mcnBzY2dlBo9FIR4GePn0a/v7+OHHiBFxcXExcIf1XqampqFWrFtLS0grtd3R0RFxcHBwcHJCZmYmQkBC8//77PK1YGRUbG4uBAwfi0qVLCA0NRU5ODhYvXiydzxh4FFauX78OS0tLbN26Fd26dTNhxWQMGRkZqFq1Ktq3b4/Lly8jMzMTTZs21TugOTg4GKNGjQIAfPfdd6YqVTa4ib+Ms7OzQ2Zmpt45T2vVqoXDhw8b7IhPZYtOp0NCQgI8PDykZalQKKTLHxZo27YtLly4ABsbG1OVSi/A2dm5yHAKAFu2bIFSqQQA2NvbIygoqLRKoxJQuXJltGzZElu2bEGtWrWwefNm5OTkYMqUKXrjdDodzp49K+3qQWVbdnY2rK2tERERAZ1Oh0OHDmHFihVYsWIFvL294evri2+++QZZWVlISUkxdbmywDWoRDIVFxeH6tWrIzExEa6urnp9gYGBaNKkCSZMmGCi6ojIGA4cOICwsDAsX77c1KVQCVKpVLh48SLeeOMNvfbDhw9j48aNWL58OVcyPIEBlUimUlNTUaFCBWRmZurtqvHBBx8gODgYP/zwA/z9/U1YIRnTgwcP8Prrr+Py5ctF7l9acPnb3377rZSrIyIqXTzNFJFMWVtbw8zMTO8gio8++gihoaH4448/GE5fIpmZmVAqlYiPj4dSqURcXBySk5Px4MEDxMbG4sGDB1i0aBEsLCzw559/mrpcMoLc3Fzs2LEDAODp6Ym4uDgTV0Smdv/+fbRo0QLXrl0zdSmywIBKJFMFB8EU7F+8Y8cOBAcHIzw8HB06dDBlaWRE69evx8cffwyFQgEzMzMoFArUrVsXlSpVQuXKlVGjRg3s3r0bixcvhoODg97BNFR2aTQajBs3DsCji61UqFABJ0+eRK9evdCnTx/06dMHPXr0QN++fU1cKRnDpUuX4ODggLt37wIA0tPTMW3aNCQnJ0tjlEolLl26xONH/g8DKpFMWVhYQAiBTZs2AQB8fHzwxx9/6F1piMq+69evS+dCLTj4rXr16tDpdPDy8sLatWtha2sLFxcXWFtb6x0QSWWPTqdDo0aN0L9/f6SlpaFr1664d+8erK2toVQqkZaWhvr166Nr167466+/8L///c/UJZMR2NjYICsrS9pdy8rKCl9//TVycnKkMQU/Pp889dirip90RDI3YcIELF26FI0bNwYArFy5Uq9fq9Xi4cOHCA8PN0V59IKaNm2Kffv2Afj/X0yPn7+4YDcPe3t7WFpaMqCWcRqNBrNmzYKtrS3Gjh2L6dOnIyAgAObm5lAqlXBxcUH9+vVRq1YtWFlZGRxUQ2VTwRaSgjNyKJVKCCH03s8F/y84heCrjmtQiWTMzMwM165dg5eXFzZt2oQzZ85Ao9Ho3fLy8pCXl2fqUuk51axZE9HR0Th27BgA4NixY8jJycGxY8eQkZGBqKgo3LhxAyqVCsePH9c7xRiVPQqFAl27doW3tzdsbGzQq1cv6ehtbtp9eRXssvX4+YsLrhr3+N8A+B7/P/wpTiRTBSfYqFChAlatWoX27dsjKCgIgYGBPHH3S6RSpUr466+/MGXKFOTl5WHKlClISEjAlClTEBsbiy1btsDS0hL37t3DlClT+OVVxmk0GlSpUgWWlpbQ6XQoV64c8vPzodFooFKpkJubi5SUFNjZ2UGn0yEuLg4eHh6mLptekLm5OYQQep/dQggMGjTIYIsJPcKASiRTWq0WwKN91iwsLDB8+HA4ODjAz88Pv//+O1q3bm3iCskYnJ2d4enpifPnz8POzg7nz59H8+bNcf78ebRt2xYffvghypcvj5kzZ+L8+fOoVauWqUumF2Bubo64uDhpH+Nbt26hTp060gnaExISEBISAgAoX7482rVrh9jYWBNXTcby+Of2k5/hQggcPXqUIfX/MKASyZRGowHwKKgW7JPUv39/jBs3Dm+99dZTz5dJZYdSqcTDhw8BPPox8vi/BfLz85GTkwMhBK8sVMZZWFjAzc0Nubm5WL16NWxtbREYGCgF1q+++gq9e/fGyZMn0bVrV1OXS0YihICZmRkWL1781HFffvkleHr6R7itiEimVCoVAECtVuu1z58/H0qlEiNGjDBFWWRkFhYWyM3NhRBC+lGSmpqKOXPmID4+Hjt27EBubi7S0tKgVqulNetUtgkhMGrUKCQkJCA7OxsVKlSATqfDxIkTYW1tjUWLFmHbtm2mLpOM5PEtYgBw+vRpxMbGGtzMzMwYUP8P16ASyVReXh4aNmwohZYCFhYWmDNnDvbv34/8/Hzuk1jGaTQa5OfnQ6VSQQgBnU6HkSNHwszMDP7+/lCpVNI+i1lZWQY/WKhsyc/PR9euXTFt2jSp7cSJEwgJCYFOp4NKpUJISAhef/11BAQEoGHDhmjUqJEJKyZjKHjfqtVqqNVqtGvXTi+MFvzfzMzMYAvKq4oBlUim3NzcEBkZWWjf0KFDMXjwYIbTl4AQAqGhocjOzoYQAtnZ2Vi4cKHBuKSkJMTExCA7O9sEVZKxZGVl4bXXXsPgwYNhYWGB7OxsxMXFYefOnRBCICsrCzt37gQAVKlSBT/++CO+++47E1dNLyorK0tavs7Ozrh586bewVHAox+rtWrV4laS/2MmuC6ZiMikdDodrl27hhMnTmDEiBEGX1wFsrOzcfLkSfTs2bOUKyRji4+PR0BAANLT0zFmzBiMGjUK9+7dQ6tWrRAfHw/g0VYUnrT95ZCdnY2///4bLVq00DvV1ONSUlLg6uqKK1euSOe9fpUxoBIRmVhcXByqV6+OxMREuLq66vUFBgaiSZMmmDBhgomqo5L07bffIiAgAHZ2dlCpVLh27RqaNWtm6rLIBDQaDa5fv47atWsX+SP1VcLtg0REJmZrawshhHTC9gIffPABNmzYAHt7exNVRiVtwoQJsLOzA/DoJP4Mp6+ucuXKoVGjRgyn/4cBlYjIxKytraVLmhb46KOPEBoaij/++AP+/v4mrI5Kgk6nw+3btwEAGRkZcHBwQGJiot6Y+Ph4xMXFmaI8KgHOzs4GbYMGDZKuIkf6GFCJiEysYJ+0gmtx79ixA8HBwQgPD0eHDh1MWRqVkIyMDNSpUwdarRY2NjbIysrSW1P+008/oXHjxvj0009NVyQZlZOTE4QQ0oUXcnNzER4ebnCmFnqE+6ASEZlYwSUvQ0JCMHz4cOh0Ovz555+8WthLTKPRwM7OTjr9kKWlJVQqFbKysuDv74/w8HDUrl0bFy5c4Cbfl0BmZibq1KkDKysrNGrUCPv370dwcDAWLVqEc+fOYeTIkbCwsIAQAk5OTggODjZ1ySbH00wREcnEhAkTsHTpUukI3pUrV+r1a7VaPHz4EOHh4aYoj4wkJycHNjY2ert0mJubw9LSEnFxcdBqtTh9+jT69u3LcPoSSEpKQrt27QAAERERaNiwIdLS0jBnzhwEBQXBzMwMJ06cwNKlSzFjxgx8//33Jq5YHriJn4hIBszMzHDt2jV4eXlh06ZNOHPmDDQajd4tLy8PeXl5pi6VXoAQAjVq1ICXlxdUKhW8vLzg5eUFnU6Hw4cPQ6FQYM+ePXjttdeQkpKC3NxcU5dML8jW1hZTpkyBlZUVtmzZgszMTAwaNAgjR47E1q1bkZKSAltbW4wYMQKOjo7w9fU1dcmywDWoREQmVrCnVYUKFbBq1Sq0b98eQUFBCAwMRLdu3UxcHRmTRqPBJ598Ant7ewQFBSEoKAhCCAQEBOCbb77BqVOnsG7dOnh7e6Ny5cq4efMmmjRpYuqy6QXY2dnhww8/RJMmTbBy5UrUqFEDM2fOxKRJkxAWFsa15EVgQCUiMrHHr9NtYWGB4cOHw8HBAX5+fvj999+5L+pLxMrKCpMmTYJWq0VQUBBGjBghBdStW7ciNDQU48ePR0REBJydnXHt2jUG1JfEqFGjEBYWhmvXruHMmTPSpU3NzMxMXZoscRM/EZGJFRzF+/glDvv3749x48bhrbfeQlpamqlKoxKSnp4OjUYDtVotLX+NRoNhw4bh6tWrsLS0xKVLl3DmzBkTV0rGolAokJiYiCVLliAjIwMzZswAAO62UwQGVCIiE1OpVAAgHdFdYP78+VAqlRgxYoQpyqISpFQqERMTA2tra+Tm5qJq1arIyckB8CjILFu2DJs2bcKHH35o4krJGH777TcAwIcffoioqChs27YNoaGhaNWqFWxtbZGbm4s9e/YgKysLe/fuNXG18sDTTBERmVhCQgJ69+6NI0eOwMXFRa9v06ZN2L9/P0JCQmBuznUKL4v33nsPKSkp2LdvH44fP4569erB1tYW33zzDd566y3UrVvX1CWSkeTk5KBSpUpQqVR48OABnJycAAD79u3DBx98gFOnTmHIkCEoV64cdDodcnJy8Oeff5q2aBlgQCUikjEhBLRarXQyfyr7du/ejdGjR+Ps2bOoUaMGmjVrhsDAQLRu3Rpz5szBkSNHULNmTfTt2xfdunVDr169TF0yvaB79+5hypQpOHPmDHbv3i3tV9yjRw+0bNkSixcvNnGF8sOASkREVIq0Wi2ioqLQuHFjXLlyBf369cPt27dhYWEBAEhJScHatWuxYsUK+Pv7Y+7cuSaumIzlhx9+wIYNG3Dq1CkAj86L+t577+HevXvS8qdHGFCJiIhM6ObNm6hdu7ZBu0ajgYWFBXfteMmkpqbC2dlZ+vvChQt4/fXXTViRPDGgEhERlRKdTodvvvmmWLtsmJubo2nTpujYsWMpVEYlKSsrC4cPH4a9vf1Tf3AUXJSjd+/epVidPDGgEhERlSJLS0t4eXk98wTtiYmJSEhIQFpaGjf/lnGJiYmoWrWqwUGQT0pNTUXdunXx77//llJl8sWASkREVIpsbGxw8+ZNVK1a9anjrl27hgYNGiAqKopH9Zdx6enpKF++PLKysmBjY1PoGJVKBRsbG+Tn55dydfLEK0kRERGVosfXhqrVavzwww/SFYUK1hkFBQXB2dkZp0+fZjh9CVhaWkpXjMrKysIvv/wirUFXqVR47733eFWpJ3ANKhERUSmytbXFjRs3ULVqVajVaiiVSgwfPhwWFhYQQmDDhg1Qq9WwtOQ6pJdFwdrRrKws6HQ6ODk5YcyYMRBCYO3atUhPT4eZmRlsbGyg0+lMXa4sMKASERGVIisrK0RGRqJevXoQQsDCwkLa9KvVamFlZcXNvC+Zgh8iWVlZUCgUsLa2li5xa29vj8zMTKjVagbUx/DcFURERKVEq9WiUqVKyM3NBQBps27Bpl1u5n35mZub6y3jx3ftoP+P2w+IiIhKiaWlJeLi4qQ1pHl5eRBCYNq0aShXrpzUrtVquYn/JfJ4AFWpVNDpdBg6dCiEEFCr1cjNzeWZGp7AVz8REVEpycrKwmeffYaDBw/i/Pnz0Ol0mD17NqytrWFubo78/HzMmjWLm/hfMjqdTlprKoTAihUrpKP5u3TpwosxFIL7oBIREZWSMWPG4OjRo5g6dSqGDRsGhUJh6pKoFKSnp8PZ2RlXr16FUqksdIxarUb9+vVx584deHh4lHKF8sOASkREVErS0tJgb28PS0tLnDt3Dm+++SZsbW2fOk1sbGwpVUcl5e7du3B3dy/W/qZmZmY8UArcxE9ERFRqypcvL/2/evXqCAkJKXJfU7VajbS0tNIqjUpQxYoVkZycDDs7u6fua5qXl4fU1NRSrEy+uAaViIiIiGSFe+USERERkawwoBIRERGRrDCgEhEREZGsMKASERGVsP379+PcuXMlct86nQ7z5s1DdnZ2idw/vZx0Oh2++OIL6YwBd+7cwYoVK0xc1f/HgFoMFy5cgKurK+7evVvsaapXr47k5OQSrAr49NNP8dVXXxnlvsLDw9GpUycAQKtWrbB8+XKT1FGUO3fuoHHjxi90HydOnEDr1q3h4OCANm3a4MyZM8We9vfff4e5uTksLS2lW1JSUqFjC47Kffxmbm4OHx8fACX7fBnzvjt37ow///yz0L7vv/8eI0aMMMp9GVNpvBbv3r0LV1dXXLhwodjTFGf+k5OT4erqCjMzM4OxAQEBBq8pMzMzLFu2TBqzZs0aWFhYSP12dnbFqu3IkSPo27dvseflRRS3pgLFfd0sX74cDg4OCAwMNMpnxX+pZ8SIEbCwsMC4ceOKnC4rKwsffPBBsU++//jjpKWloUmTJnB1dcXff/9d6PijR49i165d0umqbt26hWrVqsHNzU06Inzt2rWwtLR84efm33//Rfv27aFUKtGoUSOEh4cXObZbt26Fvm537twpjZk5c6be6/bx+p72nnia//o6k4PVq1fD09MTtra28PPzK/L7JSYmxuA5tbCwQOXKlaXL5xb3u2758uU4evSodFaBypUrY86cOUU+dmljQC0Ge3t71K1bt8iT674Mtm3bhrfeegsAUKdOHVSsWNHEFRnXjRs3MHjwYCxcuBBJSUmYNm0afH19ER8fX6zp//nnH8ydOxdarVa6VapUqdCx7733nt64vLw8NGjQALNmzTLmLJnU46+XV41CoUDdunVhb29v1PutUKECHjx4IP1QfNzPP/+s95q6ffs23NzcMGbMGGnMP//8g7Vr10pjsrKyjFqfnK1ZswbHjh3D559/XuqPvX79evz8889PHTNv3jy8+eabaNOmzX++/8OHD6NOnTqIiYlBzZo1Cx2zb98+DB48WPp79+7dGDBgAK5evSq9Tv39/XHz5s3//PiPU6vV6NOnD4YMGYL09HSsWrUKgYGBiIyMLHT8wYMH9V63J06cQJMmTeDr6yuN+eeff3Do0CFpzOMh/GnviZdJREQEFi1ahLCwMCQnJ6Nx48bw8/MrdGy1atX0nlOtVovRo0fj448/hlKpLPZ3XWJiIr744gusXLlSalMoFOjdu/dTf3SUJgbUYqhbty5Onjypd/66l4lGo8HevXsxcOBAAMDmzZvx9ttvm7gq41qxYgUmT56M7t27Q6lUYsCAARgxYgS2bt1arOn/+ecf1K9f/7kee/v27fD09ESrVq2ea3q5SUpKwpUrV9CzZ09Tl2ISzs7OOHnyJOrWrWuyGr744guMHz9eulQi8GKv0bIuIyMD7u7uqFChgqlLMRAVFYVffvnlucNzRkYGqlatChsbG73l/bhTp06hc+fOetO4ubnB0dER5cqVe67HLcyOHTvQuHFjBAUFwcrKCh06dMCcOXOwZMmSYk0/f/58zJw5U7rkJ/Bqv24LLFu2DF9//TWaNm0KpVKJ+fPnIz8/H4cOHXrmtAkJCdi7dy8+/PBDAMX/rps6dSrGjx+PGjVq6LV36tQJp0+fNt7MvQAG1GJITk5G9erVAfz/Tc1Xr15F586dYWNjg5YtW+LixYsAHr3ZLC0tERMTg8qVK2PChAnS/WzcuBENGzaEtbU1atWqha+//lq6osSRI0fg7e2N4cOHo3LlysjOzkbnzp1x8uRJTJo0CS4uLqhUqRKWLl1aaI0jR47Exo0b8eGHH8LBwQE1a9bEvn37kJeXh48++gjly5dHrVq1sH//foNp//jjDzRs2BBVqlQBAPTt2xdHjhwBgGfW0KZNG8ybNw/Tp0+Hk5OT1H7jxg3069cPdnZ2KF++PIYNG4Z79+5J/dWrV8dPP/0ER0dHbN26FevWrcO4ceOwa9cuNGzYEHZ2dvD19UVKSopBvQWbJLdt24ZatWrBwcEB48ePR35+Pnbu3In69evDyckJEyZMkPatqVGjhrSJvYCHh0exN2VcvXoV9erVK9bYxwkhsHDhQsyePdugb+3atahfvz4UCgWaNWumt9nraQ4cOIB27drBxsYGFSpUwNChQ3Hnzh29MatXr0bNmjXh4OAAf39/qFQqvf7ly5ejdu3aUCqVaNWqFQ4ePIhBgwbhyJEjyM7OhqWlJY4ePYo2bdoYPG87duyAt7c3rKys9Obz22+/RYMGDaBQKFCtWjV88sknevvEqdXqp76WMzMzMXbsWLi6usLGxgZdunTB2bNnDeb/3Llz6NWrF+zt7eHo6Ih+/frh8uXLBuO0Wi2GDh2Kfv36QaVSSa+xnTt3omnTplAoFKhfvz6Cg4MNpt2xYweaNWsGa2tr1KhRA0uWLNG7+svjmxDt7OyQkJCA/v37w87ODg0aNMDvv/8OAM98Lp/HvXv3sGvXLowdO1av/Xleo9OnT0e3bt0QHh4OS0tLabeF3NxcTJkyBZUrV4ZSqUTHjh31NhN++umnmDFjBl577TV4e3tL7RkZGZgwYQLc3NygVCrRtGlTrF69Wu+5K+q5KoparcYnn3yCKlWqwMbGBj179tRby9a8eXPp8zYgIMBg+vz8fCxcuBDVqlWDQqFAixYtsG/fPoNxL/KeeJpx48Zh8eLFep+PxbVjxw4EBATg+++/l75XCvPPP/+gRYsWAIClS5dKn8lFXQDgSR9//DEGDBjwzHHHjx83mPdBgwbh4MGDz5z24sWLuH37tt6WF5VKhbS0tCK3RpW07OxsfPTRR6hYsSLs7OzQr18/REdHG/zQycvLw9y5c1GzZk1pC8oXX3wBrVZb7DHLly/H66+/blCDEAJnz57Vex8BxX9ev/zySwQFBUm7dxTnu+748eO4ePEipk6danB/LVu2LPTz1CQEPdODBw9EtWrVhBBCREdHi8qVK4uWLVuKM2fOiJycHLFmzRrh7u4u8vLypGmqVasmHjx4IP39448/inbt2onLly+LvLw8ERkZKXr16iU+/vhjIYQQhw8fFkqlUixYsECoVCohhBCdOnUSzZs3F1999ZXIyckRV65cETVr1hTh4eFCCCHmzp0rlixZIoQQYsSIEaJGjRriu+++E7m5ueKPP/4Qzs7OYuTIkWLFihUiNzdXHD16VLi6uoqsrCy9+Rs1apT49ttvpb+9vb3F4cOHi1XDk3UIIURcXJyoUaOG2LJli8jOzhbJycni888/F3Xr1hXp6enS89O+fXuRnJwsdDqdCA4OFo0aNRI9evQQcXFxIjU1VYwePVoMHjxYet4bNWokPVfu7u6ib9++Ij4+XiQmJoq2bduKMWPGiL59+4qEhARx//590bFjR7Fu3boil2uvXr3E1q1bn7X4hRBCODo6iho1aghnZ2cxcOBAkZSUVKzpdu/eLbp27arXNnfuXFGvXj0xePBgcf36dZGdnS327dsn3N3dxS+//PLU+9uyZYuoVq2a2LVrl8jMzBSpqalixYoVwsPDQ6Smpoq5c+eKJk2aiCFDhoj79++LxMRE0b9/fzFt2jTpPmbNmiWaN28uvX5PnTolWrZsKWrVqiUtdyEeLfvz588b1NClSxexe/duvbYPP/xQdOjQQZw7d06o1WoRExMjgoKCRPfu3aX7at68ufjiiy9ETk6OiIyMFLVr15ZeR1qtVnTo0EHMmTNHPHjwQGRnZ4vt27cLd3d38eeff0qPc+zYMVGlShWxbt06kZqaKrKyssSmTZuEm5ubuHHjhvRaVKlUol+/fmLo0KFCo9EIIYQIDg4W9erVEx07dhR//fWXyMnJEceOHRMNGjTQe/2GhISIatWqiQMHDojs7Gxx8eJF0aZNGzFhwgRpjK2trfR/a2tr0aZNGxEeHi5UKpXYvXu3KF++vN77v6jnsjDPGjtp0iQxb948vba0tDRhbm4uatSoISpWrCgCAgJEZmZmsR7v8OHDwtvbW/pbp9OJHj16iEGDBombN2+KjIwMERISIipWrChOnz4thHj0Gra3txeHDx8WarVaCCFEbm6uaNGihXj//ffFzZs3RV5envjrr79E586dxYIFC6TnqnXr1iIsLEyoVCqxZ88eUaFCBb3n6snnomHDhmL+/PkiMTFRpKSkiO+++05UrFhRXLt2TRr3+Oft458VQggREBAgOnXqJK5cuSKysrLE3r17hbu7u9i+fbs05kXfE8HBwSIoKMigfdu2bcLMzEx4eHgINzc3ERIS8szl8eTjFHXfBRITE0X16tX12p78TC7w5HNTYOnSpdJ30dM8/t3wOGdnZ+l7qyh+fn4G8//XX38JhUIh3N3dhZubm5g2bZre92iB//L+EUL//VkUrVYrOnXqJN5++21x8+ZNkZmZKX799VfRvHlzvenz8/OFt7e38PX1FX///bfIy8sT165dE2+99ZYIDAws9pgtW7aIoUOHGtTxeL543J49e8Q777zz1HlITEwUVatWlb5Xi/L4d51OpxNNmzYVFStWFA4ODqJv374iOTlZGpueni4qVqz41PsrLQyoxfBkQAUgzpw5ozemVatW4ty5c9Lfj39gqlQq4e7ubvAhrFarhbu7u7h//744fPiwcHJy0ntzdurUSXzwwQd606xcuVKMHTtWCGEYUN9++229sT179jR4gffp00ccO3ZM+luj0YgKFSqI+Ph4qe3JgPq0Gp6sQwghxo4dK77//nvxpEmTJomlS5dKz8/j4TA4OFi4uLjohef09HTh5OQk8vPzDQKqQqEQaWlp0tjNmzcLpVIpUlNTpbatW7cKf39/gzoKHq9Zs2ZSeHma3NxcsWPHDpGWliYePnwoZs+eLdq1a/fM6YR49Lp48gN97ty5omXLlkKn0+m1nz17Vri5uRm0F8jLyxNubm4iMjLSoO/evXvSfTds2FDk5+dLfVFRUaJhw4ZCCCESEhKEq6urSExM1Js+Li5OChwFCvtSuH//vihfvrzel9GlS5dE7dq1RXZ2dpF1FfY6WrVqlfQ62rp1q/Rj5HG7d+8W/fv3l/5u3ry5OHDgwFPnf+7cuaJr167igw8+0Hsug4ODhZubm8jIyNCb9s6dO8LV1VWkpqYKtVotKlWqJC5duqQ3Ji0tTVStWlVERUUJIfS/AAGILVu26I1/66239F7fxgqo9+/fF1WrVhUPHz7Ua09MTBS//fabyMzMFA8ePBD+/v6FfhkW5smAun37dtG6dWuD1+Gvv/4q2rZtK4R49Dz36dNHr/+bb74RQ4YMMbj/3Nxc6b1a2HP1zjvvFPlDsVOnTmLSpEkG7UuWLNH7vCsqoF64cEFUr17d4Ef56dOnhYeHh9DpdC/8nhCi8BCZn58v6tatK+bNmycyMzPF0aNHC31tFTXfxQ2oly9flpZLgf8aUIura9eu4uzZswbtbm5uep/HTyr4QarVavXar1+/Lk6cOCFycnJEbGys8Pb2Fv/73/8Mpi+JgLp161bxxhtv6H1WCvHoM+fxdXe7du0S7du3N3g/6HQ6aUVFccYUJTY2VjRo0MCg/ffffxc+Pj5PnXbq1Kli7ty5Tx3z5Hfdpk2bRN26dcXly5dFWlqaGD16tBgwYIDeNHZ2dkV+D5UmbuJ/DlWrVkXr1q312mrXro3ExMRCx0dGRiIhIQHu7u5QKBTSzcHBAUlJSdLq9IYNGxrsL/TkZpenPc7j+yABgKurKzp06KDX5uLiorfZ/ODBg6hXrx7c3NyKnN//UgPw6IjSiRMn6s2rQqHAypUr8ddff0njmjdvrjddr169pM0UAODg4AClUlnowR7NmjXT22Tm6uqKxo0b6+0n/OS8Fjh//jymT5+OX375pVibwBQKBfz8/ODk5ARHR0fMmzcPOTk5RR4YUODAgQOwtrY2WC4A4OPjA3Nz/befl5cX7OzscOPGjULvLzIyElWrVi30KNzKlStL//f19dXbx6tmzZrS8jp16hQ6depksEnN3d0d7dq1e+r8AI82Ofbp0wfW1tZS28GDB+Hn51fo/nGP1/Xk6+jxuo4ePYodO3YYvGYGDx6MS5cuAQBSU1ORkJBQ6L6vjz/O4sWL0bhxY/zwww8Gz3GfPn0MDm6qVq0aWrRogXPnziEyMhJubm5o1qyZ3hgnJyf07dsXR48eNXhsMzMzgwManvUeeV5Lly6Fv78/HB0d9dorVaqEHj16wM7ODhUqVMCqVatw8OBBZGRk/OfHOHz4MIYNG2bw3A0cOBBXrlyRdhd58v178OBBDB8+3OD+FAqF9F4t7Ll6/HVQmMI2PQ8fPrzQZVHYvAwYMEDvcwV4tGuSUqnEzZs3X/g9UZRLly7B0dERs2fPhp2dHTp27IhZs2bhxx9/fO77LEx2dnapHbWuVCoNdhcCHr03i9o/FgAWLlyITz75xOAa9HXq1EG7du2gVCrh4eGBDRs2YM2aNUavuzBHjx7F0KFD9T4rgUe7uD3+ejl48CCGDBli8H4wNzeXDiYuzpiiFPWcpqSkPPU5TUlJwaZNm/R2I3xSYd91v/76K5YtW4amTZvCyckJK1aswOnTp/V2AbCzs0NOTs5T6y4NDKjP4ckvBwCwsrKCWq0uchovLy+oVCqDW15eHrp37w7gUSB71mM97XGePIjL0tISzs7Oem3m5uZ6+80U52js/1JDgcuXLxvMq1qtRkhIiDTmyfn9L8/r88wrAMTGxsLPzw8///wzGjRo8NR5eJqaNWsiPj5e2s+r4PbPP/9IY4ra9xSAQV1Pevvtt/XuNzs7Gzqd7pnTAYbPY7ly5aTn0MzMTG9/wP+qsNeLMeoCHu2jVdh7pGC/O51OJ+1T/DT16tXDkSNH8ODBA4O+Z817fn5+kT9aLCwsCj1NkEKh0NsfF3j6e6Rgf8KCW3GPmE1LS0NISAgmTpz4zLHlypWDu7s7EhISinXfjyvqOTAzM9N7/Tz5/i3O66Cw5+rJ18GTivPaKkpxlueLvieKcvPmTYMfk02bNi1yP9LnpdVqDYJfSfH09ER0dLReW2JiIpydnQ2Wa4EbN27g7NmzeO+99555/+XLl4cQQjpdUkl62nJ/vL04r+vifgYWxsXFBQ8fPoRGo9Frj46OLvKsDQDwzTffYMSIEUUevF3Ud92Tr0srKyvUr18fsbGxUpuFhcULve+MhQH1OTz5K+lZGjdujJiYGL0XAPDo3Hgffvih9KVX2IfMf3mswqZ/2hpCrVaL3bt3S0fvF+W/zm/79u2xd+9eg/Yvv/xSb+frJ+styXkFHh2E07dvX0ydOrXY533My8tDjx499D4w1Wo1zp8/r7cTfMGtUaNGAB79Oler1UUe6R4aGmrwgXTmzBlkZ2ejTp06+PXXX/Xu19bWFk2aNEFcXFyh5998/AC0pz2P7dq1w7FjxwzWWCUkJODkyZNPfS4ePHiAixcvolevXnrtHTt2xPbt25GZmfncdRX1mgkPD8fGjRsBPFpLXrFiRezevdtg3OPz89577yEwMBBdunQxmM/9+/cbrFWMiYnBhQsX4OXlJQWIJ0/Hk5WVhX379qFjx44Gj/1f3x9jx47VW7Z9+vQp1nTfffcdhg0bBhcXF732hIQEvdP2AI/Wrty6dcvgCN3i6NSpE0JDQw3aw8LC0LBhQ+l0e0++Bzt27FjoAWe5ubl4+PAhgP/+XAGPzirypJCQkEK3TDypU6dO2LNnD/Ly8vTa//rrL2RmZqJu3bov9J54Gnd3d4PzlkZGRj7XMnkahUJRamu72rdvj4iICL220NBQaSVLYRYtWoSPP/7YYOvghQsX8MEHH+i1RUVFQaFQlMopHTt37ozNmzcb/OgMCwvTez47duyIDRs2GPw4zs/Px/3794s9pihmZmZo2bKlwRH7T3te09PTsXbtWkyePLnQ/qd91z35utRoNLh+/bp0IDgA5OTkyOK0mgyoJcTc3FwKIAqFAnPmzIGvry/Onz+PvLw8XL58GX369EGFChWe60PbGA4dOoQ6derA3d39he7n8XkFHp14ecWKFfjpp5+QkZGB5ORkzJ07F8HBwahdu/aLlv1cdDodBg8ejI4dOz51k8iTrKys4OTkhKCgIKSlpeHu3bsYMWIEWrVqhVq1ahU53fz585963lMrKysMGDAA165dQ05ODsLCwjBo0CAsXbq0yNeDQqHA4sWL4ePjg507dyIzMxNpaWn49ttv8cYbb0gh4GkqV66MsWPH4s0338TZs2ehUqlw+vRpDBgwQG8zOWC4XHfu3InevXtDoVDojWvdujU6dOiAnj174ty5c8jLy0NMTAzGjBkDf3//Z9YEPDpi9eHDh5g0aRLu3buHnJwc/PLLLwgMDETTpk2lccuWLUNAQACCg4ORmpqK7OxshISEoFWrVrh165Y0bvz48ZgwYQK6dOmitxbR0dERPj4+uHTpElQqFY4fP44333wTU6dORfny5WFtbY0FCxagX79+OHbsGFQqFa5cuYK+ffuiT58+aNiwYbHm50lPPpf/VWZmJtasWYMpU6YY9Lm5ueHu3buYNWsWsrOzcfPmTbz11lsICAgwWFbFqW3gwIHQ6XQIDAxEbGwssrKy8Ouvv2LMmDFPvQjC2LFjERUVBX9/f9y6dQtarRYXLlxAz549i71Z+/r162jfvj3S0tKktgsXLmDmzJlITExEamoqvvnmGyxduhTz589/5v15eXnh9ddfx6BBg6T3WkREBAYMGIAlS5bA3Nz8hd4TT9O6dWvk5+dj/vz5yMrKwvHjx7F48WKDsy+8qPLly7/wRWGWLVtW6BHdTxowYADOnTuHkJAQaDQanD59Gl9++aU0bWpqKtq3by/tpnTnzh0cOnSo0LMrNGzYEBEREfj++++hUqlw+fJlvP3225g+ffoLzUtx+fn5QalUYujQobh9+zaysrKwdetWLFiwQG8T/6BBg2BrawsfHx/8/fff0Gq1iIqKwsCBAzF37txij/n1118xbNiwQmuZPHkyJk6ciKioKKhUKsyfPx9KpVL6EfbktMuXL8c777xT6GnVnvVdN3bsWEycOBFXrlzBw4cPMX78eHTq1Amurq4AHgXWvLw8vd24TIUBtYR06dIFtWvXls4n9uGHH2LChAkYMWIE7O3tMXDgQAwcOLBYH7IlJTQ01CgnW2/bti0WLVokvRk8PDxw4MAB7Nq1C1WrVkXdunVx69YtHDlyxGBfsNIyfvx4REREYNWqVXqbV7t16/bMadesWQOdTodatWqhUaNGsLGxwdq1a4scn5mZCRcXF/Tr16/IMUOHDsXgwYPRv39/lC9fHrNnz8YPP/zwzOURGBiIb7/9FgsWLICrqyvq1auHixcv4vjx48U+jc2nn36KwMBADB8+HE5OTpg0aRK++eYbvSAIPFrD0K1bN+n8eU97vaxfvx79+vXDO++8A3t7e3Tp0gWurq7YsWNHsWqytLTE/v37kZubi6ZNm6JixYpYs2YNdu/erVdX7969ERoaiuDgYLi5ucHDwwO7du3CgQMHDH4wjB49Gp988gm6dOkibVbt0qULZsyYgcDAQDg5OcHf3x8TJ07EtGnTpOkCAwPx2WefYdy4cdJprHr27Kl3Quv/6snn8r+6evUqAgMDizwdz44dOxAZGYkqVaqgXbt2aNGiBRYtWlSs+65fvz7++ecfaZ9SCwsL7Nu3D7a2tmjVqhUqVKiA7777Dlu3bjXYp/1x9vb2OH78OCwsLNCmTRvY29tj9OjRCAgIKHboyMjIQFRUlN4arIJLLzZr1gzu7u44cOAADh06VOwfu+vWrcPrr7+O7t27o3z58vjkk0+wbNkyvPPOO9KY531PPI25uTn27NmDc+fOwc3NDePHj8e6deue+0dOUdzd3Q22zv1X8fHxej/wiqJQKLB3716sXr0a9vb2CAgIwOrVq6UtRyqVClFRUUhPTwfwaFevGTNmFBp2lEol9u3bh23btsHFxQV9+/bFkCFDEBQU9ELzUlzm5ubYu3cvKlWqhLZt26Jy5cr49ddfsWvXLr0fdhYWFggPD0f9+vXRq1cv2NnZYcCAAejQoYP02izOmKSkJERFRRVaS+/evTFx4kT06NEDzs7OuHjxIrZv3y71PzntrVu38PHHHxd6X8/6rvPx8cHUqVPh6+uLOnXqQAiB1atXS9PHx8ejatWqz/msGpeZKImdb0j2dDodqlSpggsXLsDDw8PU5ZDMpaSkoHbt2rh3716x1srJ0bp16/Dnn3/K6lrTRMZQu3ZtREREmGwLldzY2dm9UldSM6adO3di/fr12LVrl6lL4RrUV1VycjJmzZrFcIrCrxddcJPNCYtNLDk5Gd9++22ZDaevqsKu211wa9mypanLe2UFBAQUuVz27Nnzn++vdevWOHXqVAlUSq+akydPwsvLy9RlAOAaVCJ6RXANKr2sNm3ahO3btxd7l5qXHdegPr86depg69ateO2110xdCgMqEREREckLN/ETERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGsMKASERERkawwoBIRERGRrDCgEhEREZGs/D/j8oObV0izyQAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-210_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-210_torch.bfloat16_lf\n","是 1394\n","不是 1089\n","不重要 416\n","问法错误 70\n","回答正确 31\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-245_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-245_torch.bfloat16_lf\n","是 1344\n","不是 1196\n","不重要 381\n","问法错误 55\n","回答正确 24\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-280_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-280_torch.bfloat16_lf\n","是 1341\n","不是 1081\n","不重要 491\n","问法错误 61\n","回答正确 26\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-315_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-315_torch.bfloat16_lf\n","是 1263\n","不是 1057\n","不重要 604\n","问法错误 49\n","回答正确 27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat/checkpoint-350_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat/checkpoint-350_torch.bfloat16_lf\n","是 1282\n","不是 1075\n","不重要 569\n","问法错误 47\n","回答正确 27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col, f1, accuracy in zip(\n"," df.columns[5:], perf_df[\"f1\"].to_list(), perf_df[\"accuracy\"].to_list()\n","):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(\n"," df,\n"," col,\n"," title=f\"{col} (f1: {f1: .3f} | acc: {accuracy:.3f})\",\n"," preprocess_func=extract_answer,\n"," )"]}],"metadata":{"accelerator":"GPU","application/vnd.databricks.v1+notebook":{"dashboards":[],"environmentMetadata":null,"language":"python","notebookMetadata":{"pythonIndentUnit":4},"notebookName":"07_MAC_+_Qwen2-7B-Instructi_Unsloth_train","widgets":{}},"colab":{"gpuType":"T4","provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.9"}},"nbformat":4,"nbformat_minor":0}