{"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 = \"Mistral-7B-v0.3-Chinese-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":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 16 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   shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat_torch.float16_lf                 3000 non-null   object\n"," 6   shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-35_torch.float16_lf   3000 non-null   object\n"," 7   shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70_torch.float16_lf   3000 non-null   object\n"," 8   shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-105_torch.float16_lf  3000 non-null   object\n"," 9   shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-140_torch.float16_lf  3000 non-null   object\n"," 10  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-175_torch.float16_lf  3000 non-null   object\n"," 11  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-210_torch.float16_lf  3000 non-null   object\n"," 12  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-245_torch.float16_lf  3000 non-null   object\n"," 13  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-280_torch.float16_lf  3000 non-null   object\n"," 14  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-315_torch.float16_lf  3000 non-null   object\n"," 15  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-350_torch.float16_lf  3000 non-null   object\n","dtypes: object(16)\n","memory usage: 375.1+ 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"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat_torch.float16_lf',\n"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-35_torch.float16_lf',\n"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70_torch.float16_lf',\n"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-105_torch.float16_lf',\n"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-140_torch.float16_lf',\n"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-175_torch.float16_lf',\n"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-210_torch.float16_lf',\n"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-245_torch.float16_lf',\n"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-280_torch.float16_lf',\n"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-315_torch.float16_lf',\n"," 'shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-350_torch.float16_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:359: 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":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>epoch</th>\n","      <th>model</th>\n","      <th>accuracy</th>\n","      <th>precision</th>\n","      <th>recall</th>\n","      <th>f1</th>\n","      <th>ratio_valid_classifications</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.0</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat_torc...</td>\n","      <td>0.711333</td>\n","      <td>0.702205</td>\n","      <td>0.711333</td>\n","      <td>0.689497</td>\n","      <td>0.004</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.2</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...</td>\n","      <td>0.702000</td>\n","      <td>0.793273</td>\n","      <td>0.702000</td>\n","      <td>0.734271</td>\n","      <td>1.000</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.4</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...</td>\n","      <td>0.742000</td>\n","      <td>0.789829</td>\n","      <td>0.742000</td>\n","      <td>0.753668</td>\n","      <td>1.000</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.6</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...</td>\n","      <td>0.659667</td>\n","      <td>0.792340</td>\n","      <td>0.659667</td>\n","      <td>0.706754</td>\n","      <td>1.000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.8</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...</td>\n","      <td>0.714667</td>\n","      <td>0.786134</td>\n","      <td>0.714667</td>\n","      <td>0.740468</td>\n","      <td>1.000</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>1.0</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...</td>\n","      <td>0.732667</td>\n","      <td>0.787687</td>\n","      <td>0.732667</td>\n","      <td>0.747187</td>\n","      <td>1.000</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>1.2</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...</td>\n","      <td>0.701667</td>\n","      <td>0.790312</td>\n","      <td>0.701667</td>\n","      <td>0.734871</td>\n","      <td>1.000</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>1.4</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...</td>\n","      <td>0.750000</td>\n","      <td>0.788587</td>\n","      <td>0.750000</td>\n","      <td>0.764823</td>\n","      <td>1.000</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>1.6</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...</td>\n","      <td>0.715667</td>\n","      <td>0.784611</td>\n","      <td>0.715667</td>\n","      <td>0.741004</td>\n","      <td>1.000</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>1.8</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...</td>\n","      <td>0.691667</td>\n","      <td>0.786426</td>\n","      <td>0.691667</td>\n","      <td>0.725750</td>\n","      <td>1.000</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>2.0</td>\n","      <td>shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...</td>\n","      <td>0.697667</td>\n","      <td>0.788944</td>\n","      <td>0.697667</td>\n","      <td>0.730800</td>\n","      <td>1.000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["    epoch                                              model  accuracy  \\\n","0     0.0  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat_torc...  0.711333   \n","1     0.2  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...  0.702000   \n","2     0.4  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...  0.742000   \n","3     0.6  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...  0.659667   \n","4     0.8  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...  0.714667   \n","5     1.0  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...  0.732667   \n","6     1.2  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...  0.701667   \n","7     1.4  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...  0.750000   \n","8     1.6  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...  0.715667   \n","9     1.8  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...  0.691667   \n","10    2.0  shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/chec...  0.697667   \n","\n","    precision    recall        f1  ratio_valid_classifications  \n","0    0.702205  0.711333  0.689497                        0.004  \n","1    0.793273  0.702000  0.734271                        1.000  \n","2    0.789829  0.742000  0.753668                        1.000  \n","3    0.792340  0.659667  0.706754                        1.000  \n","4    0.786134  0.714667  0.740468                        1.000  \n","5    0.787687  0.732667  0.747187                        1.000  \n","6    0.790312  0.701667  0.734871                        1.000  \n","7    0.788587  0.750000  0.764823                        1.000  \n","8    0.784611  0.715667  0.741004                        1.000  \n","9    0.786426  0.691667  0.725750                        1.000  \n","10   0.788944  0.697667  0.730800                        1.000  "]},"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":[{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"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":["--------\n","step 1: 不是。\n","--------\n","step 2: 不是。\n","--------\n","step 3: 不是。\n","--------\n","step 4: 不是\n","--------\n","step 5: 不是\n"]},{"data":{"text/plain":["'不是'"]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["extract_answer(\"不是。\", debug=True)"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat_torch.float16_lf\n","不是。            2011\n","是。              903\n","不重要。             69\n","不重要               9\n","问法错误              3\n","问法错误。             3\n","不是。甄郝死于湖边，而       1\n","回答正确。             1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-35_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-35_torch.float16_lf\n","不是      1412\n","是        975\n","不重要      558\n","回答正确      39\n","问法错误      16\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70_torch.float16_lf\n","不是      1555\n","是       1065\n","不重要      351\n","回答正确      27\n","问法错误       2\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-105_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-105_torch.float16_lf\n","不是      1177\n","是       1034\n","不重要      734\n","回答正确      36\n","问法错误      19\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-140_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-140_torch.float16_lf\n","不是      1483\n","是        975\n","不重要      459\n","问法错误      42\n","回答正确      41\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-175_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-175_torch.float16_lf\n","不是      1646\n","是        917\n","不重要      386\n","回答正确      36\n","问法错误      15\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-210_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-210_torch.float16_lf\n","不是      1374\n","是       1017\n","不重要      545\n","回答正确      34\n","问法错误      30\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-245_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-245_torch.float16_lf\n","不是      1490\n","是       1104\n","不重要      339\n","回答正确      34\n","问法错误      33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-280_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-280_torch.float16_lf\n","不是      1461\n","是       1017\n","不重要      465\n","回答正确      29\n","问法错误      28\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABud0lEQVR4nO3dd3yN9///8WeGJCeJxN6JPWp1KVp7tUo/JaRTWyOUGjWqw6zSojp0oOiglA6jRopqjdqjVEvVDiKVICJDkpOT5Pr94ZfzdSQIPVeO8LjfbufGeb/f13Ve18l1TvK8ppthGIYAAAAAAIAp3F1dAAAAAAAAtzOCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJvJ0dQHOkpmZqX///VcFCxaUm5ubq8sBAAAAANzmDMNQYmKiypQpI3f3q+/Xvm2C97///qugoCBXlwEAAAAAuMNERkaqXLlyV+2/bYJ3wYIFJV1a4ICAABdXAwAAAAC43SUkJCgoKMieR6/mtgneWYeXBwQEELwBAAAAAHnmeqc7c3E1AAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvONUHH3ygixcvuroMAAAAALhlELxh16JFC7m7u+v999+/6hibzaZRo0bl2LdkyRLNmTNH3t7eNzxfAAAAALhdebq6ANw61q1bpzFjxlxzzOjRo7V3795s7SkpKRoyZIjmzZsnT0/H1So38wUAAACA2xV7vJFrmzdv1ocffphj3/jx49W6dWs9+OCDeVwVAAAAANza2OONXElKSlLXrl01dOhQ/fnnnw59R44c0ddff52tHQAAAADAHm/k0sCBA9W+fXu1adMmW9+gQYN08eJFVapUSU2aNNGxY8dcUCEAAAAA3JoI3riupUuXatu2bXr33Xez9W3ZskU7d+7UkiVLFBkZqdatW+vJJ5+UYRguqBQAAAAAbj0Eb1zTmTNn1K9fP33zzTfy8fHJ1v/999/rzTffVJMmTeTv768333xTkrRz5868LhUAAAAAbkmc441reumllxQTE2O/aFpmZqYyMjJUqlQpRUdH68iRI+rcubPDNHXr1tWJEydUv359V5QMAAAAALcU9njjmhYtWiSbzabU1FSlpqZq9erVevTRRxUdHS1JKleunPbt2+cwzb59+1SxYkVXlAsAAAAAtxz2eOM/6dOnj9q3b686dero3nvv1eTJk+Xt7a3777/f1aUBAAAAwC2BPd74T+69915Nnz5dvXv3VlBQkPbu3avFixfLzc3N1aUBAAAAwC3BzbhNLj+dkJCgwMBAxcfHKyAgwNXlAAAAAABuc7nNoRxqfguo8MZPri7hjnN8YntXlwAAAADgDsGh5gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJjopoJ3ixYt5O7urvfff/+qY2w2m0aNGuXQNnPmTAUHB8vPz08hISGKiYlxGP/yyy+rcOHCKlq0qF599VWlp6ffTHkAAAAAANwybip4r1u3TqNHj77mmNGjR+uPP/6wP1+1apXGjx+v8PBwnTt3TrVr11ZISIi9f9SoUTp06JAOHDigAwcOaP/+/dmCOwAAAAAA+Y0ph5pv3rxZH374oUPb5MmT9cEHH6hu3bqyWCwaN26cMjMztXbtWqWlpenzzz/X7NmzVbJkSRUvXlxz5szRF198oYsXL5pRIgAAAAAAecLpwTspKUldu3bV0KFD7W2GYWj79u1q3769w9jQ0FCtWbNGe/bs0V133aVSpUrZ+4oWLaoGDRpoy5Ytzi4RAAAAAIA84/TgPXDgQLVv315t2rSxt8XGxqpQoULy8fFxGFu9enUdO3ZMJ0+eVJUqVbLNK6sfAAAAAID8ytOZM1u6dKm2bdumXbt2adu2bfb2lJQU+fr6ZhtvsViUkpJy3f6cWK1WWa1W+/OEhAQnLAEAAAAAAM7ltD3eZ86cUb9+/fTNN99k27NtsViUmpqabZrY2Fj5+vpetz8nEyZMUGBgoP0RFBTknAUBAAAAAMCJnLbH+6WXXlJMTIwefPBBSVJmZqYyMjJUqlQpnT59WhcuXJDNZlOBAgXs00RERKhSpUoKDg5WREREtnlGRESoc+fOOb7esGHDNGTIEPvzhIQEwjcAAAAA4JbjtD3eixYtks1mU2pqqlJTU7V69Wo9+uijio6Olpubm+rVq6e1a9c6TLNw4UK1bt1a99xzj/bv36+4uDh73/nz57V9+3Y99NBDOb6et7e3AgICHB4AAAAAANxqTLmdWE6GDBmiQYMG6cCBA0pNTdW4ceNksVjUvHlzeXl5qXv37urVq5diY2N17tw59ejRQ/3797/qoeYAAAAAAOQHeRa827Ztq0GDBqlNmzYqUqSIdu/erUWLFtn7x44dq9KlS6ty5cqqVq2aqlatqjFjxuRVeQAAAAAAmMLNMAzD1UU4Q0JCggIDAxUfH5/vDjuv8MZPri7hjnN8YvvrDwIAAACAa8htDs2zPd4AAAAAANyJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJbip4t2jRQu7u7nr//fcd2jdt2qQGDRooICBADRs21LZt2xz6x44dq5IlSyogIEA9evRQUlKSvS8hIUFdunSRv7+/ypQpo3ffffdmSgMAAAAA4JZyU8F73bp1Gj16tEPb4cOH9eSTT+qdd95RTEyMXnvtNXXs2FGnTp2SJE2fPl1LlizRtm3bdOrUKbm5ualXr1726V988UUVKFBAUVFR2rp1qxYuXKgZM2b8h0UDAAAAAMD1PJ01oylTpmjIkCFq3bq1JKlTp07avn27fvjhBw0ZMkSTJ0/W/PnzVbFiRUmXgnjlypV19OhR+fj4aN26dTpx4oR8fHwUGBioOXPm6NFHH1Xv3r2dVSIAAAAAAHnOacG7YsWKat++vUNbUFCQIiMjdebMGV28eFH333+/va9AgQJ6/PHHtXbtWgUGBqpNmzby8fGx9991113y9/fX4cOHVbVqVWeVCQAAAABAnnLaxdUGDRqULSCHh4erXr16OnnypKpUqZJtmurVq+vYsWPX7c+J1WpVQkKCwwMAAAAAgFuNaVc1nz17tqKjoxUSEqKUlBT5+vpmG2OxWJSSknLd/pxMmDBBgYGB9kdQUJDTlwEAAAAAgP/KlOC9c+dOvf766/r222/l6ekpi8Wi1NTUbONiY2Pl6+t73f6cDBs2TPHx8fZHZGSk05cDAAAAAID/ymnneGc5efKkQkJC9OWXX+quu+6SJAUHBysiIiLb2IiICNWrV08BAQFauXJljv2VKlXK8XW8vb3l7e3t3OIBAAAAAHAyp+7xTkxM1GOPPaZXX31Vjz32mL29RIkS8vLy0sGDB+1t6enpWrp0qVq1aqVGjRppzZo1Sk9Pt/fv27dPVqs1x3O/AQAAAADIL5wWvDMyMvTkk0+qadOmGjhwYLb+wYMHq2fPnjp16pQSExM1YMAAtW7dWhUrVlTZsmX10EMPafDgwUpKSlJkZKR69eqlkSNHOqs8AAAAAABcwmnBe8CAAVq1apWmT58uT09P+6NVq1aSpD59+qhNmza67777VLZsWaWlpWn69On26WfMmKHz58+rVKlSql+/vjp16qSwsDBnlQcAAAAAgEu4GYZhuLoIZ0hISFBgYKDi4+MVEBDg6nJuSIU3fnJ1CXec4xPbX38QAAAAAFxDbnOoabcTAwAAAAAABG8AAAAAAExF8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8Ad5QWLVrI3d1d77//vkP75s2bdc8998hiseiBBx7Qjh07HPq/+uoreXp6qnbt2tnm6enpme1hsVh0+vRpU5cFAAAA+QPBG8AdZd26dRo9erRDW0xMjEJCQjR69GglJCRoxIgR6tChg6Kjo+1jevTooSNHjuQ4z/T0dIfH22+/rbCwMJUuXdrUZQEAAED+QPAGcMf76quv9NRTT6lTp04qUKCAOnbsqK5du2ratGk3PK/k5GRNmTJFr7/+ugmVAgAAID8ieAO4423cuFEdOnRwaAsNDdWaNWtueF4zZsxQu3btFBQU5KzyAAAAkM95uroAAHC1kydPqkqVKg5t1atX17Fjx25oPlarVR999JHWr1/vxOoAAACQ37HHG8AdLyUlRb6+vg5tFotFKSkpNzSfL7/8Ui1atFDFihWdWR4AAADyOfZ4A7jjWSwWpaamOrTFxsZmC+PXYrPZ9P7772vVqlXOLg8AAAD5HHu8AdzxgoODFRER4dAWERGhSpUq5Xoec+bMUcOGDVWtWjVnlwcAAIB8juAN4I7XuHHjbHuqFy5cqNatW+dq+oyMDL377rsaMWKEGeUBAAAgn+NQcwB3vLCwMN17771q2rSp2rRpo1WrVum7777T7t27czX9t99+qzp16qhWrVomVwoAAID8iOAN4I5XsmRJLViwQP369VNISIhq166tJUuWqESJErmafv/+/Ro5cqTJVQIAACC/cjMMw7jRiVq0aKHffvtNkyZN0tChQ+3tmzdvVr9+/XTw4EHVrl1bU6dOVf369e39M2fO1Ntvv63Y2Fg9/PDDmj59ukqWLCnp0oWJXnnlFc2dO1fu7u7q0aOHJkyYIE/P3G0bSEhIUGBgoOLj4xUQEHCji+RSFd74ydUl3HGOT2zv6hLuOKzneY/1HAAAwFy5zaE3dY73unXrNHr0aIe2mJgYhYSEaPTo0UpISNCIESPUoUMHRUdHS5JWrVql8ePHKzw8XOfOnVPt2rUVEhJin37UqFE6dOiQDhw4oAMHDmj//v0aNWrUzZQHAAAAAMAtw2kXV/vqq6/01FNPqVOnTipQoIA6duyorl27atq0aZKkyZMn64MPPlDdunVlsVg0btw4ZWZmau3atUpLS9Pnn3+u2bNnq2TJkipevLjmzJmjL774QhcvXnRWiQAAAAAA5DmnBe+NGzeqQ4cODm2hoaFas2aNDMPQ9u3b1b59+xz79+zZo7vuukulSpWy9xUtWlQNGjTQli1bnFUiAAAAAAB5zmnB++TJk6pSpYpDW/Xq1XXs2DHFxsaqUKFC8vHxybE/p2kv78+J1WpVQkKCwwMAAAAAgFuN04J3SkqKfH19HdosFotSUlJy7LuR/pxMmDBBgYGB9kdQUJBzFgQAAAAAACdyWvC2WCxKTU11aIuNjZWvr2+OfTfSn5Nhw4YpPj7e/oiMjHTOggAAAAAA4EROC97BwcGKiIhwaIuIiFClSpVUtGhRXbhwQTabLcf+nKa9vD8n3t7eCggIcHgAAAAAAHCrcVrwbty4sVatWuXQtnDhQrVu3Vpubm6qV6+e1q5dm2P/Pffco/379ysuLs7ed/78eW3fvl0PPfSQs0oEAAAAACDPOS14h4WF6euvv9bKlSuVnp6u8PBwfffdd+rbt68kaciQIRo0aJAOHDig1NRUjRs3ThaLRc2bN5eXl5e6d++uXr16KTY2VufOnVOPHj3Uv3//qx5qDgAAAABAfuC04F2yZEktWLBAw4YNk7+/v8aMGaMlS5aoRIkSkqS2bdtq0KBBatOmjYoUKaLdu3dr0aJF9unHjh2r0qVLq3LlyqpWrZqqVq2qMWPGOKs8AAAAAABcws0wDMPVRThDQkKCAgMDFR8fn+/O967wxk+uLuGOc3xi++sPglOxnuc91nMAAABz5TaHOm2PNwAAAAAAyI7gDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgImcGrxjY2P13HPPqUiRIgoODtYHH3xg7/vnn3/UuHFjWSwW1apVSytWrHCYdsmSJapWrZosFotatmypw4cPO7M0AAAAAABcwqnBu2vXrqpSpYoiIyO1c+dObdy4UV9//bWsVqvatWunZ555RvHx8Zo+fbp69uypvXv3SpL27t2r3r176/PPP1d8fLyefPJJtW3bVqmpqc4sDwAAAACAPOfU4L1hwwYNHz5cfn5+KlmypAYMGKAff/xRixcvVu3atdWvXz95eXmpSZMmGj16tN577z1J0pQpU/Taa6+pWbNm8vLyUp8+ffTAAw9o/vz5ziwPAAAAAIA859Tg3b59e7322mtKSEhQZGSkxo8fr5IlS2rjxo3q0KGDw9jQ0FCtWbNGkq7bDwAAAABAfuXU4D116lQtWrRIgYGBCg4O1unTp/Xmm2/q5MmTqlKlisPYYsWKKTU1VVarVVFRUapUqZJDf/Xq1XXs2DFnlgcAAAAAQJ5zWvBOT0/X//73Pz377LOKjY3ViRMn1LZtW505c0YpKSny9fXNNo3FYlFKSooyMzPl7u6eY9/VWK1WJSQkODwAAAAAALjVOC14h4eHy2Kx6N1337Vf1XzcuHHq3r27vLy8crxQ2vnz5+Xr6yt3d3cZhuHQFxsbm2NYzzJhwgQFBgbaH0FBQc5aFAAAAAAAnMZpwfvgwYNq0qSJQ5ufn58KFSokSYqIiHDoi46OVpEiReTl5aWyZcvq5MmTDv0RERHZDj+/3LBhwxQfH29/REZGOmdBAAAAAABwIqcF70qVKunAgQMObampqfrnn3/03HPPadWqVQ59CxcuVOvWrSVJjRs3vmZ/Try9vRUQEODwAAAAAADgVuO04P2///1Pu3fv1tSpU5WYmKioqCh17dpVDz74oDp37qwdO3Zozpw5stls2rp1qyZNmqRXX31VkjRgwAC9/fbb2r59u2w2m7766iv99ddfeuaZZ5xVHgAAAAAALuG04O3j46Pw8HAtW7ZMJUuWVIMGDVSiRAnNmTNHPj4+Wr58uWbOnKmCBQsqLCxMM2fOVK1atSRJderU0aeffqrnn39eAQEB+uabb7RixQp5e3s7qzwAAAAAAFzC05kzq1q1qn7++ecc+2rWrKlNmzZdddqOHTuqY8eOziwHAAAAAACXc+p9vAEAAAAAgCOCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAiU4P3iRMn9PXXX5v5EgAAAAAA3NJMDd4DBw5UTEyM/fnmzZt1zz33yGKx6IEHHtCOHTscxs+cOVPBwcHy8/NTSEiIw7QAAAAAAORHpgXvFStW6OjRoxoyZIgkKSYmRiEhIRo9erQSEhI0YsQIdejQQdHR0ZKkVatWafz48QoPD9e5c+dUu3ZthYSEmFUeAAAAAAB5wpTgbbVaNWjQIE2fPl2enp6SpK+++kpPPfWUOnXqpAIFCqhjx47q2rWrpk2bJkmaPHmyPvjgA9WtW1cWi0Xjxo1TZmam1q5da0aJAAAAAADkCVOC96RJk9S0aVM1atTI3rZx40Z16NDBYVxoaKjWrFkjwzC0fft2tW/fPsd+AAAAAADyK6cH78jISE2YMEE///yzChcurFdeeUWZmZk6efKkqlSp4jC2evXqOnbsmGJjY1WoUCH5+Pjk2A8AAAAAQH7l9OA9btw4tWnTRrt27dLu3bu1adMmTZ06VSkpKfL19XUYa7FYlJKSkmPf5f05sVqtSkhIcHgAAAAAAHCr8XT2DJcuXaoDBw6ocOHCkqQvv/xSTz75pCwWi1JTUx3GxsbGytfXN8e+y/tzMmHCBL311lvOLh8AAAAAAKdy6h7vs2fPys/Pzx66JalWrVo6deqUgoODFRER4TA+IiJClSpVUtGiRXXhwgXZbLYc+3MybNgwxcfH2x+RkZHOXBQAAAAAAJzCqcG7aNGiiouLU1xcnL1t//79Cg4OVuPGjbVq1SqH8QsXLlTr1q3l5uamevXqZbuCeVZ/Try9vRUQEODwAAAAAADgVuPU4O3u7q5u3bqpW7duOnPmjCIiItSzZ08NHDhQYWFh+vrrr7Vy5Uqlp6crPDxc3333nfr27StJGjJkiAYNGqQDBw4oNTVV48aNk8ViUfPmzZ1ZIgAAAAAAecrp53hPnDhRr7/+umrXri0/Pz+9/PLL6tWrlyRpwYIF6tevn0JCQlS7dm0tWbJEJUqUkCS1bdtWJ06cUJs2bRQbG6tHHnlEixYtcnZ5AAAAAADkKTfDMAxXF+EMCQkJCgwMVHx8fL477LzCGz+5uoQ7zvGJ7a8/CE7Fep73WM8BAADMldsc6vTbiQEAAAAAgP9D8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAADucCtXrtSOHTtcXQYAALctgjcAAHeI9957T+fOnXNoS0pKUp8+fZSZmenQfvjwYbm7u8vT09P+2L59e16WCwDAbYPgDQDAHeCvv/7SqFGjsrWPHTtWjz76qBo2bOjQ/vfff6tr165KT0+3Pxo0aJBX5QIAcFvxdHUBAADAXGlpaXr++eeVnp7u0H7gwAF9++232rt3b7Zp/v77b9WoUSOvSgQA4LbGHm8AAG5zI0aMUJ06dVSuXDmH9v79+2vChAkqVKhQtmn279+v6tWr51GFAADc3gjeAADcxjZs2KCFCxdq6tSpDu0LFy7U2rVrNXz4cJUrV05z58516P/77781cOBAFS5cWA8//LCOHDmSl2UDAHBbIXgDAHCbSkhIULdu3TRr1iwFBgba2w3D0IgRI/TWW29p//79mj9/vl599VX9+eef9jEjR47U77//rlOnTqlTp05q27atrFarKxYDAIB8j+ANAMBt6uWXX1bnzp3VvHlzh/Y9e/YoMDBQo0aNkr+/v5o2baqRI0dqxowZ9jGhoaEqXry4/Pz81KdPH9WtW1erV6/O4yUAAOD2QPAGAOA2tHTpUs2bN0+ffvqpfHx85OPjoxMnTqhcuXLat2+fateu7TC+bt26OnHixFXnV6lSJZ06dcrssgEAuC0RvAEAuA116NBBNptNqamp9kf58uV16tQpValSRfv27XMYv3fvXlWsWFGS1KlTJ0VGRjr0b968WdWqVcuz+gEAuJ0QvAEAuMM0aNBAmZmZGjdunJKSkrRx40ZNmDBBffv2lSRVrlxZvXv31r///qvY2FgNHjxYGRkZatGihYsrBwAgfyJ4AwBwh3F3d9eyZcu0Y8cOlS1bVgMGDNDs2bNVs2ZNSdI777yjatWq6Z577lGFChV08uRJLVmyRO7u/NkAAMDNcDMMw3B1Ec6QkJCgwMBAxcfHKyAgwNXl3JAKb/zk6hLuOMcntnd1CXcc1vO8x3qe91jP8x7rOQDAlXKbQ9l0DQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYyNTg/d577+ncuXOSpH/++UeNGzeWxWJRrVq1tGLFCoexS5YsUbVq1WSxWNSyZUsdPnzYzNIAAAAAAMgTpgXvv/76S6NGjZIkWa1WtWvXTs8884zi4+M1ffp09ezZU3v37pUk7d27V71799bnn3+u+Ph4Pfnkk2rbtq1SU1PNKg8AAAAAgDxhSvBOS0vT888/r/T0dEnS4sWLVbt2bfXr109eXl5q0qSJRo8erffee0+SNGXKFL322mtq1qyZvLy81KdPHz3wwAOaP3++GeUBAAAAAJBnTAneI0aMUJ06dVSuXDlJ0saNG9WhQweHMaGhoVqzZk2u+gEAAAAAyK+cHrw3bNighQsXaurUqfa2kydPqkqVKg7jihUrptTUVFmtVkVFRalSpUoO/dWrV9exY8eu+jpWq1UJCQkODwAAAAAAbjVODd4JCQnq1q2bZs2apcDAQHt7SkqKfH19s423WCxKSUlRZmam3N3dc+y7mgkTJigwMND+CAoKct6CAAAAAADgJE4N3i+//LI6d+6s5s2bO7RbLJYcL5R2/vx5+fr6yt3dXYZhOPTFxsbmGNazDBs2TPHx8fZHZGSkU5YBAAAAAABn8nTWjJYuXap58+bJw8NDn376qaRLh4OXK1dOpUuXVkREhJo2bWofHx0drSJFisjLy0tly5bVyZMnVb58eXt/REREtsPPL+ft7S1vb29nlQ8AAAAAgCmctse7Q4cOstlsSk1NtT/Kly+vU6dO6Z133tGqVascxi9cuFCtW7eWJDVu3Pia/QAAAAAA5Fem3cf7cp06ddKOHTs0Z84c2Ww2bd26VZMmTdKrr74qSRowYIDefvttbd++XTabTV999ZX++usvPfPMM3lRHgAAAAAApsmT4O3j46Ply5dr5syZKliwoMLCwjRz5kzVqlVLklSnTh19+umnev755xUQEKBvvvlGK1as4FByAAAAAEC+57RzvHNy/Phx+/9r1qypTZs2XXVsx44d1bFjRzPLAQAAAAAgz+XJHm8AAAAAAO5UBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABM5NTgHRcXp65du6p48eKqUKGCJk6cqMzMTEnS5s2bdc8998hiseiBBx7Qjh07HKadOXOmgoOD5efnp5CQEMXExDizNAAAAAAAXMKpwTs0NFRly5bV0aNH9csvv2jJkiWaMmWKYmJiFBISotGjRyshIUEjRoxQhw4dFB0dLUlatWqVxo8fr/DwcJ07d061a9dWSEiIM0sDAAAAAMAlnBa8//jjD505c0bvvPOOAgICVLVqVc2aNUtffPGFvvrqKz311FPq1KmTChQooI4dO6pr166aNm2aJGny5Mn64IMPVLduXVksFo0bN06ZmZlau3ats8oDAAAAAMAlnBa8MzIyNGTIELm5udnbgoKCFBMTo40bN6pDhw4O40NDQ7VmzRoZhqHt27erffv2OfYDAAAAAJCfeTprRvXq1VO9evUc2sLDw1WvXj2dOHFCVapUceirXr26jh07ptjYWBUqVEg+Pj7Z+ufPn3/V17NarbJarfbnCQkJTlgKAAAAAACcy7SrmkdHR+uVV17R6NGjlZKSIl9fX4d+i8WilJSUHPsu77+aCRMmKDAw0P4ICgpy+jIAAAAAAPBfmRK8rVarOnfurL59+6pBgwayWCxKTU11GBMbGytfX98c+y7vv5phw4YpPj7e/oiMjHT6cgAAAAAA8F857VDzy4WFhSkoKEjDhw+XJAUHBysiIkLBwcH2MREREapUqZKKFi2qCxcuyGazqUCBAtn6r8bb21ve3t5mlA8AAAAAgNM4fY/3mDFjdOzYMc2ePdt+obXGjRtr1apVDuMWLlyo1q1by83NTfXq1ct2BfOsfgAAAAAA8jOn7vGeN2+e5s6dq61btzpcLC0sLEz33nuvmjZtqjZt2mjVqlX67rvvtHv3bknSkCFDNGjQIP3444+qUKGC3nvvPVksFjVv3tyZ5QEAAAAAkOecFrw3btyoHj16yGazqUyZMg59R48e1YIFC9SvXz+FhISodu3aWrJkiUqUKCFJatu2rU6cOKE2bdooNjZWjzzyiBYtWuSs0gAAAAAAcBmnBe8mTZo43N7rSuXLl9eePXuu2t+7d2/17t3bWeUAAAAAAHBLMO12YgAAAAAAgOANAAAAAICpCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAIDbRlxcnLp27arixYurQoUKmjhxojIzMyVJ8+fPV82aNRUQEKCHH35YR48edXG1AO4UBG8AAADcNkJDQ1W2bFkdPXpUv/zyi5YsWaIpU6Zo5cqVGjt2rObNm6fo6GiFhoaqffv2Sk1NdXXJwA271gam9evXq169evL399eDDz6o33//3cXVQpI8XV0AAAAA4Ax//PGHzpw5o3feeUdubm4KCAjQrFmz9NRTT6lWrVqaOHGi7r33XknSiy++qJ9++kmbN29Wq1atXFw5cGNCQ0PVoEEDHT16VDExMXr++efl6+urjh07qmvXrvrmm2/UsGFD7dy5Uy+88II2btyookWLurrsOxp7vAEAAHBbyMjI0JAhQ+Tm5mZvCwoKUkxMjDIyMnKcJi4uLq/KA5zi8g1MAQEBqlq1qmbNmqUvvvhCO3bsUNOmTdWkSRMVKFBADz30kO6//35t3LjR1WXf8QjeAAAAuC3Uq1dP3bt3d2gLDw9XvXr1FBoaqmHDhunPP/9USkqKZs6cqZUrV+qhhx5yUbXAzbnWBqZGjRpp48aNWrlypdLS0rR69WotW7ZMJUuWdGHFkDjUHAAAALep6OhovfLKK1q8eLEaNGigqKgodejQQWlpaYqJiVGPHj1UpkwZV5cJ3JB69eqpXr16Dm1ZG5hKly6tSZMmqV27dva+gQMH6sEHH8zrMnEF9ngDAADgtmO1WtW5c2f17dtXDRo0kCQNHjxYx48f10cffaTixYvr3XffdXGVwH+XtYFp9OjR2rVrl4YOHaqffvpJycnJWr16tTw9PWW1Wl1d5h2P4A0AAIDbTlhYmIKCgjR8+HCH9sTERA0ePFhTpkxRkSJFXFQd4BxXbmAaN26cxo8fr3bt2slisahNmzaqX7++RowY4epS73gEbwAAANxWxowZo2PHjmn27NkO58FK0siRI9WwYUOFhoa6qDrAea7cwHTw4EE1adLEYUyDBg30888/u6I8XIZzvAEAAHDbmDdvnubOnautW7fKx8fHoe+PP/7Qt99+q7/++stF1QHOk7WBae3atfYNTJUqVdKBAwdUvnx5+7jdu3erVKlSrioT/x97vAEAAHBb2Lhxo3r06KGIiAiVKVNGnp6e9seJEyeUlpamGTNmEEKQ72VtYFqyZInDBqbBgwdrwIAB2rZtm6xWqzZs2KCBAweqX79+LqwWEnu8AQAAcJto0qTJNS8idfleQCC/ytrAZLPZsl2V/+jRoxo5cqSef/55nTp1StWqVdOkSZPUsWNH1xQLO4I3AAAAcq3CGz+5uoQ7zvGJ7V1dwh3nVl/PSw9enGN7s8/2SSoqdf5IJSXFS3pjj/TGnlt7eaTbfz3nUHMAAAAAAExE8AYAAAAAwES3VPBOSEhQly5d5O/vrzJlyujdd991dUkAAAAAAPwnt9Q53i+++KJ8fHwUFRWlCxcuKDQ0VIUKFVLv3r1dXRoAAAAAADfllgneUVFRWrdunU6cOCEfHx8FBgZqzpw5evTRRwneAAAAAIB865Y51Hzz5s1q06aNw33o7rrrLvn7++vw4cMurAwAAAAAgJt3ywTvkydPqkqVKtnaq1evrmPHjrmgIgAAAAAA/rtb5lDzlJQU+fr6Zmu3WCxKSUnJ1m61WmW1Wu3P4+PjJV26QFt+k2lNdnUJd5z8uJ7kd6zneY/1PO+xnuc91vO8x3qe91jP8x7red7Lr+t5Vt2GYVxz3C0TvC0Wi5KTs6/gsbGxOQbyCRMm6K233srWHhQUZEp9uL0EfuTqCgDzsZ7jTsB6jjsB6znuBPl9PU9MTFRgYOBV+2+Z4B0cHKyVK1dma4+IiFClSpWytQ8bNkxDhgyxP8/MzNT58+dVtGhRubm5mVorLklISFBQUJAiIyMVEBDg6nIAU7Ce407Aeo47Aes57gSs53nPMAwlJiaqTJky1xx3ywTvRo0aaejQoUpPT5en56Wy9u3bJ6vVmuO5397e3vL29nZoK1SoUF6UiisEBATwwcZtj/UcdwLWc9wJWM9xJ2A9z1vX2tOd5Za5uFrZsmX10EMPafDgwUpKSlJkZKR69eqlkSNHuro0AAAAAABu2i0TvCVpxowZOn/+vEqVKqX69eurU6dOCgsLc3VZAAAAAADctFvmUHPp0i76efPmuboM5JK3t7fefPPNbIf8A7cT1nPcCVjPcSdgPcedgPX81uVmXO+65wAAAAAA4KbdUoeaAwAAAABwuyF4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieOOmXbx4UXXr1lV6erq9bf369RoxYoRDG5CfJSUlKSAgwGGdXrFihbp06aK0tDQXVgbcmPj4eA0cOPCq/X5+fjp79qz9+cWLF/OiLAAA7gjcTgw3LT09XT4+PkpJSdH8+fPVtWtXrV+/Xq1atVJ8fLz8/f1dXSLwn2VkZMjb21sXL17UpEmTNGrUKG3cuFHNmzdnPUe+kpCQoFq1aikyMlKff/65kpOT5ebmJovFol69eqlYsWI6efKkfH19FRMTo/vuu09btmxR+fLlXV068J+sWLFCvr6+cnfPvr/Jzc1NpUqVUtWqVV1QGeB86enpevHFF/Xxxx+rYMGC2rt3r9zd3VWrVi1Xl3bHI3jjui5evKiHH35Y3t7ekiTDMBQYGKglS5bI399f58+fV6lSpXT+/Hnt2bNH999/vxISEuTn5+fiyoHcS0pKUvXq1R3W86JFi+r3339XwYIF7et5bGys/vzzT913332s58hXrFarateurcOHD6tGjRpq0qSJJGndunU6cuSIypcvrxMnTkiSpk6dqi+//FK7d+92ZcnAf3Ly5EkFBwerdOnSeuCBB2QYhn777Tc1a9ZMu3btUu3ateXl5aWNGzdq7969Cg4OdnXJQK5YrVZ99tlnslgs8vDwUHJyskJCQtSqVSvt3r1bhQoV0oULF+Tv769nn31WW7Zs0eHDh1WgQAFXl35H41BzXJe3t7ciIyMVFhamI0eOqGfPnjp06JAkycfHR15eXvL09LQ/lyQvLy+X1QvcDIvFIh8fH82dO1dubm765ptvlJycLOnSZ6BAgQL29Txr/c4K6UB+4Onp6bAOf/755/r888/l4eFhb3v88ccVExOjRYsWaejQoa4sF/jPHnzwQX3zzTfy9fXVsmXLtHz5cpUrV07Lly9XgwYNNHv2bIWHh6t79+7273sgPzAMQ0OGDNG8efP09ddfa8iQIbJarTp27Jh8fHzk7e0tb29vLV++XIsWLdIXX3xB6L4FeLq6ANz6PD09VahQIXXp0kXvvvuuunTpogkTJtj7JNk/zDabTQUKFODDjXzHw8NDfn5+atSokf3frMMSrwzcaWlp8vHxsbcD+YGHh4diYmLUt29fRUdHq2/fvpLksJ63bNlSTZo0UVxcnDp37uzKcoH/zGKxaOnSpTpx4oTGjh0rSTp37pzGjh2rgwcP6sMPP1RAQIB8fX1Vo0YNF1cL5J63t7c8PDy0YcMGSZKvr6/DTgJ3d3fNmjVLI0eO1Pz589W6dWsXVwyJ4I2blPWHmtVq1dixY5WUlKSxY8cqKipKpUqVcnF1gHNkrecpKSnq0aOH4uLi1KNHD509e1alS5d2cXXAjbNYLGrUqJFWrFihRo0ayTAMrVu3TtKlc10HDRqkxMRErVixgiM6kG/9/vvvWr58uby9vbVgwQKVL1/efmSHm5ubPDw87P+6u7vLarW6uGLgxri5ucnNzc2hLWt9HjlypGw2mzZv3qwdO3aoQoUKrikS2XCoOW5K1qUBMjMzdfjwYT3++OM6fPiw9uzZo7vvvtvF1QHOkbWeu7u7q2zZsho8eLDKli2rtLQ01atXz8XVATcuMDBQXbp0UeHChdWlSxc999xzkqRBgwYpISFBkvTvv//qr7/+0h9//OHKUoGbZrPZtHr1ap04cUKnTp2Sm5ubevTooW7duikwMFDdu3dX+fLl1b9/f40cOVIffPCBq0sGbtiVl+nKzMyUYRg6evSoMjIytHTpUn3zzTfZxsF12OONm5L1IbZYLJo7d669vV27dvY/5ID8Lms99/Ly0rhx4+xtjRo10pAhQ1xZGnBTjh8/rvr16+vw4cOqX7++vb1EiRKKi4vTypUr9dtvv6lXr15auHCh7r33XhdWC9ycBx98UFu3btXkyZPVtm1beXp6qmHDhvajmB588EGdP39e1atXV6tWrTR27FjWdeQrmZmZ2fZ4p6enKyMjQ99++62WLVum9evX64UXXtDhw4f19ddfu6hSXI493riujIwMpaWl6dChQ/Z/s+5pnJ6err179+qff/7RxIkTlZqaqieeeMLFFQM3LiMjQ0lJSVq9erX936z1PCMjQ1u2bNHPP/+sfv36qWLFinrkkUdcXDFw40qVKqW5c+cqODhY33zzjebMmSPDMDR8+HCVKVNGI0eOlI+Pjzp06KDNmze7ulzgpp09e1YHDhzQtGnTdOTIEZ04cUIRERGKiIjQiRMnlJiYqH/++Uf169dXy5YttXPnTleXDORaamqq0tPTHU6XSExMlM1mU1pammw2m2rUqKH169dr3bp1mjlzpqtLhtjjjVxITU3VoUOHdNddd8kwDNWoUUPlypWTdOkc7z/++EO9e/eWv7+/tm3b5uJqgZuTkpKi1NRU9e7dW5LUu3dvFSlSRNKlz0DWxagyMjK0atUqV5YK3JTMzEx5enqqevXq9nNc3dzclJmZKenShtSNGzfql19+UZkyZfTnn3+6uGLg5rm7u2vZsmWaMWOGJKlBgwaKiYlxuJe31WpV27ZttXDhQs6DRb7i7e2tvXv32r/LMzIyVK5cOX366adKS0tTenq6Ll68KIvFoqlTp6p79+7q0qULt0B1Me7jjVzJulp5lrS0NHl6esrHx0dpaWmKjY3V5MmT9dlnn2nkyJEaPHiwC6sFnCcjI0M+Pj6y2WzKyMjQrFmz9MYbb6hLly6aNGkSF6BCvpGamqq77rpLERERatq0qWJiYmSz2VSyZElt3bpV5cqV0/Hjx+Xp6alz586pRIkSio2NVeHChV1dOnDDkpKSFBwcrNmzZ6tFixZ6+OGH1axZMw0YMEDSpdOG6tevr/3796tQoUKuLRa4Sd9//71CQkKy3cY3JiZGmzZt0sCBA7Vy5Ur9/fffevrpp11UJbIQvHHTkpOT5e/vL5vNZr9a6NatW9WjRw9t2rRJRYsWdXGFwH+XlJSkgIAA+8YmSTp69KjCwsL0008/sfUY+cb58+dVuXJlxcXF5dgfGBioyMhIBQQEKDExUXPmzNGLL77I7SGRLyUkJKhMmTJq3Lix/vzzTyUmJqpu3boOF8acNWuWunfvLkn65JNPXFUqcMNOnjypzp07a8+ePVq4cKGSk5M1YcIE+fj42McYhqFDhw7J09NTP/zwg1q1auXCiiFxqDlyKSMjQ1FRUQoKCrJfzMHHx0d79+51OGzrwQcf1K5du+Tr6+uqUgGn8vf3V2JiosM9uytXrqx169Zlu7AJcCsrUqTIVUO3JH333XeyWCySpIIFC6pfv355VRrgdBcvXpS3t7dWrVqljIwMrV27VlOmTNGUKVPUvn17dezYUR999JGSkpIUGxvr6nKBG1KqVCnVq1dP3333nSpXrqz58+crOTlZr7zyisO4jIwMbd++3X5KEVyLPd7IlcjISFWoUEHR0dEqXry4Q1/Pnj1Vp04dDRw40EXVAQAA/J/U1FTt3r1bDz30kEP7unXr9M033+jTTz9lJwFuGz///LPCw8P16aefuroUXAPBG7ly/vx5FStWTImJiQ6H1vbp00ezZs3SZ599ph49eriwQgBAbpw9e1b333+//vzzz6uevx0ZGamwsDCtXr06j6sDAOD2xO3EkCve3t5yc3NzuHjDyy+/rIULF+rXX38ldANAPpCYmCiLxaJTp07JYrEoMjJS586d09mzZ3Xy5EmdPXtW48ePl4eHh37//XdXlwuY6syZM7rvvvt08OBBV5cC3JSUlBQtXrxYkhQcHKzIyEgXV4RrIXgjV7IurpN1nuvixYs1a9YsrVixQk2aNHFlaQCAXPj66681dOhQ+fj4yM3NTT4+PqpWrZpKliypUqVKqWLFilq6dKkmTJiggIAAh4v0APnNnj17FBAQoH///VeSFB8fr9dee03nzp2zj7FYLNqzZw/X60C+ZbPZ1L9/f0mSl5eXihUrps2bN+uRRx5Ru3bt1K5dO7Vp00aPPfaYiyuFRPBGLnl4eMgwDM2bN0+S1KFDB/3666+qX7++iysDAOTGoUOH7PfyzrooZoUKFZSRkaH69evrq6++kp+fn4oWLSpvb2+HCwoC+Y2vr6+SkpLsp8d5eXnpgw8+UHJysn1M1salK2/FBNzqMjIyVKtWLT3++OOKi4tTy5Ytdfr0aXl7e8tisSguLk41atRQy5Yt9ccff2j48OGuLhniqua4QQMHDtSHH36o2rVrS5KmTp3q0J+enq4LFy5oxYoVrigPAHAVdevW1U8//STp/4LG5fehzzqdqGDBgvL09CR4I1/LOrIj60r9FotFhmE4rNdZ/8+6JSqQX9hsNo0cOVJ+fn7q27evXn/9dYWFhcnd3V0Wi0VFixZVjRo1VLlyZXl5eWW7yCBcgz3eyDU3NzcdPHhQ9evX17x587Rt2zbZbDaHR1pamtLS0lxdKgDgCpUqVVJERIQ2bNggSdqwYYOSk5O1YcMGJSQk6MCBAzp8+LBSU1O1ceNGh1tFAvlN1ilyl9+H3s3NzeGw8qz/s64jv/Hx8VHLli3Vvn17+fr66pFHHrFfpZ9TJ25dbM5GrmRd/L5YsWKaPn26GjdurH79+qlnz55q1aqVi6sDAFxPyZIl9ccff+iVV15RWlqaXnnlFUVFRemVV17RyZMn9d1338nT01OnT5/WK6+8QhhBvubu7i7DMBz+RjEMQ6GhodmO9ADyG5vNptKlS8vT01MZGRkqUKCAMjMzZbPZlJqaqpSUFMXGxsrf318ZGRmKjIxUUFCQq8u+4xG8kSvp6emSLp1T4uHhoeeee04BAQEKCQnRL7/8ogYNGri4QgDAtRQpUkTBwcHauXOn/P39tXPnTt1zzz3auXOnHnzwQb300ksqXLiwRowYoZ07d6py5cquLhn4zy7/++TKv1UMw9Bvv/1G+Ea+4+7ursjISPs1Oo4ePaqqVasqKSlJsbGxioqK0pw5cyRJhQsXVqNGjXTy5EkXVw2CN3LFZrNJuhTAs86Fevzxx9W/f3898cQT17wfLADA9SwWiy5cuCDp0kbUy//NkpmZqeTkZBmGoczMzLwuEXAawzDk5uamCRMmXHPcpEmT7Ef1AfmFh4eHypYtq5SUFM2cOVN+fn7q2bOnPYi///77atu2rTZv3qyWLVu6ulz8fxxHhlxJTU2VJFmtVof2cePGyWKxqGvXrq4oCwCQSx4eHkpJSZFhGPaNqefPn9fo0aN16tQpLV68WCkpKYqLi5PVarUf6QTkR5cfqSdJW7du1cmTJ7M93NzcCN7ItwzDUPfu3RUVFaWLFy+qWLFiysjI0KBBg+Tt7a3x48drwYIFri4T/x97vJEraWlpqlmzpv2PtSweHh4aPXq0Vq5cqczMTM4JBIBblM1mU2ZmplJTU2UYhjIyMtStWze5ubmpR48eSk1NtZ8zmJSUlG1DK5CfZK2/VqtVVqtVjRo1cgjZWf93c3PLduQHcKvLzMxUy5Yt9dprr9nbNm3apDlz5igjI0OpqamaM2eO7r//foWFhalmzZqqVauWCyuGRPBGLpUtW1Z79+7Nse/ZZ5/Vk08+SegGgFuYYRhauHChLl68KMMwdPHiRb3zzjvZxsXExOjEiRO6ePGiC6oEnCMpKUmGYSgpKUlFihTRkSNHHC6qJl3aGFW5cmWO7kC+k5SUpHvvvVdPPvmkPDw8dPHiRUVGRurHH3+0r/c//vijJKl06dKaMWOGPvnkExdXDTeD42sAALgjZGRk6ODBg9q0aZO6du2aLYhkuXjxojZv3qyHH344jysEnOPixYvat2+f7rvvPodbil0uNjZWxYsX119//aXatWvncYXAf3fq1CmFhYUpPj5evXv3Vvfu3XX69Gk98MADOnXqlKRLR616eXm5uFJIBG8AAO4YkZGRqlChgqKjo1W8eHGHvp49e6pOnToaOHCgi6oD8pbNZtOhQ4dUpUqVq26EAvKDjz/+WGFhYfL391dqaqoOHjyou+++29Vl4QocGwwAwB3Cz89PhmHI19fXob1Pnz6aO3euChYs6KLKgLxXoEAB1apVi9CNfG/gwIHy9/eXJPn4+BC6b1EEbwAA7hDe3t5yc3NzOOzw5Zdf1sKFC/Xrr7+qR48eLqwOcK4iRYpkawsNDdWGDRtcUA3gfBkZGTp27JgkKSEhQQEBAYqOjnYYc+rUKUVGRrqiPFyB4A0AwB0i61xXT89L11ZdvHixZs2apRUrVqhJkyauLA1wukKFCskwDJ08eVKSlJKSohUrVmS7QwuQXyUkJKhq1apKT0+Xr6+vkpKSHI5c+uKLL1S7dm2NGTPGdUXCjnO8AQC4Q2RkZKhAgQKaM2eOnnvuOWVkZOj3339XgwYNXF0a4FSJiYmqWrWqvLy8VKtWLa1cuVKzZs3S+PHjtWPHDnXr1k0eHh4yDEOFChXSrFmzXF0ycMNsNpv8/f3tt8/z9PRUamqqkpKS1KNHD61YsUJVqlTRrl27OKXiFsDtxAAAuMMMHDhQH374of1KzlOnTnXoT09P14ULF7RixQpXlAf8JzExMWrUqJEkadWqVapZs6bi4uI0evRo9evXT25ubtq0aZM+/PBDDRs2TNOmTXNxxcCNS05Olq+vr8OpQ+7u7vL09FRkZKTS09O1detWPfbYY4TuWwSHmgMAcAdxc3PTwYMHVb9+fc2bN0/btm2TzWZzeKSlpSktLc3VpQI3xc/PT6+88oq8vLz03XffKTExUaGhoerWrZt++OEHxcbGys/PT127dlVgYKA6duzo6pKBG2IYhipWrKj69esrNTVV9evXV/369ZWRkaF169bJx8dHy5Yt07333qvY2FilpKS4umSIPd4AANwxss4uK1asmKZPn67GjRurX79+6tmzp1q1auXi6gDn8Pf310svvaQ6depo6tSpqlixokaMGKHBgwcrPDycvX/I92w2m9544w0VLFhQ/fr1U79+/WQYhsLCwvTRRx9py5Ytmj17ttq3b69SpUrpyJEjqlOnjqvLvuMRvAEAuEOkp6dLunSut4eHh5577jkFBAQoJCREv/zyC+d647bSvXt3hYeH6+DBg9q2bZsMw5Cbm5vc3NxcXRrwn3h5eWnw4MFKT09Xv3791LVrV3vw/uGHH7Rw4UINGDBAq1atUpEiRXTw4EGC9y2AQ80BALhDZF3NOSuAS9Ljjz+u/v3764knnlBcXJyrSgOczsfHR9HR0XrvvfeUkJCgYcOGSRKnUeC2ER8fL5vNJqvVav9+t9ls6tKli/bv3y9PT0/t2bNH27Ztc3GlkAjeAADcMVJTUyXJfgXcLOPGjZPFYlHXrl1dURbgdKtXr5YkvfTSSzpw4IAWLFighQsX6oEHHpCfn59SUlK0bNkyJSUlafny5S6uFrg5FotFJ06ckLe3t1JSUlSmTBklJydLurThafLkyZo3b55eeuklF1cKiduJAQBwx4iKilLbtm21fv16FS1a1KFv3rx5WrlypebMmSN3d7bLI/9KTk5WyZIllZqaqrNnz6pQoUKSpJ9++kl9+vTRli1b9Mwzz6hAgQLKyMhQcnKyfv/9d9cWDdyEF154QbGxsfrpp5+0ceNGVa9eXX5+fvroo4/0xBNPqFq1aq4uEZcheAMAABmGofT0dBUoUMDVpQD/2enTp/XKK69o27ZtWrp0qf381jZt2qhevXqaMGGCiysE/pulS5eqV69e2r59uypWrKi7775bPXv2VIMGDTR69GitX79elSpV0mOPPaZWrVrpkUcecXXJdzyCNwAAAG5Ln332mebOnastW7ZIunRf7xdeeEGnT5+Wh4eHi6sDbl56eroOHDig2rVr66+//tL//vc/HTt2zL5ex8bG6quvvtKUKVPUo0cPvfnmmy6uGARvAAAA3LbOnz+vIkWK2J/v2rVL999/vwsrApzvyJEjqlKlSrZ2m80mDw8PTiG6BRC8AQAAcFtJSkrSunXrVLBgwWsGDpvNJpvNprZt2+ZhdcB/k5GRoY8++ihXpwa5u7urbt26atq0aR5UhmsheAMAAOC2Eh0drTJlymS7iOCVzp8/r2rVqumff/7Jo8oA5/D09FT9+vXl7e19zXHR0dGKiopSXFwcp1e4GMEbAAAAt5X4+HgVLlxYSUlJ8vX1zXFMamqqfH19lZmZmcfVAf+dr6+vjhw5ojJlylxz3MGDB3XXXXfpwIEDXOXcxTxdXQAAAADgTJ6ennJzc5N06bDzb7/91r5nMDU1VS+88ILc3NzsY4D85vK911arVZ999pl9nc7ar9qvXz8VKVJEW7duJXTfAtjjDQAAgNtK1t7spKQkZWRkqFChQurdu7cMw9BXX32l+Ph4ubm5ydfXVxkZGa4uF7hhfn5+Onz4sMqUKSOr1SqLxaLnnntOHh4eMgxDc+fOldVqlacn+1lvFQRvAAAA3FaygkhSUpJ8fHzk7e0tm80mSSpYsKASExNltVoJ3si3vLy8tHfvXlWvXl2GYcjDw8N+akV6erq8vLw4jeIWw3XlAQAAcNtyd3d3OKT88kNxgfwoPT1dJUuWVEpKiiTZDzHPWs85jeLWxLEHAAAAuK1cHqxTU1OVkZGhZ599VoZhyGq1KiUlhSs8I9/y9PRUZGSkfY92WlqaDMPQa6+9pgIFCtjb09PTOdT8FsJPAgAAALeVjIwM+x4/wzA0ZcoU+9XNW7Rocc17ewO3uqSkJL311ltas2aNdu7cqYyMDI0aNUre3t5yd3dXZmamRo4cyaHmtxjO8QYAAMBtJT4+XkWKFNH+/ftlsVhyHGO1WlWjRg0dP35cQUFBeVwhcPN69+6t3377Ta+++qq6dOkiHx8fV5eEXCB4AwAA4Lby77//qly5crk6n9vNzY0LrCFfiYuLU8GCBeXp6akdO3bo0UcflZ+f3zWnOXnyZB5Vh6vhUHMAAADcVkqUKKFz587J39//mudyp6Wl6fz583lYGfDfFS5c2P7/ChUqaM6cOVc9l9tqtSouLi6vSsM1sMcbAAAAAAATcWUJAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAkrVy5Ujt27DBl3hkZGRo7dqwuXrxoyvzzo/nz5+vw4cP25x999JFOnTrlwooA8xC8gVvEmDFj9P7777vs9StUqKBz585dtT80NFRDhw7Nw4rMUb9+fa1bt06SlJ6ers8+++yqY9PS0jRjxgz786FDhyo0NPSa8z9+/Lhq1679n+vs1q2bFi5cmGPfiRMn5Onp6fDw8PBQqVKllJKSouPHj8vNzU0FChRQ6dKl1bVrV8XGxv6nehISEtSlSxf5+/urTJkyevfdd685/pNPPlH58uVVqFAhPf300zp79ux1X8Nms+njjz/WfffdJ39/fxUvXlyPPvqofvrpJ4dx/v7+15zPAw88oE8//fT6C+VCzlrW3Fq/fr0ee+yxHPsyMzNVunRpRURE/Od5OZuzlv9acvO5vlxulj8jI0Nvv/22KlSooOLFi6tHjx6Kj4+39x8/flz/+9//FBAQoKpVq+qbb75xmH7z5s265557ZLFY9MADD9xQEGzevLl+//33XI+/WTfzO+vTTz9VQECAevbs6bTvypzk9B507dpVHh4e6t+//1WnS0pKUp8+fZSZmXnDrxMXF6c6deqoePHi2rdvX47jf/vtNy1ZsuS6t31yhX/++UeNGzeWxWJRrVq1tGLFiquObdWqVbbfQW5ubvrxxx/tY1q0aCF3d/drriNRUVEaPHiwChQoYG/bv3+/vv32W+csFHCLIXgDyJUKFSqobNmyri7jPzl+/LhOnjyppk2bSrp0T8v333//qn9kzZ8/X1u2bLE/L1u2rCpUqJAXpV5T+fLllZ6e7vDo1auXhg4dKovFIkmqVauWbDabDh06pDJlyqhv377/6TVffPFFFShQQFFRUdq6dasWLlzosFHicgsWLND06dP166+/6t9//1XFihXVrVu3a84/ISFBzZo1U3h4uKZMmaLz58/r6NGj6tWrl4YMGaJBgwblutaqVauqRIkSN7B0ecuZy+oMGzduVNmyZVWxYsU8fd1bhRmf63feeUebNm3S5s2bdfDgQXl4eKh79+72/scff1z/+9//dObMGa1evVrTp0+3bxCMiYlRSEiIRo8erYSEBI0YMUIdOnRQdHS0U2t0hc8//1wbNmzQxIkT8/y1v/76a3355ZfXHDN27Fg9+uijatiw4Q3Pf926dapatapOnDihSpUq5Tjmp59+0pNPPnnD8zab1WpVu3bt9Mwzzyg+Pl7Tp09Xz549tXfv3hzHr1mzxuH3z6ZNm1SnTh117NjRPmbdunUaPXr0NV938ODBGjx4sMPnLzQ0VOHh4c5YLOCWw328AeSKK/fGO8vChQsVEhJiv6drRESEjh07ph9//FGdO3fONn7y5MkKCAiwPx88eHCe1XojoqKitHz5ch06dChbX8GCBfXWW2/9p40mUVFRWrdunU6cOCEfHx8FBgZqzpw5evTRR9W7d+9s4319ffX999+ratWqkqTXX39d5cqVu+ZrvPTSS6pcubK+/vprubtf2ibs5eWlTp06qXXr1ho1apRSUlLsGxauZf78+TexlHnHmcvqDAsWLNATTzyRJ691KzLjc/3xxx9r//79KlmypCTps88+U/ny5XX+/HllZmYqLi5OL774oiSpYsWK6t69u5YuXaoWLVroq6++0lNPPaVOnTpJkjp27Kht27Zp2rRpGjt2rNNrzUsJCQkqV66cihUrpqSkJFeX4+DAgQP69ttvrxo2rychIUFlypSRr6/vVcds2bJFkydPvtkSTbN48WLVrl1b/fr1kyQ1adJEo0eP1nvvvac5c+Zcd/px48ZpxIgRcnNzy/VrrlmzRvv379e8efMc2h966CHt2bNH6enpV70vNZBfsccbcIExY8aocOHCql69utavX+/QN3PmTFWqVEkBAQHq0aOHUlNTHfonT56sSpUqydvbW7Vq1dLcuXPtfVmH7u3fv1/NmzeXr6+v6tWrp927d0uSVqxY4XBomLu7u+655x5lZGRIki5cuKCuXbsqICBA5cuXd/iF2L9/f82ePTvH5WnZsqU2btzo0DZ27FhduHDBoa1du3ZatWqVJOns2bN64YUXVKhQIRUqVEjPP/+8jh8/7rDl29/fX1FRUXr88cfl7++vu+66S7/88ovDPKOiovTMM8+oUKFCKlq0qAYMGKBdu3bleAjjlQEjIiJCzZs31wcffJBt7K+//iqLxaLjx4/b295//32NGTNGknTo0CHVq1dP/v7+6t27t6xWq6ZNm6YqVaro77//lqenpxYvXqwxY8Zo2LBhuvfee9W+fXv7vL7//nvVrl1bPj4+qlWrlr7//nsNHTr0qu/xtUyaNEn9+vW76uGL1/sDd+/evTm+X08++aTmz5+vzZs3q02bNvLx8bH33XXXXfL393c4Ny9L+/btVadOHUnSv//+q9dee02PPPLIVV//2LFj+uWXX/TZZ5/Zg+jlAgIC9PHHHzsE0WutF4899pj9c9W8eXNt3rxZgwcPVtGiRVWyZEl9+OGHDvNPTExU3759Vbx4cfn6+qpFixbavn27vf/MmTNq0aKF/Pz8FBoaqri4OHvfzz//rHr16snHx0dBQUEaPny40tLS8mxZs+bZsWNH+yHrL7/8snbs2KHmzZtLurTho1WrVvbP/65du+zTZmZmavHixdmC96FDh9S5c2cVLlxYBQsWVMuWLbN9V23atEn16tWzv2dXHqqem/cmLS1Nb775pipVqiQfHx9Vq1ZN7777rtLT07O9N5s3b1bZsmW1evVqSZeOwjl8+LB69OihwoULKyAgQE8//bSioqIcpouNjVVYWJiKFi0qPz8/tW/fXgcOHLD3X/65zjp8+mrfw9d6L7MkJSWpZ8+e9tAtSZ6enipdurRiYmJUrFgxBQUFadKkSUpJSdGBAwf0ySef2Mdv3LhRHTp0cJhnaGio1qxZk+21Lnfx4kV5enrqt99+U8OGDR3m8dtvv+mhhx6Sj4+PypQpozfeeMPhZ+Hv769p06bJz8/PYd3/+eef1ahRI/n6+qpYsWJ69tlnHb4Tpev/zspyzz336MSJEypVqpTCwsKy9WdmZuqdd95R+fLl5ePjo/vuuy/bqRfSpcPVq1SpYj8Mf82aNQoNDdX69euv+R5cT//+/TVhwgQVKlQo19NkWbx4scLCwjRt2jR5enrqxIkTOY77+++/dd999zm05fZ3QW5+Ftca8++//6p48eI5noZws+ucJO3evVvHjh27oY13NptNL7/8sj777DOHw8ylS+ticHBwjr9bgHzPAJCn/vnnH+Puu+824uLijPXr1xuzZs0yDMMw3nzzTaNOnTrGM888Y5w5c8aIjo42Hn/8ceO1116zTzts2DCjY8eOxuHDhw2r1Wps27bNqFevnjFlyhTDMAwjIiLCKFWqlFGvXj1j27ZtRnJysvH5558b5cqVM9LS0hzqSE9PN+69915j48aNhmEYRvny5Y0HHnjAmD17tpGammps3LjRKFGihLFv3z7DMAyjX79+9lqvNH/+fKNbt27252lpaUaJEiWMTz75xN528uRJo1KlSkZGRoaRmJho3HXXXcbAgQONyMhIIy4uzvjss8+M++67zyhfvrx9Gm9vb6Nhw4bGihUrjNTUVGPp0qVG4cKFjbNnzxqGYRhnzpwxKlasaIwcOdI4ffq0ce7cOePdd981ateubdSqVcuhxhMnThglSpQw0tPT7W3Dhw83ZsyYYTRs2NDYsmWLw/i2bdsay5YtM0qVKmWkpqYahmEY7733nvHmm28ahmEYTz31lDF79mwjLi7OGDt2rHHu3Dn7z+Dy137zzTeNggULGuvWrTOsVqthGIbxxRdfGBUrVjRWr15tJCcnG3/99ZfRokULo0aNGvb3uGvXrsaCBQtyfL8vFx0dbZQpU8aIj4+3t2XVkJGRYRw9etTo1KmTMWTIkGvOp1mzZsb69evtz6Oiooxy5coZVqvVYbkv16lTJ2PVqlVXneeSJUsMSYbFYjH+/PPPq4774osvjK5du16zvst5e3sbDRo0MMLDw43U1FRj2bJlRrFixezrRfv27Y1169bZl+uee+4x3n//fft7XalSJWPFihWGYVz6HDRp0sQYPXq0cfbsWePixYvGokWLjHLlyhm///67YRiG8frrrxtvvfWWkZiYaHzwwQfGkSNHDMMwjBUrVhi1a9c2tmzZYlitVuPo0aPGc889Z4SGhubZsp46dcooW7as8c477xhnzpwxYmJijHHjxhm1atUymjVrZp/PunXrjPbt22eb/2+//Wbce++9Dm0HDx40ypQpY0yePNmIjo42UlNTjfDwcKNixYrGhg0bjHXr1hlVqlQxGjZsaPz9999GQkKCMW7cOKN+/fr2eeTmvcnMzDTat29vdOzY0di3b5+RlpZmHDx40HjiiSeMnj17GoZhGH5+foZhGMbq1auNsmXLGps3b7ZPX758eePee+81Pv30UyM2NtY4ffq0MXLkSKNixYr2z+PFixeNOnXqGP379zdOnTplxMbGGpMnTzZKlSplHD161DAMx8911vfws88+a5w9e9aIjo422rdv7/A9fLX38lpOnDhhlCxZ0v5dcvjwYaNgwYKGJEOS0bhxYyMxMdEwDMOoVauWERER4TB9QkKCUapUqVy9VrNmzYydO3fan69Zs8YoWbKk8f333xuJiYnGgQMHjMcee8zo0KGDfYyHh4fRsWNHh++R7777zihfvryxZMkSIzEx0Th//rwxZcoUIygoyDh//nyufmddqXz58vZ198rvyrCwMKNZs2bGX3/9ZSQlJRnLly83ypUrZyxatMg+ZuTIkcY999xj//22ZcsWo169ekblypXtn/mc3oMss2bNMvr165etfcGCBYabm5sRFBRklC1b1pgzZ8613+QcXudq884SHR1tVKhQwaEtN78LDOP6P4vcjImNjTUeeugh49ChQ9lqu/w783JFihSxr7NXExISctX368033zTee++9bO3vvfee4e3tbZQsWdKoUqWK8fPPP2eb508//XTN1wXyI4I3kMcOHTpk1KtXL1sQfvPNN42aNWsamZmZ9rYDBw4YNWvWNAzjUhCqWLGiPbxlOXPmjFG6dGkjPT3diIiIMCQZ27ZtcxjzwAMPGDt27HBomzJlivHcc8/Zn5cvX96YOHGiw5g33njDmDRpkmEY1w7eqampRnBwsP0Px++++85o3ry5UadOHfuYMWPGGG+//bZhGIYxadIk4+mnn842n48//tgheEsyvvvuO4cxTzzxhPHDDz8YhmEYgwYNMl5++eVs83nttdeyBe8PPvjAePHFFx3annnmGePnn382FixYYHTu3Nne/vfffxs1atQwMjMzjfr16xsHDhwwDMPxD/Rnn33WWLx4cbbXzil4t2vXzv48NTXVKFGihLF3716H6RITE42goKAbDt6vvvpqtlAcERFhuLm5GZ6enoYkw8fHx1i+fPk157Nw4ULjiSeecKh71KhRhmEYxtixY41333032zRdunQxfvzxx2vONzo62pg0aZJRtmxZexi60jvvvGMMHz78mvO5XE7rxdNPP21fL64M3n369HEYO3XqVKNv376GYRjGDz/8YDz55JPZXmPp0qXG448/bhjGpQ00H374YbYxtWrVsm+YypKZmWncd999xu7du3Os3dnL2rdvX+ONN97INt3gwYNzFbwHDBhgjB8/3qGtY8eOxowZM7KNPXPmjJGenm6sW7fOKFCggHHy5El7X2ZmplGmTBnjzJkzhmHk7r1ZsmSJ0bhxYyMjI8NhXEZGhhETE2MYxqXg/eOPPxpBQUHGH3/84TCufPnyxgcffJCtzv79+xuvv/66YRiXPvc5bQh59913jWeeecYwjOzB+8rv4b///tv+PWwYNx6809PTjZYtW9oDyIULF4zq1asbkydPNhISEoz9+/cb/fr1M44fP24YhmFUqlTJvvxZbDabERgYmKvXuzJ01qlTxwgPD3cYk5aWZtStW9ceeCQ5/I5IS0szypYtm+17yjAM4/Tp04ZhXP93Vk6uFrx37dplVKhQwUhKSnIYv3XrViMoKMjIyMgwoqKijOLFixvR0dEOYyIjI+0bN6/2HmTJKRxnZmYa1apVM8aOHWskJiYav/32m1GyZEljz549V12OnF7nesH7zz//NB588EH789z+LsjNzyI3Y66lZcuWxvbt27O1ly1b1oiLi7vqdHv37jWqVKnisEH7cjkF76SkJKNo0aLGF198YSQlJRk//vijUaxYMePff/+1j+nfv7/x5ZdfXrduIL/hUHMgj1WtWlWPPPKIGjRo4HDhLunSuXyXnyNVqVIl+wV1tmzZohMnTiggIEA+Pj72R1BQkM6ePWs/zLNMmTJq0KCBw3yrVKnicGGec+fO6b333tN7773nMC7rnMKcXv9avL29FRISou+//16SNGPGDE2YMEGlSpXS5s2blZmZqblz56pHjx6SLh32+Nxzz2Wbz1NPPeXw3M3NTSEhIVddljVr1tjnebmcDnnL6TzWiIgIVahQQSEhIfrzzz917NgxSZcO5x84cKDc3NxUvnx5e/vl3nrrLQ0fPlzDhw9XcnLyVd8b6dIhlln27t2r4ODgbId2+/v7OxyKnhuxsbGaN2+eBg4cmK2vZs2astlsSk5O1vLlyzV48OBsV06+XMeOHbVr1y6dPn1aNptNs2bNUp8+fSRJFoslx8NHY2Njr3k+oySVLFlSr776qtq1a3fV1y9WrJjOnDlzzflcLqf14lrr6pXr9eXr0G+//abFixc7fKZ8fHz05JNPas+ePZKkQYMGaf78+erdu7fOnz8v6dJn6O+//9b999/vMJ3FYtHevXvtp3eYvay5/SzlxDAMLVq0KNvnYt26dXr22WezjS9evLj9+ggPPPCAgoKCHOqsUKGCoqOjc/3erFmzRs8880y2Q+7d3d3tF8dLSUnRSy+9pF9//dXhc5Tl6aefztbWpUsX/fbbb/ZleeGFF7KNef7557MdOp/lyu/hK78/b9Trr7+uAgUKaMiQIZKkWbNmqXHjxho0aJAKFiyou+66S8OHD7f/zHL6vOXms5aT2NhYRUVFZftuKVCggJ5++mmH9+Duu++2/3/v3r0qU6ZMjqeglCpVyv7/a/3OuhHr1q1Tp06dsp0u07BhQ1ksFh05ckRbtmxRs2bNHA7hl6Ry5cqpUaNGN/yaWfbs2aPAwECNGjVK/v7+atq0qUaOHHnVi0ferIsXLzpcpT+3vwty87PI7c/raq72HX/+/PlrrnfvvPOO3njjDfv3Qm6sXr1aLVu2VFhYmPz8/NSxY0d17drV4bQ5f3//6/5eBfIjgjfgAm+//bamTZuml156yeHCJYGBgQ7jChQoIKvVan/+xBNPKDU1NdvDZrOpSpUqOc5DunThpsvn88Ybb+jll1/O9gv5eq8vyX7+ctbj9ddflyT17NlTs2bN0qFDh3ThwgU1bNhQvXv31owZM/TLL7+obt26Kl26tKRLf6QbhnHd98nHx0deXl5XXZaMjIwcL0B15QVZIiMjdfToUfs5r1mOHz+u8uXLy8PDQwMGDNDkyZN19uxZrVq1Sl27dpV06TzSnG6zVKVKFe3atUseHh5q1KjRNf9IuPwCbbld9ixXnpc/bdo0e99HH32krl27qnDhwled3mKxqHXr1po2bZo++eQTSZf+EMuaX9bVez08PNSzZ0/NnDlTixcvVoMGDVSmTBlJUnBwcI7vQURERLar92ZmZjqcI5rl7rvv1unTp+3nQGY9VqxYoebNm2vlypXZ1rWryWm9yGldzXLlen3l5+HTTz/N8XOVdZ5m8eLFtXXrVtWsWVMPPvigTp8+LenSRoWcpktLS3M439PMZb3R9elymzdvVokSJezfHVnS09Pt1324mpy+Zy6v63rvjXTp85vTudyX8/T0VKFCha56run1lj0zMzPHCzR5eHhc9W4G11tfrpTT5ynL559/rvDwcH377bf2DQwHDx5UkyZNHMaVKVNGMTExio2NzfHzltNnLTeutvyS43tw5XqWm5+NlLvfGc6q87+s69dy5MiRbIG1bt26Vz1P+2alp6c7BNTcLk9ufha5/XldTU7rXHR0tIoUKZLt+yfL4cOHtX379hw3bF1Lbt5vDw+P/7Q8wK2K4A24SMOGDfX99987XC08p4stZXnwwQe1adMmJSYmOrRHRUXptddey9U8JGnnzp3avn27Xn755Wx915tWunSbqstvI5J1P+fatWsrMzNTr7zyiv1qvR06dNCmTZv0/vvv29ukSxe8ymnvZ9Ye89zW07hxYy1evDhb+9KlSx2eL1y4UB07dnT4wy45OVlubm7y9vaWJPXo0UNLlizR22+/re7du9sD/dX2eEuXrt49btw4Va9e3X7RuJxc/sdWnTp1dOrUqWz3eU1KSsrxvqnt2rVzeL+zbgsWHx+vr776yr4X7XoCAgLs72d0dLR9ftu2bbOP6dWrl+bMmaNPPvnE4V63jRo1st8+Jsu+fftktVqzhTZ3d3c999xz2S6Ms3PnTtWsWVN9+/Z1WJ527dqpWrVqatiwoV599dUca09OTta4cePsf9DnZj29sqarady4sZYvX56tfcWKFQ7rqKenpwYOHKiQkBB9++23KlasmAoVKqSdO3c6TJeRkaG+ffsqKSkpT5Y1t5+lnFztauZNmjTJ8SJ/Z86csQfya9WVm/dGkpo2baq5c+dmC/mZmZn2owIKFCig9evXa9q0afr444+zvVZOyzlv3jw1a9ZMktSsWTMtXLgw25jvvvvOPuZKN7p+Xe3z9Ouvv2r06NH66aefHDaOVapUyeHibtKl9zY2NlaFChVS48aNs32fLFy4UK1bt76huqRLG42KFi2a7eKXGRkZWrBggf09uHKPZZ06dRQZGZnjxeOyNjxJN/5eXU2zZs20bNmybBff++OPP5SYmKhq1aqpUaNG2rBhQ7Y96lFRUdq8efNNv3a5cuWyfR/v3bvX6bfX8/HxcdhAm9vfBbn5WeT253U1N7POjR8/XkOHDs12cbTryc37nZycnGd3dQDyEsEbyGPr16/X1KlTlZycrBUrVqh8+fK5mq5s2bLq0qWLQkJCtH//fqWlpWnz5s165JFHVK1atVzNwzAM9e/fXx9//LEpt+kICwvT+vXr1aVLF0mXwsqzzz6rI0eO6OGHH7aP69Onj/bt26dBgwYpKipKFy5c0GeffXbDt4EaMWKEPv30U/u9kGNjY/XJJ5/o22+/dVi+BQsWKDQ01GHarL3dWfz9/dWlSxfNmDHDfksVKec93oZh6JVXXtHhw4cVFRWlP/74Q8HBwZIu/SFqs9muWrOXl5cmTpyoxx9/XL/88otSUlK0d+9edejQQQULFsz1sn/66ad6+umnVaxYsWuOy8zM1N69e9WrV68cDx++XLFixdS0aVMlJSXZ73UuXVr3HnroIQ0ePFhJSUmKjIxUr169NHLkSPuYZ599Vj/88IOkS7dnCgsL07Fjx3Tx4kVNnz5d27dvv+bhz59//rk2b96skJAQ7dixQzabTUlJSQoPD1fDhg21f//+G/4DLzdCQ0N14cIFDR48WKdPn1ZycrK+/fZb9ezZU3Xr1pV06UrXu3bt0vnz57V582b7evP+++/rmWee0Zo1a2S1WnX48GE98cQTSkxMdDik1MxlHT58uObNm6fx48fr3LlzOnv2rN5++237PaGzXLleZh1mfuXnQpImTpyosWPH6v3331dMTIysVquWLVumBg0aOATLa8nNexMaGio/Pz916NBB+/btU3p6ug4cOKDOnTvrzTfftM+rZMmSWrdunWbPnp3t9Jjvv/9eU6ZMUVxcnKKjozVq1CgtX75cQ4cOlST17dtXW7du1ciRIxUTE6O4uDh99tlnmjBhgsaNG5erZbnS9T7jkrR//3516dJFCxYsUOXKlR36unXrprlz5+r7779XcnKyDh8+rKeeekphYWHy8PBQWFiYvv76a61cuVLp6ekKDw/Xd999Z9/odqP1TZ48Wc8995zCw8OVnJysI0eO6Omnn1bx4sXVtm3bHOfh4+OjCRMmqEOHDvrxxx+VmJiouLg4ffzxx3rooYey3bHiaoYOHaqPPvrouuPq16+v+++/X6GhoTp48KCSk5O1atUqderUSe+9957c3d1VqlQp9e3bV48++qi2b9+u1NRUbd26VZ06dcp29FZufkZZGjRooMzMTI0bN05JSUnauHGjJkyYkOv3O7cKFy6sc+fO2Z/n9ndBbn4WuRlz/vx5NW7cOMerhXfq1Ek7duzQnDlzZLPZtHXrVk2aNMm+gfDKaY8fP661a9fmeHX663n88ce1fft2ffnll0pOTtayZcs0f/58+1Fm0qW7nlzrSC4gvyJ4A3msbt26+vnnn1WsWDEtWLAgV3+UZJk4caLatm2rxx57TAEBAerTp4+GDx+unj175mr6L7/8Ujt27NDDDz9sPzTy8ltE/VdPP/20XnrpJYc/Gl588UX17t3bYc+In5+f1q9fr7i4ONWuXVsVKlTQrl27tGjRoht6veDgYP3yyy8KDw9XuXLlVKNGDR04cEBTp061HwIZFRWlw4cPq2XLlg7TZp3ffbkBAwaoe/fuDucQ5rTH283NTffdd59atGihunXrqlu3bqpXr54kqXTp0vbDY6+mW7duevfddzVkyBAVLlxYXbp00aBBg676R3BOjh49ag8XOck6JcDLy0shISF64YUXNGDAgOvOd8CAAQ57u7PMmDFD58+fV6lSpVS/fn116tTJ4Y+uQ4cO2fesvPTSS2rfvr1atGih4sWLa9myZVqxYoX96IKcFC5cWBs3blT9+vUVFhamwMBAlStXTpMmTdLQoUMdDtV1Jk9PT61cuVIpKSmqW7euSpQooc8//1xLly61B+/GjRvrqaeeUsWKFXXPPffYzxl/7LHH9Mknn+i1115TYGCgWrZsqVq1amnWrFnXfE1nLmvp0qW1YcMG7dy5UxUrVlTNmjWVkJCgL774wmFcjRo19Pfff9vPk966dauKFi2a40a7u+++W2vXrtXatWtVuXJlFS9eXFOmTNE333yT63Npc/PeeHh4aMWKFapRo4YeeeQR+fv7q1OnTmrSpImmTJniML9ixYpp7dq1WrBggd5++217+/fff68DBw6oatWqqlq1qv755x9t2LDBvkHK399fv/32m06dOqUaNWqobNmyWrJkiVavXp3rDZZXuvK9vNKZM2fUvn17nTlzRs2bN3c43WDOnDkqXry4Fi9erI8//lhFihTRI488oqZNm9qPHipZsqQWLFigYcOGyd/fX2PGjNGSJUvs571fT/PmzdWqVSv7hrBHHnlEX331ld5++20VLlxYTZo0UXBwsBYvXnzN+y737NlTH3/8sd5++20VL15c1atX1+7du7Vx48Zc33IrIiJCJ0+ezNXY2bNn6/7771fr1q1VuHBhvfHGG5o8ebLDefxjxoxRz5499dxzz6lQoUIaPHiwPvroI/tn9WrvwbW4u7tr2bJl2rFjh8qWLasBAwZo9uzZqlmzZq7qzq1y5cpley9y+7sgNz+L641JTU3VgQMHFB8fn602Hx8fLV++XDNnzlTBggUVFhammTNnqlatWpKUbdo///xTw4YNu+Z3+tX4+fnp559/1pw5c1SqVClNnDhR4eHhKl68uH3MyZMnVa5cuRueN3CrczPMOGEGAPJAeHi4goKCHC4KJF0KiX///bc++eQTffzxx9q7d2+2IALcybLua375UQv5TYUKFfT7779f96gP4FZRpUoVrVq1KtspOvg/hmGoSJEiioiIuKl7qgO3MvZ4A8i3ChYsqI4dO2rNmjUyDEOZmZlatmyZxo8fbz9cvFSpUjmezw7cyWrUqHHDF0WC64WFhTnsQb/8sWzZMleXd9tx9vud091M4Ojvv/9W8eLFCd24LbHHG0C+tn79er311lvav3+/bDabGjRooMmTJ6tGjRquLg2Aidjjjfxm3rx5WrRoUY4XBcUl77zzjs6cOZPjxRSB/I7gDQAAAACAiTjUHAAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAAT/T8O9xFIev3RiwAAAABJRU5ErkJggg==","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-315_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-315_torch.float16_lf\n","不是      1406\n","是        961\n","不重要      569\n","回答正确      34\n","问法错误      30\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-350_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-350_torch.float16_lf\n","不是      1398\n","是        980\n","不重要      556\n","回答正确      35\n","问法错误      31\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"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":14,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat_torch.float16_lf\n","不是。            2011\n","是。              903\n","不重要。             69\n","不重要               9\n","问法错误              3\n","问法错误。             3\n","不是。甄郝死于湖边，而       1\n","回答正确。             1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-35_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-35_torch.float16_lf\n","不是      1412\n","是        975\n","不重要      558\n","回答正确      39\n","问法错误      16\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-70_torch.float16_lf\n","不是      1555\n","是       1065\n","不重要      351\n","回答正确      27\n","问法错误       2\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-105_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-105_torch.float16_lf\n","不是      1177\n","是       1034\n","不重要      734\n","回答正确      36\n","问法错误      19\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-140_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-140_torch.float16_lf\n","不是      1483\n","是        975\n","不重要      459\n","问法错误      42\n","回答正确      41\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-175_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-175_torch.float16_lf\n","不是      1646\n","是        917\n","不重要      386\n","回答正确      36\n","问法错误      15\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-210_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-210_torch.float16_lf\n","不是      1374\n","是       1017\n","不重要      545\n","回答正确      34\n","问法错误      30\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-245_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-245_torch.float16_lf\n","不是      1490\n","是       1104\n","不重要      339\n","回答正确      34\n","问法错误      33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-280_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-280_torch.float16_lf\n","不是      1461\n","是       1017\n","不重要      465\n","回答正确      29\n","问法错误      28\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-315_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-315_torch.float16_lf\n","不是      1406\n","是        961\n","不重要      569\n","回答正确      34\n","问法错误      30\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-350_torch.float16_lf **********\n","shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-350_torch.float16_lf\n","不是      1398\n","是        980\n","不重要      556\n","回答正确      35\n","问法错误      31\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"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})\", preprocess_func=extract_answer)"]}],"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}