diff --git "a/notebooks/03b_Llama3.1-70B-Chinese-Chat_analysis.ipynb" "b/notebooks/03b_Llama3.1-70B-Chinese-Chat_analysis.ipynb"
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+{"cells":[{"cell_type":"code","execution_count":50,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[{"name":"stdout","output_type":"stream","text":["The autoreload extension is already loaded. To reload it, use:\n","  %reload_ext autoreload\n"]}],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":51,"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":52,"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":53,"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":53,"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":54,"metadata":{},"outputs":[],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":55,"metadata":{},"outputs":[],"source":["model_name = \"Llama3.1-70B-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":56,"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/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf                 3000 non-null   object\n"," 6   shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf   3000 non-null   object\n"," 7   shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf   3000 non-null   object\n"," 8   shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf  3000 non-null   object\n"," 9   shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf  3000 non-null   object\n"," 10  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf  3000 non-null   object\n"," 11  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf  3000 non-null   object\n"," 12  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf  3000 non-null   object\n"," 13  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf  3000 non-null   object\n"," 14  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf  3000 non-null   object\n"," 15  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_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":57,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf',\n"," 'shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_lf']"]},"execution_count":57,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":58,"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/Llama3.1-70B-Chinese-Chat_torch.b...</td>\n","      <td>0.763667</td>\n","      <td>0.780665</td>\n","      <td>0.763667</td>\n","      <td>0.752581</td>\n","      <td>0.009667</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.2</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.778000</td>\n","      <td>0.814871</td>\n","      <td>0.778000</td>\n","      <td>0.791081</td>\n","      <td>0.999667</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.4</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.730667</td>\n","      <td>0.814578</td>\n","      <td>0.730667</td>\n","      <td>0.762472</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.6</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.719333</td>\n","      <td>0.821357</td>\n","      <td>0.719333</td>\n","      <td>0.756070</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.8</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.756333</td>\n","      <td>0.826790</td>\n","      <td>0.756333</td>\n","      <td>0.781516</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>1.0</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.796333</td>\n","      <td>0.824897</td>\n","      <td>0.796333</td>\n","      <td>0.807687</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>1.2</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.732667</td>\n","      <td>0.826535</td>\n","      <td>0.732667</td>\n","      <td>0.764442</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>1.4</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.755667</td>\n","      <td>0.825899</td>\n","      <td>0.755667</td>\n","      <td>0.782041</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>1.6</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.757000</td>\n","      <td>0.826446</td>\n","      <td>0.757000</td>\n","      <td>0.783450</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>1.8</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.754667</td>\n","      <td>0.827772</td>\n","      <td>0.754667</td>\n","      <td>0.782358</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>2.0</td>\n","      <td>shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...</td>\n","      <td>0.749667</td>\n","      <td>0.828231</td>\n","      <td>0.749667</td>\n","      <td>0.779195</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["    epoch                                              model  accuracy  \\\n","0     0.0  shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.b...  0.763667   \n","1     0.2  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.778000   \n","2     0.4  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.730667   \n","3     0.6  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.719333   \n","4     0.8  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.756333   \n","5     1.0  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.796333   \n","6     1.2  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.732667   \n","7     1.4  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.755667   \n","8     1.6  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.757000   \n","9     1.8  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.754667   \n","10    2.0  shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpo...  0.749667   \n","\n","    precision    recall        f1  ratio_valid_classifications  \n","0    0.780665  0.763667  0.752581                     0.009667  \n","1    0.814871  0.778000  0.791081                     0.999667  \n","2    0.814578  0.730667  0.762472                     1.000000  \n","3    0.821357  0.719333  0.756070                     1.000000  \n","4    0.826790  0.756333  0.781516                     1.000000  \n","5    0.824897  0.796333  0.807687                     1.000000  \n","6    0.826535  0.732667  0.764442                     1.000000  \n","7    0.825899  0.755667  0.782041                     1.000000  \n","8    0.826446  0.757000  0.783450                     1.000000  \n","9    0.827772  0.754667  0.782358                     1.000000  \n","10   0.828231  0.749667  0.779195                     1.000000  "]},"execution_count":58,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":59,"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":60,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":61,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat_torch.bfloat16_4bit_lf\n","不是。      1961\n","是。        895\n","问法错误。      73\n","回答正确。      26\n","不重要        20\n","不重要。       15\n","回答正确        5\n","是           4\n","是男孩。        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/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-35_torch.bfloat16_4bit_lf\n","不是      1429\n","是       1180\n","不重要      339\n","回答正确      37\n","问法错误      14\n","物品         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/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-70_torch.bfloat16_4bit_lf\n","不是      1308\n","是       1099\n","不重要      512\n","问法错误      46\n","回答正确      35\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/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-105_torch.bfloat16_4bit_lf\n","不是      1187\n","是       1152\n","不重要      562\n","问法错误      67\n","回答正确      32\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/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-140_torch.bfloat16_4bit_lf\n","是       1245\n","不是      1237\n","不重要      446\n","问法错误      43\n","回答正确      29\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABq8klEQVR4nO3dd3gU1f/28TuFJJuEJPSa0EGqqAgoVYryEwQCWBARpAsiTVFEEUEFQcUC0pQOtoigiFjoIE0EQZAekhAhQBJSILtp8/zBN/uwJIEAO1nK+3Vde0HOObP7mckkm3vnzIybYRiGAAAAAACAKdxdXQAAAAAAALczgjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACbydHUBzpKZman//vtPBQsWlJubm6vLAQAAAADc5gzDUFJSkkqXLi1399yPa982wfu///5TcHCwq8sAAAAAANxhoqKiVLZs2Vz7b5vgXbBgQUkXVzggIMDF1QAAAAAAbneJiYkKDg6259Hc3DbBO2t6eUBAAMEbAAAAAJBvrna6MxdXAwAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARv2D300ENyd3fX+++/79C+adMmNWjQQAEBAWrYsKG2bt2a63Ns3bpVy5Ytc2gbPXq0PDw85OnpKU9PT9WqVcuM8gEAAADgpkTwht3atWs1ZswYh7bDhw/riSee0DvvvKOYmBiNHDlSHTt21IkTJ7Itf/78eXXv3l3p6ekO7fv27dOaNWuUnp6u9PR0/fPPP6auBwAAAADcTAjeuKKpU6dq+PDhatWqlSwWizp16qQePXrom2++yTZ2+PDhCg8Pz9a+b98+3XXXXflRLgAAAADcdAjeuKIKFSqoQ4cODm3BwcGKiYlxaPvpp5+0bt06derUyaHdarUqPj5eJUqUML1WIC+u55QKq9Wq/v37q0iRIipVqpRGjx6tzMxMSVJERIT9NIqsh4eHh0qWLKmUlJR8XTcAAADcnAjeuKKhQ4eqSpUqDm0rVqxQvXr17F+fPXtWAwYM0MKFC+Xr6+sw9sCBAzp//ryCg4NVtmxZvfLKK0pLS8uX2oGcXM8pFSNGjFB8fLwOHz6sXbt26c8//9QHH3wgSSpXrpz9NIqsR9++ffXSSy/JYrHk+/oBAADg5kPwxjWZN2+eTp06pdDQUHtbv3791LdvX9WvXz/beD8/P/3+++86dOiQtmzZon379mns2LH5WDFwdVc7paJ27dqaNWuWChcurJIlS+r555/X+vXrc3yu6Oho/fjjj3r++efzcxUAAABwE/N0dQG4dezYsUOvvPKK1q1bJ0/Pi7vOvHnzdPLkSX377bc5LlOlShX7EfPg4GAtXLhQ1apV0zvvvJNvdQNXU6FCBbVt29ahLTg4WFFRUZKkAQMGSJIyMzO1f/9+TZ48WU899VSOzzVp0iQNGjRIfn5+5hYNAACAWwbBG3kSGRmp0NBQffHFF6pevbq9bcSIEUpOTraHjLS0NC1ZskTbtm3T5MmTsz1PoUKFZBiGUlJSmIaLm8bQoUOzta1YsUK9e/d2aBsxYoQ++ugjVa9eXT169Mi2TExMjMLCwvTvv/+aVSoAAABuQUw1x1UlJSWpXbt2evnll9WuXTt7e0hIiGJjY2Wz2WS1WmW1WtW9e3ctWbJEkydP1s6dO+1HCrMcOHBAPj4+hG7c1HI6pUKS3n//fR06dEj16tVT586dsy33wQcfqG/fvgoICMivUgEAAHALIHjjijIyMvTEE0+oadOmGjJkyDUtW6NGDa1atUqfffaZrFar/v77bz355JN65ZVXTKoWuHFZp1R8+eWX9lMqsnh4eKhKlSqaN2+eTpw4ob///tveFxsbq8WLF1/zzwkAAABufwRvXNHgwYO1atUqzZgxw+F2SS1btrzqshaLRT/99JO+/fZbFSlSRO3atVPXrl01aNCgfKgcuHY5nVIRHx+vAwcOOIxzd3dXrVq1dPLkSXvbRx99pB49eqhQoUL5WjMAAABufm6GYRiuLsIZEhMTFRgYqISEBKZ5AriisWPHyt/fXy+99JK9LSkpSY0aNVLv3r0djlqfOHFCjRo10rFjx+Th4SFJSk9PV/Xq1fX777+rXLlySkhIUI0aNfT333+raNGi+b4+AAAAcI285lAurnYTKP/qT64u4Y5zfGLbqw/CHeNKp1SULVtWDRo00NChQzVu3Dilp6frtddeU6NGjVSuXDlJ0qeffqqnnnqK0A0AAIAcMdUcwB3vaqdUzJ49WxcuXFCVKlVUrVo1eXp6avr06fbljx496nD0HAAAALgUU81vAhzxzn8c8c5/7Of5j/0cAADAXHnNoRzxBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARNcVvB966CG5u7vr/fffd2jftGmTGjRooICAADVs2FBbt2516B83bpxKlCihgIAA9erVS8nJyfa+xMREdevWTf7+/ipdurTee++96ykNAAAAAICbynUF77Vr12rMmDEObYcPH9YTTzyhd955RzExMRo5cqQ6duyoEydOSJJmzJihZcuWaevWrTpx4oTc3NzUt29f+/L9+vVTgQIFFB0drS1btigsLEwzZ868gVUDAAAAAMD1PJ31RFOnTtXw4cPVqlUrSVKnTp20bds2ffPNNxo+fLimTJmiJUuWqEKFCpIuBvFKlSrp6NGj8vHx0dq1axURESEfHx8FBgZqwYIF+r//+z/179/fWSUCAAAAAJDvnBa8K1SooLZt2zq0BQcHKyoqSqdPn9b58+d133332fsKFCig9u3ba82aNQoMDFTr1q3l4+Nj769evbr8/f11+PBhValSxVllAgAAAACQr5x2cbWhQ4dmC8grVqxQvXr1FBkZqcqVK2dbplq1ajp27NhV+3Nis9mUmJjo8AAAAAAA4GZj2lXN582bp1OnTik0NFQpKSny9fXNNsZisSglJeWq/TmZMGGCAgMD7Y/g4GCnrwMAAAAAADfKlOC9Y8cOvfLKK/ryyy/l6ekpi8Uiq9WabVxsbKx8fX2v2p+TUaNGKSEhwf6Iiopy+noAAAAAAHCjnHaOd5bIyEiFhobqiy++UPXq1SVJISEhCg8PzzY2PDxc9erVU0BAgH7++ecc+ytWrJjj63h7e8vb29u5xQMAAAAA4GROPeKdlJSkdu3a6eWXX1a7du3s7cWLF5eXl5cOHjxob0tPT9fy5cvVsmVLNWrUSKtXr1Z6erq9/59//pHNZsvx3G8AAAAAAG4VTgveGRkZeuKJJ9S0aVMNGTIkW/+wYcPUp08fnThxQklJSRo8eLBatWqlChUqqEyZMnrwwQc1bNgwJScnKyoqSn379tXrr7/urPIAAAAAAHAJpwXvwYMHa9WqVZoxY4Y8PT3tj5YtW0qSBgwYoNatW+vee+9VmTJllJqaqhkzZtiXnzlzpuLi4lSyZEnVr19fnTp1Uu/evZ1VHgAAAAAALuFmGIbh6iKcITExUYGBgUpISFBAQICry7km5V/9ydUl3HGOT2x79UFwKvbz/Md+DgAAYK685lDTbicGAAAAAAAI3gAAAAAAmIrgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJrit4P/TQQ3J3d9f777/v0L5582bVrVtXFotF999/v7Zv3+7QP2vWLIWEhMjPz0+hoaGKiYmx96WlpenFF19UoUKFVKRIEb388stKT0+/nvIAAAAAALhpXFfwXrt2rcaMGePQFhMTo9DQUI0ZM0aJiYkaPXq0OnTooFOnTkmSVq1apXfffVcrVqzQ2bNnVatWLYWGhtqXf+ONN3To0CEdOHBABw4c0P79+/XGG2/cwKoBAAAAAOB6TptqPmfOHD355JPq1KmTChQooI4dO6pHjx767LPPJElTpkzRBx98oDp16shisWj8+PHKzMzUmjVrlJqaqtmzZ2vevHkqUaKEihUrpgULFujzzz/X+fPnnVUiAAAAAAD5zmnBe+PGjerQoYNDW5cuXbR69WoZhqFt27apbdu2Ofbv3r1b1atXV8mSJe19RYoUUYMGDfTHH384q0QAAAAAAPKd04J3ZGSkKleu7NBWrVo1HTt2TLGxsQoKCpKPj0+O/Tkte2l/Tmw2mxITEx0eAAAAAADcbJwWvFNSUuTr6+vQZrFYlJKSkmPftfTnZMKECQoMDLQ/goODnbMiAAAAAAA4kdOCt8VikdVqdWiLjY2Vr69vjn3X0p+TUaNGKSEhwf6IiopyzooAAAAAAOBETgveISEhCg8Pd2gLDw9XxYoVVaRIEZ07d05paWk59ue07KX9OfH29lZAQIDDAwAAAACAm43Tgnfjxo21atUqh7awsDC1atVKbm5uqlevntasWZNjf926dbV//37Fx8fb++Li4rRt2zY9+OCDzioRAAAAAIB857Tg3bt3b82fP18///yz0tPTtWLFCn311VcaOHCgJGn48OEaOnSoDhw4IKvVqvHjx8tisah58+by8vLSc889p759+yo2NlZnz55Vr1699MILL+Q61RwAAAAAgFuB04J3iRIl9O2332rUqFHy9/fX2LFjtWzZMhUvXlyS1KZNGw0dOlStW7dW4cKF9ddff+m7776zLz9u3DiVKlVKlSpVUtWqVVWlShWNHTvWWeUBAAAAAOASboZhGK4uwhkSExMVGBiohISEW+587/Kv/uTqEu44xye2vfogOBX7ef5jPwcAADBXXnOo0454AwAAAACA7AjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJjIqcE7NjZWzzzzjAoXLqyQkBB98MEH9r5///1XjRs3lsViUc2aNbVy5UqHZZctW6aqVavKYrGoRYsWOnz4sDNLAwAAAADAJZwavHv06KHKlSsrKipKO3bs0MaNGzV//nzZbDY9+uij6tq1qxISEjRjxgz16dNHe/fulSTt3btX/fv31+zZs5WQkKAnnnhCbdq0kdVqdWZ5AAAAAADkO6cG7w0bNui1116Tn5+fSpQoocGDB+v777/X0qVLVatWLQ0aNEheXl5q0qSJxowZo8mTJ0uSpk6dqpEjR6pZs2by8vLSgAEDdP/992vJkiXOLA8AAAAAgHzn1ODdtm1bjRw5UomJiYqKitK7776rEiVKaOPGjerQoYPD2C5dumj16tWSdNV+AAAAAABuVU4N3tOmTdN3332nwMBAhYSE6OTJk3rzzTcVGRmpypUrO4wtWrSorFarbDaboqOjVbFiRYf+atWq6dixY84sDwAAAACAfOe04J2enq7HHntMTz/9tGJjYxUREaE2bdro9OnTSklJka+vb7ZlLBaLUlJSlJmZKXd39xz7cmOz2ZSYmOjwAAAAAADgZuO04L1ixQpZLBa999579quajx8/Xs8995y8vLxyvFBaXFycfH195e7uLsMwHPpiY2NzDOtZJkyYoMDAQPsjODjYWasCAAAAAIDTOC14Hzx4UE2aNHFo8/PzU1BQkCQpPDzcoe/UqVMqXLiwvLy8VKZMGUVGRjr0h4eHZ5t+fqlRo0YpISHB/oiKinLOigAAAAAA4EROC94VK1bUgQMHHNqsVqv+/fdfPfPMM1q1apVDX1hYmFq1aiVJaty48RX7c+Lt7a2AgACHBwAAAAAANxunBe/HHntMf/31l6ZNm6akpCRFR0erR48eeuCBB9S5c2dt375dCxYsUFpamrZs2aJJkybp5ZdfliQNHjxYb7/9trZt26a0tDTNmTNHe/bsUdeuXZ1VHgAAAAAALuG04O3j46MVK1bohx9+UIkSJdSgQQMVL15cCxYskI+Pj3788UfNmjVLBQsWVO/evTVr1izVrFlTklS7dm19+umn6t69uwICArRo0SKtXLlS3t7ezioPAAAAAACX8HTmk1WpUkW//PJLjn01atTQpk2bcl22Y8eO6tixozPLAQAAAADA5Zx6H28AAAAAAOCI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiUwN3hEREZo/f76ZLwEAAAAAwE3N1OA9ZMgQxcTE2L/evHmz6tatK4vFovvvv1/bt293GD9r1iyFhITIz89PoaGhDssCAAAAAHArMi14r1y5UkePHtXw4cMlSTExMQoNDdWYMWOUmJio0aNHq0OHDjp16pQkadWqVXr33Xe1YsUKnT17VrVq1VJoaKhZ5QEAAAAAkC9MCd42m01Dhw7VjBkz5OnpKUmaM2eOnnzySXXq1EkFChRQx44d1aNHD3322WeSpClTpuiDDz5QnTp1ZLFYNH78eGVmZmrNmjVmlAgAAAAAQL4wJXhPmjRJTZs2VaNGjextGzduVIcOHRzGdenSRatXr5ZhGNq2bZvatm2bYz8AAAAAALcqpwfvqKgoTZgwQb/88osKFSqkESNGKDMzU5GRkapcubLD2GrVqunYsWOKjY1VUFCQfHx8cuzPic1mU2JiosMDAAAAAICbjdOD9/jx49W6dWvt3LlTf/31lzZt2qRp06YpJSVFvr6+DmMtFotSUlJy7Lu0PycTJkxQYGCg/REcHOzsVQEAAAAA4IZ5OvsJly9frgMHDqhQoUKSpC+++EJPPPGELBaLrFarw9jY2Fj5+vrm2Hdpf05GjRplv3CbJCUmJhK+AQAAAAA3Hace8T5z5oz8/PzsoVuSatasqRMnTigkJETh4eEO48PDw1WxYkUVKVJE586dU1paWo79OfH29lZAQIDDAwAAAACAm41Tg3eRIkUUHx+v+Ph4e9v+/fsVEhKixo0ba9WqVQ7jw8LC1KpVK7m5ualevXrZrmCe1Q8AAAAAwK3KqcHb3d1dPXv2VM+ePXX69GmFh4erT58+GjJkiHr37q358+fr559/Vnp6ulasWKGvvvpKAwcOlCQNHz5cQ4cO1YEDB2S1WjV+/HhZLBY1b97cmSUCAAAAAJCvnH6O98SJE/XKK6+oVq1a8vPz04svvqi+fftKkr799lsNGjRIoaGhqlWrlpYtW6bixYtLktq0aaOIiAi1bt1asbGxeuSRR/Tdd985uzwAAAAAAPKVm2EYhquLcIbExEQFBgYqISHhljvfu/yrP7m6hDvO8Yltrz4ITsV+nv/YzwEAAMyV1xzq9NuJAQAAAACA/4/gDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAK5oxowZiomJcXUZAADcsgjeAADcISZPnqyzZ8/m2Pfqq6/m2P7XX3/p7bfflo+Pj5mlAQBwWyN4AwBwB9izZ4/eeOONHPtmzpypFStWZGs3DEMDBw7U+++/r8DAQLNLBADgtkXwBgDgNpeamqru3bsrPT09W9+RI0c0cuTIHJebM2eOAgMD9dRTT5ldIgAAtzWCNwAAt7nRo0erdu3aKlu2rEN7RkaGunfvrsGDB2dbJj4+XmPHjtW0adPyq0wAAG5bBG8AAG5jGzZsUFhYWI4B+t1331Xx4sXVp0+fbH1vvPGGEhIS1LBhQ9WtW1c7d+7Mj3IBALgtEbwBALhNJSYmqmfPnpo7d262c7R37typWbNm6fPPP8+2XEREhBYtWqSFCxcqIiJCgwYNUmhoqFJSUvKrdAAAbisEbwAAblMvvviiOnfurObNmzu0p6SkqHv37po+fbqKFSuWbbmlS5eqX79+6tChg/z8/NS3b1/Vr19fP/74Yz5VDgDA7cXT1QUAAADnW758uRYvXiwPDw99+umnkiSbzaayZcuqevXqOnz4sLp06SLp4tXL09LS5OPjo5iYGB05ckQNGjRweL46deooIiIi39cDAIDbAUe8AQC4DXXo0EFpaWmyWq32R7ly5XTixAnt2rXLoe/gwYOqUaOGrFarAgMDVbZsWf3zzz8Oz7d3715VqFDBRWsDAMCtjeANAAAcPPvss5o/f75++OEHXbhwQV988YV2796tdu3aubo0AABuSQRvAADgoEyZMlq2bJnGjRunUqVK6ZtvvtGvv/4qHx8fV5cGAMAtiXO8AQC4Qxw/fjzH9vLly2ebWv7AAw/ozz//zIeqAAC4/RG8AQBwkvKv/uTqEu44xye2dXUJAABcFVPNAQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABOZGrwnT56ss2fPSpL+/fdfNW7cWBaLRTVr1tTKlSsdxi5btkxVq1aVxWJRixYtdPjwYTNLAwAAAAAgX5gWvPfs2aM33nhDkmSz2fToo4+qa9euSkhI0IwZM9SnTx/t3btXkrR37171799fs2fPVkJCgp544gm1adNGVqvVrPIAAAAAAMgXpgTv1NRUde/eXenp6ZKkpUuXqlatWho0aJC8vLzUpEkTjRkzRpMnT5YkTZ06VSNHjlSzZs3k5eWlAQMG6P7779eSJUvMKA8AAAAAgHxjSvAePXq0ateurbJly0qSNm7cqA4dOjiM6dKli1avXp2nfgAAAAAAblVOD94bNmxQWFiYpk2bZm+LjIxU5cqVHcYVLVpUVqtVNptN0dHRqlixokN/tWrVdOzYsVxfx2azKTEx0eEBAAAAAMDNxqnBOzExUT179tTcuXMVGBhob09JSZGvr2+28RaLRSkpKcrMzJS7u3uOfbmZMGGCAgMD7Y/g4GDnrQgAAAAAAE7i1OD94osvqnPnzmrevLlDu8ViyfFCaXFxcfL19ZW7u7sMw3Doi42NzTGsZxk1apQSEhLsj6ioKKesAwAAAAAAzuTprCdavny5Fi9eLA8PD3366aeSLk4HL1u2rEqVKqXw8HA1bdrUPv7UqVMqXLiwvLy8VKZMGUVGRqpcuXL2/vDw8GzTzy/l7e0tb29vZ5UPAAAAAIApnHbEu0OHDkpLS5PVarU/ypUrpxMnTuidd97RqlWrHMaHhYWpVatWkqTGjRtfsR8AAAAAgFuVaffxvlSnTp20fft2LViwQGlpadqyZYsmTZqkl19+WZI0ePBgvf3229q2bZvS0tI0Z84c7dmzR127ds2P8gAAAAAAME2+BG8fHx/9+OOPmjVrlgoWLKjevXtr1qxZqlmzpiSpdu3a+vTTT9W9e3cFBARo0aJFWrlyJVPJAQAAAAC3PKed452T48eP2/9fo0YNbdq0KdexHTt2VMeOHc0sBwAAAACAfJcvR7wBAAAAALhTEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMJFTg3d8fLx69OihYsWKqXz58po4caIyMzMlSZs3b1bdunVlsVh0//33a/v27Q7Lzpo1SyEhIfLz81NoaKhiYmKcWRoAAAAAAC7h1ODdpUsXlSlTRkePHtVvv/2mZcuWaerUqYqJiVFoaKjGjBmjxMREjR49Wh06dNCpU6ckSatWrdK7776rFStW6OzZs6pVq5ZCQ0OdWRoAAAAAAC7htOC9a9cunT59Wu+8844CAgJUpUoVzZ07V59//rnmzJmjJ598Up06dVKBAgXUsWNH9ejRQ5999pkkacqUKfrggw9Up04dWSwWjR8/XpmZmVqzZo2zygMAAAAAwCWcFrwzMjI0fPhwubm52duCg4MVExOjjRs3qkOHDg7ju3TpotWrV8swDG3btk1t27bNsR8AAAAAgFuZ04J3vXr19Nxzzzm0rVixQvXq1VNkZKQqV67s0FetWjUdO3ZMsbGxCgoKko+PT479AAAAAADcyky7qvmpU6c0YsQIjRkzRikpKfL19XXot1gsSklJybHv0v7c2Gw2JSYmOjwAAAAAALjZmBK8bTabOnfurIEDB6pBgwayWCyyWq0OY2JjY+Xr65tj36X9uZkwYYICAwPtj+DgYKevBwAAAAAAN8qU4N27d28FBwfrtddekySFhIQoPDzcYUx4eLgqVqyoIkWK6Ny5c0pLS8uxPzejRo1SQkKC/REVFeX8FQEAAAAA4AY5PXiPHTtWx44d07x58+wXWmvcuLFWrVrlMC4sLEytWrWSm5ub6tWrl+0K5ln9ufH29lZAQIDDAwAAAACAm42nM59s8eLFWrhwobZs2eJwsbTevXvrnnvuUdOmTdW6dWutWrVKX331lf766y9J0vDhwzV06FB9//33Kl++vCZPniyLxaLmzZs7szwAAAAAAPKd04L3xo0b1atXL6Wlpal06dIOfUePHtW3336rQYMGKTQ0VLVq1dKyZctUvHhxSVKbNm0UERGh1q1bKzY2Vo888oi+++47Z5UGAAAAAIDLOC14N2nSRDabLdf+cuXKaffu3bn29+/fX/3793dWOQAAAAAA3BRMu50YAAAAAAAgeAMAAAAAYCqCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAG5bkydP1tmzZyVJq1evVt26deXv76/GjRtr165dLq4OwJ2C4A0AAIDb0p49e/TGG29IkiIiItS1a1dNnjxZcXFxGjZsmB577DGdP3/exVUCuBMQvAEAAHDbSU1NVffu3ZWeni5JSkhI0Lx589S6dWt5eXmpc+fOKlq0qP79918XVwrgTuDp6gIAAAAAZxs9erRq166thIQESVKdOnVUp04dSVJSUpIWLlyohIQE1ahRw5VlArhDELwBAABwW9mwYYPCwsK0e/du3X333Q59CQkJCgoKkiTNmjVLvr6+LqgQwJ2GqeYAAAC4bSQmJqpnz56aO3euAgMDs/UHBgbq3LlzCgsL09ixY7VhwwYXVAncmPj4ePXo0UPFihVT+fLlNXHiRGVmZkqSlixZoho1aiggIEAPP/ywjh496uJqIXHEGwAAALeRF198UZ07d1bz5s1zHRMYGKjOnTvLZrNpypQpatq0af4VCDhBly5d1KBBAx09elQxMTHq3r27fH19VaVKFY0bN05ffvmlqlWrpkWLFqlt27bavXu3fHx8XF32HY0j3gAAALgtLF++XIsXL9ann34qHx8f+fj4KCIiQmXLltXHH3+sCxcuOIy/++67dfLkSRdVC1yfXbt26fTp03rnnXcUEBCgKlWqaO7cufr888+1YMECTZw4Uffcc498fX3Vr18/VatWTZs3b3Z12Xc8gjcAAABuCx06dFBaWpqsVqv9Ua5cOZ04cUL//POPFi9e7DB+x44dXFwNt5yMjAwNHz5cbm5u9rbg4GDFxMQoIyMjx2Xi4+PzqzzkgqnmAAAAuO298MILat++vWrWrKn77rtPmzZt0pgxY/Tbb7+5ujTgmtSrV0/16tVzaFuxYoXq1aunLl26aNSoUapQoYKqVq2qhQsX6ueff9b06dNdVC2yELwBAABw27v77rs1ffp0DRgwQIcPH9Zdd92luXPnqlq1aq4uDbghp06d0ogRI7R06VI1aNBA0dHR6tChg1JTUxUTE6NevXqpdOnSri7zjudmGIbh6iKcITExUYGBgUpISFBAQICry7km5V/9ydUl3HGOT2zr6hLuOOzn+Y/9PP+xn+c/9vP8x36e/9jPkRubzaYWLVro0Ucf1ejRox36vvnmG7344ovav3+/Chcu7KIKb395zaGc4w0AAAAAt6DevXsrODhYr732mkN7UlKShg0bpqlTpxK6bxJMNQcAAACAW8zYsWN17NgxrVmzxuFCa5L0+uuvq2HDhurSpYuLqsPlCN4AAAAAcAtZvHixFi5cqC1btmS7P/euXbv05Zdfas+ePS6qDjkheAMAAADALWLjxo3q1auX0tLSsl007ejRo0pNTdXMmTNVsmRJF1WInBC8AQAAAOASN/tFBEsNW5pje7Pp//zvf14atu3mXofL3e4XEeTiagAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJbqrgnZiYqG7dusnf31+lS5fWe++95+qSAAAAAAC4ITfVVc379esnHx8fRUdH69y5c+rSpYuCgoLUv39/V5cGAAAAAMB1uWmCd3R0tNauXauIiAj5+PgoMDBQCxYs0P/93/8RvAEAAAAAt6ybZqr55s2b1bp1a/n4+NjbqlevLn9/fx0+fNiFlQEAAAAAcP1umuAdGRmpypUrZ2uvVq2ajh075oKKAAAAAAC4cTfNVPOUlBT5+vpma7dYLEpJScnWbrPZZLPZ7F8nJCRIuniBtltNpu2Cq0u449yK+8mtjv08/7Gf5z/28/zHfp7/2M/zH/t5/mM/z3+36n6eVbdhGFccd9MEb4vFogsXsu/gsbGxOQbyCRMm6K233srWHhwcbEp9uL0EfuTqCgDzsZ/jTsB+jjsB+znuBLf6fp6UlKTAwMBc+2+a4B0SEqKff/45W3t4eLgqVqyYrX3UqFEaPny4/evMzEzFxcWpSJEicnNzM7VWXJSYmKjg4GBFRUUpICDA1eUApmA/x52A/Rx3AvZz3AnYz/OfYRhKSkpS6dKlrzjupgnejRo10ksvvaT09HR5el4s659//pHNZsvx3G9vb295e3s7tAUFBeVHqbhMQEAAP9i47bGf407Afo47Afs57gTs5/nrSke6s9w0F1crU6aMHnzwQQ0bNkzJycmKiopS37599frrr7u6NAAAAAAArttNE7wlaebMmYqLi1PJkiVVv359derUSb1793Z1WQAAAAAAXLebZqq5dPEQ/eLFi11dBvLI29tbb775ZrYp/8DthP0cdwL2c9wJ2M9xJ2A/v3m5GVe77jkAAAAAALhuN9VUcwAAAAAAbjcEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG9ct+TkZAUEBCg9Pd3etnLlSnXr1k2pqakurAxwnvPnz6tOnToO+/m6des0evRohzbgZpeQkKAhQ4bk2u/n56czZ87Yvz5//nx+lAUAwB2B24nhumVkZMjb21vnz5/XpEmT9MYbb2jjxo1q3ry5EhIS5O/v7+oSgRuWnp4uHx8fpaSkaMmSJerRo4fWrVunli1bsp/jlpKYmKiaNWsqKipKs2fP1oULF+Tm5iaLxaK+ffuqaNGiioyMlK+vr2JiYnTvvffqjz/+ULly5VxdOuAU6enp6tevnz7++GMVLFhQe/fulbu7u2rWrOnq0oAbtnLlSvn6+srdPftxVTc3N5UsWVJVqlRxQWXIQvDGVSUnJ6tatWry9vaWJBmGoSJFiujPP/9UwYIFFRcXp5IlSyo2NlZ///237r33XiUmJsrPz8/FlQN5d/78eT388MMO+3lgYKCWLVsmf39/+34eFxen3bt367777mM/xy3FZrOpVq1aOnz4sO666y41adJEkrR27VodOXJE5cqVU0REhCRp2rRp+uKLL/TXX3+5smTgmtlsNk2fPl0Wi0UeHh66cOGCQkND1bJlS/31118KCgrSuXPn5O/vr6efflp//PGHDh8+rAIFCri6dOC6REZGKiQkRKVKldL9998vwzC0fv16NWvWTDt37lStWrXk5eWljRs3au/evQoJCXF1yXcspprjqiwWi3x8fLRw4UK5ublp0aJFunDhgiTJ29tbBQoUkKenpyTJy8vL3g7cSry9vRUVFaXevXvryJEj6tOnjw4dOiRJ8vHxkZeXl30/9/HxkfT/93fgVuDp6enwu3r27NmaPXu2PDw87G3t27dXTEyMvvvuO7300kuuLBe4LoZhaPjw4Vq8eLHmz5+v4cOHy2az6dixY/Lx8ZG3t7e8vb31448/6rvvvtPnn39O6MYt7YEHHtCiRYvk6+urH374QT/++KPKli2rH3/8UQ0aNNC8efO0YsUKPffcc/a/3+Eanq4uADc/Dw8P+fn5qVGjRvZ/s6axXB64U1NT5ePjY28HbhWenp4KCgpSt27d9N5776lbt26aMGGCvU+S/Y+ztLQ0FShQgD/WcEvx8PBQTEyMBg4cqFOnTmngwIGS5PD7vEWLFmrSpIni4+PVuXNnV5YLXBdvb295eHhow4YNkiRfX1+HgwTu7u6aO3euXn/9dS1ZskStWrVyccXAjbFYLFq+fLkiIiI0btw4SdLZs2c1btw4HTx4UB9++KECAgLk6+uru+66y8XV3tlIR7guWX+opaSkqFevXoqPj1evXr105swZlSpVysXVAc6RtZ/bbDaNGzdOycnJGjdunKKjo1WyZEkXVwdcO4vFokaNGmnlypVq1KiRDMPQ2rVrJV08B3Do0KFKSkrSypUrmbmEW5Kbm5vc3Nwc2jw8POTu7q7XX39daWlp2rx5s7Zv367y5cu7pkjACf7880/9+OOP8vb21rfffqty5crZZzC5ubnJw8PD/q+7u7tsNpuLKwZTzXFdsi4N4O7urjJlymjYsGEqU6aMUlNTVa9ePRdXBzhH1n6emZmpw4cPq3379jp8+LB2796tu+++28XVAdcuMDBQ3bp1U6FChdStWzc988wzkqShQ4cqMTFRkvTff/9pz5492rVrlytLBa7b5ZcvyszMlGEYOnr0qDIyMrR8+XItWrQo2zjgVpKWlqZff/1VEREROnHihNzc3NSrVy/17NlTgYGBeu6551SuXDm98MILev311/XBBx+4uuQ7Hke8cV2y3qy8vLw0fvx4e1ujRo00fPhwV5YGOE3Wfm6xWLRw4UJ7+6OPPmoPLMCt5Pjx46pfv74OHz6s+vXr29uLFy+u+Ph4/fzzz1q/fr369u2rsLAw3XPPPS6sFrh2mZmZ2Y54p6enKyMjQ19++aV++OEHrVu3Ts8++6wOHz6s+fPnu6hS4MY88MAD2rJli6ZMmaI2bdrI09NTDRs2tM/We+CBBxQXF6dq1aqpZcuWGjduHL/TXYwj3riqjIwMJScn69dff7X/m3X/4oyMDP3xxx/65ZdfNGjQIFWoUEGPPPKIiysGrl1GRoZSU1N16NAh+79Z+3l6err27t2rf//9VxMnTpTVatXjjz/u4oqBa1eyZEktXLhQISEhWrRokRYsWCDDMPTaa6+pdOnSev311+Xj46MOHTpo8+bNri4XuGZWq1Xp6ekO02uTkpKUlpam1NRUpaWl6a677tK6deu0du1azZo1y9UlA9ftzJkzOnDggD777DMdOXJEERERCg8PV3h4uCIiIpSUlKR///1X9evXV4sWLbRjxw5Xl3xH44g3riolJUVWq1X9+/eXJPXv31+FCxeWdPENLusiPRkZGVq1apUrSwWum9Vq1aFDh1S9enUZhqG77rpLZcuWlXTxHO9du3apf//+8vf319atW11cLXDtMjMz5enpqWrVqtnP/XNzc1NmZqakix8wbdy4Ub/99ptKly6tv//+28UVA9fO29tbe/fute/jGRkZKlu2rD799FOlpqYqPT1d58+fl8Vi0bRp0/Tcc8+pW7du3BoStyR3d3f98MMPmjlzpiSpQYMGiomJcbiXt81mU5s2bRQWFsZ1DVyM+3jjumVkZMjHx0dpaWnKyMjQ3Llz9eqrr6pbt26aNGkSF+bBLSfrauVZUlNT5enpKR8fH6Wmpio2NlZTpkzR9OnT9frrr2vYsGEurBa4NlarVdWrV1d4eLiaNm2qmJgYpaWlqUSJEtqyZYvKli2r48ePy9PTU2fPnlXx4sUVGxurQoUKubp04Jp9/fXXCg0NzXbbx5iYGG3atElDhgzRzz//rH379umpp55yUZXAjUlOTlZISIjmzZunhx56SA8//LCaNWumwYMHS7p4ylz9+vW1f/9+BQUFubZYELxx/ZKTkxUQEGAPJ5J09OhR9e7dWz/99BOfHuO2cOHCBfn7+ystLc1+tdAtW7aoV69e2rRpk4oUKeLiCoG8iYuLU6VKlRQfH59jf2BgoKKiohQQEKCkpCQtWLBA/fr147Z5uKVERkaqc+fO2r17t8LCwnThwgVNmDBBPj4+9jGGYejQoUPy9PTUN998o5YtW7qwYuD6JSYmqnTp0mrcuLH+/vtvJSUlqU6dOg4XOp47d66ee+45SdInn3ziqlIhpprjBvj7+yspKcnhnt2VKlXS2rVrs13YBLgVZGRkKDo6WsHBwfZ92MfHR3v37nWYtvXAAw9o586d8vX1dVWpwDUrXLhwrqFbkr766itZLBZJUsGCBTVo0KD8Kg1wmpIlS6pevXr66quvVKlSJS1ZskQXLlzQiBEjHMZlZGRo27Zt9lMtgFvR+fPn5e3trVWrVikjI0Nr1qzR1KlTNXXqVLVt21YdO3bURx99pOTkZMXGxrq63DseR7wB4H+ioqJUvnx5nTp1SsWKFXPo69Onj2rXrq0hQ4a4qDoAwLX65ZdftGLFCn366aeuLgVwOqvVqr/++ksPPvigQ/vatWu1aNEiffrppxwkuIkQvAHgf+Li4lS0aFElJSU5nCoxYMAAzZ07V9OnT1evXr1cWCFw486cOaP77rtPf//9d67nb0dFRal379769ddf87k6AABuT9xODAD+x9vbW25ubg4X43nxxRcVFham33//ndCNW15SUpIsFotOnDghi8WiqKgonT17VmfOnFFkZKTOnDmjd999Vx4eHvrzzz9dXS5w3VJSUrR06VJJUkhIiKKiolxcEeAap0+f1r333quDBw+6upQ7HsEbAP4n6yJSWdctWLp0qebOnauVK1eqSZMmriwNuGHz58/XSy+9JB8fH7m5ucnHx0dVq1ZViRIlVLJkSVWoUEHLly/XhAkTFBAQ4HAxKuBWk5aWphdeeEGS5OXlpaJFi2rz5s165JFH9Oijj+rRRx9V69at1a5dOxdXCly/3bt3KyAgQP/9958kKSEhQSNHjtTZs2ftYywWi3bv3s31l24CBG8A+B8PDw8ZhqHFixdLkjp06KDff/9d9evXd3FlwI07dOiQ/V7eWRcLLF++vDIyMlS/fn3NmTNHfn5+KlKkiLy9vR0unAncKjIyMlSzZk21b99e8fHxatGihU6ePClvb29ZLBbFx8frrrvuUosWLbRr1y699tprri4ZuG6+vr5KTk62nx7n5eWlDz74QBcuXLCPyfoQ9fJb6yH/8a4KAJcZMmSIPvzwQ9WqVUuSNG3aNIf+9PR0nTt3TitXrnRFecB1qVOnjn766SdJ//8PMG9vb3t/1mkWBQsWlKenJ8Ebt6S0tDS9/vrr8vPz08CBA/XKK6+od+/ecnd3l8ViUZEiRXTXXXepUqVK8vLyynZRKuBWkjWDKeuOFBaLRYZhOPz+zvp/1i1R4Toc8QaAS7i5uengwYOqX7++Fi9erK1btyotLc3hkZqaqtTUVFeXClyTihUrKjw8XBs2bJAkbdiwQRcuXNCGDRuUmJioAwcO6PDhw7Jardq4caPDLfSAW4WPj49atGihtm3bytfXV4888oj9qs5MtcXtJusUuax/pYv7+aX7etb/+Z3uenycDQD/k3WTh6JFi2rGjBlq3LixBg0apD59+qhly5Yurg64MSVKlNCuXbs0YsQIpaamasSIEYqOjtaIESMUGRmpr776Sp6enjp58qRGjBjBH2m4JaWlpalUqVLy9PRURkaGChQooMzMTKWlpclqtSolJUWxsbHy9/dXRkaGoqKiFBwc7Oqygevi7u4uwzAc/kYxDENdunTJNqMJrkfwBoD/SU9Pl3TxHEEPDw8988wzCggIUGhoqH777Tc1aNDAxRUC169w4cIKCQnRjh075O/vrx07dqhu3brasWOHHnjgAT3//PMqVKiQRo8erR07dqhSpUquLhm4Zu7u7oqKirJfu+Do0aOqUqWKkpOTFRsbq+joaC1YsECSVKhQITVq1EiRkZEurhq4MZf+fXL53yqGYWj9+vWE75sAwRsA/ictLU3SxQCedS5U+/bt9cILL+jxxx+/4n2PgZudxWLRuXPnJF38cOnSf7NkZmbqwoULMgxDmZmZ+V0icMM8PDxUpkwZpaSkaNasWfLz81OfPn3sQfz9999XmzZttHnzZrVo0cLV5QI3xDAMubm5acKECVccN2nSJPusPrgO88gA4H+sVqskyWazObSPHz9eFotFPXr0cEVZgFN4eHgoJSVFhmHYP2SKi4vTmDFjdOLECS1dulQpKSmKj4+XzWazzwABbkWGYei5555TdHS0zp8/r6JFiyojI0NDhw6Vt7e33n33XX377beuLhO4IZfO1JOkLVu2KDIyMtvDzc2N4H0T4Ig3APxPamqqatSoYQ8lWTw8PDRmzBj9/PPPyszM5NxX3JLS0tKUmZkpq9UqwzCUkZGhnj17ys3NTb169ZLVarWfG5ucnJztAyjgVpCZmakWLVpo5MiR9rZNmzZpwYIFysjIkNVq1YIFC3Tfffepd+/eqlGjhmrWrOnCioHrl/V72mazyWazqVGjRg4hO+v/bm5u2WY4If8RvAHgf8qUKaO9e/fm2Pf000/riSeeIHTjlmUYhsLCwnT+/HkZhqHz58/rnXfeyTYuJiZGEREROn/+vAuqBG5McnKy7rnnHj3xxBPy8PDQ+fPnFRUVpe+//16GYSg5OVnff/+9JKlUqVKaOXOmPvnkExdXDVyf5ORk+35duHBhHTlyxOGiatLFD10rVarELKabgJvBvAMAAO4IGRkZOnjwoDZt2qQePXpk+wMty/nz57V582Y9/PDD+Vwh4BwnTpxQ7969lZCQoP79++u5557TyZMndf/99+vEiROSLs5yyrqnPXArOn/+vP755x/de++9DrcUu1RsbKyKFSumPXv2qFatWvlcIS5F8AYA4A4RFRWl8uXL69SpUypWrJhDX58+fVS7dm0NGTLERdUBzvfxxx+rd+/e8vf3l9Vq1cGDB3X33Xe7uiwg36SlpenQoUOqXLlyrh+2In8wZxIAgDuEn5+fDMOQr6+vQ/uAAQO0cOFCFSxY0EWVAeYYMmSI/P39JUk+Pj6EbtxxChQooJo1axK6bwIEbwAA7hDe3t5yc3NzmF774osvKiwsTL///rt69erlwuoA58nIyNCxY8ckSYmJiQoICNCpU6ccxpw4cUJRUVGuKA9wmsKFC2dr69KlizZs2OCCanAlBG8AAO4QWecAenpevLbq0qVLNXfuXK1cuVJNmjRxZWmAUyUmJqpKlSpKT0+Xr6+vkpOTHWZ0fP7556pVq5bGjh3ruiIBJwgKCpJhGIqMjJQkpaSkaOXKldnu0ALX4xxvAADuEBkZGSpQoIAWLFigZ555RhkZGfrzzz/VoEEDV5cGOFVaWpr8/f3tt1vy9PSU1WpVcnKyevXqpZUrV6py5crauXMnU3Bxy0pKSlKVKlXk5eWlmjVr6ueff9bcuXP17rvvavv27erZs6c8PDxkGIaCgoI0d+5cV5d8R+N2YgAA3GGGDBmiDz/80H6F22nTpjn0p6en69y5c1q5cqUrygNuyIULF+Tr6+twSoW7u7s8PT0VFRWl9PR0bdmyRe3atSN045YVExOjRo0aSZJWrVqlGjVqKD4+XmPGjNGgQYPk5uamTZs26cMPP9SoUaP02WefubhiMNUcAIA7iJubmw4ePKj69etr8eLF2rp1q9LS0hweqampSk1NdXWpwDUzDEMVKlRQ/fr1ZbVaVb9+fdWvX18ZGRlau3atfHx89MMPP+iee+5RbGysUlJSXF0ycF38/Pw0YsQIeXl56auvvlJSUpK6dOminj176ptvvlFsbKz8/PzUo0cPBQYGqmPHjq4u+Y7HEW8AAO4QWWeXFS1aVDNmzFDjxo01aNAg9enTRy1btnRxdcCNS0tL06uvvqqCBQtq0KBBGjRokAzDUO/evfXRRx/pjz/+0Lx589S2bVuVLFlSR44cUe3atV1dNnDN/P399fzzz6t27dqaNm2aKlSooNGjR2vYsGFasWIFszluQgRvAADuEOnp6ZIunuvt4eGhZ555RgEBAQoNDdVvv/3Gud645Xl5eWnYsGFKT0/XoEGD1KNHD3vw/uabbxQWFqbBgwdr1apVKly4sA4ePEjwxi3tueee04oVK3Tw4EFt3bpVhmHIzc1Nbm5uri4Nl2GqOQAAd4isq9xmBXBJat++vV544QU9/vjjio+Pd1VpgFMlJCQoLS1NNpvNvt+npaWpW7du2r9/vzw9PbV7925t3brVxZUCN8bHx0enTp3S5MmTlZiYqFGjRkkSpwvdhAjeAADcIaxWqyTZr/ScZfz48bJYLOrRo4crygKczmKxKCIiQt7e3kpJSVHp0qV14cIFSReDypQpU7R48WI9//zzLq4UuH6//vqrJOn555/XgQMH9O233yosLEz333+//Pz8lJKSoh9++EHJycn68ccfXVwtuJ0YAAB3iOjoaLVp00br1q1TkSJFHPoWL16sn3/+WQsWLJC7O5/L49b27LPPKjY2Vj/99JM2btyoatWqyc/PTx999JEef/xxVa1a1dUlAjfkwoULKlGihKxWq86cOaOgoCBJ0k8//aQBAwbojz/+UNeuXVWgQAFlZGTowoUL+vPPP11b9B2O4A0AAGQYhtLT01WgQAFXlwLckOXLl6tv377atm2bKlSooLvvvlt9+vRRgwYNNGbMGK1bt04VK1ZUu3bt1LJlSz3yyCOuLhm4LidPntSIESO0detWLV++3H69gtatW6tevXqaMGGCiyvEpQjeAAAAuG2kp6frwIEDqlWrlvbs2aPHHntMx44dk4eHhyQpNjZWc+bM0dSpU9WrVy+9+eabLq4YuDHTp0/XwoUL9ccff0i6eF/vZ599VidPnrTv93A9gjcAAABuW0eOHFHlypWztaelpcnDw4NTK3BbiIuLU+HChe1f79y5U/fdd58LK8LlCN4AAAC4LWRkZOijjz7K0ykT7u7uqlOnjpo2bZoPlQHOl5ycrLVr16pgwYJX/AApLS1NaWlpatOmTT5Wh8sRvAEAAHDb8PT0VP369eXt7X3FcadOnVJ0dLTi4+OZjotb0qlTp1S6dOlsF8u8XFxcnKpWrap///03nypDTgjeAAAAuG34+vrqyJEjKl269BXHHTx4UNWrV9eBAwe4yjluSQkJCSpUqJCSk5Pl6+ub4xir1SpfX19lZmbmc3W4nKerCwAAAACc5dKj1zabTdOnT5ebm5vc3NyUdbxp0KBBKly4sLZs2ULoxi3L09NTbm5uki5OO//yyy/tMz2sVqueffZZ+74P1+OINwAAAG4bfn5+Onz4sEqXLi2bzSaLxaJnnnlGHh4eMgxDCxculM1mk6cnx59wa8s6mp2cnKyMjAwFBQWpf//+MgxDc+bMUUJCgtzc3OTr66uMjAxXl3vHI3gDAADgtuHl5aW9e/eqWrVqMgxDHh4e9qm46enp8vLyYtotbgtZHywlJyfLx8dH3t7eSktLkyQVLFhQSUlJstlsBO+bBPdPAAAAwG0hPT1dJUqUUEpKiiTZp9lmTbVl2i1uV+7u7g779qWnVuDmwBwbAAAA3BY8PT0VFRVlP6KdmpoqwzA0cuRIFShQwN6enp7OVHPc8i4N1larVRkZGXr66adlGIZsNptSUlK4Yv9NhN84AAAAuC0kJyfrrbfe0urVq7Vjxw5lZGTojTfekLe3t9zd3ZWZmanXX3+dqea4LWRkZNiPchuGoalTp9qvbv7QQw9d8d7eyH+c4w0AAIDbQv/+/bV+/Xq9/PLL6tatm3x8fFxdEmCahIQEFS5cWPv375fFYslxjM1m01133aXjx48rODg4nyvEpQjeAAAAuC3Ex8erYMGC8vT01Pbt2/V///d/8vPzu+IykZGR+VQd4Fz//fefypYtm6fzud3c3LjAmosx1RwAAAC3hUKFCtn/X758eS1YsCDXc7ltNpvi4+PzqzTA6YoXL66zZ8/K39//iudyp6amKi4uLh8rQ0444g0AAAAAgIk44x4AAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAcNtITEzUlClTXF2GaebMmaN9+/a5uoybRkREhObPn2//et26dVqxYoULKwJyRvAGbtDYsWP1/vvvu+z1y5cvr7Nnz+ba36VLF7300kv5WJE56tevr7Vr10rKfZ2vti3y065du9SoUSP5+/vrnnvu0erVq684/s0335SHh4fatWt31eceN26cPD09HR7u7u4aMmSIw5gSJUooICBAvXr1UnJysr2vefPm8vT0VMGCBdWwYUOtW7cuT+uUlJSk8ePHq0aNGvL19VXJkiXVpUsX/fHHH/Yxx48fV61atXJ9DpvNppCQEC1fvjxPr+kqzljXazFv3jy98MILOfadO3dOQUFBOn/+/A0/lzM5c/2v5Fp/h+V1/Xv06CEPD488jX311Vcdvl62bJmqVq0qi8WiFi1a6PDhw3muL79+T/Xs2VNhYWF5Hp/X7Xb06FGVK1dOZcqUUVxcnJo3b64///zzRkrNcz1r1qxRgQIF5O/vf8Vlx4wZc03fk8td+v3Oy3bZuXOnihUrpv/++0/SxeCXl9/lUva/Ibp27arAwEB98cUXOY4/f/68hg8frhIlSuTp+fNTYmKiunXrJn9/f5UuXVrvvfdermPz8j7222+/yd3d3WFMTExMtucaMmSIQ7uXl5deeeUV564c4AQEb+A2V758eZUpU8bVZdyQ48ePKzIyUk2bNnV1KXly/vx5tW3bVgMHDlRcXJw++ugjPfPMM4qIiMh1mbfeeuuq4TzLmDFjlJ6ebn+cO3dOpUqV0siRIyVJM2bM0LJly7R161adOHFCbm5u6tu3r8NzbN26VfHx8Zo0aZKeeeaZHP+YuVRUVJTq16+v/fv368svv1RiYqL27dundu3a6YknntAHH3yQp9o9PT1VtWpVFS5cOE/jXcFZ6+osy5cvV6tWra56L+LblVm/w+bPn59ruLnUzJkzHY6e7d27V/3799fs2bOVkJCgJ554Qm3atJHVanV6jTej5cuXq1OnTtq/f78KFiyYr6/dokULpaWlXXHM3r17FRYWpnffffe6XuPy73deFCxY0P5BzI2Ii4vT2rVrderUKXXq1CnHMWvWrFHDhg1VtGjRG3otM/Tr108FChRQdHS0tmzZorCwMM2cOTPHsVd7H5Okffv26c0333QYd/kHDitXrtTRo0c1fPhwe9uDDz6oc+fOKTw83JwVBa4TwRu4zb3//vsaNmyYq8u4IWFhYQoNDb3iPSpvJmfPntWHH36obt26ycvLS82aNVODBg20Y8cOU15v+vTpat++vT2cTJkyRbNnz1aFChUUEBCgGTNmaPPmzTp69KjDcp6enmratKkeeughbdu27Yqv0bVrV3Xq1Elffvml7r77bnl6eqpIkSLq2bOntm7dqpMnTyovd6f08PDQ77//riZNmlz/CpvMWevqLN9++60ef/zxfHu9m40rf4cdOXLEIQhI0tSpUzVy5Eg1a9ZMXl5eGjBggO6//34tWbLEJTXmt8TERJUpU0aBgYEqUKCAq8vJZtCgQZo0aZKCgoKuedmcvt95UbVqVW3evNnhHuLXIzExUUWLFpXFYsn1uf744w81b978hl7HDNHR0Vq7dq1mzJihwMBAlStXTgsWLNCECRPytPzl72PSxeB911135bqMzWbT0KFDNWPGjGz3am/atKm2bNlyfSsDmITgDVyDsWPHqlChQqpWrVq26bmzZs1SxYoV7VN7Lz/6MWXKFFWsWFHe3t6qWbOmFi5caO/LmrK5f/9+NW/eXL6+vqpXr57++usvSRc/0b18OlbdunWVkZEh6eJU1B49eiggIEDlypXT4sWL7c/9wgsvaN68eTmuT4sWLbRx40aHtnHjxuncuXMObY8++qhWrVolSTpz5oyeffZZBQUFKSgoSN27d9fx48dVvnx5+3h/f39FR0erffv28vf3V/Xq1fXbb785PGd0dLS6du2qoKAgFSlSRIMHD9bOnTtznLp6vcHj66+/Vq1ateTj46OaNWvq66+/1ksvvWTfHmPHjtWkSZM0ZswYFS1aVKVKldKcOXNkGIbGjx+vEiVKqFSpUtm237Fjx9SxY0f5+/urWLFievHFF7V9+3b7H0PlypXTU089JUlKSUnRN998o+3bt+uBBx645nW4mpSUFH3yySf2qZGnT5/W+fPndd9999nHFChQQO3bt9eaNWtyfI6EhIQrfqixbt06xcfHa/z48Tn2ly1bVu+//77c3Nzsbbnty5JUq1YtHT9+XNLFo5lHjhzJdf+VpFOnTqlbt24KCgpSwYIF9dhjj+ngwYP2/kOHDqlevXry9/dX//79ZbPZ7H2LFi1SjRo15O3trUqVKumDDz64Ymh29rpK0l9//aWWLVvKYrGoTJkyGjt2rJYtW6aePXtKkp588kn17t1bn332mTw9PRUbG2tfNiEhQZs2bco2bXX79u165JFHVLBgQQUGBuqxxx7T33//7TBm2bJlqlGjhvz9/dWxY0eH583rtklMTNSQIUNUpkwZWSwW1alTR7NmzcpxGy5dulTBwcHatWuXpIu/B6KiotS5c2cVLFhQRYoUUb9+/ZSQkOCwXEREhLp06aKAgAAFBgaqa9eu9im7kuPvsJ49e+qbb77RO++8o9KlS6tQoUJ65ZVXlJmZedVtea0yMjLUvXt3DR482KF948aN6tChg0Nbly5drjpjZd++ffL09FRERIRKlizpMKV26dKluvvuu+Xt7a0KFSpo8uTJ9m2c9f4watQo+zbNsnjxYt1zzz3y8fFRqVKlNGDAAIdp7JmZmbluq9z8+OOP9uesWrWqZs2aZe/78MMPNW7cOL3yyivZgk6W9evX68EHH5SPj49Kly6tV199VampqQ5jbuRn4koWLlwob29vPf3003kaf6ncvt9ZrrRdzp49a38PfOWVV9SyZUv7+/bOnTvz9PqxsbGqXLmyfT9ZsGBBjuP+/vtv1atXz6Htatszy6FDh9S5c2cVKlRIBQsWVIsWLbL9LXO1Mffff78+/vjjbHVt3rxZrVu3lo+Pj72tevXq8vf3v+q0/8vfx7Ls379f1apVy3W5SZMmqWnTpmrUqFG2vnr16mX7nQi4GsEbyKMDBw5o2bJlCg8P16xZs+zBQZIWLFigdevWadu2bTp8+LBiY2P15ptv2vtfe+01bdiwQb/++quSkpI0Z84cffLJJ5o2bZp9TGxsrHr06KH33ntPsbGxGjBggDp06KC0tDQ9+uij9mlWNptNdevW1dSpU+1h6emnn1aLFi105swZLV68WMOHD8/ThVf69u2rOXPm2L9OS0vTtGnTHD4UiIqK0sGDB/Xwww8rOTlZzZo1U+HChfXPP//o+PHjatSokTp37uzwvOnp6erSpYuef/55xcbG6r333tOTTz5p/4PwzJkzatKkiSpXrqwDBw7o0KFDCg4OzvZHgiRFRkbq+PHjatas2VXX51JffPGFRo0apSlTpig+Pl5fffWVZs6cqZ9++slh3Geffab09HRFRERo5cqVevXVVzVw4EBZrVYdO3ZMv/76q1577TUdO3ZM0sUPDJo2bar69esrPDxc+/btU/HixdWrV68c6yhdurSefPJJPffcc6ZMl509e7YefvhhlStXTtLF7VW5cuVs46pVq2Zfhyznzp3TrFmztGfPHj300EO5vsbq1av1+OOPy909b28ZsbGxevbZZzVhwgTFxsZq4MCB6tixY65TRLt166ZWrVrZ99+hQ4fa99+kpCS1bNlSDz74oCIjIxUdHa2OHTuqVatWioyMlHRxyuLgwYN14sQJlS1b1n4++6xZszRjxgx99dVXSk5O1vLly/Xbb79d8YiWs9d1z549atOmjZ588kmdPHlS27ZtU2xsrF577TX7c3z99df64osvNHDgQKWnp6tIkSL2vuXLl6tFixYO08w3btyojh076umnn1ZkZKT+++8/de3aVW3bttWRI0ckXfwAYdq0aVq1apWioqJUqlQpDRw40P4cedk2VqtVDz30kKxWqzZs2KDExEQtWLBAX375ZbZpvAsWLNCIESP0+++/65577pF08fdAaGioOnfurP/++88eyFu2bGn/cCQmJkZNmzZV3bp1dfToUR08eFAVK1ZU06ZNFRcXl+M2f/vttxUfH6+DBw/qr7/+0tq1a+3TWa+0La/Vu+++q+LFi6tPnz4O7dHR0apYsaJDW04/X5erWbOm0tPTVa5cOZ06dcoeXhYuXKjhw4dr8uTJio+P19KlS7V06VKHo/zHjh1TfHy8Tp8+reDgYEkXQ8fEiRP14YcfKj4+Xrt371bp0qXVvHlzpaen27dVXFycDhw4oF27dmn9+vW5Tv2VpF9//VUff/yx5s+fr3PnzmnOnDn6+OOPNWnSJEnS8OHDNWbMGL333nv217jUmjVr9OSTT2ro0KE6e/as1q5dq3379umJJ56wj7nRn4ncJCcna+TIkdq3b58CAwPVo0cPpaSkXHW5LLl9v/OyXS713nvvafXq1fb37Us/BL2SIkWK6MiRI/b95Nlnn81xXHh4uKpUqWL/Oi/bU7oYqB966CE1adJEBw4c0NmzZzVixAj16tXL/gF8XsZUqVJFpUqVylbXtbz3XO7y97Es+/btU6dOnVSkSBF16dJFp0+ftvdFRUVpwoQJ+uWXX1SoUCGNGDHC4UOlKlWqMNUcNx8DQJ4cOnTIqFevnpGamurQ/uabbxo1atQwMjMz7W0HDhwwatSoYRiGYURHRxsVKlQwbDabw3KnT582SpUqZaSnpxvh4eGGJGPr1q0OY+6//35j+/btDm1Tp041nnnmGfvX5cqVMyZOnOgw5tVXXzUmTZpkGIZhDBo0yJg7d26O62S1Wo2QkBAjKSnJMAzD+Oqrr4zmzZsbtWvXto8ZO3as8fbbbxuGYRiTJk0ynnrqqWzP8/HHHxvlypWzfy3J+OqrrxzGPP7448Y333xjGIZhDB061HjxxRezPc/IkSONmjVrOrR98MEHRr9+/RzaypUrZ5w5cybb8lntVqvVKF68uLF3716H/qSkJCM4ONi+Pd58802jQYMGDmP69etnNGzY0KFt4MCBxoIFC+z/f/XVV7O99rBhw4xmzZpla09OTjZ+/fVXo0qVKsaiRYuy9V9q7dq1Rtu2ba845lI2m80oV66ccfjwYXvbhg0bjP/7v//LNnb27NnGkCFDDMMwjGbNmhkFChQwJBmSjH79+hkXLlzI9XX69u1rzJo1K0815bYvN2zY0L4v16xZ0wgPDzcMI+f99+WXX7bvv5MmTTJGjhyZ7XU+/vhj+z709NNPG0uXLnXot1qtRtmyZbPtJzabzShbtqxx+vTpfFnXRx991JgxY0a2ZUNDQ40ePXrYv547d64xaNCgbOMee+wxY8mSJQ5tdevWNX755ZdsY0+ePGl/riJFihjJycn2vqSkJKNQoUJGZmZmnrfNRx99ZHTt2jXb66SkpBjx8fFGeHi4UbNmTWPatGlGtWrVjIiICIdxkozvvvsu2/Lt2rUzpk+fbhiGYQwePNh46aWXso15/vnnjVGjRhmG4fg7rEePHkabNm0cxv7000/Go48+av86t22Zk9zG/vnnn/ZtkbWeWfz9/bONP3z4sHH33Xfn6TUv/f1ls9mMEiVKGLt373YYEx8fb5QuXdo4cOCAER4ebri5uRkxMTH2/piYGKNUqVL27/mlstpy2larVq1y2FaXmjt3rhEcHOyw3xiGYRw/ftwoWrSoERcXZxjGxd+bkydPtvc3a9bM2LFjh2EYhlG7dm1jxYoVDsunpqYaderUse+zN/ozYRiG4efnl63tnXfeMRo2bGgcO3bMOHXqlNGuXTtj+PDhOS5/uSt9v/OyXc6cOePwHngtv8sv3Z6Xv3ZOChUq5PD3RF63Z8eOHY2ZM2dmG3f69GkjPT09z2NyM27cOOO9997L1t6tWzfj+++/z3W5nN7HDOPi75mlS5ca8fHxxrlz54w33njDaNSokb2/b9++Rvv27Y2YmBjj2LFjRv369Y1PPvnE3v/nn38aTZo0uWLNQH7jiDeQR1WqVNEjjzyiBg0aOFzZWJI6duzoMPW0YsWKOnXqlKSL52NFREQoICBAPj4+9kdwcLDOnDlj/0S2dOnSatCggcPzVq5c2f480sXpbJMnT9bkyZMdxl1+EZZLX/9KvL29FRoaqq+//lrSxYvKTJgwQSVLltTmzZuVmZmphQsX2o/mrl+/Xs8880y253nyyScdvnZzc1NoaGiu67J69eocjxDnNJ38eqaZ7927VyEhIdmmrfv7+6tt27YObZefK1esWLFs5x8XKVLEPtUxr9sgi5+fn1q3bq158+Y5/er3c+fOtc8cyGKxWHK8yFNsbKx8fX3tX//xxx/KyMjQ0aNHdf78ebVv3z7X1ylatKjDkYaryWlfvtI+efn+e+m+sn79ek2ZMsXhZ8fHx0cjR460H0F966239Nprr+m1117ThQsXJF3cB6Kjo1W2bFmH5QICAhQTE5PrFERnr+uGDRtynPaa2/5yqcTERG3YsMFhmnlcXJyio6P18MMPZxtfsmRJ+/8feeQRh6Pk/v7+slgsSk5OzvO2Wb16dY77uo+Pj/382cOHD+ujjz7S+vXrFRISkm3c5VOypYszHNavXy9JWrt2bY5H9rp3757r1favtL84Q0pKirp3767p06erWLFi2frd3d2zTbW//Ocrr/bu3asyZcro7rvvdmgPCgpSu3bt7NupVKlSKl68uL1/06ZNaty4scP3PMulbdf63vDwww9nu4hfuXLldN9992n79u1XXJfY2FhFR0dn+x1boEABPfXUU/bv5438TFxJ1lHyChUqqESJEpo3b57mzp171esxXO37Ld3YdnG2tLQ0eXl52b/O6/Zcu3ZtjuOKFStmnz2XlzG5yet7z+Vyeh+TLv7+CA0NVVBQkAIDAzVu3DhduHBBe/fulXRxNtC8efNUvHhxVahQQV988YWmT59uX97f39/+fgDcLAjewDV4++239dlnn+n55593OP8qMDDQYVyBAgUczjN9/PHHZbVasz3S0tLsbzaXP4d08ZYYlz7Pq6++qhdffDHbH1tXe33p/59fmPXIutVGnz59NHfuXB06dEjnzp1Tw4YN1b9/f82cOVO//fab6tSpY59W5ubmlqeLSvn4+Dj8YXD5umRkZOR49dfLzxmMiorS0aNHr/lCMnmtU1K2C9h4enpmu+K2u7u7fVplXp77wIED2abJ3n333Tp58mSearrUk08+6fB9y7qlVHp6uiZPnqzRo0c7jA8JCclxel14eHi26bHu7u6qWLGiFixYoAMHDmj//v32czezHvv27dNDDz2k77//Ps8157Qv57RP5jb+8v3+hx9+yPHnZ8OGDZIuBq+dO3fKw8NDjRo1sv+xVb9+/RyXS01NVatWrfJlXS/9QO5a/fDDD3rooYccrhydkZFhv7bDjdR1tW2T9Vo5TSe+VFBQkGw221UvzpebzMzMHM8V9vDwyPVc5KvtL5c6f/68w/c4L+Fu9OjROnz4sLp06SIfHx9Vq1ZN+/fvl4+PjxISElSmTBn7aQ5Zcvr5yovc1l9y3AYBAQEOfXn53kh5e2+4VF6eMzd5XZcb+Zm4kuPHj6t69er2r4sUKaKgoKCr3rrtat9v6ca2i7Nd/nOR1+2Znp5+1d8deRmTm2t577n09XJ6H8tNxYoVdeLECZ05c0Z+fn4O7981a9bUiRMn7F97eHjcVN83QCJ4A9esYcOG+vrrrx2OXl7pfNAHHnhAmzZtUlJSkkN7dHS0w/mUVzundMeOHdq2bZtefPHFbH15OR8167yxrEfW/TVr1aqlzMxMjRgxQv369ZMkdejQQZs2bdL7779vb5MuHh1etGhRtufOOmKe13oaN26spUuXZmu//N7OYWFh6tixY65/zOWmdu3aOnHihP755x+H9uTkZK1cudKhLadP8a/0ennZBt999122W07t2LFDNWrUyFP9lz/vpd+3rKMuixcv1r333pvtiq/FixeXl5eXw8XH0tPTtXz5crVs2TLH13B3d5e/v7/c3d3t525mPWrWrKlWrVrJ3d0919tonT59WhMnTrR/IJHX86Mvff3cNG7cWD/++GO29rlz5+r333+3f+3r66vx48erWrVqWrVqlWrVqqWIiIhsASk5OVnPP/+8MjMz82VdmzVrlu1icVL2n5mc5DTbo1ixYipevHiO90G/9EjmlerKy7aRLl4VeO7cudmWT0lJsV+AsVixYvr11181ZMgQfffddw7jrFZrjnUuXrzYfs2GZs2a5Xiv6a+++irX6zpcy/7l5+fn8D3Oy3b/8MMPlZaWZv8w4uDBg6pRo4asVqsCAwPVuHFj+8Ums4SFhdk/sLgWderUUUREhP3c/CzJycn66aef7LdQvPz31IMPPqj169c7XGgty6Uf8F3rz+LPP/+s+Ph4h7bw8HDt3Lkz28yOyxUrVkxFihTJdsHOjIwMffvttw7f8+v9mbiSkiVL6t9//7V/HR8fb79K+JVc7fst3dh2cbbLP/zN6/Zs0qRJjhdaPX36tD1s52VMbho1aqTVq1c7hN1//vlHNpstx3O/pdzfx1JTU9W6dWuHc/RtNpt27NihqlWrqkiRIoqPj3f4nuzfv99h1s2FCxdu+PZugLMRvIE8yrpY0YULF7Ry5cpsFwHJTZkyZdStWzeFhoZq//79Sk1N1ebNm/XII4+oatWqeXoOwzD0wgsv6OOPP77mEJoXvXv31rp169StWzdJF4Pn008/rSNHjjhMaR0wYID++ecfDR06VNHR0Tp37pymT59+zbfRGT16tD799FNNnTpVcXFxio2N1SeffKIvv/zSYf2+/fZbdenS5ZrXx8vLSxMnTlT79u3122+/KSUlRXv37lWHDh1u+L6zr732mhYvXqx3331XZ8+e1ZkzZ/T2229r7dq19jE9e/bU/PnztXLlStlsNv3555/q37+/3njjDUkXpws3btz4qld6zU1mZqYmTJig119/Pcf+YcOGqU+fPjpx4oSSkpI0ePBgtWrVShUqVMg2NjY2VsOGDZOfn1+u+6Obm5u+/vprTZs2TX379tU///yjjIwMnTt3TkuWLFH9+vUVHx9vypGsgQMHavXq1Zo4caJiY2OVmJioqVOnasyYMapZs6YMw9CIESN0+PBhRUdHa9euXQoJCZGPj4/GjBmjjh07aseOHUpNTdXff/+tRx99VEWLFs01kDh7XSdMmKA333xTs2bNUkJCgk6cOKHBgwdnu7Wbu7u7w8XnkpKStH79ej322GPZnnPKlCnq3bu35s6dq7i4OJ0/f14LFizQ/fffn+15c5LXbTNw4EAdOHBAvXr10tGjR5Wenq6dO3fq4YcfdrhAV7Vq1fT777/rlVde0Zdffmlv9/b21uTJk7VkyRIlJSUpMjJS/fr1U3R0tJ577jlJF38XzJ49Wx9//LHi4uJ0+vRpjR8/Xt9//71efvnlPG3jy12+LZ1t8ODBevvtt7Vt2zalpaVpzpw52rNnj7p27XrN9Xl7e+vtt9/WY489pg0bNshqtWrPnj1q166dHn300Vw/rCtTpoyef/55Pfzww1qzZo1SUlJ06tQpvfHGG2rTpk2ej/Q9/fTT+uabb+xflyhRQu3bt9euXbuUkpKijRs36tFHH9Wrr76ap9tzTZkyRc8884xWrFihCxcu6MiRI3rqqadUrFgxtWnTRtL1/0xczcCBA9W7d2+Fh4crJiZGPXv2VP/+/Z3ye+lat4uZ++DlR/Hzuj0nTpyocePG6f3331dMTIxsNpt++OEHNWjQQFu3bs3zmMv3mSxlypTRgw8+qGHDhik5OVlRUVHq27evw/vUpcte6X3My8tLQUFBGjRokOLj4/Xff/+pR48euv/++1WpUiW5u7urZ8+e6tmzp06fPq3w8HD16dPH4U4BZ86cueHbuwHORvAG8qhOnTr65ZdfVLRoUX377bf66KOP8rzsxIkT1aZNG7Vr104BAQEaMGCAXnvttRyvnpqTL774Qtu3b9fDDz9snzJ56S07btRTTz2l559/3iGU9uvXT/3793cIKH5+fvbbLdWqVUvly5fXzp07sx3pupqQkBD99ttvWrFihcqWLau77rpLBw4c0LRp0+xHGKKjo3X48GG1aNEix+coWbKkfVvkdJ5jz5499d5772n48OEqVKiQunXrpqFDh9r/+LtepUqV0oYNG7Rjxw5VqFBBNWrUUGJioj7//HP7mDJlyigsLEzjx4+3v/Zbb71lv3K41WrVgQMHst1WKa8iIiLUokUL1alTJ8f+AQMGqHXr1rr33ntVpkwZpaamasaMGQ5jGjZsKA8PD1WrVk0nT57UDz/8cMWjYxUqVNCff/6pIkWKqFOnTvLz81OlSpW0YMECTZ061T6DwtkCAgK0Zs0a/f3336pUqZKCg4P166+/as2aNSpVqpTc3Nx077336qGHHlKdOnXUs2dP+612nn/+eQ0ZMkQ9evRQwYIF1blzZ3Xu3DnXW4WZsa61atXSL7/8om+++UalSpVSw4YNVbZs2Ww13HvvvfYZHtLFWxc1a9Ysxw+K2rRpo7CwMM2dO1dlypRRcHCwli1bpl9++UWVKlXKU1152TYFCxbUxo0b5eHhoYYNG6pgwYLq27evevfubT9VJUulSpW0evVqvfnmm5o/f76kix/gLVu2TD/99JPKli2ru+++W+np6Vq9erW8vb0lXfxZWbdundatW6dy5cqpcuXK2rNnj9avX3/VI5W5uXxbOlvt2rX16aefqnv37goICNCiRYu0cuVK+zpdzUMPPaTKlSvb7zHcp08fvfXWW3rhhRfst4Z7+OGHHe56kZO3335bQ4cO1QsvvKCgoCDVq1dP586d07p16/L8Ae2hQ4ccjpA3bdpUo0ePVq9evRQUFKQ+ffro5Zdf1ogRI/L0fI888ojmzJmjt99+W4UKFVKTJk0UEhKipUuX2gPw9f5MXM2LL76otm3bqkmTJrrnnntUs2ZNvfXWW3la9mqudbvcdddd2rdvn+rWreuU179USEiIw11V8ro97777bq1Zs0Zr1qxRpUqVVKxYMU2dOlWLFi2y344rL2Mu32cuNXPmTMXFxalkyZKqX7++OnXqpN69e9v7L132au9js2fPVkZGhipVqqSaNWvK19fX4S4sEydOVIUKFVSrVi21aNFCTzzxhPr27Wvvj4yMVNmyZa9hywLmczPyeiIkADjJihUrFBwcnO2CQjNnztS+ffv0ySef6OOPP9bevXsdAi1wp8i6DVdOFze7Vfj7+9tv7QbAOfr06aOGDRvm+YP7O9WQIUNUoUIFDR061NWlAHYc8QaQ7woWLKiOHTtq9erVMgxDmZmZ+uGHH/Tuu+9q0KBBki4e0c7pfHbgTtCwYcMrXmkeN6eWLVs6XMzt0kduV9KHudavX5/r96Rz586mv/6CBQtyff28ziS4VE53VkF2mzdvVv369V1dBuCAI94AXGLdunV66623tH//fqWlpalBgwaaMmVKtousALg1ccQbcL7o6Gjdc889Onny5FVv8XWnOnHihOrWrauYmBi2EW4qBG8AAAAAAEzEVHMAAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATPT/ABFKRUnxaOT2AAAAAElFTkSuQmCC","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf\n","不是      1443\n","是       1188\n","不重要      283\n","问法错误      50\n","回答正确      36\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABvkklEQVR4nO3dd3QU1f/G8SeFJJuEJPSa0EUBsSFFQDoiHcGCoKFXkaYoooigVBELKKJSAihfDAiIiCgdpAmiCIYaSIgQIAkpkE2d3x+c7I8lAQLsZCnv1zl7IHPv7n5mMtndZ+fOHRfDMAwBAAAAAABTuDq7AAAAAAAA7mYEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATOTu7AIcJTMzU//995/y588vFxcXZ5cDAAAAALjLGYahxMRElSxZUq6uVz+ufdcE7//++0+BgYHOLgMAAAAAcI+JjIxU6dKlr9p+1wTv/PnzS7q0wn5+fk6uBgAAAABwt0tISFBgYKAtj17NXRO8s4aX+/n5EbwBAAAAAHnmeqc7M7kaAAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmInjDplGjRnJ1ddWHH3541T5paWl65513rtoeHh6uWbNm2X4+d+6cnn/+eQUEBKhMmTL69NNPHVozAAAAANzuCN6wWb9+vUaPHn3NPqNHj9aff/6ZY1tmZqZeeuklJSQk2JYFBwerePHiioqK0rp16zR37lx9//33Dq0bAAAAAG5nBG/k2tatW/XRRx9dtX3SpEnavn277eeMjAw1b95cU6dOlY+PjypUqKCXX35ZGzduzItyAQAAAOC2QPBGriQlJSk4OFivvfZaju179+7V9OnT1atXL9syNzc3DR48WO7u7kpPT9eOHTs0c+ZMNW/ePK/KBgAAAACnI3gjVwYPHqxWrVqpWbNm2dqsVqu6du2q6dOnq3jx4jne/9lnn1Xt2rVVsmRJtWjRwuxyAQAAAOC2QfDGdS1fvlzbt2/XpEmTcmwfOXKkatasqQ4dOlz1MRYvXqy//vpLnp6eGjhwoFmlAgAAAMBtx93ZBeD2dubMGQ0cOFA//vijvLy8srWvW7dOP/7441UnXMuSL18+Va9eXaGhoSpbtqwmTZqkggULmlU2AAAAANw2CN64pv79+ys6Olp16tSRdGnm8oyMDBUvXlyHDh1Sr169dPLkSRUpUkSSlJ6eLhcXF+3cuVOffPKJrFarypUrZ3s8Hx8flS1bVmfOnCF4AwAAALgnMNQc17RkyRKlpaXJarXKarVqzZo1evrpp3X69Gn5+fnp2LFjSk1NtbW//fbbmjBhghYvXqxjx46pa9eudo+XkJCgiIgIlS9f3klrBAAAAAB5i+AN09SpU0eZmZmaOHGikpKSFBkZqS5duqh///7y8PBwdnkAAAAAkCcI3jCNq6urlixZol27dql06dKqUaOGHnroIb3zzjvOLg0AAAAA8oyLYRiGs4twhISEBPn7+ys+Pl5+fn7OLgcAAAAAcJfLbQ5lcrXbQNk3f3J2Cfec4xNbObsEAAAAAPcIhpoDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmuqng3ahRI7m6uurDDz+8ap+0tDS98847dstmzZqloKAg+fj4qEOHDoqOjrbr/+qrr6pAgQIqVKiQXn/9daWnp99MeQAAAAAA3DZuKnivX79eo0ePvmaf0aNH688//7T9vHr1ao0fP14rV67UuXPnVK1aNXXo0MHW/s477+jQoUMKCwtTWFiYDhw4kC24AwAAAABwpzFlqPnWrVv10Ucf2S2bNm2apk6dqurVq8tisWjcuHHKzMzUunXrlJqaqq+++kpz585VsWLFVKRIEYWEhOjrr7/WhQsXzCgRAAAAAIA84fDgnZSUpODgYL322mu2ZYZhaMeOHWrVqpVd306dOmnt2rXau3evHnjgARUvXtzWVqhQIdWqVUu///67o0sEAAAAACDPODx4Dx48WK1atVKzZs1sy2JiYhQQECAvLy+7vpUrV9axY8cUERGhihUrZnusrHYAAAAAAO5U7o58sOXLl2v79u3avXu3tm/fbluenJwsb2/vbP0tFouSk5Ov256TlJQUpaSk2H5OSEhwwBoAAAAAAOBYDjvifebMGQ0cOFALFizIdmTbYrHIarVmu09MTIy8vb2v256TCRMmyN/f33YLDAx0zIoAAAAAAOBADjvi3b9/f0VHR6tOnTqSpMzMTGVkZKh48eI6deqUzp8/r7S0NOXLl892n/DwcJUvX15BQUEKDw/P9pjh4eHq2LFjjs83cuRIDRs2zPZzQkIC4RsAAAAAcNtx2BHvJUuWKC0tTVarVVarVWvWrNHTTz+t06dPy8XFRTVq1NC6devs7hMaGqqmTZvq4Ycf1oEDBxQXF2dri42N1Y4dO/TEE0/k+Hyenp7y8/OzuwEAAAAAcLsx5XJiORk2bJiGDBmisLAwWa1WjRs3ThaLRQ0bNpSHh4e6d++u3r17KyYmRufOnVOPHj30yiuvXHWoOQAAAAAAd4I8C94tWrTQkCFD1KxZMxUsWFB79uzRkiVLbO1jx45ViRIlVKFCBd13332qVKmSxowZk1flAQAAAABgChfDMAxnF+EICQkJ8vf3V3x8/B037Lzsmz85u4R7zvGJra7fCQAAAACuIbc5NM+OeAMAAAAAcC8ieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDuKc0atRIrq6u+vDDD+2Wh4WFydvbWy4uLjp37pxdW2ZmpsaMGaPSpUurcOHC6t27t5KSkmztMTEx6tq1qwoWLKigoCBNnTo1T9YFAAAAdwaCN4B7yvr16zV69Ohsy++//35dvHhRZcqUydb20Ucfac+ePdq5c6ciIiIUFBSkQYMG2dqDg4NVsWJFRUZGateuXdq8ebPmzZtn6noAAADgznFTwftqR4y2bNmiWrVqyc/PT7Vr19b27dvt2seOHatixYrJz89PPXr0sDtilJCQoC5dusjX11clS5bUpEmTbqY0AHC4DRs2aPDgwSpZsqS8vb31xhtvaMWKFbb2TZs26a233pKPj4+KFSumQYMG6YcffnBixQAAALid3FTwzumI0eHDh/Xcc8/pgw8+UHR0tEaMGKH27dvr5MmTkqSZM2dq2bJl2r59u06ePCkXFxf17t3bdv8+ffooX758ioqK0rZt2xQaGqovv/zyFlYNAByjTZs2ev/993XixAklJiZq5MiRKly4sK29VatWGjFihBISEhQZGanx48erWLFiTqwYAAAAtxN3Rz3Q9OnTNWzYMDVt2lSS9Mwzz2jHjh1avHixhg0bpmnTpunbb79VuXLlJF0K4hUqVNDRo0fl5eWl9evX68SJE/Ly8pK/v79CQkL09NNPq2/fvo4qEQBuSp8+fbRixQqVLVtWkhQQEGB3RHvGjBl66KGH9Mknn0iSHnjgAc2fP98ZpQIAAOA25LBzvMuVK6d27drZLQsMDFR0dLTOnDmjCxcu6LHHHrO15cuXT23bttW6deu0detWNWvWTF5eXrb2Bx54QL6+vjp8+LCjSgSAm/LGG28oPT1dR48eVVxcnN5++239999/kqT09HS1adNGL774omJiYnTixAm1aNFCZ86ccXLVAAAAuF047Ij3kCFDsi1buXKlevbsqYiICFWsWDFbe+XKlXXs2DEVKlTomu2VKlVyVJkAcEPOnj2refPm6fDhw/Lz85MkDR8+XG3atFHVqlUVHh4ui8Vim5eiYMGCGjdunOrVq6ft27fL09PTmeUDAADgNmDarOZz587V6dOn1aFDByUnJ8vb2ztbH4vFouTk5Ou25yQlJUUJCQl2NwBwtGPHjqlKlSq20J2lRo0a+u2333Tw4EHVr1/frs3Hx0cBAQH6559/8rJUAAAA3KZMCd67du3SG2+8oe+++07u7u6yWCyyWq3Z+sXExMjb2/u67TmZMGGC/P39bbfAwECHrwcAlCtXTkePHlV6errd8j179qh48eIqX768wsLC7NqsVqv+/fdfFS9ePC9LBQAAwG3K4cE7IiJCHTp00DfffKMHHnhAkhQUFKTw8PBsfcPDw1W+fPnrtudk5MiRio+Pt90iIyMduyIAIKlo0aJq0KCB+vTpo9OnTyshIUGTJ0/W3r171aZNG7Vp00Z79uzRjBkzlJiYqKioKAUHB6tOnToqVaqUs8sHAADAbcChwTsxMVGtW7fW66+/rtatW9uWFy1aVB4eHjp48KBtWXp6upYvX64mTZqobt26Wrt2rd0RpX/++UcpKSk5nvstSZ6envLz87O7AYAZvvjiC7m5uemBBx5QuXLltGXLFq1bt05+fn7y8vLSypUrtWLFChUrVky1atVS0aJFFRIS4uyyAQAAcJtwMQzDuJk7jhkzRr6+vnrttdckSRkZGWrdurUqVKig6dOnZ+s/c+ZMLVy4UN999538/f01YsQIJSUl2S6588ILL6hIkSKaMGGC4uLi9Nxzz6lXr17q2bNnrupJSEiQv7+/4uPj77gQXvbNn5xdwj3n+MRWzi7hnsN+nvfYzwEAAMyV2xzqsCPegwYN0urVqzVz5ky5u7vbbk2aNJEk9evXT82aNdOjjz6qUqVKKTU1VTNnzrTd/8svv1RsbKyKFy+umjVr6plnnsl16AYAAAAA4HZ100e8bzcc8caN4Ehg3mM/z3vs5wAAAObK8yPeAAAAAAAgO4I3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgopsK3o0aNZKrq6s+/PBDu+Vbt27Vww8/LIvFoscff1w7d+60a581a5aCgoLk4+OjDh06KDo62taWlpamV199VQUKFFChQoX0+uuvKz09/WbKAwAAAADgtnFTwXv9+vUaPXq03bLo6Gh16NBBo0ePVkJCgkaNGqV27drp9OnTkqTVq1dr/PjxWrlypc6dO6dq1aqpQ4cOtvu/8847OnTokMLCwhQWFqYDBw7onXfeuYVVAwAAAADA+Rw21Hz27Nl6/vnn9cwzzyhfvnxq3769goOD9fnnn0uSpk2bpqlTp6p69eqyWCwaN26cMjMztW7dOqWmpuqrr77S3LlzVaxYMRUpUkQhISH6+uuvdeHCBUeVCAAAAABAnnNY8N68ebPatWtnt6xTp05au3atDMPQjh071KpVqxzb9+7dqwceeEDFixe3tRUqVEi1atXS77//7qgSAQAAAADIcw4L3hEREapYsaLdssqVK+vYsWOKiYlRQECAvLy8cmzP6b6XtwMAAAAAcKdyd9QDJScny9vb226ZxWJRcnJyjm030p6TlJQUpaSk2H5OSEi4xTUAAAAAAMDxHHbE22KxyGq12i2LiYmRt7d3jm030p6TCRMmyN/f33YLDAx0zIoAAAAAAOBADgveQUFBCg8Pt1sWHh6u8uXLq1ChQjp//rzS0tJybM/pvpe352TkyJGKj4+33SIjIx21KgAAAAAAOIzDgne9evW0evVqu2WhoaFq2rSpXFxcVKNGDa1bty7H9ocfflgHDhxQXFycrS02NlY7duzQE088kePzeXp6ys/Pz+4GAAAAAMDtxmHBu2fPnpo3b55+/vlnpaena+XKlVq0aJEGDBggSRo2bJiGDBmisLAwWa1WjRs3ThaLRQ0bNpSHh4e6d++u3r17KyYmRufOnVOPHj30yiuvXHWoOQAAAAAAdwKHBe9ixYrp+++/18iRI+Xr66sxY8Zo2bJlKlq0qCSpRYsWGjJkiJo1a6aCBQtqz549WrJkie3+Y8eOVYkSJVShQgXdd999qlSpksaMGeOo8gAAAAAAcAoXwzAMZxfhCAkJCfL391d8fPwdN+y87Js/ObuEe87xia2u3wkOxX6e99jPAQAAzJXbHOqwI94AAAAAACA7gjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAihwbvmJgYde3aVQULFlRQUJCmTp1qa/v3339Vr149WSwWVa1aVatWrbK777Jly3TffffJYrGocePGOnz4sCNLAwAAAADAKRwavIODg1WxYkVFRkZq165d2rx5s+bNm6eUlBS1bNlSnTt3Vnx8vGbOnKlevXpp3759kqR9+/apb9+++uqrrxQfH6/nnntOLVq0kNVqdWR5AAAAAADkOYcG702bNumtt96Sj4+PihUrpkGDBumHH37Q0qVLVa1aNQ0cOFAeHh6qX7++Ro8erSlTpkiSpk+frhEjRqhBgwby8PBQv3799Pjjj+vbb791ZHkAAAAAAOQ5hwbvVq1aacSIEUpISFBkZKTGjx+vYsWKafPmzWrXrp1d306dOmnt2rWSdN12AAAAAADuVA4N3jNmzNCSJUvk7++voKAgnTp1Su+++64iIiJUsWJFu76FCxeW1WpVSkqKoqKiVL58ebv2ypUr69ixY44sDwAAAACAPOew4J2enq42bdroxRdfVExMjE6cOKEWLVrozJkzSk5Olre3d7b7WCwWJScnKzMzU66urjm2XU1KSooSEhLsbgAAAAAA3G4cFrxXrlwpi8WiSZMm2WY1HzdunLp37y4PD48cJ0qLjY2Vt7e3XF1dZRiGXVtMTEyOYT3LhAkT5O/vb7sFBgY6alUAAAAAAHAYhwXvgwcPqn79+nbLfHx8FBAQIEkKDw+3azt9+rQKFiwoDw8PlSpVShEREXbt4eHh2YafX27kyJGKj4+33SIjIx2zIgAAAAAAOJDDgnf58uUVFhZmt8xqterff/9V165dtXr1aru20NBQNW3aVJJUr169a7bnxNPTU35+fnY3AAAAAABuNw4L3m3atNGePXs0Y8YMJSYmKioqSsHBwapTp446duyonTt3KiQkRGlpadq2bZsmT56s119/XZI0aNAgvf/++9qxY4fS0tI0e/Zs/f333+rcubOjygMAAAAAwCkcFry9vLy0cuVKrVixQsWKFVOtWrVUtGhRhYSEyMvLSz/++KNmzZql/Pnzq2fPnpo1a5aqVq0qSXrwwQf12Wef6aWXXpKfn58WLFigVatWydPT01HlAQAAAADgFO6OfLBKlSrpl19+ybGtSpUq2rJly1Xv2759e7Vv396R5QAAAAAA4HQOvY43AAAAAACwR/AGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARKYG7xMnTmjevHlmPgUAAAAAALc1U4P34MGDFR0dbft569atevjhh2WxWPT4449r586ddv1nzZqloKAg+fj4qEOHDnb3BQAAAADgTmRa8F61apWOHj2qYcOGSZKio6PVoUMHjR49WgkJCRo1apTatWun06dPS5JWr16t8ePHa+XKlTp37pyqVaumDh06mFUeAAAAAAB5wpTgnZKSoiFDhmjmzJlyd3eXJM2ePVvPP/+8nnnmGeXLl0/t27dXcHCwPv/8c0nStGnTNHXqVFWvXl0Wi0Xjxo1TZmam1q1bZ0aJAAAAAADkCVOC9+TJk/Xkk0+qbt26tmWbN29Wu3bt7Pp16tRJa9eulWEY2rFjh1q1apVjOwAAAAAAdyqHB+/IyEhNmDBBv/zyiwoUKKDhw4crMzNTERERqlixol3fypUr69ixY4qJiVFAQIC8vLxybAcAAAAA4E7l8OA9btw4NWvWTLt379aePXu0ZcsWzZgxQ8nJyfL29rbra7FYlJycnGPb5e05SUlJUUJCgt0NAAAAAIDbjbujH3D58uUKCwtTgQIFJEnffPONnnvuOVksFlmtVru+MTEx8vb2zrHt8vacTJgwQe+9956jywcAAAAAwKEcesT77Nmz8vHxsYVuSapatapOnjypoKAghYeH2/UPDw9X+fLlVahQIZ0/f15paWk5tudk5MiRio+Pt90iIyMduSoAAAAAADiEQ4N3oUKFFBcXp7i4ONuyAwcOKCgoSPXq1dPq1avt+oeGhqpp06ZycXFRjRo1ss1gntWeE09PT/n5+dndAAAAAAC43Tg0eLu6uqpbt27q1q2bzpw5o/DwcPXq1UuDBw9Wz549NW/ePP38889KT0/XypUrtWjRIg0YMECSNGzYMA0ZMkRhYWGyWq0aN26cLBaLGjZs6MgSAQAAAADIUw4/x3vixIl64403VK1aNfn4+OjVV19V7969JUnff/+9Bg4cqA4dOqhatWpatmyZihYtKklq0aKFTpw4oWbNmikmJkZPPfWUlixZ4ujyAAAAAADIUy6GYRjOLsIREhIS5O/vr/j4+Dtu2HnZN39ydgn3nOMTW12/ExyK/TzvsZ8DAACYK7c51OGXEwMAAAAAAP+P4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJjI1OA9ZcoUnTt3TpL077//ql69erJYLKpatapWrVpl13fZsmW67777ZLFY1LhxYx0+fNjM0gAAAAAAyBOmBe+///5b77zzjiQpJSVFLVu2VOfOnRUfH6+ZM2eqV69e2rdvnyRp37596tu3r7766ivFx8frueeeU4sWLWS1Ws0qDwAAAACAPGFK8E5NTdVLL72k9PR0SdLSpUtVrVo1DRw4UB4eHqpfv75Gjx6tKVOmSJKmT5+uESNGqEGDBvLw8FC/fv30+OOP69tvvzWjPAAAAAAA8owpwXvUqFF68MEHVbp0aUnS5s2b1a5dO7s+nTp10tq1a3PVDgAAAADAncrhwXvTpk0KDQ3VjBkzbMsiIiJUsWJFu36FCxeW1WpVSkqKoqKiVL58ebv2ypUr69ixY44uDwAAAACAPOXuyAdLSEhQt27dNGfOHPn7+9uWJycny9vbO1t/i8Wi5ORkZWZmytXVNce2q0lJSVFKSordcwMAAAAAcLtx6BHvV199VR07dlTDhg3tllsslhwnSouNjZW3t7dcXV1lGIZdW0xMTI5hPcuECRPk7+9vuwUGBjpkHQAAAAAAcCSHBe/ly5dr4cKF+uyzz+Tl5SUvLy+dOHFCpUuX1v79+xUeHm7X//Tp0ypYsKA8PDxUqlQpRURE2LWHh4dnG35+uZEjRyo+Pt52i4yMdNSqAAAAAADgMA4L3u3atVNaWpqsVqvtVqZMGZ08eVIffPCBVq9ebdc/NDRUTZs2lSTVq1fvmu058fT0lJ+fn90NAAAAAIDbjWnX8b7cM888o507dyokJERpaWnatm2bJk+erNdff12SNGjQIL3//vvasWOH0tLSNHv2bP3999/q3LlzXpQHAAAAAIBp8iR4e3l56ccff9SsWbOUP39+9ezZU7NmzVLVqlUlSQ8++KA+++wzvfTSS/Lz89OCBQu0atUqeXp65kV5AAAAAACYxqGzml/p+PHjtv9XqVJFW7ZsuWrf9u3bq3379maWAwAAAABAnsuTI94AAAAAANyrCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAMBdKi4uTsHBwSpSpIjKli2riRMnKjMzU5K0YcMG1ahRQ76+vqpTp47++OMP2/0yMzM1atQoFS9eXIULF1b//v118eJFZ60GAAB3PII3AAB3qU6dOqlUqVI6evSofv31Vy1btkzTp09XRESEgoODNW3aNMXFxWnq1Kl6+eWXFRMTI0maOnWqNm/erD179ujIkSO6ePGiXn/9dSevDQAAdy6CNwAAd6E///xTZ86c0QcffCA/Pz9VqlRJc+bM0ddff62dO3fqySefVP369ZUvXz498cQTeuyxx7R582ZJUunSpbVgwQKVLFlSAQEBGjp0qDZu3OjkNQIA4M5F8AYA4C6UkZGhYcOGycXFxbYsMDBQ0dHRqlu3rjZv3qyff/5ZqampWrNmjVasWKFixYpJkjp37qygoCAZhqFjx45pzJgxeuqpp5y1KgAA3PHcnV0AAABwvBo1aqhGjRp2y1auXKkaNWqoRIkSmjx5slq2bGlrGzx4sOrUqWPX/9NPP9WQIUNUtGhRzZgxI0/qBgDgbsQRbwAA7gGnT5/W8OHDNXr0aO3evVuvvfaafvrpJ128eFFr1qyRu7u7UlJS7O7z6quvKiIiQi+99JKaN2+u1NRUJ1UPAMCdjeANAMBdLiUlRR07dtSAAQNUq1YtjRs3TuPHj1fLli1lsVjUrFkz1axZU6NGjbK7n4uLiwIDA/Xhhx+qVKlS+vnnn520BgAA3NkI3gAA3OV69uypwMBAvfXWW5KkgwcPqn79+nZ9atWqpV9++UUXL17U3r17sz3GQw89pFOnTuVFuQAA3HUI3gAA3MXGjBmjY8eOae7cubaJ1sqXL6+wsDC7fnv27FHx4sXl5uam5s2bKyEhwa59165dqlKlSp7VDQDA3YTgDQDAXWrhwoWaP3++li1bJi8vL9vyoUOHatCgQdq+fbtSUlK0adMmDR48WAMHDpSnp6e6deumHj166PTp04qPj9e7774rSXryySedtSoAANzRCN4AANyFNm/erB49eig8PFwlS5aUu7u77VapUiW9/fbbeumllxQQEKBBgwZp8uTJat++vSTp/fffV7ly5fTII4+odOnSOnTokEJDQ527QgAA3MFcDMMwnF2EIyQkJMjf31/x8fHy8/Nzdjk3pOybPzm7hHvO8YmtnF3CPYf9PO+xn+c99vO8x34OAHCm3OZQjngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAihwbvuLg4BQcHq0iRIipbtqwmTpyozMxMSdLWrVv18MMPy2Kx6PHHH9fOnTvt7jtr1iwFBQXJx8dHHTp0UHR0tCNLAwAAAADAKRwavDt16qRSpUrp6NGj+vXXX7Vs2TJNnz5d0dHR6tChg0aPHq2EhASNGjVK7dq10+nTpyVJq1ev1vjx47Vy5UqdO3dO1apVU4cOHRxZGgAAAAAATuGw4P3nn3/qzJkz+uCDD+Tn56dKlSppzpw5+vrrrzV79mw9//zzeuaZZ5QvXz61b99ewcHB+vzzzyVJ06ZN09SpU1W9enVZLBaNGzdOmZmZWrdunaPKAwAAAADAKRwWvDMyMjRs2DC5uLjYlgUGBio6OlqbN29Wu3bt7Pp36tRJa9eulWEY2rFjh1q1apVjOwAAAAAAdzKHBe8aNWqoe/fudstWrlypGjVqKCIiQhUrVrRrq1y5so4dO6aYmBgFBATIy8srx3YAAAAAAO5kps1qfvr0aQ0fPlyjR49WcnKyvL297dotFouSk5NzbLu8/WpSUlKUkJBgdwMAAAAA4HZjSvBOSUlRx44dNWDAANWqVUsWi0VWq9WuT0xMjLy9vXNsu7z9aiZMmCB/f3/bLTAw0OHrAQAAAADArTIlePfs2VOBgYF66623JElBQUEKDw+36xMeHq7y5curUKFCOn/+vNLS0nJsv5qRI0cqPj7edouMjHT8igAAAAAAcIscHrzHjBmjY8eOae7cubaJ1urVq6fVq1fb9QsNDVXTpk3l4uKiGjVqZJvBPKv9ajw9PeXn52d3AwAAAADgduPuyAdbuHCh5s+fr23bttlNltazZ0898sgjevLJJ9WsWTOtXr1aixYt0p49eyRJw4YN05AhQ/TDDz+obNmymjJliiwWixo2bOjI8gAAAAAAyHMOC96bN29Wjx49lJaWppIlS9q1HT16VN9//70GDhyoDh06qFq1alq2bJmKFi0qSWrRooVOnDihZs2aKSYmRk899ZSWLFniqNIAAAAAAHAahwXv+vXrKyUl5artZcqU0d69e6/a3rdvX/Xt29dR5QAAAAAAcFsw7XJiAAAAAACA4A0AAAAAgKkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAuKuMGjVKbm5ucnd3l7u7u6pVqyZJ+vfff1WvXj1ZLBZVrVpVq1atcnKlAO4VBG8AAADcVfbv369169YpPT1d6enp+ueff5SSkqKWLVuqc+fOio+P18yZM9WrVy/t27fP2eUCuAcQvAEAAHBX2b9/v+6//367ZUuXLlW1atU0cOBAeXh4qH79+ho9erSmTJnipCoB3EsI3gAAALhrWK1WxcXFqVixYnbLN2/erHbt2tkt69Spk9auXZuX5QF56ttvv9Xhw4edXQZE8AYAAMBdJCwsTBcuXFBgYKBKly6tN954Q2lpaYqIiFDFihXt+hYuXFhWq1UpKSlOqha4OeHh4WrRooXy58+vypUra9GiRdn6REVFaejQocqXL58TKsSVCN4AAAC4a/j4+Oi3337ToUOHtG3bNu3fv19jxoxRcnKyvL29s/W3WCxKTk52QqXAzTEMQ23btlXjxo117tw5LV68WCNHjtT27dvt+g0dOlRDhw5V2bJlnVMo7Lg7uwAAAADAUSpVqqRKlSpJkgIDAzV//nxVrlxZNWvWlNVqzdY/NjY2x0AO3K7Onz+vV155RX379pUkPfTQQ2rXrp22bNmi2rVrS5LWrl2rAwcOaOHChc4sFZfhiDcAAADuWgUKFJBhGCpSpIjCw8Pt2k6fPq2CBQvKw8PDSdUBN65AgQK20J2amqpff/1VS5YsUePGjSVJaWlpevXVV/XFF18wzPw2QvAGAADAXWH37t3q16+f3bKwsDB5eXmpWbNmWr16tV1baGiomjZtmpclAg5Vq1YtNW/eXA0bNtQjjzwiSfrkk0909OhRPfvss6pUqZLWrFnj5CohEbwBAABwl6hSpYpWr16tzz//XFarVX/99Zeef/55vfHGG3rmmWe0c+dOhYSEKC0tTdu2bdPkyZP1+uuvO7ts4KZt27ZN27Zt08GDBzV+/HhduHBBEydO1IwZM3T06FFNmTJFXbp00alTp5xd6j2P4A0AAIC7gsVi0U8//aTvv/9ehQoVUuvWrdW5c2cNHDhQXl5e+vHHHzVr1izlz59fPXv21KxZs1S1alVnlw3cNC8vL9WuXVs//PCDPvroI61Zs0aNGzdWz5495ePjo/bt2ys4OFjz5893dqn3PCZXAwAAQK6VffMnZ5dwfbVeU5Fal/4787w0c+Sq/2+rN1LF60kXJfXbkCFtuP3X5/jEVs4uAbeR48ePy9PTUyVKlLAtK1WqlNzc3PTPP/+oWrVqdv2rV6+uHTt25HWZuAJHvAEAAADgDrF161a99tprdsuOHz+u/Pnzq2LFivrnn3/s2vbt26dy5crlZYnIAcEbAAAAAO4Q7du3186dOzVv3jwlJycrLCxML7zwgt555x21bdtWO3bs0DfffKOLFy9qxYoV+vbbbxUcHOzssu95BG8AAAAAuEP4+Pho5cqVWrBggYoUKaLmzZvrxRdfVLdu3eTj46NffvlFISEhKl68uCZOnKiVK1eqSJEizi77nsc53gAAAABwB6lcubJ+/fXXHNvuv/9+bdy4MY8rwvUQvAEAAADgMnfEJIJ3mbt9EkGGmgMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmuq2Cd0JCgrp06SJfX1+VLFlSkyZNcnZJAAAAAADckttqVvM+ffrIy8tLUVFROn/+vDp16qSAgAD17dvX2aUBAAAAAHBTbpvgHRUVpfXr1+vEiRPy8vKSv7+/QkJC9PTTTxO8AQAAAAB3rNtmqPnWrVvVrFkzeXl52ZY98MAD8vX11eHDh51YGQAAAAAAN++2Cd4RERGqWLFituWVK1fWsWPHnFARAAAAAAC37rYZap6cnCxvb+9syy0Wi5KTk7MtT0lJUUpKiu3n+Ph4SZcmaLvTZKZcdHYJ95w7cT+507Gf5z3287zHfp732M/zHvt53mM/z3vs53nvTt3Ps+o2DOOa/W6b4G2xWHTxYvYdPCYmJsdAPmHCBL333nvZlgcGBppSH+4u/h87uwLAfOznuBewn+NewH6Oe8Gdvp8nJibK39//qu23TfAOCgrSzz//nG15eHi4ypcvn235yJEjNWzYMNvPmZmZio2NVaFCheTi4mJqrbgkISFBgYGBioyMlJ+fn7PLAUzBfo57Afs57gXs57gXsJ/nPcMwlJiYqJIlS16z320TvOvWravXXntN6enpcne/VNY///yjlJSUHM/99vT0lKenp92ygICAvCgVV/Dz8+MPG3c99nPcC9jPcS9gP8e9gP08b13rSHeW22ZytVKlSumJJ57Q0KFDlZSUpMjISPXu3Vtvv/22s0sDAAAAAOCm3TbBW5K+/PJLxcbGqnjx4qpZs6aeeeYZ9ezZ09llAQAAAABw026boebSpUP0CxcudHYZyCVPT0+9++672Yb8A3cT9nPcC9jPcS9gP8e9gP389uViXG/ecwAAAAAAcNNuq6HmAAAAAADcbQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3rhpFy5cUPXq1ZWenm5btmHDBo0aNcpuGXAnS0pKkp+fn90+vWrVKnXp0kWpqalOrAy4MfHx8Ro8ePBV2318fHT27FnbzxcuXMiLsgAAuCdwOTHctPT0dHl5eSk5OVnffvutgoODtWHDBjVp0kTx8fHy9fV1donALcvIyJCnp6cuXLigyZMn65133tHmzZvVsGFD9nPcURISElS1alVFRkbqq6++0sWLF+Xi4iKLxaLevXurcOHCioiIkLe3t6Kjo/Xoo4/q999/V5kyZZxdOuAQ6enp6tOnjz755BPlz59f+/btk6urq6pWrers0oBbtmrVKnl7e8vVNftxVRcXFxUvXlyVKlVyQmXIQvDGdV24cEHNmzeXp6enJMkwDPn7+2vZsmXy9fVVbGysihcvrtjYWO3du1ePPfaYEhIS5OPj4+TKgdxLSkpS5cqV7fbzQoUK6Y8//lD+/Plt+3lMTIz++usvPfroo+znuKOkpKSoWrVqOnz4sO6//37Vr19fkrR+/XodOXJEZcqU0YkTJyRJM2bM0DfffKM9e/Y4s2TghqWkpOiLL76QxWKRm5ubLl68qA4dOqhJkybas2ePAgICdP78efn6+urFF1/U77//rsOHDytfvnzOLh24KREREQoKClKJEiX0+OOPyzAMbdy4UQ0aNNDu3btVrVo1eXh4aPPmzdq3b5+CgoKcXfI9i6HmuC5PT09FRkaqZ8+eOnLkiHr16qVDhw5Jkry8vOTh4SF3d3fbz5Lk4eHhtHqBm2GxWOTl5aX58+fLxcVFCxYs0MWLFyVd+hvIly+fbT/P2r+zQjpwJ3B3d7fbh7/66it99dVXcnNzsy1r27atoqOjtWTJEr322mvOLBe4KYZhaNiwYVq4cKHmzZunYcOGKSUlRceOHZOXl5c8PT3l6empH3/8UUuWLNHXX39N6MYdrU6dOlqwYIG8vb21YsUK/fjjjypdurR+/PFH1apVS3PnztXKlSvVvXt32+caOIe7swvA7c/d3V0BAQHq0qWLJk2apC5dumjChAm2Nkm2N620tDTly5ePNzHccdzc3OTj46O6deva/s0arnVl4E5NTZWXl5dtOXAncHNzU3R0tAYMGKDTp09rwIABkmS3nzdu3Fj169dXXFycOnbs6MxygZvi6ekpNzc3bdq0SZLk7e1t9+Wpq6ur5syZo7ffflvffvutmjZt6uSKgVtjsVi0fPlynThxQmPHjpUknTt3TmPHjtXBgwf10Ucfyc/PT97e3rr//vudXO29jU+NuClZH9RSUlI0duxYJSUlaezYsYqKilLx4sWdXB3gGFn7eXJysnr06KG4uDj16NFDZ8+eVYkSJZxcHXDjLBaL6tatq1WrVqlu3boyDEPr16+XdOkcwCFDhigxMVGrVq1iRAfuSC4uLnJxcbFb5ubmJldXV7399ttKS0vT1q1btXPnTpUtW9Y5RQIO8Mcff+jHH3+Up6envv/+e5UpU8Y2gsnFxUVubm62f11dXZWSkuLkisFQc9yUrKkBMjMzdfjwYbVt21aHDx/W3r179dBDDzm5OsAxsvZzV1dXlSpVSkOHDlWpUqWUmpqqGjVqOLk64Mb5+/urS5cuKlCggLp06aKuXbtKkoYMGaKEhARJ0n///ae///5bf/75pzNLBW7aldMXZWZmyjAMHT16VBkZGVq+fLkWLFiQrR9wJ0lLS9OaNWt04sQJnTx5Ui4uLurRo4e6desmf39/de/eXWXKlNErr7yit99+W1OnTnV2yfc8jnjjpmS9WVksFs2fP9+2vGXLlrYPcsCdLms/9/Dw0Lhx42zL6tatq2HDhjmzNOCmHD9+XDVr1tThw4dVs2ZN2/KiRYsqLi5OP//8szZu3KjevXsrNDRUjzzyiBOrBW5cZmZmtiPe6enpysjI0HfffacVK1Zow4YNevnll3X48GHNmzfPSZUCt6ZOnTratm2bpk2bphYtWsjd3V21a9e2jdarU6eOYmNjVblyZTVp0kRjx47lNd3JOOKN68rIyFBqaqoOHTpk+zfrmsbp6enat2+f/v33X02cOFFWq1XPPvuskysGblxGRoaSkpK0Zs0a279Z+3lGRoZ+//13/fLLLxo4cKDKlSunp556yskVAzeuePHimj9/voKCgrRgwQKFhITIMAy99dZbKlmypN5++215eXmpXbt22rp1q7PLBW6Y1WpVenq63fDaxMREpaWlKTU1VWlpabr//vu1YcMGrV+/XrNmzXJ2ycBNO3v2rMLCwvT555/ryJEjOnHihMLDwxUeHq4TJ04oMTFR//77r2rWrKnGjRtr165dzi75nsYRb1yX1WrVoUOH9MADD8gwDN1///0qXbq0pEvneP/555/q27evfH19tX37didXC9yc5ORkWa1W9e3bV5LUt29fFSxYUNKlv4GsyagyMjK0evVqZ5YK3JTMzEy5u7urcuXKtnP/XFxclJmZKenSF6mbN2/Wr7/+qpIlS+qvv/5ycsXAjfP09NS+ffts+3hGRoZKly6tzz77TKmpqUpPT9eFCxdksVg0Y8YMde/eXV26dOHSkLgjubq6asWKFfryyy8lSbVq1VJ0dLTdtbxTUlLUokULhYaGMq+Bk3Edb+RK1mzlWVJTU+Xu7i4vLy+lpqYqJiZG06ZN0xdffKG3335bQ4cOdWK1gONkZGTIy8tLaWlpysjI0Jw5c/Tmm2+qS5cumjx5MhNQ4Y5htVr1wAMPKDw8XE8++aSio6OVlpamYsWKadu2bSpdurSOHz8ud3d3nTt3TkWLFlVMTIwKFCjg7NKBG/a///1PHTp0yHZ50+joaG3ZskWDBw/Wzz//rP379+uFF15wUpXArUlKSlJQUJDmzp2rRo0aqXnz5mrQoIEGDRok6dLpcTVr1tSBAwcUEBDg3GJB8MbNu3jxonx9fZWWlmabRXHbtm3q0aOHtmzZokKFCjm5QuDWJSUlyc/Pz/ZlkyQdPXpUPXv21E8//cRREtwxYmNjVaFCBcXFxeXY7u/vr8jISPn5+SkxMVEhISHq06cPl4fEHSUiIkIdO3bU3r17FRoaqosXL2rChAny8vKy9TEMQ4cOHZK7u7sWL16sJk2aOLFi4OYlJCSoZMmSqlevnv766y8lJiaqevXqdhPAzpkzR927d5ckffrpp84qFWKoOXIpIyNDUVFRCgwMtE1a4uXlpX379tkNZ6lTp452794tb29vZ5UKOJSvr68SExPtrtldoUIFrV+/PtsEPsDtrGDBglcN3ZK0aNEiWSwWSVL+/Pk1cODAvCoNcJjixYurRo0aWrRokSpUqKBvv/1WFy9e1PDhw+36ZWRkaMeOHbZTLYA70YULF+Tp6anVq1crIyND69at0/Tp0zV9+nS1atVK7du318cff6ykpCTFxMQ4u9x7Hke8kSuRkZEqW7asTp8+rSJFiti19erVSw8++KAGDx7spOoAAACy++WXX7Ry5Up99tlnzi4FcDir1ao9e/boiSeesFu+fv16LViwQJ999hkHw24jBG/kSmxsrAoXLqzExES7obX9+vXTnDlz9MUXX6hHjx5OrBAAkBtnz57VY489pr/++uuq529HRkaqZ8+eWrNmTR5XBwDA3YnLiSFXPD095eLiYjdJyauvvqrQ0FD99ttvhG4AuAMkJibKYrHo5MmTslgsioyM1Llz53T27FlFRETo7NmzGj9+vNzc3PTHH384u1zgpiUnJ2vp0qWSpKCgIEVGRjq5IsA5zpw5o0cffVQHDx50din3PII3ciVrcp2s81yXLl2qOXPmaNWqVapfv74zSwMA5MK8efP02muvycvLSy4uLvLy8tJ9992nYsWKqXjx4ipXrpyWL1+uCRMmyM/Pz24yKuBOk5aWpldeeUWS5OHhocKFC2vr1q166qmn1LJlS7Vs2VLNmjVT69atnVwpcPP27t0rPz8//ffff5Kk+Ph4jRgxQufOnbP1sVgs2rt3L/PS3AYI3sgVNzc3GYahhQsXSpLatWun3377TTVr1nRyZQCA3Dh06JDtWt5Zk2KWLVtWGRkZqlmzpmbPni0fHx8VKlRInp6edhMKAneKjIwMVa1aVW3btlVcXJwaN26sU6dOydPTUxaLRXFxcbr//vvVuHFj/fnnn3rrrbecXTJw07y9vZWUlGQ7DdTDw0NTp07VxYsXbX2yvkS98tJ6yHu8q+KGDB48WB999JGqVasmSZoxY4Zde3p6us6fP69Vq1Y5ozwAwFVUr15dP/30k6T//wB2+XXos04nyp8/v9zd3QneuCOlpaXp7bfflo+PjwYMGKA33nhDPXv2lKurqywWiwoVKqT7779fFSpUkIeHR7ZJqYA7SdYIpqwrUlgsFhmGYff6nfX/rEv/wnk44o1cc3Fx0cGDB1WzZk0tXLhQ27dvV1pamt0tNTVVqampzi4VAHCF8uXLKzw8XJs2bZIkbdq0SRcvXtSmTZuUkJCgsLAwHT58WFarVZs3b7a7VCRwp/Dy8lLjxo3VqlUreXt766mnnrLN6sxQW9xtsk4FzfpXurSfX76vZ/2f13Tn4+ts5ErW5PeFCxfWzJkzVa9ePQ0cOFC9evVSkyZNnFwdAOB6ihUrpj///FPDhw9Xamqqhg8frqioKA0fPlwRERFatGiR3N3dderUKQ0fPpwPabgjpaWlqUSJEnJ3d1dGRoby5cunzMxMpaWlyWq1Kjk5WTExMfL19VVGRoYiIyMVGBjo7LKBm+Lq6irDMOw+ixuGoU6dOmUb0QTnI3gjV9LT0yVdOnfKzc1NXbt2lZ+fnzp06KBff/1VtWrVcnKFAIBrKViwoIKCgrRr1y75+vpq165devjhh7Vr1y7VqVNH/fv3V4ECBTRq1Cjt2rVLFSpUcHbJwA1zdXVVZGSkbe6Co0ePqlKlSkpKSlJMTIyioqIUEhIiSSpQoIDq1q2riIgIJ1cN3JrLP4df+ZncMAxt3LiR8H0bIHgjV9LS0iRdCuBZ54i0bdtWr7zyip599tlrXg8WAOB8FotF58+fl3TpS9TL/82SmZmpixcvyjAMZWZm5nWJwC1zc3NTqVKllJycrFmzZsnHx0e9evWyBfEPP/xQLVq00NatW9W4cWNnlwvcEsMw5OLiogkTJlyz3+TJk22jV+E8jCNDrlitVklSSkqK3fJx48bJYrEoODjYGWUBAHLJzc1NycnJMgzD9mVqbGysRo8erZMnT2rp0qVKTk5WXFycUlJSbCOdgDuRYRjq3r27oqKidOHCBRUuXFgZGRkaMmSIPD09NX78eH3//ffOLhO4JZePSJWkbdu2KSIiItvNxcWF4H0b4Ig3ciU1NVVVqlSxfVjL4ubmptGjR+vnn39WZmYm5wQCwG0qLS1NmZmZslqtMgxDGRkZ6tatm1xcXNSjRw9ZrVbbubFJSUnZvmgF7gSZmZlq3LixRowYYVu2ZcsWhYSEKCMjQ1arVSEhIXrsscfUs2dPValSRVWrVnVixcDNy3qdTklJUUpKiurWrWsXsrP+7+Likm2EE/IewRu5UqpUKe3bty/HthdffFHPPfccoRsAbmOGYSg0NFQXLlyQYRi6cOGCPvjgg2z9oqOjdeLECV24cMEJVQK3JikpSY888oiee+45ubm56cKFC4qMjNQPP/wgwzCUlJSkH374QZJUokQJffnll/r000+dXDVwc5KSkmz7dcGCBXXkyBG7SdWkS1+6VqhQgVFMtwEXg3EHAADcEzIyMnTw4EFt2bJFwcHB2T6gZblw4YK2bt2q5s2b53GFgGOcPHlSPXv2VHx8vPr27avu3bvr1KlTevzxx3Xy5ElJl0bzZV3THrgTXbhwQf/8848effRRu0uKXS4mJkZFihTR33//rWrVquVxhbgcwRsAgHtEZGSkypYtq9OnT6tIkSJ2bb169dKDDz6owYMHO6k6wPE++eQT9ezZU76+vrJarTp48KAeeughZ5cF5Jm0tDQdOnRIFStWvOqXrcgbjA0GAOAe4ePjI8Mw5O3tbbe8X79+mj9/vvLnz++kygBzDB48WL6+vpIkLy8vQjfuOfny5VPVqlUJ3bcBgjcAAPcIT09Pubi42A2vffXVVxUaGqrffvtNPXr0cGJ1gONkZGTo2LFjkqSEhAT5+fnp9OnTdn1OnjypyMhIZ5QHOEzBggWzLevUqZM2bdrkhGpwLQRvAADuEVnnALq7X5pbdenSpZozZ45WrVql+vXrO7M0wKESEhJUqVIlpaeny9vbW0lJSXYjOr7++mtVq1ZNY8aMcV6RgAMEBATIMAxFRERIkpKTk7Vq1apsVyKC83GONwAA94iMjAzly5dPISEh6tq1qzIyMvTHH3+oVq1azi4NcKi0tDT5+vraLrfk7u4uq9WqpKQk9ejRQ6tWrVLFihW1e/duhuDijpWYmKhKlSrJw8NDVatW1c8//6w5c+Zo/Pjx2rlzp7p16yY3NzcZhqGAgADNmTPH2SXf07icGAAA95jBgwfro48+ss1wO2PGDLv29PR0nT9/XqtWrXJGecAtuXjxory9ve1OqXB1dZW7u7siIyOVnp6ubdu2qXXr1oRu3LGio6NVt25dSdLq1atVpUoVxcXFafTo0Ro4cKBcXFy0ZcsWffTRRxo5cqQ+//xzJ1cMhpoDAHAPcXFx0cGDB1WzZk0tXLhQ27dvV1pamt0tNTVVqampzi4VuGGGYahcuXKqWbOmrFaratasqZo1ayojI0Pr16+Xl5eXVqxYoUceeUQxMTFKTk52dsnATfHx8dHw4cPl4eGhRYsWKTExUZ06dVK3bt20ePFixcTEyMfHR8HBwfL391f79u2dXfI9jyPeAADcI7LOLitcuLBmzpypevXqaeDAgerVq5eaNGni5OqAW5eWlqY333xT+fPn18CBAzVw4EAZhqGePXvq448/1u+//665c+eqVatWKl68uI4cOaIHH3zQ2WUDN8zX11f9+/fXgw8+qBkzZqhcuXIaNWqUhg4dqpUrVzKa4zZE8AYA4B6Rnp4u6dK53m5uburatav8/PzUoUMH/frrr5zrjTueh4eHhg4dqvT0dA0cOFDBwcG24L148WKFhoZq0KBBWr16tQoWLKiDBw8SvHFH6969u1auXKmDBw9q+/btMgxDLi4ucnFxcXZpuAJDzQEAuEdkzXKbFcAlqW3btnrllVf07LPPKi4uzlmlAQ4VHx+vtLQ0paSk2Pb7tLQ0denSRQcOHJC7u7v27t2r7du3O7lS4NZ4eXnp9OnTmjJlihISEjRy5EhJ4nSh2xDBGwCAe4TVapUk20zPWcaNGyeLxaLg4GBnlAU4nMVi0YkTJ+Tp6ank5GSVLFlSFy9elHQpqEybNk0LFy5U//79nVwpcPPWrFkjSerfv7/CwsL0/fffKzQ0VI8//rh8fHyUnJysFStWKCkpST/++KOTqwWXEwMA4B4RFRWlFi1aaMOGDSpUqJBd28KFC/Xzzz8rJCRErq58L48728svv6yYmBj99NNP2rx5sypXriwfHx99/PHHevbZZ3Xfffc5u0Tglly8eFHFihWT1WrV2bNnFRAQIEn66aef1K9fP/3+++/q3Lmz8uXLp4yMDF28eFF//PGHc4u+xxG8AQCADMNQenq68uXL5+xSgFuyfPly9e7dWzt27FC5cuX00EMPqVevXqpVq5ZGjx6tDRs2qHz58mrdurWaNGmip556ytklAzfl1KlTGj58uLZv367ly5fb5ito1qyZatSooQkTJji5QlyO4A0AAIC7Rnp6usLCwlStWjX9/fffatOmjY4dOyY3NzdJUkxMjGbPnq3p06erR48eevfdd51cMXBrvvjiC82fP1+///67pEvX9X755Zd16tQp234P5yN4AwAA4K515MgRVaxYMdvytLQ0ubm5cWoF7gqxsbEqWLCg7efdu3frsccec2JFuBLBGwAAAHeFjIwMffzxx7k6ZcLV1VXVq1fXk08+mQeVAY6XlJSk9evXK3/+/Nf8AiktLU1paWlq0aJFHlaHKxG8AQAAcNdwd3dXzZo15enpec1+p0+fVlRUlOLi4hiOizvS6dOnVbJkyWyTZV4pNjZW9913n/799988qgw5IXgDAADgruHt7a0jR46oZMmS1+x38OBBPfDAAwoLC2OWc9yR4uPjVaBAASUlJcnb2zvHPlarVd7e3srMzMzj6nAld2cXAAAAADjK5UevU1JS9MUXX8jFxUUuLi7KOt40cOBAFSxYUNu2bSN0447l7u4uFxcXSZeGnX/33Xe2kR5Wq1Uvv/yybd+H83HEGwAAAHcNHx8fHT58WCVLllRKSoosFou6du0qNzc3GYah+fPnKyUlRe7uHH/CnS3raHZSUpIyMjIUEBCgvn37yjAMzZ49W/Hx8XJxcZG3t7cyMjKcXe49j+ANAACAu4aHh4f27dunypUryzAMubm52Ybipqeny8PDg2G3uCtkfbGUlJQkLy8veXp6Ki0tTZKUP39+JSYmKiUlheB9m+D6CQAAALgrpKenq1ixYkpOTpYk2zDbrKG2DLvF3crV1dVu37781ArcHhhjAwAAgLuCu7u7IiMjbUe0U1NTZRiGRowYoXz58tmWp6enM9Qcd7zLg7XValVGRoZefPFFGYahlJQUJScnM2P/bYRXHAAAANwVkpKS9N5772nt2rXatWuXMjIy9M4778jT01Ourq7KzMzU22+/zVBz3BUyMjJsR7kNw9D06dNts5s3atTomtf2Rt7jHG8AAADcFfr27auNGzfq9ddfV5cuXeTl5eXskgDTxMfHq2DBgjpw4IAsFkuOfVJSUnT//ffr+PHjCgwMzOMKcTmCNwAAAO4KcXFxyp8/v9zd3bVz5049/fTT8vHxueZ9IiIi8qg6wLH+++8/lS5dOlfnc7u4uDDBmpMx1BwAAAB3hQIFCtj+X7ZsWYWEhFz1XO6UlBTFxcXlVWmAwxUtWlTnzp2Tr6/vNc/lTk1NVWxsbB5WhpxwxBsAAAAAABNxxj0AAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAA4K6RkJCgadOmObsM08yePVv79+93dhm3jV27dunnn3+2/bxs2TJt2bLFiRUBOSN4A7dozJgx+vDDD532/GXLltW5c+eu2t6pUye99tpreViROWrWrKn169dLuvo6X29b5KU///xTdevWla+vrx555BGtXbv2mv3fffddubm5qXXr1td97LFjx8rd3d3u5urqqsGDB9v1KVasmPz8/NSjRw8lJSXZ2ho2bCh3d3flz59ftWvX1oYNG3K1TomJiRo3bpyqVKkib29vFS9eXJ06ddLvv/9u63P8+HFVq1btqo+RkpKioKAgLV++PFfP6SyOWNcbMXfuXL3yyis5tp0/f14BAQG6cOHCLT+WIzly/a/lRl/Dcrv+wcHBcnNzy9Z348aN2f6+3Nzc9PDDD9su12O1WrP1Wbx4ca7qy6vXqW7duik0NDTX/XO73Y4ePaoyZcqoVKlSio2NVcOGDfXHH3/cSqm5rmfdunXKly+ffH19r3nf0aNH6/Dhwzf93G+++eY167jS7t27VaRIEf3333+SpA0bNuTqtVzK/hmic+fO8vf31zfffJNj/wsXLmjYsGEqVqxYrh4/LyUkJKhLly7y9fVVyZIlNWnSpKv2vd77WGJiovr3769ixYqpZMmSGjlypNLS0rI9TmZmpvr166fExETbsosXL2rChAmOX0HgFhG8gbtc2bJlVapUKWeXcUuOHz+uiIgIPfnkk84uJVcuXLigVq1aacCAAYqNjdXHH3+srl276sSJE1e9z3vvvXfdcJ5l9OjRSk9Pt93Onz+vEiVKaMSIEZKkmTNnatmyZdq+fbtOnjwpFxcX9e7d2+4xtm/frri4OE2ePFldu3ZVdHT0NZ8zMjJSNWvW1IEDB/Tdd98pISFB+/fvV+vWrfXcc89p6tSpuard3d1d9913nwoWLJir/s7gqHV1lOXLl6tp06bXvRbx3cqs17B58+blGG4aNGhg9/eVnp6uZs2a6e2335aLi4skKSwsTPXr17fr89xzzzm8xtvR8uXL9cwzz+jAgQPKnz9/nj5348aNcwxfl9u3b59CQ0M1fvz4m3qOL7/8UitXrryh++TPn1/33XefLBbLTT1nltjYWK1fv16nT5/WM888k2OfdevWqXbt2ipcuPAtPZcZ+vTpo3z58ikqKkrbtm1TaGiovvzyyxz7Xu99rFevXsrMzFRYWJj++OMP/fPPPxo3bly2x5k5c6aKFCli9/fXrl07bdq0SVar1ZwVBW4S1/EG7nLOPBrvKKGhoerQocM1r1F5Ozl37pw++ugjvfDCC5IufZCvVauWdu3apTJlyjj8+b744gu1bdvWFk6mTZumb7/9VuXKlZN06YNJhQoVdPToUVWoUMF2P3d3dz355JNq1KiRduzYobZt2171OTp37qxnnnlGH3zwgW1ZoUKF1K1bNzVt2lQff/yxcnN1Sjc3N/322283u6p5wlHr6ijff/+9XnrppTx7vtuNs1/Ddu3apcjISHXs2NG2bP/+/br//vudWJXzJCQkqFSpUvL393d2KTkaOHCgJk+erICAgBu+75EjRzRixAgFBgbe0P3uu+8+bd269Yaf70oJCQkqXLiwLBbLVUP877//roYNG97yczlaVFSU1q9frxMnTsjLy0v+/v4KCQnR008/rb59+173/pe/j128eFHr16/XqVOn5ObmpgIFCmjevHl65JFHNHbsWNt9zp07pw8++ECbNm2yeywfHx9Vq1ZNe/bs0RNPPOHwdQVuFke8gRswZswYFShQQJUrV842PHfWrFkqX768bWjvld+0Tps2TeXLl5enp6eqVq2q+fPn29qyhmweOHBADRs2lLe3t2rUqKE9e/ZIklatWpVtONbDDz+sjIwMSZeGogYHB8vPz09lypTRwoULbY/9yiuvaO7cuTmuT+PGjbV582a7ZWPHjtX58+ftlrVs2VKrV6+WJJ09e1Yvv/yyAgICFBAQoJdeeknHjx9X2bJlbf19fX0VFRWltm3bytfXVw888IB+/fVXu8eMiopS586dFRAQoEKFCmnQoEHavXt3jkNXv//+ez377LM5rsO1/O9//1O1atXk5eWlqlWr6n//+59ee+012/YYM2aMJk+erNGjR6tw4cIqUaKEZs+eLcMwNG7cOBUrVkwlSpTItv2OHTum9u3by9fXV0WKFNGrr76qnTt32j4MlSlTxha6k5OTtXjxYu3cuVN16tS54XW4nuTkZH366ae2oZFnzpzRhQsX9Nhjj9n65MuXT23bttW6detyfIz4+PhrfqmxYcMGxcXF5Xi0QZJKly6tDz/80HY0UNJV92VJqlatmo4fPy7p0tHMI0eOXHX/laTTp0+rS5cuCggIUP78+dWmTRsdPHjQ1n7o0CHVqFFDvr6+6tu3r1JSUmxtCxYsUJUqVeTp6akKFSpo6tSp1wzNjl5XSdqzZ4+aNGkii8WiUqVKacyYMVq2bJm6desmSXr++efVs2dPff7553J3d1dMTIztvvHx8dqyZUu2Yas7d+7UU089pfz588vf319t2rTRX3/9Zddn2bJlqlKlinx9fdW+fXu7x83ttklISNDgwYNVqlQpWSwWVa9eXbNmzcpxGy5dulSBgYH6888/JV16HcgKrPnz51ehQoXUp08fxcfH293vxIkT6tSpk/z8/OTv76/OnTvbhuxK9q9h3bp10+LFi/XBBx+oZMmSKlCggN544w1lZmZed1verPfff1+jRo3K9juvXLnyDT3O/v375e7urhMnTqh48eJ2p4YsXbpUDz30kDw9PVWuXDlNmTLFto2z3h9Gjhxp26ZZFi5cqEceeUReXl4qUaKE+vXrZzeMPTMz86rb6mp+/PFH22Ped999mjVrlq3to48+0tixY/XGG2/I3T3nYzcbN27UE088IS8vL5UsWVJvvvmmUlNT7frcyt/EtcyfP1+enp568cUXc9X/chkZGXrppZc0aNCgHNuvtV3OnTtnew9844031KRJE9v79u7du3P1/DExMapYsaJtPwkJCcmx319//aUaNWrYLbve9sxy6NAhdezYUQUKFFD+/PnVuHHjbJ9lrtfn8ccf1yeffJKtrq1bt6pZs2by8vKyLXvggQfk6+t73WH/V76PZWZm5vgaExsba/fzG2+8of79+9t9oZylRo0a2V4TAWcjeAO5FBYWpmXLlik8PFyzZs2yBQdJCgkJ0YYNG7Rjxw4dPnxYMTExevfdd23tb731ljZt2qQ1a9YoMTFRs2fP1qeffqoZM2bY+sTExCg4OFiTJk1STEyM+vXrp3bt2iktLU0tW7a0DcdKSUnRww8/rOnTp9vC0osvvqjGjRvr7NmzWrhwoYYNG5ariVd69+6t2bNn235OS0vTjBkz7L4UiIyM1MGDB9W8eXMlJSWpQYMGKliwoP755x8dP35cdevWtTsSJEnp6enq1KmT+vfvr5iYGE2aNEnPP/+87QPh2bNnVb9+fVWsWFFhYWE6dOiQAgMDs31IkKSIiAgdP35cDRo0uO76XO6bb77RyJEjNW3aNMXFxWnRokX68ssv9dNPP9n1+/zzz5Wenq4TJ05o1apVevPNNzVgwABZrVYdO3ZMa9as0VtvvaVjx45JuvSFwZNPPqmaNWsqPDxc+/fvV9GiRdWjR48c6yhZsqSef/55de/e3ZThsl999ZWaN29uO5IeERGhihUrZutXuXJl2zpkOX/+vGbNmqW///5bjRo1uupzrF27Vs8++6xcXXP3lhETE6OXX35ZEyZMUExMjAYMGKD27dtfdYholy5d1LRpU9v+O2TIENv+m5iYqCZNmuiJJ55QRESEoqKi1L59ezVt2lQRERGSLg1ZHDRokE6ePKnSpUvbzmefNWuWZs6cqUWLFikpKUnLly/Xr7/+ahvKmBfr+vfff6tFixZ6/vnnderUKe3YsUMxMTF66623bI/xv//9T998840GDBig9PR0FSpUyNa2fPlyNW7c2G6Y+ebNm9W+fXu9+OKLioiI0H///afOnTurVatWOnLkiKRLXyDMmDFDq1evVmRkpEqUKKEBAwbYHiM328ZqtapRo0ayWq3atGmTEhISFBISou+++y7bMN6QkBANHz5cv/32mx555BFJl14HOnTooI4dO+q///6zBfImTZrYvhyJjo7Wk08+qYcfflhHjx7VwYMHVb58eT355JPZPmRnef/99xUXF6eDBw9qz549Wr9+vW0467W25c34+++/FRYWpueff95u+f79+/Xhhx+qQIECeuKJJ3J1jnPVqlWVnp6uMmXK6PTp07bwMn/+fA0bNkxTpkxRXFycli5dqqVLl2ro0KG2+x47dkxxcXE6c+aM7Wjs5MmTNXHiRH300UeKi4vT3r17VbJkSTVs2FDp6em2bRUbG6uwsDD9+eef2rhx41WH/krSmjVr9Mknn2jevHk6f/68Zs+erU8++USTJ0+WJA0bNkyjR4/WpEmTbM9xuXXr1un555/XkCFDdO7cOa1fv1779++3GwZ8q38TV5OUlKQRI0Zo//798vf3V3BwsJKTk697vyzjx49X0aJF1atXrxveLpebNGmS1q5da3vfvvxL0GspVKiQjhw5YttPXn755Rz7hYeHq1KlSrafc7M9pUuBulGjRqpfv77CwsJ07tw5DR8+XD169LB9AZ+bPpUqVVKJEiWy1XUj7z1XuvJ9zNfXV48//rgGDRqkuLg4/ffffwoODlb9+vVt99m1a5fmzJmjWbNmqUiRIpoyZYrdY1aqVEnh4eHXfF4gzxkAcuXQoUNGjRo1jNTUVLvl7777rlGlShUjMzPTtiwsLMyoUqWKYRiGERUVZZQrV85ISUmxu9+ZM2eMEiVKGOnp6UZ4eLghydi+fbtdn8cff9zYuXOn3bLp06cbXbt2tf1cpkwZY+LEiXZ93nzzTWPy5MmGYRjGwIEDjTlz5uS4Tlar1QgKCjISExMNwzCMRYsWGQ0bNjQefPBBW58xY8YY77//vmEYhjF58mTjhRdeyPY4n3zyiVGmTBnbz5KMRYsW2fV59tlnjcWLFxuGYRhDhgwxXn311WyPM2LECKNq1ap2y6ZOnWr06dPHblmZMmWMs2fPZrt/1nKr1WoULVrU2Ldvn117YmKiERgYaNse7777rlGrVi27Pn369DFq165tt2zAgAFGSEiI7f9vvvlmtuceOnSo0aBBg2zLk5KSjDVr1hiVKlUyFixYkK39cuvXrzdatWp1zT6XS0lJMcqUKWMcPnzYtmzTpk3G008/na3vV199ZQwePNgwDMNo0KCBkS9fPkOSIcno06ePcfHixas+T+/evY1Zs2blqqar7cu1a9e27ctVq1Y1wsPDDcPIef99/fXXbfvv5MmTjREjRmR7nk8++cS2D7344ovG0qVL7dqtVqtRunTpbPtJSkqKUbp0aePMmTN5sq4tW7Y0Zs6cme2+HTp0MIKDg20/z5kzxxg4cGC2fm3atDG+/fZbu2UPP/yw8csvv2Tre+rUKdtjFSpUyEhKSrK1JSYmGgUKFDAyMzNzvW0+/vhjo3PnztmeJzk52YiLizPCw8ONqlWrGjNmzDAqV65snDhxwq6fJGPJkiXZ7t+6dWvjiy++MAzDMAYNGmS89tpr2fr079/fGDlypGEY9q9hwcHBRosWLez6/vTTT0bLli1tP19tW+bken2fffbZHF8/V6xYYZw8edJITk42QkNDjRIlSlx1n7rS5a9fKSkpRrFixYy9e/fa9YmLizNKlixphIWFGeHh4YaLi4sRHR1ta4+OjjZKlChh+51fLmtZTttq9erVdtvqcnPmzDECAwPt9hvDMIzjx48bhQsXNmJjYw3DuPS6OWXKFFt7gwYNjF27dhmGYRgPPvigsXLlSrv7p6amGtWrV7fts7f6N2EYhuHj45Nt2QcffGDUrl3bOHbsmHH69GmjdevWxrBhw3K8/5X++OMP276ftV9fXsf1tsvZs2ft3gNv5LX88u155XPnpECBAnafJ3K7Pdu3b298+eWX2fqdOXPGSE9Pz3Wfqxk7dqwxadKkbMu7dOli/PDDD1e9X07vY1nP+eyzzxoFCxY0ihUrZri4uBibN2+2tTdr1szo27evERcXZ+zdu9eoWLGisWLFClt7aGio8dJLL12zZiCvccQbyKVKlSrpqaeeUq1atexmNpak9u3b2w1DLF++vE6fPi3p0vlYJ06ckJ+fn7y8vGy3wMBAnT171vaNbMmSJVWrVi27x61YsaLtcaRLw9mmTJmS7ZvdKydhufz5r8XT01MdOnTQ//73P0mXJpWZMGGCihcvrq1btyozM1Pz58+3Hc3duHGjunbtmu1xrjwa5OLiog4dOlx1XdauXZvjEeKchpPfzDDzffv2KSgoKNuwdV9fX7Vq1cpu2ZXnyhUpUsTuW3Xp0pGIrKGOud0GWXx8fNSsWTPNnTvX4eeqzpkzxzZyIIvFYslxQpmYmBh5e3vbfv7999+VkZGho0eP6sKFC9c8v7tw4cI6c+ZMruvKaV++1j555f57+b6yceNGTZs2ze5vx8vLSyNGjLAdQX3vvff01ltv6a233tLFixclXdoHoqKiVLp0abv7+fn5KTo6+qpDEB29rps2bcpx2OvV9pfLJSQkaNOmTXbDzGNjYxUVFaXmzZtn61+8eHHb/5966im7o+S+vr6yWCxKSkrK9bZZu3Ztjvu6l5eX7fzZw4cP6+OPP9bGjRsVFBSUrV+7du2y3b9Lly7auHGjJGn9+vU5Htl76aWXrjrb/rX2F0f6999/tWfPnhy3QZs2bVSqVCl5eXmpY8eOeuGFF7Ro0aIbfo59+/apVKlSeuihh+yWBwQEqHXr1rbtVKJECRUtWtTWvmXLFtWrV8/ud57l8mU3+t7QvHnzbJP4lSlTRo899ph27tx5zXWJiYlRVFRUttfYfPny6YUXXrD9Pm/lb+Jaso6SlytXTsWKFdPcuXM1Z86c687HkJycrJdeeklffPGFihQpkmOfW9kujpaWliYPDw/bz7ndnuvXr8+xX5EiRWyj53LT52py+95zpZzex7Kec/HixYqJidFjjz2mnj17ql69epIuvQ4eOHBAn332mQICAvTQQw9p2rRp+uKLL2z39/X1tb0fALcLgjdwA95//319/vnn6t+/v935V1dOMpMvXz6780yfffZZWa3WbLe0tDTbm01OE9V4eHjYPc6bb76pV199NduHres9v/T/5xdm3d544w1Jl2YOnTNnjg4dOqTz58+rdu3a6tu3r7788kv9+uuvql69um1YmYuLS64mlfLy8rL7YHDlumRkZOQ4ccyV5wxGRkbq6NGjNzyRTG7rlKQCBQpkq+HKGbddXV1twypz89hhYWHZhsk+9NBDOnXqVK5qutzzzz9v93vLuqRUenq6pkyZolGjRtn1DwoKynF4XXh4uMqXL59tvcqXL6+QkBCFhYXpwIEDtnM3s2779+9Xo0aN9MMPP+S65pz25Zz2yav1v3K/X7FiRY5/P1kT6lSsWFG7d++Wm5ub6tata/uwVbNmzRzvl5qaqqZNm+bJul7+hdyNWrFihRo1amQ3c3RGRoZtbodbqet62ybruXIaTny5gIAApaSkaMeOHTeyajaZmZk5nivs5uZ21XORr7e/XO7ChQt2v+MbCXfjx4/XiBEjrnou8+XKly+vkydP5vqxs1xt/SX7beDn52fXlpvfjZS794bL5eYxrya363IrfxPXcvz4cT3wwAO2nwsVKqSAgIDrXrpt1KhROnz4sDp16iQvLy9VrlxZBw4ckJeXl20+glvZLo525d9Fbrdnenr6dV87ctPnam7kvefy58vpfexyS5Ys0d69e+2+uD569Kjuu+8+5cuXz7asevXqdlcOcXNzu61+b4BE8AZuWO3atfW///3P7k3gWueD1qlTR1u2bLG7xqR06Vzhy8+nvN45pbt27dKOHTv06quvZmvLzfmoWeeNZd2yrq9ZrVo1ZWZmavjw4erTp4+kS5fi2LJliz788EPbMunS0eEFCxZke+ysI+a5radevXpaunRptuVXXts5NDRU7du3z9UH38s9+OCDOnnypP755x+75UlJSVq1apXdspy+xb/W8+VmGyxZsiTbJad27dqlKlWq5Kr+Kx/38t9b1lGXhQsX6tFHH802s3LRokXl4eFhN/lYenq6li9friZNmuT4HK6urvL19ZWrq6vt3M2sW9WqVdW0aVO5urpe9TJaZ86c0cSJE21fSOT2/OjLn/9q6tWrpx9//DHb8jlz5tjNju7t7a1x48apcuXKWr16tapVq6YTJ07YzgPPkpSUpP79+yszMzNP1rVBgwbZJouTsv/N5CSn0R5FihRR0aJFc7wO+uVHMq9VV262jSQ9+eSTmjNnTrb7Jycn2yZgLFKkiNasWaPBgwdryZIldv2sVmuOdS5cuNA2Z0ODBg1yvNb0okWLrjqvw43sXz4+Pna/49xsd+nSB/stW7bkOO/EwIEDsx3l3LJli+67775c15UlKyxknZufJSkpST/99JPtEopXvk498cQT2rhxo91Ea1ku/4LvRv8Wf/75Z8XFxdktCw8P1+7du7ON7LhSkSJFVKhQoWwTdmZkZOj777+3+53f7N/EtRQvXlz//vuv7ee4uDjbLOHX8tFHHyktLc325dPBgwdVpUoVWa1W2xcXt7JdHO3KL39zuz3r16+f40SrZ86csYXt3PS5mrp162rt2rV2Yfeff/5RSkpKjud+S1d/H8uSlJSkIUOGaObMmXZfIpUuXVoHDx60mzdk3759tit5SJeu5X2rl3cDHI3gDeRS1mRFFy9e1KpVq3J9WahSpUqpS5cu6tChgw4cOKDU1FRt3bpVTz31VK4/qBmGoVdeeUWffPLJDYfQ3OjZs6c2bNigLl26SLoUPF988UUdOXLEbkhrv3799M8//2jIkCGKiorS+fPn9cUXX+jbb7+9oecbNWqUPvvsM02fPl2xsbGKiYnRp59+qu+++85u/b7//nt16tTphtfHw8NDEydOVNu2bfXrr78qOTlZ+/btU7t27W75urNvvfWWFi5cqPHjx+vcuXM6e/as3n//fa1fv97Wp1u3bpo3b55WrVqllJQU/fHHH+rbt6/eeecdSZeGydWrV++6M71eTWZmpiZMmKC33347x/ahQ4eqV69eOnnypBITEzVo0CA1bdrU7kNJlpiYGA0dOlQ+Pj5X3R9dXFz0v//9TzNmzFDv3r31zz//KCMjQ+fPn9e3336rmjVrKi4uzpQjWQMGDNDatWs1ceJExcTEKCEhQdOnT9fo0aNVtWpVGYah4cOH6/Dhw4qKitKff/6poKAgeXl5afTo0Wrfvr127dql1NRU/fXXX2rZsqUKFy581UDi6HWdMGGC3n33Xc2aNUvx8fE6efKkBg0apKNHj9r1c3V1tfsQmZiYqI0bN6pNmzbZHnPatGnq2bOn5syZo9jYWF24cEEhISF6/PHHsz1uTnK7bQYMGKCwsDD16NFDR48eVXp6unbv3q3mzZvbTdBVuXJl/fbbb3rjjTf03Xff2ZZ7enpqypQp+vbbb5WYmKiIiAj16dNHUVFR6t69u6RLrwVfffWVPvnkE8XGxurMmTMaN26cfvjhB73++uu52sZXunJb3owJEyZo2LBh2UbuSFKVKlU0cOBAHTlyRImJiZoyZYq2b9+uzp0733B9np6eev/999WmTRvbdYf//vtvtW7dWi1btrzql3WlSpVS//791bx5c61bt07Jyck6ffq03nnnHbVo0SLXR/pefPFFLV682PZzsWLF1LZtW/35559KTk7W5s2b1bJlS7355pu5ujzXtGnT1LVrV61cuVIXL17UkSNH9MILL6hIkSJq0aKFpJv/m7ieAQMGqGfPngoPD1d0dLS6deumvn37OuR16Ua3iyP2wau58ih+brfnxIkTNXbsWH344YeKjo5WSkqKVqxYoVq1amn79u257nPlPpOlVKlSeuKJJzR06FAlJSUpMjJSvXv3tnufuvy+13sfky5NnFm/fv1sr4MlSpRQzZo1NWjQIJ0/f15///23hg0bZnelgLNnz2Yb0QY4G8EbyKXq1avrl19+UeHChfX999/r448/zvV9J06cqBYtWqh169by8/NTv3799NZbb+U4e2pOvvnmG+3cuVPNmze3DZm8/JIdt+qFF15Q//797UJpnz591LdvX7uA4uPjY7vcUrVq1VS2bFnt3r0725Gu6wkKCtKvv/6qlStXqnTp0rr//vsVFhamGTNm2L7VjoqK0uHDh9W4ceMcH6N48eK2bZHTeY7dunXTpEmTNGzYMBUoUEBdunTRkCFDbB/+blaJEiW0adMm7dq1S+XKlVOVKlWUkJCgr7/+2tanVKlSCg0N1bhx42zP/d5779lmDrdarQoLC8t2WaXcOnHihBo3bqzq1avn2N6vXz81a9ZMjz76qEqVKqXU1FTNnDnTrk/t2rXl5uamypUr69SpU1qxYsU1j46VK1dOf/zxhwoVKqRnnnlGPj4+qlChgkJCQjR9+nTbCApH8/Pz07p16/TXX3+pQoUKCgwM1Jo1a7Ru3TqVKFFCLi4uevTRR9WoUSNVr15d3bp1s11qp3///ho8eLCCg4OVP39+dezYUR07drzqpcLMWNdq1arpl19+0eLFi1WiRAnVrl1bpUuXzlbDo48+ahvhIV26dFGDBg1y/KKoRYsWCg0N1Zw5c1SqVCkFBgZq2bJl+uWXX3K8rE5OcrNt8ufPr82bN8vNzU21a9dW/vz51bt3b/Xs2dN2qkqWChUqaO3atXr33Xc1b948SZe+wFu2bJl++uknlS5dWg899JDS09O1du1aeXp6Srr0t7JhwwZt2LBBZcqUUcWKFfX3339r48aN1z1SeTVXbssblZmZqbi4OPXu3TvH9gEDBqhdu3Zq2LChihUrpjVr1ujnn3++5nmsl2vUqJEqVqyobdu2Sbp0us97772nV155xXZpuObNm9td9SIn77//voYMGaJXXnlFAQEBqlGjhs6fP68NGzbk+gvaQ4cO2R0hf/LJJzVq1Cj16NFDAQEB6tWrl15//XUNHz48V4/31FNPafbs2Xr//fdVoEAB1a9fX0FBQVq6dKktAN/s38T1vPrqq2rVqpXq16+vRx55RFWrVtV7772Xq/tez41ul/vvv1/79+/Xww8/7JDnv1xQUJDdVVVyuz0feughrVu3TuvWrVOFChVUpEgRTZ8+XQsWLFDdunVz3efKfeZyX375pWJjY1W8eHHVrFlTzzzzjHr27Glrv/y+13sfky7NofHpp5/m2DZ37lxduHBB5cuX13PPPad3331XzZo1s7VHRESodOnS19iSQN5zMXJ7IiQAOMjKlSsVGBiYbUKhL7/8Uvv379enn36qTz75RPv27bMLtMC9IusyXDlN7HWn8PX1tV3aDYBj9OrVS7Vr1871F/f3qnbt2ql79+43/QUcYAaOeAPIc/nz51f79u21du1aGYahzMxMrVixQuPHj9fAgQMlXTqindP57MC9oHbt2tecaR63pyZNmthN5nb57Woz6cNcGzduvOrvpGPHjqY/f0hIyFWfP7cjCS6X05VVYC8zM1Pbt29XzZo1nV0KYIcj3gCcYsOGDXrvvfd04MABpaWlqVatWpo2bdpVJ1kBcGfhiDfgeFFRUXrkkUd06tSp617i6161detWDRgwgC+7cNsheAMAAAAAYCKGmgMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgov8DSt2flzHV2SYAAAAASUVORK5CYII=","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-210_torch.bfloat16_4bit_lf\n","是       1246\n","不是      1137\n","不重要      514\n","问法错误      68\n","回答正确      35\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/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-245_torch.bfloat16_4bit_lf\n","不是      1312\n","是       1162\n","不重要      463\n","问法错误      33\n","回答正确      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/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-280_torch.bfloat16_4bit_lf\n","不是      1313\n","是       1161\n","不重要      449\n","问法错误      46\n","回答正确      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"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-315_torch.bfloat16_4bit_lf\n","不是      1314\n","是       1148\n","不重要      470\n","问法错误      37\n","回答正确      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"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_lf **********\n","shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-350_torch.bfloat16_4bit_lf\n","不是      1286\n","是       1153\n","不重要      489\n","问法错误      40\n","回答正确      32\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})\")"]}],"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}