{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","if \"workding_dir\" not in locals():\n","    try:\n","        from google.colab import drive\n","        drive.mount('/content/drive')\n","        workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n","    except ModuleNotFoundError:\n","        workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":368,"status":"ok","timestamp":1719461634865,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"zFulf0bg0H-9","outputId":"debdd535-c828-40b9-efc0-8a180e5830dd"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["import os\n","import sys\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":4,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":589,"status":"ok","timestamp":1719462011879,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"DIUiweYYzi_I","outputId":"e16e9247-9077-4b0c-f8ea-17059f05a1c4"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading env vars from: /Users/inflaton/code/engd/projects/logical-reasoning/.env\n"]},{"data":{"text/plain":["True"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["from dotenv import find_dotenv, load_dotenv\n","\n","found_dotenv = find_dotenv(\".env\")\n","\n","if len(found_dotenv) == 0:\n","    found_dotenv = find_dotenv(\".env.example\")\n","print(f\"loading env vars from: {found_dotenv}\")\n","load_dotenv(found_dotenv, override=True)"]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n"]}],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["model_name = \"internlm2_5-7b-chat-1m\"\n","result_csv = f\"data/{model_name}_results.csv\"\n","metrics_csv = f\"data/{model_name}_metrics.csv\""]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 16 columns):\n"," #   Column                                                            Non-Null Count  Dtype \n","---  ------                                                            --------------  ----- \n"," 0   text                                                              3000 non-null   object\n"," 1   label                                                             3000 non-null   object\n"," 2   title                                                             3000 non-null   object\n"," 3   puzzle                                                            3000 non-null   object\n"," 4   truth                                                             3000 non-null   object\n"," 5   internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf                 3000 non-null   object\n"," 6   internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf   3000 non-null   object\n"," 7   internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf   3000 non-null   object\n"," 8   internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf  3000 non-null   object\n"," 9   internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf  3000 non-null   object\n"," 10  internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf  3000 non-null   object\n"," 11  internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf  3000 non-null   object\n"," 12  internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf  3000 non-null   object\n"," 13  internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf  3000 non-null   object\n"," 14  internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf  3000 non-null   object\n"," 15  internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf  3000 non-null   object\n","dtypes: object(16)\n","memory usage: 375.1+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(result_csv)\n","df.info()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf']"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n","  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:343: 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","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.0</td>\n","      <td>internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf</td>\n","      <td>0.510667</td>\n","      <td>0.743214</td>\n","      <td>0.510667</td>\n","      <td>0.535733</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.2</td>\n","      <td>internlm/internlm2_5-7b-chat-1m/checkpoint-35_...</td>\n","      <td>0.784333</td>\n","      <td>0.797765</td>\n","      <td>0.784333</td>\n","      <td>0.786494</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.4</td>\n","      <td>internlm/internlm2_5-7b-chat-1m/checkpoint-70_...</td>\n","      <td>0.783667</td>\n","      <td>0.799698</td>\n","      <td>0.783667</td>\n","      <td>0.788688</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.6</td>\n","      <td>internlm/internlm2_5-7b-chat-1m/checkpoint-105...</td>\n","      <td>0.724333</td>\n","      <td>0.817117</td>\n","      <td>0.724333</td>\n","      <td>0.756580</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.8</td>\n","      <td>internlm/internlm2_5-7b-chat-1m/checkpoint-140...</td>\n","      <td>0.803000</td>\n","      <td>0.803141</td>\n","      <td>0.803000</td>\n","      <td>0.802806</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>1.0</td>\n","      <td>internlm/internlm2_5-7b-chat-1m/checkpoint-175...</td>\n","      <td>0.767667</td>\n","      <td>0.810844</td>\n","      <td>0.767667</td>\n","      <td>0.784319</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>1.2</td>\n","      <td>internlm/internlm2_5-7b-chat-1m/checkpoint-210...</td>\n","      <td>0.773667</td>\n","      <td>0.809167</td>\n","      <td>0.773667</td>\n","      <td>0.787687</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>1.4</td>\n","      <td>internlm/internlm2_5-7b-chat-1m/checkpoint-245...</td>\n","      <td>0.762333</td>\n","      <td>0.806229</td>\n","      <td>0.762333</td>\n","      <td>0.777669</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>1.6</td>\n","      <td>internlm/internlm2_5-7b-chat-1m/checkpoint-280...</td>\n","      <td>0.755333</td>\n","      <td>0.808620</td>\n","      <td>0.755333</td>\n","      <td>0.775559</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>1.8</td>\n","      <td>internlm/internlm2_5-7b-chat-1m/checkpoint-315...</td>\n","      <td>0.748000</td>\n","      <td>0.817200</td>\n","      <td>0.748000</td>\n","      <td>0.773991</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>2.0</td>\n","      <td>internlm/internlm2_5-7b-chat-1m/checkpoint-350...</td>\n","      <td>0.756000</td>\n","      <td>0.812688</td>\n","      <td>0.756000</td>\n","      <td>0.777781</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["    epoch                                              model  accuracy  \\\n","0     0.0  internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf  0.510667   \n","1     0.2  internlm/internlm2_5-7b-chat-1m/checkpoint-35_...  0.784333   \n","2     0.4  internlm/internlm2_5-7b-chat-1m/checkpoint-70_...  0.783667   \n","3     0.6  internlm/internlm2_5-7b-chat-1m/checkpoint-105...  0.724333   \n","4     0.8  internlm/internlm2_5-7b-chat-1m/checkpoint-140...  0.803000   \n","5     1.0  internlm/internlm2_5-7b-chat-1m/checkpoint-175...  0.767667   \n","6     1.2  internlm/internlm2_5-7b-chat-1m/checkpoint-210...  0.773667   \n","7     1.4  internlm/internlm2_5-7b-chat-1m/checkpoint-245...  0.762333   \n","8     1.6  internlm/internlm2_5-7b-chat-1m/checkpoint-280...  0.755333   \n","9     1.8  internlm/internlm2_5-7b-chat-1m/checkpoint-315...  0.748000   \n","10    2.0  internlm/internlm2_5-7b-chat-1m/checkpoint-350...  0.756000   \n","\n","    precision    recall        f1  \n","0    0.743214  0.510667  0.535733  \n","1    0.797765  0.784333  0.786494  \n","2    0.799698  0.783667  0.788688  \n","3    0.817117  0.724333  0.756580  \n","4    0.803141  0.803000  0.802806  \n","5    0.810844  0.767667  0.784319  \n","6    0.809167  0.773667  0.787687  \n","7    0.806229  0.762333  0.777669  \n","8    0.808620  0.755333  0.775559  \n","9    0.817200  0.748000  0.773991  \n","10   0.812688  0.756000  0.777781  "]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df, model_name)"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf\n","是       1366\n","不重要     1165\n","不是       468\n","问法错误       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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf\n","是       1405\n","不是      1340\n","不重要      205\n","回答正确      31\n","问法错误      19\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf\n","不是      1421\n","是       1298\n","不重要      238\n","回答正确      24\n","问法错误      19\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf\n","是       1204\n","不是      1187\n","不重要      557\n","回答正确      32\n","问法错误      20\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf\n","不是      1565\n","是       1222\n","不重要      118\n","问法错误      62\n","回答正确      33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf\n","不是      1457\n","是       1121\n","不重要      355\n","问法错误      34\n","回答正确      33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf\n","不是      1364\n","是       1243\n","不重要      280\n","问法错误      79\n","回答正确      34\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf\n","是       1322\n","不是      1267\n","不重要      299\n","问法错误      82\n","回答正确      30\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABpKElEQVR4nO3dZ3hU1f728TuFJJOEJJTQQ+/VQlEBC0XQoCSAWOBvqCIg0mwcKR4QKYroERRRCUUQARUxFI9SpBelCCKItIRIAiQhjdTJfl5wMg9DQp+dIeT7ua65JGutvee3J2vi3LObi2EYhgAAAAAAgClcnV0AAAAAAAB3MoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmcnd2AY6Sk5Ojf/75R8WLF5eLi4uzywEAAAAA3OEMw1BycrIqVKggV9cr79e+Y4L3P//8o6CgIGeXAQAAAAAoYqKiolSpUqUr9t8xwbt48eKSLm6wn5+fk6sBAAAAANzpkpKSFBQUZMujV3LHBO/cw8v9/PwI3gAAAACAAnOt0525uBoAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieMPmkUcekaurq9577z279sWLF6tOnToqXry4HnvsMR07dszWZ7Va9fbbb6tq1aoKDAxUnz59lJiYaOs/deqUQkJCFBAQoNq1ays8PLzAtgcAAAAAbgcEb9isX79eY8eOtWvbsWOHRo4cqUWLFuncuXPq1KmTnnjiCVv/xIkTtXnzZm3ZskWHDx+Wm5ubevfuLUnKzMxU+/bt1b59e0VHR2vx4sWaNGmSVqxYUaDbBQAAAADORPDGVWVlZWnJkiW699575enpqcGDB+uff/7RuXPnJEkffvih5s2bp4oVK6pkyZL65JNPtGPHDsXHx2vlypWqUaOGBg8eLB8fH91zzz368MMP9fnnnzt5qwAAAACg4Lg7uwDc3lq1amX7d3x8vD788EPVqFFDpUqVUkpKivr166eyZcvaxri7u6t8+fKKjY2VxWLRgAED7NYXFBSk2NjYAqsfAAAAAJyN4I3rsm/fPt11111ydXXVqlWr5OLiIl9fX02ZMsVuXGRkpE6dOqXq1aurXr16edYTERGhpk2bFlTZAAAAAOB0BG9clyZNmujs2bNasWKFnn/+eW3atEm1a9e2G2O1WtW7d2+98sor8vT0zLOOgwcPavr06dqxY0dBlQ0AAAAATsc53rhupUuXVp8+fTR06FB98sknefpff/11FStWTCNGjMjTl5CQoJCQEE2bNk1Vq1YtgGoBAAAA4PZA8MZV7dixQ1ar1a6tSZMmOn36tF3bZ599poiICH311VdydbWfVllZWerSpYtCQ0PVs2dP02sGAAAAgNsJwRtXNXr0aK1bt86ubdeuXapfv77t559//lljx47VypUrVaJEiTzreOGFF1SyZElNnjzZ9HoBAAAA4HbDOd64quHDh2vYsGFavHixatWqpR9++EHh4eH67bffJF08b7tHjx765ptvVKNGjTzLT5w4UX/88Yc2bNggFxeXgi4fAAAAAJyO4I2revzxx3XmzBl16dJFUVFRatq0qZYvX67SpUvrzJkzCg4O1pkzZ/Twww/bLTdnzhx5enpqzJgxcnFxkZ+fn11/dnZ2AW4FAAAAADiPi2EYhrOLcISkpCT5+/srMTExT8gDAAAAAMDRrjeHssf7NlD1jZXOLqHIOTE52NklAAAAACgiuLgaAAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwDcAKvVqilTpshqtTq7FAAAABQSBG8ARcojjzwiV1dXvffee3btmzdvVosWLeTn56f77rtP27dvz3f5jz76SL/88ovc3NwkSSdPnpS7u7vdw83NTeXKlVNaWprp2wMAAIDbH7cTA1CkrF+/Xm+99ZZd25EjR9S9e3fNnz9fLVu21OrVqxUSEqJff/1VlSpVso2LiYnRlClTtHXrVltblSpVlJ2dbbe+F198UTVr1pTFYjF1WwAAAFA4ELwBFHkzZszQiBEj1K5dO0lSly5dtGPHDi1ZskQjRoywjXv11Vc1ZMgQVatW7Yrrio6O1g8//KC//vrL9LoBAABQOBC8ARR51apVU3BwsF1bUFCQoqKibD9v2rRJu3fv1pw5c666rqlTp2rw4MHy8fExpVYAAAAUPpzjDaDIGzZsmGrVqmXXFhERoaZNm0qScnJy9NJLL+ncuXMqXbq0nnjiCcXFxeVZT2xsrJYtW6aXXnqpQOoGAABA4UDwBoDLzJ07VzExMQoNDZUkLV68WOnp6frpp5908uRJlS9fXi+88EKe5aZNm6b+/fvLz8+voEsGAADAbYxDzQHgErt27dLrr7+uDRs2yN394p/Ir7/+WtOnT1fjxo0lXTwnvGrVqoqNjVXZsmUlSXFxcVq4cKEOHDjgtNoBAABwe2KPNwD8T2RkpEJDQ/XFF1+oXr16tva///5bDRs2tP3s4eGhunXrKjIy0tb2wQcfKCwsTCVKlCjQmgEAAHD7Y483AEhKTk5Wp06d9Oqrr6pTp052fZUqVdKBAwdUuXJlSVJWVpb++usvVa1aVZKUmJioOXPmaN++fQVdNgAAAAoB9ngDKPKsVqu6d++uBx98UEOHDs3TP2jQIA0bNky///67zp8/ryFDhuihhx5SYGCgJOmjjz7SM888o9KlSxd06QAAACgECN4AirwhQ4ZozZo1mjVrltzd3W2Ptm3bSpI6d+6sV199VSEhIapVq5YMw9Ds2bNtyx89elSvvPKKs8oHAADAbc7FMAzD2UU4QlJSkvz9/ZWYmFjorihc9Y2Vzi6hyDkxOfjagwAAAADgKq43h3KON4ACwRdMBY8vmAAAAG4PHGoOAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmOimgvcjjzwiV1dXvffee3btmzdvVosWLeTn56f77rtP27dvt+sfP368ypYtKz8/P/Xp00cpKSm2vqSkJPXo0UO+vr6qUKGCpkyZcjOlAQAAAABwW7mp4L1+/XqNHTvWru3IkSPq3r27Jk6cqNjYWL322msKCQnRqVOnJEmzZs3S8uXLtX37dp06dUouLi7q37+/bfkXXnhBxYoVU3R0tLZt26Zly5bp008/vYVNAwAAAADA+dwdtaIZM2ZoxIgRateunSSpS5cu2rFjh5YsWaIRI0Zo+vTpWrRokapVqybpYhCvUaOGjh49Ki8vL61fv14nT56Ul5eX/P39NX/+fD322GMaMGCAo0oEAAAAAKDAOSx4V6tWTcHBwXZtQUFBioqK0pkzZ5Samqp7773X1lesWDE9+eSTWrdunfz9/dW+fXt5eXnZ+uvVqydfX18dOXJEtWrVclSZAAAAAAAUKIddXG3YsGF5AnJERISaNm2qyMhI1axZM88yderU0bFjx67Zn5+MjAwlJSXZPQAAAAAAuN2YdlXzuXPnKiYmRqGhoUpLS5O3t3eeMRaLRWlpadfsz8+kSZPk7+9vewQFBTl8GwAAAAAAuFWmBO9du3bp9ddf11dffSV3d3dZLBalp6fnGRcXFydvb+9r9udn1KhRSkxMtD2ioqIcvh0AAAAAANwqh53jnSsyMlKhoaH64osvVK9ePUlS5cqVdfz48Txjjx8/rqZNm8rPz0+rV6/Ot7969er5Po+np6c8PT0dWzwAAAAAAA7m0D3eycnJ6tSpk1599VV16tTJ1l6mTBl5eHjo8OHDtrbs7Gx9//33atu2rVq2bKm1a9cqOzvb1n/gwAFlZGTke+43AAAAAACFhcOCt9VqVffu3fXggw9q6NChefqHDx+ufv366dSpU0pOTtaQIUPUrl07VatWTRUrVtQDDzyg4cOHKyUlRVFRUerfv79Gjx7tqPIAAAAAAHAKhwXvIUOGaM2aNZo1a5bc3d1tj7Zt20qSXnzxRbVv31733HOPKlasqMzMTM2aNcu2/Keffqr4+HiVK1dOzZs3V5cuXdS3b19HlQcAAAAAgFO4GIZhOLsIR0hKSpK/v78SExPl5+fn7HJuSNU3Vjq7hCLnxOTgaw+CQzHPCx7zHAAAwFzXm0NNu50YAAAAAAAgeAMAAAAAYCqCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGCimwrejzzyiFxdXfXee+/ZtW/ZskV33XWXLBaLmjVrpp07d9r1z549W5UrV5aPj49CQ0MVGxtr68vKytLLL7+sEiVKqFSpUnr11VeVnZ19M+UBAAAAAHDbuKngvX79eo0dO9auLTY2VqGhoRo7dqySkpL05ptvqnPnzoqJiZEkrVmzRu+8844iIiJ07tw5NWzYUKGhobblx4wZo7/++kuHDh3SoUOHdPDgQY0ZM+YWNg0AAAAAAOdz2KHmc+bM0dNPP60uXbqoWLFiCgkJUVhYmD7++GNJ0vTp0zVt2jQ1btxYFotFEyZMUE5OjtatW6fMzEx99tlnmjt3rsqWLavAwEDNnz9fn3/+uVJTUx1VIgAAAAAABc5hwXvTpk3q3LmzXVu3bt20du1aGYahHTt2KDg4ON/+vXv3ql69eipXrpytr1SpUmrRooW2bt3qqBIBAAAAAChwDgvekZGRqlmzpl1bnTp1dOzYMcXFxSkgIEBeXl759ue37KX9AAAAAAAUVu6OWlFaWpq8vb3t2iwWi9LS0vLtu5H+/GRkZCgjI8P2c1JS0i1uAQAAAAAAjuewPd4Wi0Xp6el2bXFxcfL29s6370b68zNp0iT5+/vbHkFBQY7ZEAAAAAAAHMhhwbty5co6fvy4Xdvx48dVvXp1lSpVSufPn1dWVla+/fkte2l/fkaNGqXExETbIyoqylGbAgAAAACAwzgseLdq1Upr1qyxa1u2bJnatWsnFxcXNW3aVOvWrcu3/6677tLBgweVkJBg64uPj9eOHTv0wAMP5Pt8np6e8vPzs3sAAAAAAHC7cVjw7tu3r+bNm6fVq1crOztbERERWrx4sQYNGiRJGjFihIYNG6ZDhw4pPT1dEyZMkMVi0cMPPywPDw/17t1b/fv3V1xcnM6dO6c+ffropZdeuuKh5gAAAAAAFAYOC95ly5bV0qVLNWrUKPn6+uqtt97S8uXLVaZMGUlSx44dNWzYMLVv314lS5bU7t279c0339iWHz9+vMqXL68aNWqodu3aqlWrlt566y1HlQcAAAAAgFO4GIZhOLsIR0hKSpK/v78SExML3WHnVd9Y6ewSipwTk4OvPQgOxTwveMxzAAAAc11vDnXYHm8AAAAAAJAXwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADCRQ4N3XFycevbsqZIlS6py5cqaNm2are/PP/9Uq1atZLFY1KBBA61atcpu2eXLl6t27dqyWCxq06aNjhw54sjSAAAAAABwCocG77CwMNWsWVNRUVHatWuXNm3apHnz5ikjI0OPP/64nn32WSUmJmrWrFnq16+f9u/fL0nav3+/BgwYoM8++0yJiYnq3r27OnbsqPT0dEeWBwAAAABAgXNo8N64caP+9a9/ycfHR2XLltWQIUP03Xff6dtvv1XDhg01ePBgeXh4qHXr1ho7dqzeffddSdKMGTP02muv6aGHHpKHh4defPFFNWvWTIsWLXJkeQAAAAAAFDiHBu/g4GC99tprSkpKUlRUlN555x2VLVtWmzZtUufOne3GduvWTWvXrpWka/YDAAAAAFBYOTR4z5w5U9988438/f1VuXJlnT59WuPGjVNkZKRq1qxpN7Z06dJKT09XRkaGoqOjVb16dbv+OnXq6NixY1d8royMDCUlJdk9AAAAAAC43TgseGdnZ+uJJ57Qc889p7i4OJ08eVIdO3bUmTNnlJaWJm9v7zzLWCwWpaWlKScnR66urvn2XcmkSZPk7+9vewQFBTlqUwAAAAAAcBiHBe+IiAhZLBZNmTLFdlXzCRMmqHfv3vLw8Mj3Qmnx8fHy9vaWq6urDMOw64uLi8s3rOcaNWqUEhMTbY+oqChHbQoAAAAAAA7jsOB9+PBhtW7d2q7Nx8dHAQEBkqTjx4/b9cXExKhkyZLy8PBQxYoVFRkZadd//PjxPIefX8rT01N+fn52DwAAAAAAbjcOC97Vq1fXoUOH7NrS09P1559/qmfPnlqzZo1d37Jly9SuXTtJUqtWra7aDwAAAABAYeWw4P3EE09o9+7dmjlzppKTkxUdHa2wsDDdf//96tq1q3bu3Kn58+crKytL27Zt09SpU/Xqq69KkoYMGaK3335bO3bsUFZWlubMmaPff/9dzz77rKPKAwAAAADAKRwWvL28vBQREaEVK1aobNmyatGihcqUKaP58+fLy8tLP/zwg2bPnq3ixYurb9++mj17tho0aCBJatSokT766CP93//9n/z8/PTll19q1apV8vT0dFR5AAAAAAA4hbsjV1arVi39+OOP+fbVr19fmzdvvuKyISEhCgkJcWQ5AAAAAAA4nUPv4w0AAAAAAOwRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATmRq8T548qXnz5pn5FAAAAAAA3NZMDd5Dhw5VbGys7ectW7borrvuksViUbNmzbRz50678bNnz1blypXl4+Oj0NBQu2UBAAAAACiMTAveq1at0tGjRzVixAhJUmxsrEJDQzV27FglJSXpzTffVOfOnRUTEyNJWrNmjd555x1FRETo3LlzatiwoUJDQ80qDwAAAACAAmFK8M7IyNCwYcM0a9Ysubu7S5LmzJmjp59+Wl26dFGxYsUUEhKisLAwffzxx5Kk6dOna9q0aWrcuLEsFosmTJignJwcrVu3zowSAQAAAAAoEKYE76lTp+rBBx9Uy5YtbW2bNm1S586d7cZ169ZNa9eulWEY2rFjh4KDg/PtBwAAAACgsHJ48I6KitKkSZP0448/qkSJEho5cqRycnIUGRmpmjVr2o2tU6eOjh07pri4OAUEBMjLyyvffgAAAAAACiuHB+8JEyaoffv2+u2337R7925t3rxZM2fOVFpamry9ve3GWiwWpaWl5dt3aX9+MjIylJSUZPcAAAAAAOB24+7oFX7//fc6dOiQSpQoIUn64osv1L17d1ksFqWnp9uNjYuLk7e3d759l/bnZ9KkSfr3v//t6PIBAAAAAHAoh+7xPnv2rHx8fGyhW5IaNGigU6dOqXLlyjp+/Ljd+OPHj6t69eoqVaqUzp8/r6ysrHz78zNq1CglJibaHlFRUY7cFAAAAAAAHMKhwbtUqVJKSEhQQkKCre3gwYOqXLmyWrVqpTVr1tiNX7Zsmdq1aycXFxc1bdo0zxXMc/vz4+npKT8/P7sHAAAAAAC3G4cGb1dXV/Xq1Uu9evXSmTNndPz4cfXr109Dhw5V3759NW/ePK1evVrZ2dmKiIjQ4sWLNWjQIEnSiBEjNGzYMB06dEjp6emaMGGCLBaLHn74YUeWCAAAAABAgXL4Od6TJ0/W66+/roYNG8rHx0cvv/yy+vfvL0launSpBg8erNDQUDVs2FDLly9XmTJlJEkdO3bUyZMn1b59e8XFxalDhw765ptvHF0eAAAAAAAFysUwDMPZRThCUlKS/P39lZiYWOgOO6/6xkpnl1DknJgcfO1BcCjmecFjngMAAJjrenOow28nBgAAAAAA/j+CNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCJTg/e7776rc+fOSZL+/PNPtWrVShaLRQ0aNNCqVavsxi5fvly1a9eWxWJRmzZtdOTIETNLAwAAAACgQJgWvH///XeNGTNGkpSRkaHHH39czz77rBITEzVr1iz169dP+/fvlyTt379fAwYM0GeffabExER1795dHTt2VHp6ulnlAQAAAABQIEwJ3pmZmfq///s/ZWdnS5K+/fZbNWzYUIMHD5aHh4dat26tsWPH6t1335UkzZgxQ6+99poeeugheXh46MUXX1SzZs20aNEiM8oDAAAAAKDAmBK833zzTTVq1EiVKlWSJG3atEmdO3e2G9OtWzetXbv2uvoBAAAAACisHB68N27cqGXLlmnmzJm2tsjISNWsWdNuXOnSpZWenq6MjAxFR0erevXqdv116tTRsWPHrvg8GRkZSkpKsnsAAAAAAHC7cWjwTkpKUq9evRQeHi5/f39be1pamry9vfOMt1gsSktLU05OjlxdXfPtu5JJkybJ39/f9ggKCnLchgAAAAAA4CAODd4vv/yyunbtqocfftiu3WKx5HuhtPj4eHl7e8vV1VWGYdj1xcXF5RvWc40aNUqJiYm2R1RUlEO2AQAAAAAAR3J31Iq+//57LVy4UG5ubvroo48kXTwcvFKlSipfvryOHz+uBx980DY+JiZGJUuWlIeHhypWrKjIyEhVqVLF1n/8+PE8h59fytPTU56eno4qHwAAAAAAUzhsj3fnzp2VlZWl9PR026NKlSo6deqUJk6cqDVr1tiNX7Zsmdq1aydJatWq1VX7AQAAAAAorEy7j/elunTpop07d2r+/PnKysrStm3bNHXqVL366quSpCFDhujtt9/Wjh07lJWVpTlz5uj333/Xs88+WxDlAQAAAABgmgIJ3l5eXvrhhx80e/ZsFS9eXH379tXs2bPVoEEDSVKjRo300Ucf6f/+7//k5+enL7/8UqtWreJQcgAAAABAoeewc7zzc+LECdu/69evr82bN19xbEhIiEJCQswsBwAAAACAAlcge7wBAAAAACiqCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAA3MESEhIUFhamwMBAVa1aVZMnT1ZOTo4kadGiRapfv778/Pz06KOP6ujRo7blkpOTNXDgQJUtW1YVKlTQqFGjlJWV5azNAACgUCN4AwBwB+vWrZsqVqyoo0eP6qefftLy5cs1Y8YMrV69WuPHj9fChQsVExOjbt26KTg4WOnp6ZKkfv36KScnR4cOHdKvv/6qAwcOaMKECU7eGgAACid3ZxcAAADMsWfPHp05c0YTJ06Ui4uL/Pz8FB4erqeffloNGjTQ5MmTdffdd0uSXnjhBa1cuVJbtmzR/fffr/Xr1+v06dNyc3NTiRIlNG/ePN19990aP368k7cKAIDChz3eAADcoaxWq0aMGCEXFxdbW1BQkGJjY2W1WvNdJiEhQTk5OTIMI09ffHy8abUCAHAnI3gDAHCHatq0qXr37m3XFhERoaZNm6pbt24aNWqU9u3bp7S0NM2ePVurV6/WAw88IF9fXzVr1kxDhgxRQkKC/vnnH4WFhal169ZO2hIAAAo3DjUHAKCIiImJ0ciRI/Xtt9+qRYsWio6OVufOnZWZmanY2Fj16dNHFSpUkCTNmzdPgwcPVs2aNVWsWDGdOXNGGzdudPIWAABQOLHHGwCAIiAjI0Ndu3bVoEGD1KJFC0nS8OHDdeLECX3wwQcKDAzUlClTbOMDAwO1ZMkSxcXF6d5771Xfvn3VqlUrZ5UPAEChxh5vAACKgL59+yooKEj/+te/7NqTk5M1fPhwzZgxQyVLlsyz3DfffKO9e/dq0aJFBVUqAAB3HII3AAB3uLfeekvHjh3TunXr7C60JkmjR4/Wfffdp27duuVZLiUlRcOGDdOsWbPk7+9fUOUCAHDHIXgDAHAHW7hwoRYsWKBt27bJy8vLrm/Pnj366quv9Pvvv+e77NixY9W6dWs98cQTBVEqAAB3LII3AAB3qE2bNqlPnz7KysqyXTQt19GjR5WZmalPP/1U5cqVy3f5ChUq5Dk0HQAA3DiCNwAAd6jWrVsrIyPjiv1VqlS56vKvvPKKo0sCAKBIIngDAOAgVd9Y6ewSipwTk4OdXQIAANfE7cQAAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABM5NHgnJCQoLCxMgYGBqlq1qiZPnqycnBxJ0pYtW3TXXXfJYrGoWbNm2rlzp92ys2fPVuXKleXj46PQ0FDFxsY6sjQAAAAAAJzCocG7W7duqlixoo4ePaqffvpJy5cv14wZMxQbG6vQ0FCNHTtWSUlJevPNN9W5c2fFxMRIktasWaN33nlHEREROnfunBo2bKjQ0FBHlgYAAAAAgFM4LHjv2bNHZ86c0cSJE+Xn56datWopPDxcn3/+uebMmaOnn35aXbp0UbFixRQSEqKwsDB9/PHHkqTp06dr2rRpaty4sSwWiyZMmKCcnBytW7fOUeUBAAAAAOAUDgveVqtVI0aMkIuLi60tKChIsbGx2rRpkzp37mw3vlu3blq7dq0Mw9COHTsUHBycbz8AAAAAAIWZw4J306ZN1bt3b7u2iIgINW3aVJGRkapZs6ZdX506dXTs2DHFxcUpICBAXl5e+fYDAAAAAFCYmXZV85iYGI0cOVJjx45VWlqavL297fotFovS0tLy7bu0/0oyMjKUlJRk9wAAAAAA4HZjSvDOyMhQ165dNWjQILVo0UIWi0Xp6el2Y+Li4uTt7Z1v36X9VzJp0iT5+/vbHkFBQQ7fDgAAAAAAbpUpwbtv374KCgrSv/71L0lS5cqVdfz4cbsxx48fV/Xq1VWqVCmdP39eWVlZ+fZfyahRo5SYmGh7REVFOX5DAAAAAAC4RQ4P3m+99ZaOHTumuXPn2i601qpVK61Zs8Zu3LJly9SuXTu5uLioadOmea5gntt/JZ6envLz87N7AAAAAABwu3F35MoWLlyoBQsWaNu2bXYXS+vbt6/uvvtuPfjgg2rfvr3WrFmjxYsXa/fu3ZKkESNGaNiwYfruu+9UtWpVvfvuu7JYLHr44YcdWR4AAAAAAAXOYcF706ZN6tOnj7KyslShQgW7vqNHj2rp0qUaPHiwQkND1bBhQy1fvlxlypSRJHXs2FEnT55U+/btFRcXpw4dOuibb75xVGkAAAAAADiNw4J369atlZGRccX+KlWqaO/evVfsHzBggAYMGOCocgAAAAAAuC2YdjsxAAAAAABA8AYAAAAAwFQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAA3DHi4uLUs2dPlSxZUpUrV9a0adNsfQcPHlSbNm3k5+enxo0ba+XKlU6sFEBRQvAGAADAHSMsLEw1a9ZUVFSUdu3apU2bNmnevHmKj4/Xo48+qoEDByo2NlYffvih+vfvrz179ji7ZABFgLuzCwAAAAAcZePGjfr222/l4eEhHx8fDRkyRB999JHi4+MVEhKip556SpL0yCOPaMyYMQoPD9fdd9/t5KoB3OnY4w0AAIA7RnBwsF577TUlJSUpKipK77zzjsqWLavAwED16NHDbmxQUJBiY2OdVCmAooQ93gAAALhjzJw5U02aNNGHH34oSapXr54WLFigChUq5BkbERGhpk2bFnSJAIog9ngDAADgjpCdna0nnnhCzz33nOLi4nTy5El17NhRZ86cyTN23bp1WrVqlV544QUnVAqgqGGPNwAAAO4IERERslgsmjJliiSpZMmSmjBhglq1aqXt27fL09NTknTixAn17NlTixYtkr+/vzNLBlBEsMcbAAAAd4TDhw+rdevWdm0+Pj4KCAjQgQMHJEmJiYkKDg7WmDFj9PDDDzuhSgBFEcEbAAAAd4Tq1avr0KFDdm3p6en6888/Va5cOWVnZ6tbt26224oBQEEheAMAAOCO8MQTT2j37t2aOXOmkpOTFR0drbCwMN1///2qWLGiBg4cKG9vb02bNs3ZpQIoYgjeAAAAuCN4eXkpIiJCK1asUNmyZdWiRQuVKVNG8+fP19SpU/X5558rIiJCHh4ecnd3l7u7u2rWrOnssgEUAVxcDQAAANet6hsrnV3Ctd39ssrc/bIk6QdJP0zcKKmBqrwekWdotm7/bToxOdjZJQC4RezxBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAoRI4fP66OHTuqePHiqlOnjhYvXmzr27Jli+666y5ZLBY1a9ZMO3fudGKlyEXwBgAAAIBCwjAMPfnkk2rTpo3OnTunJUuWaNSoUdq+fbtiY2MVGhqqsWPHKikpSW+++aY6d+6smJgYZ5dd5BG8AQAAAKCQOH/+vF566SW99tpr8vT0VJMmTdS5c2dt3rxZc+bM0dNPP60uXbqoWLFiCgkJUVhYmD7++GNnl13kEbwBAAAAoJAoUaKEBgwYIEnKzMzUTz/9pG+++UZt2rTRpk2b1LlzZ7vx3bp109q1a51RKi5B8AYAAACAQqhFixZ69NFH9fDDD+vuu+9WZGSkatasaTemTp06OnbsmJMqRC6CNwAAAAAUQtu2bdO2bdt0+PBhvfPOO0pLS5O3t7fdGIvForS0NCdViFzuzi4AAAAAAHDjvLy8dN999+m7775T48aNVb58eaWnp9uNiYuLyxPGUfDY4w0AAAAAhcSJEyd0+vRpu7aKFSvKzc1NgYGBOn78uF3f8ePHVb169YIsEfkgeAMAAABAIbFlyxa98sordm0nTpxQ8eLF1b59e61Zs8aub9myZWrXrl1Bloh8ELwBAAAAoJAICQnRzp07NW/ePKWlpenQoUN65plnNGbMGPXt21fz5s3T6tWrlZ2drYiICC1evFiDBg1ydtlFHsEbAAAAAAoJHx8fRURE6Msvv1RgYKAeffRRPffcc+rVq5fKli2rpUuXatSoUfL19dVbb72l5cuXq0yZMs4uu8jj4moAAAAAUIjUqVNHP/30U759LVu21N69ewu2IFwTwRsAAAAALlH1jZXOLqHIOTE52NklmIpDzQEAAAAAMBHBGwAAAAAAExG8AQAAAAAw0W0VvJOSktSjRw/5+vqqQoUKmjJlirNLAgAAAADgltxWF1d74YUX5OXlpejoaJ0/f17dunVTQECABgwY4OzSAAAAAAC4KbdN8I6Ojtb69et18uRJeXl5yd/fX/Pnz9djjz1G8AYAAAAAFFq3zaHmW7ZsUfv27eXl5WVrq1evnnx9fXXkyBEnVgYAAAAAwM27bYJ3ZGSkatasmae9Tp06OnbsmBMqAgAAAADg1t02h5qnpaXJ29s7T7vFYlFaWlqe9oyMDGVkZNh+TkxMlHTxAm2FTU7GBWeXUOQUxnlS2DHPCx7zvOAxzwse87zgMc8LHvO84DHPC15hnee5dRuGcdVxt03wtlgsunAh7wSPi4vLN5BPmjRJ//73v/O0BwUFmVIf7iz+Hzi7AsB8zHMUBcxzFAXMcxQFhX2eJycny9/f/4r9t03wrly5slavXp2n/fjx46pevXqe9lGjRmnEiBG2n3NychQfH69SpUrJxcXF1FpxUVJSkoKCghQVFSU/Pz9nlwOYgnmOooB5jqKAeY6igHle8AzDUHJysipUqHDVcbdN8G7ZsqVeeeUVZWdny939YlkHDhxQRkZGvud+e3p6ytPT064tICCgIErFZfz8/Hhj447HPEdRwDxHUcA8R1HAPC9YV9vTneu2ubhaxYoV9cADD2j48OFKSUlRVFSU+vfvr9GjRzu7NAAAAAAAbtptE7wl6dNPP1V8fLzKlSun5s2bq0uXLurbt6+zywIAAAAA4KbdNoeaSxd30S9cuNDZZeA6eXp6aty4cXkO+QfuJMxzFAXMcxQFzHMUBczz25eLca3rngMAAAAAgJt2Wx1qDgAAAADAnYbgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4I2blpKSIj8/P2VnZ9vaVq1apR49eigzM9OJlQGOk5qaqsaNG9vN8w0bNujNN9+0awNud4mJiRo6dOgV+318fHT27Fnbz6mpqQVRFgAARQK3E8NNs1qt8vT0VGpqqqZOnaoxY8Zo06ZNevjhh5WYmChfX19nlwjcsuzsbHl5eSktLU2LFi1SWFiYNmzYoLZt2zLPUagkJSWpQYMGioqK0meffaYLFy7IxcVFFotF/fv3V+nSpRUZGSlvb2/Fxsbqnnvu0datW1WlShVnlw44RHZ2tl544QV9+OGHKl68uPbv3y9XV1c1aNDA2aUBt2zVqlXy9vaWq2ve/aouLi4qV66catWq5YTKkIvgjWtKSUlRnTp15OnpKUkyDEOlSpXSr7/+quLFiys+Pl7lypVTXFyc9u3bp3vuuUdJSUny8fFxcuXA9UtNTdWjjz5qN8/9/f21fPly+fr62uZ5fHy89u7dq3vvvZd5jkIlIyNDDRs21JEjR1S3bl21bt1akrR+/Xr9/fffqlKlik6ePClJmjlzpr744gvt3r3bmSUDNywjI0OffPKJLBaL3NzcdOHCBYWGhqpt27bavXu3AgICdP78efn6+uq5557T1q1bdeTIERUrVszZpQM3JTIyUpUrV1b58uXVrFkzGYahX375RQ899JB+++03NWzYUB4eHtq0aZP279+vypUrO7vkIotDzXFNFotFXl5eWrBggVxcXPTll1/qwoULkiRPT08VK1ZM7u7ukiQPDw9bO1CYeHp6KioqSn379tXff/+tfv366a+//pIkeXl5ycPDwzbPvby8JP3/+Q4UBu7u7nZ/qz/77DN99tlncnNzs7U9+eSTio2N1TfffKNXXnnFmeUCN8UwDI0YMUILFy7UvHnzNGLECGVkZOjYsWPy8vKSp6enPD099cMPP+ibb77R559/TuhGoXb//ffryy+/lLe3t1asWKEffvhBlSpV0g8//KAWLVpo7ty5ioiIUO/evW2f3+Ec7s4uALc/Nzc3+fj4qGXLlrb/5h7GcnngzszMlJeXl60dKCzc3d0VEBCgHj16aMqUKerRo4cmTZpk65Nk+3CWlZWlYsWK8WENhYqbm5tiY2M1aNAgxcTEaNCgQZJk9/e8TZs2at26tRISEtS1a1dnlgvcFE9PT7m5uWnjxo2SJG9vb7udBK6urgoPD9fo0aO1aNEitWvXzskVA7fGYrHo+++/18mTJzV+/HhJ0rlz5zR+/HgdPnxY77//vvz8/OTt7a26des6udqijXSEm5L7QS0tLU19+vRRQkKC+vTpo7Nnz6p8+fJOrg5wjNx5npGRofHjxyslJUXjx49XdHS0ypUr5+TqgBtnsVjUsmVLrVq1Si1btpRhGFq/fr2ki+cADhs2TMnJyVq1ahVHLqFQcnFxkYuLi12bm5ubXF1dNXr0aGVlZWnLli3auXOnqlat6pwiAQf49ddf9cMPP8jT01NLly5VlSpVbEcwubi4yM3NzfZfV1dXZWRkOLlicKg5bkrupQFcXV1VsWJFDR8+XBUrVlRmZqaaNm3q5OoAx8id5zk5OTpy5IiefPJJHTlyRHv37lWTJk2cXB1w4/z9/dWjRw+VKFFCPXr0UM+ePSVJw4YNU1JSkiTpn3/+0e+//649e/Y4s1Tgpl1++aKcnBwZhqGjR4/KarXq+++/15dffplnHFCYZGVl6b///a9OnjypU6dOycXFRX369FGvXr3k7++v3r17q0qVKnrppZc0evRoTZs2zdklF3ns8cZNyf2flYeHhyZMmGBra9mypUaMGOHM0gCHyZ3nFotFCxYssLU//vjjtsACFCYnTpxQ8+bNdeTIETVv3tzWXqZMGSUkJGj16tX65Zdf1L9/fy1btkx33323E6sFblxOTk6ePd7Z2dmyWq366quvtGLFCm3YsEHPP/+8jhw5onnz5jmpUuDW3H///dq2bZumT5+ujh07yt3dXffdd5/taL37779f8fHxqlOnjtq2bavx48fzN93J2OONa7JarUpJSdF///tf239z719stVq1detW/fjjjxo8eLCqVaumDh06OLli4MZZrVZlZmbqr7/+sv03d55nZ2dr//79+vPPPzV58mSlp6frqaeecnLFwI0rV66cFixYoMqVK+vLL7/U/PnzZRiG/vWvf6lChQoaPXq0vLy81LlzZ23ZssXZ5QI3LD09XdnZ2XaH1yYnJysrK0uZmZnKyspS3bp1tWHDBq1fv16zZ892dsnATTt79qwOHTqkjz/+WH///bdOnjyp48eP6/jx4zp58qSSk5P1559/qnnz5mrTpo127drl7JKLNPZ445rS0tKUnp6uAQMGSJIGDBigkiVLSrr4P7jci/RYrVatWbPGmaUCNy09PV1//fWX6tWrJ8MwVLduXVWqVEnSxXO89+zZowEDBsjX11fbt293crXAjcvJyZG7u7vq1KljO/fPxcVFOTk5ki5+wbRp0yb99NNPqlChgvbt2+fkioEb5+npqf3799vmuNVqVaVKlfTRRx8pMzNT2dnZSk1NlcVi0cyZM9W7d2/16NGDW0OiUHJ1ddWKFSv06aefSpJatGih2NhYu3t5Z2RkqGPHjlq2bBnXNXAy7uONm2a1WuXl5aWsrCxZrVaFh4frjTfeUI8ePTR16lQuzINCJ/dq5bkyMzPl7u4uLy8vZWZmKi4uTtOnT9cnn3yi0aNHa/jw4U6sFrgx6enpqlevno4fP64HH3xQsbGxysrKUtmyZbVt2zZVqlRJJ06ckLu7u86dO6cyZcooLi5OJUqUcHbpwA37+uuvFRoamue2j7Gxsdq8ebOGDh2q1atX648//tAzzzzjpCqBW5OSkqLKlStr7ty5euSRR/Too4/qoYce0pAhQyRdPGWuefPmOnjwoAICApxbLAjeuHkpKSny8/OzhRNJOnr0qPr27auVK1fy7THuCBcuXJCvr6+ysrJsVwvdtm2b+vTpo82bN6tUqVJOrhC4PvHx8apRo4YSEhLy7ff391dUVJT8/PyUnJys+fPn64UXXuC2eShUIiMj1bVrV+3du1fLli3ThQsXNGnSJHl5ednGGIahv/76S+7u7lqyZInatm3rxIqBm5eUlKQKFSqoVatW2rdvn5KTk9W4cWO7Cx2Hh4erd+/ekqT//Oc/zioV4lBz3AJfX18lJyfb3bO7Ro0aWr9+fZ4LmwCFgdVqVXR0tIKCgmxz2MvLS/v377c7bOv+++/Xb7/9Jm9vb2eVCtywkiVLXjF0S9LixYtlsVgkScWLF9fgwYMLqjTAYcqVK6emTZtq8eLFqlGjhhYtWqQLFy5o5MiRduOsVqt27NhhO9UCKIxSU1Pl6empNWvWyGq1at26dZoxY4ZmzJih4OBghYSE6IMPPlBKSori4uKcXW6Rxx5vAPifqKgoVa1aVTExMQoMDLTr69evnxo1aqShQ4c6qToAwI368ccfFRERoY8++sjZpQAOl56ert27d+uBBx6wa1+/fr2+/PJLffTRR+wkuI0QvAHgf+Lj41W6dGklJyfbnSrx4osvKjw8XJ988on69OnjxAqBW3f27Fnde++92rdv3xXP346KilLfvn313//+t4CrAwDgzsTtxADgfzw9PeXi4mJ3MZ6XX35Zy5Yt088//0zoRqGXnJwsi8WiU6dOyWKxKCoqSufOndPZs2cVGRmps2fP6p133pGbm5t+/fVXZ5cL3LS0tDR9++23kqTKlSsrKirKyRUBznHmzBndc889Onz4sLNLKfII3gDwP7kXkcq9bsG3336r8PBwrVq1Sq1bt3ZmacAtmzdvnl555RV5eXnJxcVFXl5eql27tsqWLaty5cqpWrVq+v777zVp0iT5+fnZXYwKKGyysrL00ksvSZI8PDxUunRpbdmyRR06dNDjjz+uxx9/XO3bt1enTp2cXClw8/bu3Ss/Pz/9888/kqTExES99tprOnfunG2MxWLR3r17uf7SbYDgDQD/4+bmJsMwtHDhQklS586d9fPPP6t58+ZOrgy4dX/99ZftXt65FwusWrWqrFarmjdvrjlz5sjHx0elSpWSp6en3YUzgcLCarWqQYMGevLJJ5WQkKA2bdro9OnT8vT0lMViUUJCgurWras2bdpoz549+te//uXskoGb5u3trZSUFNvpcR4eHpo2bZouXLhgG5P7Jerlt9ZDweP/qgBwmaFDh+r9999Xw4YNJUkzZ86068/Oztb58+e1atUqZ5QH3JTGjRtr5cqVkv7/BzBPT09bf+5pFsWLF5e7uzvBG4VSVlaWRo8eLR8fHw0aNEivv/66+vbtK1dXV1ksFpUqVUp169ZVjRo15OHhkeeiVEBhknsEU+4dKSwWiwzDsPv7nfvv3FuiwnnY4w0Al3BxcdHhw4fVvHlzLVy4UNu3b1dWVpbdIzMzU5mZmc4uFbgh1atX1/Hjx7Vx40ZJ0saNG3XhwgVt3LhRSUlJOnTokI4cOaL09HRt2rTJ7hZ6QGHh5eWlNm3aKDg4WN7e3urQoYPtqs4caos7Te4pcrn/lS7O80vneu6/+ZvufHydDQD/k3uTh9KlS2vWrFlq1aqVBg8erH79+qlt27ZOrg64NWXLltWePXs0cuRIZWZmauTIkYqOjtbIkSMVGRmpxYsXy93dXadPn9bIkSP5kIZCKSsrS+XLl5e7u7usVquKFSumnJwcZWVlKT09XWlpaYqLi5Ovr6+sVquioqIUFBTk7LKBm+Lq6irDMOw+oxiGoW7duuU5ognOR/AGgP/Jzs6WdPEcQTc3N/Xs2VN+fn4KDQ3VTz/9pBYtWji5QuDmlSxZUpUrV9auXbvk6+urXbt26a677tKuXbt0//33a+DAgSpRooTefPNN7dq1SzVq1HB2ycANc3V1VVRUlO3aBUePHlWtWrWUkpKiuLg4RUdHa/78+ZKkEiVKqGXLloqMjHRy1cCtufTzyeWfVQzD0C+//EL4vg0QvAHgf7KysiRdDOC550I9+eSTeumll/TUU09d9b7HwO3OYrHo/Pnzki5+uXTpf3Pl5OTowoULMgxDOTk5BV0icMvc3NxUsWJFpaWlafbs2fLx8VG/fv1sQfy9995Tx44dtWXLFrVp08bZ5QK3xDAMubi4aNKkSVcdN3XqVNtRfXAejiMDgP9JT0+XJGVkZNi1T5gwQRaLRWFhYc4oC3AINzc3paWlyTAM25dM8fHxGjt2rE6dOqVvv/1WaWlpSkhIUEZGhu0IEKAwMgxDvXv3VnR0tFJTU1W6dGlZrVYNGzZMnp6eeuedd7R06VJnlwnckkuP1JOkbdu2KTIyMs/DxcWF4H0bYI83APxPZmam6tevbwsludzc3DR27FitXr1aOTk5nPuKQikrK0s5OTlKT0+XYRiyWq3q1auXXFxc1KdPH6Wnp9vOjU1JScnzBRRQGOTk5KhNmzZ67bXXbG2bN2/W/PnzZbValZ6ervnz5+vee+9V3759Vb9+fTVo0MCJFQM3L/fvdEZGhjIyMtSyZUu7kJ37bxcXlzxHOKHgEbwB4H8qVqyo/fv359v33HPPqXv37oRuFFqGYWjZsmVKTU2VYRhKTU3VxIkT84yLjY3VyZMnlZqa6oQqgVuTkpKiu+++W927d5ebm5tSU1MVFRWl7777ToZhKCUlRd99950kqXz58vr000/1n//8x8lVAzcnJSXFNq9Lliypv//+2+6iatLFL11r1KjBUUy3AReD4w4AACgSrFarDh8+rM2bNyssLCzPB7Rcqamp2rJlix599NECrhBwjFOnTqlv375KTEzUgAED1Lt3b50+fVrNmjXTqVOnJF08yin3nvZAYZSamqoDBw7onnvusbul2KXi4uIUGBio33//XQ0bNizgCnEpgjcAAEVEVFSUqlatqpiYGAUGBtr19evXT40aNdLQoUOdVB3geB9++KH69u0rX19fpaen6/Dhw2rSpImzywIKTFZWlv766y/VrFnzil+2omBwzCQAAEWEj4+PDMOQt7e3XfuLL76oBQsWqHjx4k6qDDDH0KFD5evrK0ny8vIidKPIKVasmBo0aEDovg0QvAEAKCI8PT3l4uJid3jtyy+/rGXLlunnn39Wnz59nFgd4DhWq1XHjh2TJCUlJcnPz08xMTF2Y06dOqWoqChnlAc4TMmSJfO0devWTRs3bnRCNbgagjcAAEVE7jmA7u4Xr6367bffKjw8XKtWrVLr1q2dWRrgUElJSapVq5ays7Pl7e2tlJQUuyM6Pv/8czVs2FBvvfWW84oEHCAgIECGYSgyMlKSlJaWplWrVuW5Qwucj3O8AQAoIqxWq4oVK6b58+erZ8+eslqt+vXXX9WiRQtnlwY4VFZWlnx9fW23W3J3d1d6erpSUlLUp08frVq1SjVr1tRvv/3GIbgotJKTk1WrVi15eHioQYMGWr16tcLDw/XOO+9o586d6tWrl9zc3GQYhgICAhQeHu7skos0bicGAEARM3ToUL3//vu2K9zOnDnTrj87O1vnz5/XqlWrnFEecEsuXLggb29vu1MqXF1d5e7urqioKGVnZ2vbtm3q1KkToRuFVmxsrFq2bClJWrNmjerXr6+EhASNHTtWgwcPlouLizZv3qz3339fo0aN0scff+zkisGh5gAAFCEuLi46fPiwmjdvroULF2r79u3Kysqye2RmZiozM9PZpQI3zDAMVatWTc2bN1d6erqaN2+u5s2by2q1av369fLy8tKKFSt09913Ky4uTmlpac4uGbgpPj4+GjlypDw8PLR48WIlJyerW7du6tWrl5YsWaK4uDj5+PgoLCxM/v7+CgkJcXbJRR57vAEAKCJyzy4rXbq0Zs2apVatWmnw4MHq16+f2rZt6+TqgFuXlZWlN954Q8WLF9fgwYM1ePBgGYahvn376oMPPtDWrVs1d+5cBQcHq1y5cvr777/VqFEjZ5cN3DBfX18NHDhQjRo10syZM1WtWjW9+eabGj58uCIiIjia4zZE8AYAoIjIzs6WdPFcbzc3N/Xs2VN+fn4KDQ3VTz/9xLneKPQ8PDw0fPhwZWdna/DgwQoLC7MF7yVLlmjZsmUaMmSI1qxZo5IlS+rw4cMEbxRqvXv3VkREhA4fPqzt27fLMAy5uLjIxcXF2aXhMhxqDgBAEZF7ldvcAC5JTz75pF566SU99dRTSkhIcFZpgEMlJiYqKytLGRkZtnmflZWlHj166ODBg3J3d9fevXu1fft2J1cK3BovLy/FxMTo3XffVVJSkkaNGiVJnC50GyJ4AwBQRKSnp0uS7UrPuSZMmCCLxaKwsDBnlAU4nMVi0cmTJ+Xp6am0tDRVqFBBFy5ckHQxqEyfPl0LFy7UwIEDnVwpcPP++9//SpIGDhyoQ4cOaenSpVq2bJmaNWsmHx8fpaWlacWKFUpJSdEPP/zg5GrB7cQAACgioqOj1bFjR23YsEGlSpWy61u4cKFWr16t+fPny9WV7+VRuD3//POKi4vTypUrtWnTJtWpU0c+Pj764IMP9NRTT6l27drOLhG4JRcuXFDZsmWVnp6us2fPKiAgQJK0cuVKvfjii9q6daueffZZFStWTFarVRcuXNCvv/7q3KKLOII3AACQYRjKzs5WsWLFnF0KcEu+//579e/fXzt27FC1atXUpEkT9evXTy1atNDYsWO1YcMGVa9eXZ06dVLbtm3VoUMHZ5cM3JTTp09r5MiR2r59u77//nvb9Qrat2+vpk2batKkSU6uEJcieAMAAOCOkZ2drUOHDqlhw4b6/fff9cQTT+jYsWNyc3OTJMXFxWnOnDmaMWOG+vTpo3Hjxjm5YuDWfPLJJ1qwYIG2bt0q6eJ9vZ9//nmdPn3aNu/hfARvAAAA3LH+/vtv1axZM097VlaW3NzcOLUCd4T4+HiVLFnS9vNvv/2me++914kV4XIEbwAAANwRrFarPvjgg+s6ZcLV1VWNGzfWgw8+WACVAY6XkpKi9evXq3jx4lf9AikrK0tZWVnq2LFjAVaHyxG8AQAAcMdwd3dX8+bN5enpedVxMTExio6OVkJCAofjolCKiYlRhQoV8lws83Lx8fGqXbu2/vzzzwKqDPkheAMAAOCO4e3trb///lsVKlS46rjDhw+rXr16OnToEFc5R6GUmJioEiVKKCUlRd7e3vmOSU9Pl7e3t3Jycgq4OlzO3dkFAAAAAI5y6d7rjIwMffLJJ3JxcZGLi4ty9zcNHjxYJUuW1LZt2wjdKLTc3d3l4uIi6eJh51999ZXtSI/09HQ9//zztrkP52OPNwAAAO4YPj4+OnLkiCpUqKCMjAxZLBb17NlTbm5uMgxDCxYsUEZGhtzd2f+Ewi13b3ZKSoqsVqsCAgI0YMAAGYahOXPmKDExUS4uLvL29pbVanV2uUUewRsAAAB3DA8PD+3fv1916tSRYRhyc3OzHYqbnZ0tDw8PDrvFHSH3i6WUlBR5eXnJ09NTWVlZkqTixYsrOTlZGRkZBO/bBPdPAAAAwB0hOztbZcuWVVpamiTZDrPNPdSWw25xp3J1dbWb25eeWoHbA8fYAAAA4I7g7u6uqKgo2x7tzMxMGYah1157TcWKFbO1Z2dnc6g5Cr1Lg3V6erqsVquee+45GYahjIwMpaWlccX+2wh/cQAAAHBHSElJ0b///W+tXbtWu3btktVq1ZgxY+Tp6SlXV1fl5ORo9OjRHGqOO4LVarXt5TYMQzNmzLBd3fyRRx656r29UfA4xxsAAAB3hAEDBuiXX37Rq6++qh49esjLy8vZJQGmSUxMVMmSJXXw4EFZLJZ8x2RkZKhu3bo6ceKEgoKCCrhCXIrgDQAAgDtCQkKCihcvLnd3d+3cuVOPPfaYfHx8rrpMZGRkAVUHONY///yjSpUqXdf53C4uLlxgzck41BwAAAB3hBIlStj+XbVqVc2fP/+K53JnZGQoISGhoEoDHK5MmTI6d+6cfH19r3oud2ZmpuLj4wuwMuSHPd4AAAAAAJiIM+4BAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAALeNXbt2afXq1aat//3331d0dLRp67/dJCUlafr06dc9fu7cuTpw4ICJFQFFE8EbKEJ+++03BQYG6p9//rnuZapWrapz586ZWJX01ltv6b333nPIulatWqWHHnpIktSsWTN99NFHTqnjSk6cOKGGDRve0jo2b96sFi1ayM/PT/fdd5+2b99+3cv+9NNPcnV1lbu7u+0RGxub79jcqwFf+nB1dVXnzp0lmft6OXLdDz/8sH799derjjl37pwCAwPl4uJyzbE36tI5eT169eqlZcuWObSG/MydO1cvvfSSqc+RkZGhypUr6/vvv7/uZa5n+0+dOqWQkBAFBASodu3aCg8Pv+LYhIQETZkyxa7tRt4Hl3LE+/d63ejf3uudN999950CAgL06KOPSpJ8fX1vusYbrWfcuHFyc3NTp06drrhcTk6OXnzxRSUnJ9/w81itVj344IMqUaKEfvzxx3zHHzt2TFOmTFHZsmWvc0sKzj///KPg4GB5e3urevXqmjt37hXH9u3bN8/fZxcXl3wD9tixY3XkyBG7toMHD6pNmzby8/NT48aNtXLlSrs6PvnkE4dtF4CLCN5AEVK8eHHVrl1bFovF2aWYZunSpXrqqackSbVq1VKZMmWcXJFjHTlyRN27d9fEiRMVGxur1157TSEhITp16tR1Lf/HH39o3Lhxys7Otj2u9AH0+eeftxuXmZmpevXqafTo0Y7cpNtC6dKldfbs2RsKyNfr0jlZ1Li7u6t27doqWbKkw9aZmZmp9u3bq3379oqOjtbixYs1adIkrVixIt/xgwYNUlRUlF3bjbwP7jTh4eGaN2+eFi1aVODP/e9//1tr16696phZs2YpMDBQ3bt3v+H179u3T6mpqYqJidF9992X75iVK1cqNDT0ircYc6auXbuqSZMmiouL0/fff68JEyZozZo1+Y794osv7ObvsWPHVLFiRQ0YMMBu3P79+7Vs2TK98847trb4+Hg9+uijGjhwoGJjY/Xhhx+qf//+2rNnjySpW7duioiIMG9DgSKK4A0UIbVr19aWLVvs7nN6J8nKytIPP/ygrl27SpIWLVqkp59+2slVOdaMGTM0YsQItWvXThaLRV26dFFYWJiWLFlyXcv/8ccfqlu37k099zfffKPKlSurWbNmN7V8UXT5nCxq3Nzc9PPPP6t169YOW+fKlStVo0YNDR48WD4+Prrnnnv04Ycf6vPPP88z9quvvtLSpUvztN/K+6CwS0pKUsWKFVW6dGlnl5LHuXPnNHHiRM2cOfOmlk9KSlL58uXl6ekpf3//fMds3bpVDz/88C1UaY5t27YpNTVVEydOlMViUaNGjTRz5ky7wHw1U6ZM0ZAhQ+Tt7W3XPnjwYE2dOlUBAQG2tnnz5ikkJERPPfWULBaLHnnkEY0ZM8Z25Ejt2rWVmZmp06dPO2z7ABC8gSLl3Llzqlq1qqT/f8jkwYMH9fDDD8vb21tNmzbV7t27JV38YOru7q6TJ0+qXLlyGjp0qG09X375perXry9PT0/VqFFD06ZNk2EYkqQNGzYoODhYPXv2VLly5ZSamqqHH35YW7Zs0fDhw1WqVCmVLVtW77//fr419urVS19++aUGDhwoPz8/Va9eXStXrlRmZqZefvlllShRQjVq1Mj3/L+ff/5Z9evXV/ny5SVJnTp10oYNGyTpmjXcd999Gj9+vF5//XW7DyhHjhzRE088IV9fX5UoUUI9evSw+zBStWpVff755/L399eSJUtsh+8uX75c9evXl6+vr0JCQhQXF5en3g0bNqhTp05aunSpatSoIT8/Pw0ZMkQ5OTn67rvvVLduXQUEBGjo0KGyWq2SpGrVqtkO9c4VFBR0XYfJShcPL6xTp851jb2UYRiaOHGixowZk6dvzpw5qlu3rry8vNSkSRN9991317XOH3/8US1btpS3t7dKly6t5557TidOnLAbM3v2bFWvXl1+fn7q06eP0tPT7fo/+ugj1axZUxaLRc2aNdPatWvVrVs3bdiwQampqXJ3d9cvv/yi++67L8/rdr0cOSdzLVy4UHfffbe8vLxUvnx5vfjii3aHFefk5GjixImqUKGCSpQooddff105OTm2/qysLL355puqWLGivLy81KxZs3yf/6+//lLXrl1VokQJFS9eXG3atLG9Jy732muvqUWLFoqPj7fNzU2bNum+++6TxWJRtWrVNHXqVNt7Pdcvv/yiBx54QF5eXqpQoYLeeOMNZWZm2vobNmxo+71WrVpVf//9t8LCwuTn56cqVapo4cKFtrHlypXT/Pnz9fTTT+uuu+7Kt06LxZJnr15+74Ho6GiNGDFCw4YNy7OOm3kffPzxx6pZs6btb+O3334r6f//rqpUqSIvLy/dc889doftzp07V/369VP79u3VqFEj2+uXmZmpcePGqXr16vLy8lLt2rU1ZcoUZWdn25Y9f/78FV+r/OTk5Gjq1KmqWrWqLBaL7r//fm3atMnW37lzZ9v7oW3btvmu49NPP1WdOnXk6empevXq5Xu489dff62GDRvKy8tLDRo00Ndff61XXnnFNvZ6fo/5ef311zVw4EDVqFHjupfJ9dtvv6lt27ZatWqV7X2fn3379qlp06Z2bWvXrlXz5s3l5eWlGjVqaMaMGZoxY4beeustu3E7d+5Uhw4dVLx4cfn7++uJJ57Qvn37rntM7qkXy5cvz1PXpk2b9OSTT8rFxcXW1r59ex04cCDP373LnT59WsuXL9egQYPs2hcsWCBPT08999xzdu2BgYHq0aOHXdvl76GmTZtq7969V31eADfIAFBknD171qhSpYphGIZx/Phxo1y5ckbTpk2N7du3GxcuXDA+++wzo1KlSkZmZqZtmSpVqhhnz561/fzpp58aLVu2NPbt22dkZmYa+/fvNzp06GC88sorhmEYxvr16w2LxWK8/fbbRnp6umEYhvHQQw8Zd911l/Hee+8ZFy5cMH7//XejevXqxqpVqwzDMIxx48YZ7777rmEYhhEWFmZUq1bN+M9//mOkpaUZP//8s1GyZEmjV69exowZM4y0tDTjl19+MQIDA42UlBS77evdu7fx4Ycf2n4ODg421q9ff101XF6HYRhGVFSUUa1aNWPx4sVGamqqce7cOWPy5MlG7dq1jcTERNvr06pVK+PcuXOG1Wo1wsPDjQYNGhjt27c3oqKijPj4eKN///5G9+7dba97gwYNbK9VpUqVjE6dOhmnTp0yYmJijPvvv98YMGCA0alTJyM6Oto4c+aM8eCDDxpz58694u+1Q4cOxpIlS6716zcMwzD8/f2NatWqGSVLljS6du1qxMbGXtdy33//vdGmTRu7tnHjxhl16tQxunfvbvz1119GamqqsXLlSqNSpUrGV199ddX1LV682KhSpYqxfPlyIzk52YiPjzdmzJhhBAUFGfHx8ca4ceOMRo0aGc8++6xx5swZIyYmxnjyySeN1157zbaO0aNHG3fddZdt/m7dutVo2rSpUaNGDdvv3TAu/u537dp1XduZ31hHzknDMIwpU6YYDRs2NNatW2dcuHDBiImJMf79738bDRo0MLKysoywsDCjUaNGxogRI4zExETj+PHjRosWLYyPP/7Yto5nn33WeOGFF4xTp04Z6enpxk8//WTUqlXLWLFihW3M4cOHjQoVKhjTp083YmJijPT0dCMiIsKoVq2asXHjRiM8PNwYPHiwYbVajQEDBhht2rQxkpOTDcO4ODerVatm3HvvvcamTZuMCxcuGLt37zYeeOABY/DgwbbnWLt2rVG2bFnj66+/NpKTk41Dhw4ZnTp1Mjp37mwb06BBA+P48eOGYVx8vzRv3tyYP3++kZ6ebmzatMkoXbq0ceDAAbvXe+nSpdf1+8o1adIkY9CgQbafc3JyjHbt2hnvv/++bTsvdbPvg0vfv7n69u1rPPTQQ8bvv/9upKSkGD/88INRqVIl45tvvjEMwzDCw8MNi8ViLFiwwMjIyLDVFxwcbISEhBgHDhwwMjMzjcOHDxtPPfWU0a9fP9tr1axZM2Pu3Lm216pMmTJ2r9WlwsLCjDp16hhDhgwxIiMjjaSkJGPhwoVGmTJljE2bNtnGXT7HfXx8bP+eMGGC0bhxY2Pbtm3GhQsXjF9++cWoU6eOMX36dNuYzz//3KhWrZrx3//+1/a39JFHHjHq1q1rhIeH29WT3+9x/fr1RnBwcJ72nTt3Gi4uLkZQUJBRunRpY+rUqVf6NeTZ7tznudK6L+Xn52dkZWXZfl6zZo1RtmxZY+nSpUZycrLx999/G926dTPq1atnjBs3zjZu48aNRvny5Y25c+ca8fHxRkpKirFw4UKjYsWKxpEjR65rTHZ2ttG2bVtj48aNeeoaPHiw3euX65577jEOHTp01W0aPny4MX78eLu25ORko1y5ckb58uUNPz8/4/nnnzcuXLhwxXUMGDDA7jUfPny4MXPmzKs+L4AbQ/AGipDLg7ckY/v27XZjmjVrZuzcudP286XBOz093ahUqZJdEDcMw8jIyDAqVapknDlzxli/fr0REBBgF94feugh48UXX7RbZubMmbYPypcH76efftpu7KOPPmo888wzdm2PP/643YeXrKwso3Tp0sapU6dsbZcH76vVcHkdhmEYgwYNsgs7uYYPH268//77ttfn0tAbHh5ulCpVyi6AJSYmGgEBAUZOTk6e4O3l5WUkJCTYxi5atMiwWCxGfHy8rW3JkiVGnz598tSR+3xNmjSx+yB5JWlpaca3335rJCQkGOfPnzfGjBljtGzZ8prLGcbFeXFpmDWMi69X06ZNDavVate+Y8cOo2LFinnac2VmZhoVK1Y09u/fn6fv9OnTtnXXr1/fyMnJsfUdOnTIqF+/vmEYhhEdHW0EBgYaMTExdstHRUUZxYsXd3jwdtScjI2NNcqXL2/bzkvltoWFhRkdO3a061uzZo3x+OOPG4ZxMaC0aNEiz/L79u0zGjdubPs5JCTE+PTTT/OMO3PmjJGdnW2Eh4cbAwYMMHr06GE8+eSTti/KDOPi3PTx8TEiIyPtlk1MTDQqVapkHDx40DAMw2jUqJERERFhNyYzM9No3Lix8eOPPxqGkTd4T5482W78q6++aveB/0aD9x9//GGUKVPG9hyGYRgffPCB0aZNGyMnJydP8L6V98Hlwfu3334zqlatmucLl23bthlBQUG2L+Ny522u5cuXG61atcrzHrFarbYvAfJ7rd54440rBtKwsDAjNDQ0T/vSpUvt5suVgvfp06eNwMBAIzo62m75Y8eOGaVLlzYSEhKM9PR0o0yZMnneu8nJyUZQUNAtBe/27dsbAwYMMBISEoy9e/caNWvWtPsi6UpuJHgnJiYa5cuXt2urX7++sWbNGru27Oxso2nTpnbB+6677rLN6Utd+l6+njFX0qdPH+Prr7/O096yZUtjz549V1zuzJkzRoUKFYzz58/btU+cONG47777jGPHjhkxMTFGp06djBEjRuS7jrVr1xpBQUF263jvvfeMMWPGXLNuANePQ82BIqxChQpq0aKFXVvNmjUVExOT7/j9+/crOjpalSpVkpeXl+3h5+en2NhY2+F09evXV7FixeyW7dKly3U/z+Xn3wUGBuY5R7RUqVJ2h2+vXbtWderUUcWKFa+4vTdSg3TxENphw4bZbauXl5dmzpxpuwiNpDyHUnbo0EE+Pj62n/38/GSxWJSSkpLnOZo0aWJ3aHtgYKAaNmxodx7+5duaa9euXXr99df11VdfXdeFgry8vBQaGqqAgAD5+/tr/PjxunDhgvbv33/V5X788Ud5enrme15k586d5epq/7+S5s2by9fXN89VdHPt379fFSpUyPfq0OXKlbP9OyQkxO6wy+rVq9t+X1u3btVDDz2U54JYlSpVUsuWLa+6PTfDUXNy8+bNatWqld125rq07fK5eum2//LLL/r111/zzMvmzZvr4MGDtsO8169fn+cQ09za3dzcJF280NaFCxf0zTffyNPT027cAw88oKCgILs2Pz8/BQcHa+PGjYqLi1N0dLSCg4PtxhQrVkzPPPPMFQ9pv9H34dUkJCQoJCRE06ZNs51G8+eff2rKlCmaN2+e3fzJdbPvg/ysX79eXbp0sXu/S7Idnv/3339Lyvs3Yu3atXr22WfzvHdcXV3tLgh5tXmQn8vH57Zdz+HKW7ZsUevWrVWhQgW79mrVqumee+7Rzp07tX//flWuXDnPe9fX1zfPPLgR8fHxOnjwoD766CMFBASoSZMmmj59usOvrJ2ammp3Ffdz587pzJkz6tChg904Nzc3devWza6+6Oho25XgL5X7vr2eMVdjsVjy/R3FxcXlOW/7Uu+//7769OmT55z2r7/+Wl988YWqVaumsmXLau7cuQoPD89zqsiJEyfUs2dPzZ8/324dvr6+unDhwjXrBnD9CN5AEZbfxWc8PDyUkZFxxWWaN2+u9PT0PI/MzEy1a9dO0sUP59d6rqs9z+UXf3N3d89zVWRXV1e7cyGv58rRN1JDrn379uXZ1oyMDM2fP9825vLtvZHX9Wa2VZIiIyMVGhqqL774QvXq1bvqNlxN9erVderUKb3++ut2t6X5448/bGOudG63pDx1Xe7pp5+2W29qaqqsVus1l5Pyvo7FihWzvYYuLi55PkBej48//tiunlWrVl3Xco6ak47Ydkl65ZVX8n0fZmVlycPDQ9LF303utQGupEaNGtq7d2+ec+slXfP1zcnJueIXPm5ubnbnpF/qRt6Huefr5j4+/vhjW19WVpa6dOmi0NBQ9ezZU9LFbe7du7fOnTunmjVrysvLS/3799esWbPyfMl4qdz3wY263tfg8r8RjpoHl7uedV7J9WzLzb7vruXo0aOqXbu23Re2jRs31smTJx36PNnZ2bYvnSTl+8VMfqxW6zXfS9cz5moqV66s48eP27VlZWUpJiZGVapUyXeZhIQEzZ8/P9/rGJw4ccLu/w2lSpVSQECA3bUkEhMTFRwcrDFjxuT5ctHNze2W5hOAvAjeQBF2+d6Wa2nYsKFOnjypyMhIu/aUlBQNHDjQ9iHz0g82N/Nc+S1/tT262dnZ+v7776955egb3d5WrVrphx9+yNM+depUuwvqXF6vmdsqScnJyerUqZNeffXVq94P91K5t2BKS0uztWVkZGjXrl12F3XKfTRo0EDSxb2rGRkZ+e7FkaRly5YpKyvLrm379u1KTU1VrVq19PXXX9ut18fHR40aNVJUVJR+++23POu79MJ1V3sdW7ZsqY0bN+bZ+xcdHa0tW7ZccblBgwbZ1fP4449fceylHDUnH3jgAf3yyy95bm8lXf+2t2rVSqtWrcrzIX/Pnj169913bT+3bt063wtjnTlzxrZsmzZt9N5776ldu3Y6dOiQ3bht27blea8nJiZq5cqVevDBBxUYGKhSpUrZXbxLuhhAli5desVbs93I++Pxxx+3+31devGoF154QSVLltTkyZNtbe7u7tq+fbsyMzNtX0Z89tlnevHFF7Vjx45rvg9u1EMPPaQVK1bYXUxOuvi7SE5Otq3z8vnz4IMPasGCBXl+hzk5OTpz5ozt5xv9m/XVV1/laVu2bJkaNWokLy+vqy77wAMPaNOmTYqPj7drj46O1q+//qrmzZurUaNGOnXqlA4cOGA3JiUl5bq/xMpPpUqVdPjwYbu/Jfv371e1atVuep358fLystuLW6pUKZUrVy7PLbusVqvdPcgDAwNVpkyZfO9Hn/s36HrGXE2rVq3y1PHjjz+qSZMmeY5GyfWf//xHPXr0UKlSpfL0lStXTn/++aft54SEBCUlJdmuZp+dna1u3brZbit2uQsXLtzRtx4FnIHgDeCqXF1dbR+GvLy8NHbsWIWEhGjXrl3KzMzUvn379Pjjj6t06dI3/CHRUdatW6datWqpUqVKt7SeS7dVkt58803NmDFDn3/+uZKSknTu3DmNGzdO4eHhqlmz5q2WfVOsVqu6d++uBx980O5K89fi4eGhgIAADR48WAkJCfrnn38UFhamZs2aXfUKwhMmTLjqfbs9PDzUpUsXHT58WBcuXFBERIS6deum999//4rzwcvLS5MmTVLnzp313XffKTk5WQkJCfrwww/1wAMP6Pz589fcnnLlymnQoEF67LHHtGPHDqWnp2vbtm3q0qVLnsM6L/+9FoQrzcmKFStq4MCBevTRR7Vu3TqlpaUpJiZGY8aMUceOHa9rD9N9992nevXqqWfPnjpx4oQyMjK0Zs0ahYaGqnHjxrZxkydP1vjx4/Xee+8pNjZWGRkZWrFihVq0aKHt27fbxnXp0kUzZ85Uhw4d7AJVuXLl9NRTT2nz5s1KT0/Xnj17FBwcrCeeeMK2J2369Onq2bOnIiIidOHCBf3999965plnFBgYqI4dO97Ua3c9v6+JEyfqjz/+0IIFC657r6V08++DK9XWvHlz3XvvverWrZvtPbBmzRp16dJF77777hXfA926dZOPj486d+6sAwcOKDs7W4cOHVLXrl01bty469qW+Ph4tWrVyu6UjrNnz6pfv36KjIxUcnKyFixYoJdeeknTpk275voqVqyoPn36qFOnTtqzZ4/S09O1detWPfbYYxo5cqRKliwpDw8PTZ48WU8++aR++uknpaWlaf/+/ercubOKFy9+1dfqasqXL6/mzZtryJAhOn/+vH7//XeNGDHihv7GXY+AgIA8XyxMnz5dvXv31tKlS5WamqqjR4/qmWeeyfNlyvTp09W3b1+Fh4crPj5eqampmj9/vpo1a6ajR49e1xir1ar27dvn+bJKuvjFhyRNmjRJ6enpOnjwoEaOHKk333xTkvIsm5ycrM8++0wjR47Md1sHDRqkvn376vjx44qNjVWvXr00YMAA2/tl4MCB8vb2vuLcOHv27B1761HAWQjeAK7qkUceUc2aNbVt2zZJF/9nPXToUIWFhal48eLq2rWrunbtqgkTJjitxmXLll3zMPPrcf/99+udd96xfdgLCgrSjz/+qOXLl6tChQqqXbu2jh49qg0bNuQ5p7OgDBkyRGvWrNGsWbPsDsG90q2BLvXZZ5/JarWqRo0aatCggby9vTVnzpwrjk9OTlapUqX0xBNPXHHMc889p+7du+vJJ59UiRIlNGbMGH3yySfX/H3069dPH374od5++20FBgaqTp062r17tzZt2mR3zvvVvPXWW+rXr5969uypgIAADR8+XB988IFd+JQunp/dtm3b677XuSNcbU6+/fbbGjZsmF566SUFBASoadOmOn/+vDZs2HBd5+pLF28TVLVqVbVs2VIBAQEaO3asZs+ebXeuapMmTbRu3TqtW7dONWrUUGBgoGbMmKEvv/wyz3nwwcHB+uyzzxQcHGy7hVDdunX18ccf680331SJEiXUuXNnPf7445oxY4ZtuQ4dOmjOnDl6++23VaJECbVu3VqVK1fWt99+e0OB+FKtW7dW37599d577+Xb//XXX2vMmDH67bff5OfnZ/c+uB43+j64VPny5eXu7m43R+fOnat7771X7dq1U4kSJfTGG29o+vTpeuaZZ664Hjc3N61atUp169ZVhw4d5Ovrqy5duqh169Z2r+/VpKen69ChQ0pMTLS1jRo1SvXr11fr1q0VGBioTz/9VMuXL7eFumt5++23be9pPz8/9e7dWy+99JJef/1125hevXppypQpGjFihO0Wi8OGDcvzRcu1fo+Xmzt3rlJTU1W9enV1795d48aNU/v27a9r2etVrFgxFS9eXGfPnrW1tWvXTosWLdK0adNUqlQpdejQQY899pj69+9vt2zHjh21bNkyhYeHq2LFigoKCtLy5cv1448/2r60udaY3C9Y8rtmh3Tx78bmzZtVsmRJBQcH680337S9Bpcve/DgQfXr1y/PdS5yvfzyywoODlbr1q119913q0GDBvr3v/8t6eJRW59//rkiIiLk4eFhe/9c+oVyZGTkLX+ZDcCei2HGyToAUECsVqvKly+v3377Lc+FoABnuBPm5IYNG/Tee+8pIiLC2aUADtWuXTu98cYbtmuSIH9NmjTRvHnzbug+7ACujj3eAAq1c+fOafTo0YU24DhS27Zt7fb+Xfq49Jx0mIs5WXhd6f2Te14sCt748eOv+Hv5z3/+c8Pra9GihbZu3WpCpXeOxMREnThxwnatDwCOwR5vAABghz3euFNt2bJFQ4YM0e7du51dym1r4cKFWrJkSb4XigNw8wjeAAAAAACYiEPNAQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADDR/wPqdVmBWAd/8wAAAABJRU5ErkJggg==","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf\n","不是      1304\n","是       1240\n","不重要      365\n","问法错误      64\n","回答正确      27\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABpR0lEQVR4nO3dZ3hU1f728TuFZCYJSeg1gdA7ihCUJlIEBelgwWOQgCiINOuheUAEK3oERVFAECyAghRBD0WKNMGCIIgQSZEECCF9Uib7ecGT+TMkQMDsDCHfz3XNpVlr7ZnfnlkzzD27uRmGYQgAAAAAAJjC3dUFAAAAAABwMyN4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIk9XF1BYcnJy9Pfff6t06dJyc3NzdTkAAAAAgJucYRhKTk5W1apV5e5++e3aN03w/vvvvxUUFOTqMgAAAAAAJUxUVJSqV69+2f6bJniXLl1a0oUV9vf3d3E1AAAAAICbXVJSkoKCghx59HJumuCdu3u5v78/wRsAAAAAUGSudrgzJ1cDAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG843HXXXXJ3d9frr7/u1P7ZZ5+pfv36Kl26tO655x6dOHHCqX/atGmqVKmS/P39NXToUKWkpFz2MV577TWdPXvWlPoBAAAA4EZE8IbDli1bNGXKFKe2PXv2aMKECVq2bJnOnj2rnj176r777nP0z5s3T6tWrdLu3bsVHR0tNzc3DR8+PN/7//XXXzV58mRT1wEAAAAAbjQEb1xRVlaWvvjiC912223y9vbWqFGj9Pfffzu2Ws+ePVvz589XSEiI/P39NW/ePO3cuVPHjx93up/MzEz961//UnZ2titWAwAAAABcxtPVBeDG1q5dO8f/nzt3Tm+//bZq166tcuXK6fTp00pNTdVtt93mGFOqVCn16tVLmzdvVu3atR3tEydOVNOmTZWYmFik9QMAAACAqxG8USC//PKLbrnlFrm7u2v9+vVyc3NTZGSk6tSpk2ds/fr1nY4D37Ztm1asWKGff/5ZzZs3L8qyAQAAAMDl2NUcBdK8eXOdOXNG8+fP1yOPPKI//vhD6enp8vHxyTPWarUqPT1dkpSUlKQhQ4Zo4cKFCggIKOqyAQAAAMDl2OKNAitfvryGDh2q2NhYvffeexo8eLBsNluecfHx8Y5A/tRTT6l///7q2LFjEVcLAAAAADcGtnjjivbs2SO73e7U1rx5c506dUrBwcGKiIjIs0xERIRq1aql1atXa+nSpXrnnXdksVhksVh08uRJVa9eXWvWrCmqVQAAAAAAlyJ444omTZqkzZs3O7Xt27dPjRo1UsWKFeXl5aWjR486+rKzs7V69Wp17txZvXv3VlZWlmw2m+NWo0YNRUdHO12SDAAAAABuZgRvXNG4ceM0duxYHTx4UDabTcuXL9fChQs1cuRIR/+wYcMUHR2t5ORkjR49Wl26dFFISIiLKwcAAACAGwPHeOOK7r33Xp0+fVr9+vVTVFSUWrZsqVWrVql8+fKSpMcff1ynT59WixYtZLPZNHDgQM2bN8/FVQMAAADAjcPNMAzD1UUUhqSkJAUEBCgxMVH+/v6uLgcAAAAAcJMraA5li/cNoObz61xdQonz16weri4BAAAAQAnBMd4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDaBEueuuu+Tu7q7XX3/dqX3Hjh1q3bq1/P39dfvtt2v37t2XvY/du3dr1apVjr+TkpI0ePBg+fn5qWrVqnrllVfMKh8AAADFEMEbQImyZcsWTZkyxant2LFjGjRokGbMmKG4uDg9++yz6tOnj6Kjo/Msn5qaqn/961/Kzs52tD322GMqVaqUYmJitGvXLq1YsULvv/++6esCAACA4oHgDaDEmzNnjsaPH68uXbrIarWqX79+CgsL0xdffJFn7Pjx4xUREeH4OyYmRlu2bNG8efMUEBCgGjVqaPHixZo5c2ZRrgIAAABuYARvACVeSEiIevfu7dQWFBSkuLg4p7Z169Zp69at6tevn6Nt586d6tq1qywWi6OtYcOG8vPz07Fjx8wtHAAAAMUCwRtAiTd27FjVrVvXqW3t2rVq2bKl4++zZ8/q8ccf15IlS+Tj4+Noj4yMVJ06dfLcZ/369XXixAnzigYAAECxQfAGgEssWrRIsbGx6tu3r6Ptscce0/DhwxUaGuo0Nj093SmI57JarUpPTze9VgAAANz4PF1dAADcSPbt26fnnntOW7dulafnhY/IRYsW6dSpU1q+fHme8VarVWlpaXna4+Pj8w3kAAAAKHkI3gDw/0VGRqpv37766KOP1LBhQ0fbhAkTlJKSIl9fX0lSVlaWli1bpj179qhVq1b65ptv8txXRESEatWqVaT1AwAA4MZE8AYAScnJyerZs6eeeeYZ9ezZ09EeHBys+Ph4p7FDhgxRz549NWDAAMXExOjpp59Wdna2Ywv5b7/9poyMjHyP/QYAAEDJwzHeAEo8u92uQYMGqUOHDhozZsw1LVutWjW1adNG48aNU0pKiqKiojR8+HBNmjTJpGoBAABQ3BC8AZR4o0eP1oYNGzRv3jx5eno6bp07dy7Q8u+//77OnTunypUrKzQ0VP369VN4eLjJVQMAAKC4cDMMw3B1EYUhKSlJAQEBSkxMlL+/v6vLuSY1n1/n6hJKnL9m9XB1CSUO87zoMc8BAADMVdAcyhZvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMdF3B+6677pK7u7tef/11p/YdO3aodevW8vf31+23367du3c79U+bNk2VKlWSv7+/hg4dqpSUFEdfUlKSBg8eLD8/P1WtWlWvvPLK9ZQGAAAAAMAN5bqC95YtWzRlyhSntmPHjmnQoEGaMWOG4uLi9Oyzz6pPnz6Kjo6WJM2bN0+rVq3S7t27FR0dLTc3Nw0fPtyx/GOPPaZSpUopJiZGu3bt0ooVK/T+++//g1UDAAAAAMD1PAvrjubMmaPx48erS5cukqR+/fppz549+uKLLzR+/HjNnj1by5YtU0hIiKQLQbx27do6fvy4LBaLtmzZopMnT8pisSggIECLFy/WPffcoxEjRhRWiQAAAAAAFLlCC94hISHq0aOHU1tQUJCioqJ0+vRppaam6rbbbnP0lSpVSr169dLmzZsVEBCgrl27ymKxOPobNmwoPz8/HTt2THXr1i2sMgEAAAAAKFKFdnK1sWPH5gnIa9euVcuWLRUZGak6derkWaZ+/fo6ceLEVfsBAAAAACiuTDur+aJFixQbG6u+ffsqPT1dPj4+ecZYrValp6dftT8/GRkZSkpKcroBAAAAAHCjMSV479u3T88995w+/fRTeXp6ymq1ymaz5RkXHx8vHx+fq/bnZ+bMmQoICHDcgoKCCn09AAAAAAD4pwo9eEdGRqpv37766KOP1LBhQ0lScHCwIiIi8oyNiIhQrVq1rtqfnxdeeEGJiYmOW1RUVOGuCAAAAAAAhaBQg3dycrJ69uypZ555Rj179nS0V6xYUV5eXjp69KijLTs7W6tXr1bnzp3Vtm1bbdq0SdnZ2Y7+3377TRkZGfke+y1J3t7e8vf3d7oBAAAAAHCjKbTgbbfbNWjQIHXo0EFjxozJ0z9u3DgNGzZM0dHRSk5O1ujRo9WlSxeFhISoWrVqatOmjcaNG6eUlBRFRUVp+PDhmjRpUmGVBwAAAACASxRa8B49erQ2bNigefPmydPT03Hr3LmzJOnxxx9X165d1aJFC1WrVk2ZmZmaN2+eY/n3339f586dU+XKlRUaGqp+/fopPDy8sMoDAAAAAMAl3AzDMFxdRGFISkpSQECAEhMTi91u5zWfX+fqEkqcv2b1uPogFCrmedFjngMAAJiroDnUtMuJAQAAAAAAgjcAAAAAAKYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACa6ruB91113yd3dXa+//rpT+86dO3XLLbfIarWqVatW2rt3r1P/Bx98oODgYPn6+qpv376Ki4tz9GVlZempp55SmTJlVK5cOT3zzDPKzs6+nvIAAAAAALhhXFfw3rJli6ZMmeLUFhcXp759+2rKlClKSkrSxIkT1bt3b8XGxkqSNmzYoJdffllr167V2bNn1aRJE/Xt29ex/OTJk/XHH3/oyJEjOnLkiA4fPqzJkyf/g1UDAAAAAMD1Cm1X8wULFuj+++9Xv379VKpUKfXp00dhYWF69913JUmzZ8/WG2+8oWbNmslqtWr69OnKycnR5s2blZmZqfnz52vRokWqVKmSKlSooMWLF+vDDz9UampqYZUIAAAAAECRK7TgvX37dvXu3dupbcCAAdq0aZMMw9CePXvUo0ePfPt//vlnNWzYUJUrV3b0lStXTq1bt9YPP/xQWCUCAAAAAFDkCi14R0ZGqk6dOk5t9evX14kTJxQfH6/AwEBZLJZ8+/Nb9uL+/GRkZCgpKcnpBgAAAADAjabQgnd6erp8fHyc2qxWq9LT0/Ptu5b+/MycOVMBAQGOW1BQUOGsCAAAAAAAhajQgrfVapXNZnNqi4+Pl4+PT75919KfnxdeeEGJiYmOW1RUVOGsCAAAAAAAhajQgndwcLAiIiKc2iIiIlSrVi2VK1dO58+fV1ZWVr79+S17cX9+vL295e/v73QDAAAAAOBGU2jBu127dtqwYYNT24oVK9SlSxe5ubmpZcuW2rx5c779t9xyiw4fPqyEhARH37lz57Rnzx61adOmsEoEAAAAAKDIFVrwDg8P18cff6xvvvlG2dnZWrt2rT777DONHDlSkjR+/HiNHTtWR44ckc1m0/Tp02W1WtWxY0d5eXnp0Ucf1fDhwxUfH6+zZ89q6NChevLJJy+7qzkAAAAAAMVBoQXvSpUqafny5XrhhRfk5+enF198UatWrVLFihUlSd27d9fYsWPVtWtXlS1bVgcOHNDKlSsdy0+bNk1VqlRR7dq1Va9ePdWtW1cvvvhiYZUHAAAAAIBLuBmGYbi6iMKQlJSkgIAAJSYmFrvjvWs+v87VJZQ4f83qcfVBKFTM86LHPAcAADBXQXNooW3xBgAAAAAAeRG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExVq8I6Pj9fDDz+ssmXLKjg4WG+88Yaj7/fff1e7du1ktVrVuHFjrV+/3mnZVatWqV69erJarerUqZOOHTtWmKUBAAAAAOAShRq8w8LCVKdOHUVFRWnfvn3avn27Pv74Y2VkZOjee+/Vgw8+qMTERM2bN0/Dhg3TwYMHJUkHDx7UiBEjNH/+fCUmJmrQoEHq3r27bDZbYZYHAAAAAECRK9TgvW3bNv373/+Wr6+vKlWqpNGjR+urr77Sl19+qSZNmmjUqFHy8vJS+/btNWXKFL322muSpDlz5ujZZ5/VnXfeKS8vLz3++ONq1aqVli1bVpjlAQAAAABQ5Ao1ePfo0UPPPvuskpKSFBUVpZdfflmVKlXS9u3b1bt3b6exAwYM0KZNmyTpqv0AAAAAABRXhRq8586dq5UrVyogIEDBwcE6deqUpk6dqsjISNWpU8dpbPny5WWz2ZSRkaGYmBjVqlXLqb9+/fo6ceJEYZYHAAAAAECRK7TgnZ2drfvuu08PPfSQ4uPjdfLkSXXv3l2nT59Wenq6fHx88ixjtVqVnp6unJwcubu759t3ORkZGUpKSnK6AQAAAABwoym04L127VpZrVa98sorjrOaT58+XY8++qi8vLzyPVHauXPn5OPjI3d3dxmG4dQXHx+fb1jPNXPmTAUEBDhuQUFBhbUqAAAAAAAUmkIL3kePHlX79u2d2nx9fRUYGChJioiIcOqLjY1V2bJl5eXlpWrVqikyMtKpPyIiIs/u5xd74YUXlJiY6LhFRUUVzooAAAAAAFCICi1416pVS0eOHHFqs9ls+v333/Xwww9rw4YNTn0rVqxQly5dJEnt2rW7Yn9+vL295e/v73QDAAAAAOBGU2jB+7777tOBAwc0d+5cJScnKyYmRmFhYbrjjjvUv39/7d27V4sXL1ZWVpZ27dqlV199Vc8884wkafTo0XrppZe0Z88eZWVlacGCBfr111/14IMPFlZ5AAAAAAC4RKEFb4vForVr1+rrr79WpUqV1Lp1a1WsWFGLFy+WxWLRmjVr9MEHH6h06dIKDw/XBx98oMaNG0uSmjZtqnfeeUf/+te/5O/vr08++UTr16+Xt7d3YZUHAAAAAIBLeBbmndWtW1cbN27Mt69Ro0basWPHZZft06eP+vTpU5jlAAAAAADgcoV6HW8AAAAAAOCM4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJjI1OB98uRJffzxx2Y+BAAAAAAANzRTg/eYMWMUFxfn+Hvnzp265ZZbZLVa1apVK+3du9dp/AcffKDg4GD5+vqqb9++TssCAAAAAFAcmRa8169fr+PHj2v8+PGSpLi4OPXt21dTpkxRUlKSJk6cqN69eys2NlaStGHDBr388stau3atzp49qyZNmqhv375mlQcAAAAAQJEwJXhnZGRo7Nixmjdvnjw9PSVJCxYs0P33369+/fqpVKlS6tOnj8LCwvTuu+9KkmbPnq033nhDzZo1k9Vq1fTp05WTk6PNmzebUSIAAAAAAEXClOD96quvqkOHDmrbtq2jbfv27erdu7fTuAEDBmjTpk0yDEN79uxRjx498u0HAAAAAKC4KvTgHRUVpZkzZ2rjxo0qU6aMJkyYoJycHEVGRqpOnTpOY+vXr68TJ04oPj5egYGBslgs+fbnJyMjQ0lJSU43AAAAAABuNIUevKdPn66uXbtq//79OnDggHbs2KG5c+cqPT1dPj4+TmOtVqvS09Pz7bu4Pz8zZ85UQECA4xYUFFTYqwIAAAAAwD/mWdh3uHr1ah05ckRlypSRJH300UcaNGiQrFarbDab09j4+Hj5+Pjk23dxf35eeOEFx4nbJCkpKYnwDQAAAAC44RTqFu8zZ87I19fXEbolqXHjxoqOjlZwcLAiIiKcxkdERKhWrVoqV66czp8/r6ysrHz78+Pt7S1/f3+nGwAAAAAAN5pCDd7lypVTQkKCEhISHG2HDx9WcHCw2rVrpw0bNjiNX7Fihbp06SI3Nze1bNkyzxnMc/sBAAAAACiuCjV4u7u7a8iQIRoyZIhOnz6tiIgIDRs2TGPGjFF4eLg+/vhjffPNN8rOztbatWv12WefaeTIkZKk8ePHa+zYsTpy5IhsNpumT58uq9Wqjh07FmaJAAAAAAAUqUI/xnvWrFl67rnn1KRJE/n6+uqpp57S8OHDJUnLly/XqFGj1LdvXzVp0kSrVq1SxYoVJUndu3fXyZMn1bVrV8XHx6tbt25auXJlYZcHAAAAAECRcjMMw3B1EYUhKSlJAQEBSkxMLHbHe9d8fp2rSyhx/prV4+qDUKiY50WPeQ4AAGCugubQQr+cGAAAAAAA+D8EbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwESmBu/XXntNZ8+elST9/vvvateunaxWqxo3bqz169c7jV21apXq1asnq9WqTp066dixY2aWBgAAAABAkTAteP/666+aPHmyJCkjI0P33nuvHnzwQSUmJmrevHkaNmyYDh48KEk6ePCgRowYofnz5ysxMVGDBg1S9+7dZbPZzCoPAAAAAIAiYUrwzszM1L/+9S9lZ2dLkr788ks1adJEo0aNkpeXl9q3b68pU6botddekyTNmTNHzz77rO688055eXnp8ccfV6tWrbRs2TIzygMAAAAAoMiYErwnTpyopk2bqnr16pKk7du3q3fv3k5jBgwYoE2bNhWoHwAAAACA4qrQg/e2bdu0YsUKzZ0719EWGRmpOnXqOI0rX768bDabMjIyFBMTo1q1ajn1169fXydOnCjs8gAAAAAAKFKFGryTkpI0ZMgQLVy4UAEBAY729PR0+fj45BlvtVqVnp6unJwcubu759t3ORkZGUpKSnK6AQCA67Ns2TJObAoAgEkKNXg/9dRT6t+/vzp27OjUbrVa8z1R2rlz5+Tj4yN3d3cZhuHUFx8fn29YzzVz5kwFBAQ4bkFBQYWyDgAA3EwiIiLUvXt3lS5dWvXr19dnn32WZ0xMTIzGjRunUqVKObV/9913cnd3l6enp+MWFxdXVKUDAHDTKLTgvXr1ai1dulTvvPOOLBaLLBaLTp48qerVq+vQoUOKiIhwGh8bG6uyZcvKy8tL1apVU2RkpFN/REREnt3PL/bCCy8oMTHRcYuKiiqsVQEA4KZgGIZ69eqlTp066ezZs/riiy/0wgsvaPfu3U7jxo0bp3HjxqlmzZpO7YcOHdLUqVOVnZ3tuFWqVKkI1wAAgJtDoQXv3r17KysrSzabzXGrUaOGoqOjNWPGDG3YsMFp/IoVK9SlSxdJUrt27a7Ynx9vb2/5+/s73QAAwP85f/68nnzyST377LPy9vZW8+bN1bt3b+3YscMxZtOmTTp8+LAmTJiQZ/lDhw6pQYMGRVkyAAA3JdOu432xfv36ae/evVq8eLGysrK0a9cuvfrqq3rmmWckSaNHj9ZLL72kPXv2KCsrSwsWLNCvv/6qBx98sCjKAwDgplSmTBmNGDFC0oVLfX733XdauXKlOnXqJEnKysrSU089pffeey/PbuaSdPjwYdWvX79IawYA4GZUJMHbYrFozZo1+uCDD1S6dGmFh4frgw8+UOPGjSVJTZs21TvvvKN//etf8vf31yeffKL169fL29u7KMoDAOCm17p1a919993q2LGjbr31VknS22+/rePHj2vgwIGqW7euvv32W6dlDh06pH79+qlcuXIaMGCATp8+7YrSAQAo9kwN3n/99ZfKly8vSWrUqJF27Nghm82mw4cPq3v37k5j+/Tpoz/++EPp6enavHlznsuPAQCA67dr1y7t2rVLR48e1csvv6zU1FTNmjVLc+fO1fHjx/Xaa69p8ODBOnXqlCTJZrNp4cKFOnDggE6cOKFGjRqpX79+Ll4LAACKpyLZ4g0AAFzLYrHo9ttv11dffaU333xT3377rTp16qTw8HD5+vqqT58+CgsL05IlSxzj+/btq8DAQAUEBGjatGlKS0vTwYMHXbwmAAAUPwRvAABuUn/99ZdjC3auatWqycPDQ7/99puaNGni1NesWTOdPHnysvdXq1YtRUdHm1IrAAA3M4I3AAA3qZ07d+rpp592avvrr79UunRp1alTR7/99ptT38GDBxUSEqLMzEx17dpV6enpjr6MjAzt27dP9erVK5LaAQC4mRC8AQC4SfXp00d79+7Vxx9/rPT0dB05ckQPPPCAJk+erF69emnPnj366KOPlJaWpq+//lrLli1TWFiYvLy8FBgYqFGjRikhIUF///23wsLC1KpVK9WuXdvVqwUAQLFD8AYA4Cbl6+urtWvX6pNPPlGFChV0991366GHHtKQIUPk6+urjRs3avHixapcubJmzZqltWvXqkKFCpKk+fPny263q3bt2mrcuLF8fHy0YMECF68RAADFk5thGIariygMSUlJCggIUGJiovz9/V1dzjWp+fw6V5dQ4vw1q4erSyhxmOdFj3le9JjnRY95DgBwpYLmULZ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmKtTgnZCQoLCwMFWoUEE1a9bUrFmzlJOTI0nauXOnbrnlFlmtVrVq1Up79+51WvaDDz5QcHCwfH191bdvX8XFxRVmaQAAAAAAuEShBu8BAwaoWrVqOn78uL777jutWrVKc+bMUVxcnPr27aspU6YoKSlJEydOVO/evRUbGytJ2rBhg15++WWtXbtWZ8+eVZMmTdS3b9/CLA0AAAAAAJcotOD9008/6fTp05oxY4b8/f1Vt25dLVy4UB9++KEWLFig+++/X/369VOpUqXUp08fhYWF6d1335UkzZ49W2+88YaaNWsmq9Wq6dOnKycnR5s3by6s8gAAAAAAcIlCC952u13jx4+Xm5uboy0oKEhxcXHavn27evfu7TR+wIAB2rRpkwzD0J49e9SjR498+wEAAAAAKM48C+uOWrZsqZYtWzq1rV27Vi1bttTJkydVp04dp7769evrxIkTio+PV2BgoCwWS57+ZcuWXfbxMjIylJGR4fg7KSmpENYCAAAAAIDCZdpZzWNjYzVhwgRNmTJF6enp8vHxceq3Wq1KT0/Pt+/i/suZOXOmAgICHLegoKBCXwcAAAAAAP4pU4J3RkaG+vfvr5EjR6p169ayWq2y2WxOY+Lj4+Xj45Nv38X9l/PCCy8oMTHRcYuKiir09QAAAAAA4J8qtF3NLxYeHq6goCD9+9//liQFBwcrIiJCwcHBjjERERGqVauWypUrp/PnzysrK0ulSpXK03853t7e8vb2NqN8AAAAAAAKTaFv8X7xxRd14sQJLVq0yHGitXbt2mnDhg1O41asWKEuXbrIzc1NLVu2zHMG89x+AAAAAACKs0Ld4r106VItWbJEu3btcjpZWnh4uG699VZ16NBBXbt21YYNG/TZZ5/pwIEDkqTx48dr7Nix+uqrr1SzZk299tprslqt6tixY2GWBwAAAABAkSu04L19+3YNHTpUWVlZqlq1qlPf8ePHtXz5co0aNUp9+/ZVkyZNtGrVKlWsWFGS1L17d508eVJdu3ZVfHy8unXrppUrVxZWaQAAAAAAuEyhBe/27ds7Xd7rUjVq1NDPP/982f4RI0ZoxIgRhVUOAAAAAAA3BNMuJwYAAAAAAAjeAAAAAACYiuANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAACAm9bJkyf18ccfu7oMACUcwRsAAAA3rTFjxiguLi7fvqysLE2ePLmIKwJQEnm6ugAAAADADOvXr9fx48e1YsWKfPunTJmigwcPFnFVAEoitngDAADgppORkaGxY8dq3rx58vTMu61p586devPNN11QGYCSiOANAACAm86rr76qDh06qG3btnn6UlJSFBYWpqefftoFlQEoiQjeAAAAuKlERUVp5syZ2rhxo8qUKaMJEyYoJyfH0T9mzBj16NFDXbt2dWGVAEoSgjcAAABuKtOnT1fXrl21f/9+HThwQDt27NDcuXMlSatXr9bu3bv1yiuvuLhKACUJJ1cDAADATWX16tU6cuSIypQpI0n66KOPNGjQIN1///0aNWqU1qxZI4vF4uIqAZQkBG8AAADcNM6cOSNfX19H6Jakxo0bKzo6Wk888YTi4uJ0xx13SJJycnJkt9tVuXJlxcbGuqpkACUAu5oDAADgplGuXDklJCQoISHB0Xb48GEFBwdr5cqVysrKks1mk81m07fffqt77rmH0A3AdARvAAAA3DTc3d01ZMgQDRkyRKdPn1ZERISGDRumMWPGuLo0ACUYwRsAAAA3lVmzZikkJERNmjRRp06dNGjQIA0fPtzVZQEowTjGGwAAADcVb29vvfXWW3rrrbeuOK5jx47q2LFjkdQEoGQjeAMAAKDAaj6/ztUllDh/zerh6hIA/EPsag4AAAAAxUhCQoLCwsJUoUIF1axZU7NmzVJOTo4WL14sT09Pp5u7u7t69+7t6pJLPLZ4AwAAAEAxMmDAALVu3VrHjx9XXFyc/vWvf8nHx0dPPfWUHnnkEce4nJwcNW3aVJMmTXJhtZDY4g0AAAAAxcZPP/2k06dPa8aMGfL391fdunW1cOFCffjhh3nGrly5UsHBwWrVqpULKsXF2OINAAAAAMWE3W7X+PHj5ebm5mgLCgpSXFyc0zjDMDRjxgy9++67RV0i8kHwBgAAAIBiomXLlmrZsqVT29q1a/O0rVmzRuXKlVObNm2KsjxcBsEbAAAAAIqp2NhYTZgwQV9++aVT+0svvaRXX33VRVXhUhzjDQAAAADFUEZGhvr376+RI0eqdevWjvaNGzfK29ub69TfQAjeAAAAAFAMhYeHKygoSP/+97+d2mfMmKHJkye7qCrkh13NAQAAAKCYefHFF3XixAlt3rzZ6URr33//vTIyMnT33Xe7sDpciuANAAAAAMXI0qVLtWTJEu3atUsWi8Wpb/r06Vy3+wZE8AYAAACAYmL79u0aOnSosrKyVLVqVae+48ePq1y5crrvvvtcVB0uh+ANAAAAABep+fw6V5dwRVXGfZlv+53v/SaFPHLD15+fv2b1cHUJpuLkagAAAAAAmIjgDQAAAACAiQjeAAAAAACY6IYK3klJSRo8eLD8/PxUtWpVvfLKK64uCQAAAACAf+SGOrnaY489JovFopiYGJ0/f14DBgxQYGCgRowY4erSAAAAAAC4LjdM8I6JidGWLVt08uRJWSwWBQQEaPHixbrnnnsI3gAAAACAYuuG2dV8586d6tq1q9MF4Bs2bCg/Pz8dO3bMhZUBAAAAAHD9bpjgHRkZqTp16uRpr1+/vk6cOOGCigAAAAAA+OdumF3N09PT5ePjk6fdarUqPT09T3tGRoYyMjIcfycmJkq6cIK24iYnI83VJZQ4xXGeFHfM86LHPC96zPOixzwveszzosc8L3rM86JXXOd5bt2GYVxx3A0TvK1Wq9LS8k7w+Pj4fAP5zJkz9Z///CdPe1BQkCn14eYS8JarKwDMxzxHScA8R0nAPEdJUNzneXJysgICAi7bf8ME7+DgYH3zzTd52iMiIlSrVq087S+88ILGjx/v+DsnJ0fnzp1TuXLl5ObmZmqtuCApKUlBQUGKioqSv7+/q8sBTME8R0nAPEdJwDxHScA8L3qGYSg5OVlVq1a94rgbJni3bdtWTz/9tLKzs+XpeaGs3377TRkZGfke++3t7S1vb2+ntsDAwKIoFZfw9/fnjY2bHvMcJQHzHCUB8xwlAfO8aF1pS3euG+bkatWqVVObNm00btw4paSkKCoqSsOHD9ekSZNcXRoAAAAAANfthgnekvT+++/r3Llzqly5skJDQ9WvXz+Fh4e7uiwAAAAAAK7bDbOruXRhE/3SpUtdXQYKyNvbW1OnTs2zyz9wM2GeoyRgnqMkYJ6jJGCe37jcjKud9xwAAAAAAFy3G2pXcwAAAAAAbjYEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG9ct9TUVDVr1kzZ2dmOtq1bt2rixIlObUBxlpKSIn9/f6c5vX79eg0ePFiZmZkurAy4NomJiRozZsxl+319fXXmzBnH36mpqUVRFgAAJQKXE8N1y87OlsViUXp6upYtW6awsDBt3bpVnTt3VmJiovz8/FxdIvCP2e12eXt7KzU1Va+++qomT56s7du3q2PHjsxzFCtJSUlq3LixoqKiNH/+fKWlpcnNzU1Wq1XDhw9X+fLlFRkZKR8fH8XFxalFixb64YcfVKNGDVeXDhSK7OxsPfbYY3r77bdVunRpHTx4UO7u7mrcuLGrSwP+sfXr18vHx0fu7nm3q7q5ualy5cqqW7euCypDLoI3rio1NVV33323vL29JUmGYSggIECrVq2Sn5+fzp07p8qVK+vcuXP6+eefddtttykpKUm+vr4urhwouJSUFNWvX99pnpcrV04//vijSpcu7Zjn8fHx+uWXX9SiRQvmOYqVjIwMNWnSRMeOHVODBg3Uvn17SdKWLVv0559/qkaNGjp58qQkae7cufroo4904MABV5YMXLOMjAy99957slqt8vDwUFpamvr27avOnTvrwIEDCgwM1Pnz5+Xn56eHHnpIP/zwg44dO6ZSpUq5unTgukRGRio4OFhVqlRRq1atZBiGvv/+e915553av3+/mjRpIi8vL23fvl0HDx5UcHCwq0susdjVHFfl7e2tqKgohYeH688//9SwYcP0xx9/SJIsFou8vLzk6enp+FuSvLy8XFYvcD2sVqssFouWLFkiNzc3ffLJJ0pLS5N04T1QqlQpxzzPnd+5IR0oDjw9PZ3m8Pz58zV//nx5eHg42nr16qW4uDitXLlSTz/9tCvLBa6LYRgaP368li5dqo8//ljjx49XRkaGTpw4IYvFIm9vb3l7e2vNmjVauXKlPvzwQ0I3irU77rhDn3zyiXx8fPT1119rzZo1ql69utasWaPWrVtr0aJFWrt2rR599FHH9xq4hqerC8CNz9PTU4GBgRo8eLBeeeUVDR48WDNnznT0SXL8o5WVlaVSpUrxjxiKHQ8PD/n6+qpt27aO/+burnVp4M7MzJTFYnG0A8WBh4eH4uLiNHLkSMXGxmrkyJGS5DTPO3XqpPbt2yshIUH9+/d3ZbnAdfH29paHh4e2bdsmSfLx8XH68dTd3V0LFy7UpEmTtGzZMnXp0sXFFQP/jNVq1erVq3Xy5ElNmzZNknT27FlNmzZNR48e1Ztvvil/f3/5+PioQYMGLq62ZONbI65L7he1jIwMTZs2TSkpKZo2bZpiYmJUuXJlF1cHFI7ceZ6enq6hQ4cqISFBQ4cO1ZkzZ1SlShUXVwdcO6vVqrZt22r9+vVq27atDMPQli1bJF04BnDs2LFKTk7W+vXr2aMDxZKbm5vc3Nyc2jw8POTu7q5JkyYpKytLO3fu1N69e1WzZk3XFAkUgh9//FFr1qyRt7e3li9frho1ajj2YHJzc5OHh4fjv+7u7srIyHBxxWBXc1yX3FMD5OTk6NixY+rVq5eOHTumn3/+Wc2bN3dxdUDhyJ3n7u7uqlatmsaNG6dq1aopMzNTLVu2dHF1wLULCAjQ4MGDVaZMGQ0ePFgPP/ywJGns2LFKSkqSJP3999/69ddf9dNPP7myVOC6XXr6opycHBmGoePHj8tut2v16tX65JNP8owDipOsrCx9++23OnnypKKjo+Xm5qahQ4dqyJAhCggI0KOPPqoaNWroySef1KRJk/TGG2+4uuQSjy3euC65/1hZrVYtWbLE0X7vvfc6vsgBxV3uPPfy8tL06dMdbW3bttX48eNdWRpwXf766y+Fhobq2LFjCg0NdbRXrFhRCQkJ+uabb/T9999r+PDhWrFihW699VYXVgtcu5ycnDxbvLOzs2W32/Xpp5/q66+/1tatW/XII4/o2LFj+vjjj11UKfDP3HHHHdq1a5dmz56t7t27y9PTU7fffrtjb7077rhD586dU/369dW5c2dNmzaNz3QXY4s3rsputyszM1N//PGH47+51zTOzs7WwYMH9fvvv2vWrFmy2WwaOHCgiysGrp3dbldKSoq+/fZbx39z57ndbtcPP/ygjRs3atSoUQoJCVG3bt1cXDFw7SpXrqwlS5YoODhYn3zyiRYvXizDMPTvf/9bVatW1aRJk2SxWNS7d2/t3LnT1eUC18xmsyk7O9tp99rk5GRlZWUpMzNTWVlZatCggbZu3aotW7bogw8+cHXJwHU7c+aMjhw5onfffVd//vmnTp48qYiICEVEROjkyZNKTk7W77//rtDQUHXq1En79u1zdcklGlu8cVU2m01//PGHGjZsKMMw1KBBA1WvXl3ShWO8f/rpJ40YMUJ+fn7avXu3i6sFrk96erpsNptGjBghSRoxYoTKli0r6cJ7IPdkVHa7XRs2bHBlqcB1ycnJkaenp+rXr+849s/NzU05OTmSLvyQun37dn333XeqWrWqfvnlFxdXDFw7b29vHTx40DHH7Xa7qlevrnfeeUeZmZnKzs5WamqqrFar5s6dq0cffVSDBw/m0pAoltzd3fX111/r/ffflyS1bt1acXFxTtfyzsjIUPfu3bVixQrOa+BiXMcbBZJ7tvJcmZmZ8vT0lMViUWZmpuLj4zV79my99957mjRpksaNG+fCaoHCY7fbZbFYlJWVJbvdroULF+r555/X4MGD9eqrr3ICKhQbNptNDRs2VEREhDp06KC4uDhlZWWpUqVK2rVrl6pXr66//vpLnp6eOnv2rCpWrKj4+HiVKVPG1aUD1+zzzz9X375981zeNC4uTjt27NCYMWP0zTff6NChQ3rggQdcVCXwz6SkpCg4OFiLFi3SXXfdpbvvvlt33nmnRo8eLenC4XGhoaE6fPiwAgMDXVssCN64fmlpafLz81NWVpbjLIq7du3S0KFDtWPHDpUrV87FFQL/XEpKivz9/R0/NknS8ePHFR4ernXr1rGVBMXGuXPnVLt2bSUkJOTbHxAQoKioKPn7+ys5OVmLFy/WY489xuUhUaxERkaqf//++vnnn7VixQqlpaVp5syZslgsjjGGYeiPP/6Qp6envvjiC3Xu3NmFFQPXLykpSVWrVlW7du30yy+/KDk5Wc2aNXM6AezChQv16KOPSpL++9//uqpUiF3NUUB2u10xMTEKCgpynLTEYrHo4MGDTruz3HHHHdq/f798fHxcVSpQqPz8/JScnOx0ze7atWtry5YteU7gA9zIypYte9nQLUmfffaZrFarJKl06dIaNWpUUZUGFJrKlSurZcuW+uyzz1S7dm0tW7ZMaWlpmjBhgtM4u92uPXv2OA61AIqj1NRUeXt7a8OGDbLb7dq8ebPmzJmjOXPmqEePHurTp4/eeustpaSkKD4+3tXllnhs8UaBREVFqWbNmoqNjVWFChWc+oYNG6amTZtqzJgxLqoOAAAgr40bN2rt2rV65513XF0KUOhsNpsOHDigNm3aOLVv2bJFn3zyid555x02ht1ACN4okHPnzql8+fJKTk522rX28ccf18KFC/Xee+9p6NChLqwQAFAQZ86c0W233aZffvnlssdvR0VFKTw8XN9++20RVwcAwM2Jy4mhQLy9veXm5uZ0kpKnnnpKK1as0P/+9z9CNwAUA8nJybJarYqOjpbValVUVJTOnj2rM2fOKDIyUmfOnNHLL78sDw8P/fjjj64uF7hu6enp+vLLLyVJwcHBioqKcnFFgGucPn1aLVq00NGjR11dSolH8EaB5J5cJ/c41y+//FILFy7U+vXr1b59e1eWBgAogI8//lhPP/20LBaL3NzcZLFYVK9ePVWqVEmVK1dWSEiIVq9erZkzZ8rf39/pZFRAcZOVlaUnn3xSkuTl5aXy5ctr586d6tatm+69917de++96tq1q3r27OniSoHr9/PPP8vf319///23JCkxMVHPPvuszp496xhjtVr1888/c16aGwDBGwXi4eEhwzC0dOlSSVLv3r31v//9T6GhoS6uDABQEH/88YfjWt65J8WsWbOm7Ha7QkNDtWDBAvn6+qpcuXLy9vZ2OqEgUFzY7XY1btxYvXr1UkJCgjp16qRTp07J29tbVqtVCQkJatCggTp16qSffvpJ//73v11dMnDdfHx8lJKS4jgM1MvLS2+88YbS0tIcY3J/RL300nooevyrimsyZswYvfnmm2rSpIkkae7cuU792dnZOn/+vNavX++K8gAAl9GsWTOtW7dO0v99Abv4OvS5hxOVLl1anp6eBG8US1lZWZo0aZJ8fX01cuRIPffccwoPD5e7u7usVqvKlSunBg0aqHbt2vLy8spzUiqgOMndgyn3ihRWq1WGYTh9fuf+f+6lf+E6bPFGgbm5ueno0aMKDQ3V0qVLtXv3bmVlZTndMjMzlZmZ6epSAQCXqFWrliIiIrRt2zZJ0rZt25SWlqZt27YpKSlJR44c0bFjx2Sz2bR9+3anS0UCxYXFYlGnTp3Uo0cP+fj4qFu3bo6zOrOrLW42uYeC5v5XujDPL57ruf/PZ7rr8XM2CiT35Pfly5fXvHnz1K5dO40aNUrDhg1T586dXVwdAOBqKlWqpJ9++kkTJkxQZmamJkyYoJiYGE2YMEGRkZH67LPP5OnpqVOnTmnChAl8SUOxlJWVpSpVqsjT01N2u12lSpVSTk6OsrKyZLPZlJ6ervj4ePn5+clutysqKkpBQUGuLhu4Lu7u7jIMw+m7uGEYGjBgQJ49muB6BG8USHZ2tqQLx055eHjo4Ycflr+/v/r27avvvvtOrVu3dnGFAIArKVu2rIKDg7Vv3z75+flp3759uuWWW7Rv3z7dcccdeuKJJ1SmTBlNnDhR+/btU+3atV1dMnDN3N3dFRUV5Th3wfHjx1W3bl2lpKQoPj5eMTExWrx4sSSpTJkyatu2rSIjI11cNfDPXPw9/NLv5IZh6Pvvvyd83wAI3iiQrKwsSRcCeO4xIr169dKTTz6pgQMHXvF6sAAA17NarTp//rykCz+iXvzfXDk5OUpLS5NhGMrJySnqEoF/zMPDQ9WqVVN6ero++OAD+fr6atiwYY4g/vrrr6t79+7auXOnOnXq5OpygX/EMAy5ublp5syZVxz36quvOvZeheuwHxkKxGazSZIyMjKc2qdPny6r1aqwsDBXlAUAKCAPDw+lp6fLMAzHj6nnzp3TlClTFB0drS+//FLp6elKSEhQRkaGY08noDgyDEOPPvqoYmJilJqaqvLly8tut2vs2LHy9vbWyy+/rOXLl7u6TOAfuXiPVEnatWuXIiMj89zc3NwI3jcAtnijQDIzM9WoUSPHl7VcHh4emjJlir755hvl5ORwTCAA3KCysrKUk5Mjm80mwzBkt9s1ZMgQubm5aejQobLZbI5jY1NSUvL80AoUBzk5OerUqZOeffZZR9uOHTu0ePFi2e122Ww2LV68WLfddpvCw8PVqFEjNW7c2IUVA9cv93M6IyNDGRkZatu2rVPIzv1/Nze3PHs4oegRvFEg1apV08GDB/Pte+ihhzRo0CBCNwDcwAzD0IoVK5SamirDMJSamqoZM2bkGRcXF6eTJ08qNTXVBVUC/0xKSopuvfVWDRo0SB4eHkpNTVVUVJS++uorGYahlJQUffXVV5KkKlWq6P3339d///tfF1cNXJ+UlBTHvC5btqz+/PNPp5OqSRd+dK1duzZ7Md0A3Az2OwAAoESw2+06evSoduzYobCwsDxf0HKlpqZq586duvvuu4u4QqBwREdHKzw8XImJiRoxYoQeffRRnTp1Sq1atVJ0dLSkC3vz5V7THiiOUlNT9dtvv6lFixZOlxS7WHx8vCpUqKBff/1VTZo0KeIKcTGCNwAAJURUVJRq1qyp2NhYVahQwalv2LBhatq0qcaMGeOi6oDC9/bbbys8PFx+fn6y2Ww6evSomjdv7uqygCKTlZWlP/74Q3Xq1Lnsj60oGuwbDABACeHr6yvDMOTj4+PU/vjjj2vJkiUqXbq0iyoDzDFmzBj5+flJkiwWC6EbJU6pUqXUuHFjQvcNgOANAEAJ4e3tLTc3N6fda5966imtWLFC//vf/zR06FAXVgcUHrvdrhMnTkiSkpKS5O/vr9jYWKcx0dHRioqKckV5QKEpW7ZsnrYBAwZo27ZtLqgGV0LwBgCghMg9BtDT88K5Vb/88kstXLhQ69evV/v27V1ZGlCokpKSVLduXWVnZ8vHx0cpKSlOe3R8+OGHatKkiV588UXXFQkUgsDAQBmGocjISElSenq61q9fn+dKRHA9jvEGAKCEsNvtKlWqlBYvXqyHH35YdrtdP/74o1q3bu3q0oBClZWVJT8/P8flljw9PWWz2ZSSkqKhQ4dq/fr1qlOnjvbv388uuCi2kpOTVbduXXl5ealx48b65ptvtHDhQr388svau3evhgwZIg8PDxmGocDAQC1cuNDVJZdoXE4MAIASZsyYMXrzzTcdZ7idO3euU392drbOnz+v9evXu6I84B9JS0uTj4+P0yEV7u7u8vT0VFRUlLKzs7Vr1y717NmT0I1iKy4uTm3btpUkbdiwQY0aNVJCQoKmTJmiUaNGyc3NTTt27NCbb76pF154Qe+++66LKwa7mgMAUIK4ubnp6NGjCg0N1dKlS7V7925lZWU53TIzM5WZmenqUoFrZhiGQkJCFBoaKpvNptDQUIWGhsput2vLli2yWCz6+uuvdeuttyo+Pl7p6emuLhm4Lr6+vpowYYK8vLz02WefKTk5WQMGDNCQIUP0xRdfKD4+Xr6+vgoLC1NAQID69Onj6pJLPLZ4AwBQQuQeXVa+fHnNmzdP7dq106hRozRs2DB17tzZxdUB/1xWVpaef/55lS5dWqNGjdKoUaNkGIbCw8P11ltv6YcfftCiRYvUo0cPVa5cWX/++aeaNm3q6rKBa+bn56cnnnhCTZs21dy5cxUSEqKJEydq3LhxWrt2LXtz3IAI3gAAlBDZ2dmSLhzr7eHhoYcfflj+/v7q27evvvvuO471RrHn5eWlcePGKTs7W6NGjVJYWJgjeH/xxRdasWKFRo8erQ0bNqhs2bI6evQowRvF2qOPPqq1a9fq6NGj2r17twzDkJubm9zc3FxdGi7BruYAAJQQuWe5zQ3gktSrVy89+eSTGjhwoBISElxVGlCoEhMTlZWVpYyMDMe8z8rK0uDBg3X48GF5enrq559/1u7du11cKfDPWCwWxcbG6rXXXlNSUpJeeOEFSeJwoRsQwRsAgBLCZrNJkuNMz7mmT58uq9WqsLAwV5QFFDqr1aqTJ0/K29tb6enpqlq1qtLS0iRdCCqzZ8/W0qVL9cQTT7i4UuD6ffvtt5KkJ554QkeOHNHy5cu1YsUKtWrVSr6+vkpPT9fXX3+tlJQUrVmzxsXVgsuJAQBQQsTExKh79+7aunWrypUr59S3dOlSffPNN1q8eLHc3fldHsXbI488ovj4eK1bt07bt29X/fr15evrq7feeksDBw5UvXr1XF0i8I+kpaWpUqVKstlsOnPmjAIDAyVJ69at0+OPP64ffvhBDz74oEqVKiW73a60tDT9+OOPri26hCN4AwAAGYah7OxslSpVytWlAP/I6tWrNXz4cO3Zs0chISFq3ry5hg0bptatW2vKlCnaunWratWqpZ49e6pz587q1q2bq0sGrsupU6c0YcIE7d69W6tXr3acr6Br165q2bKlZs6c6eIKcTGCNwAAAG4a2dnZOnLkiJo0aaJff/1V9913n06cOCEPDw9JUnx8vBYsWKA5c+Zo6NChmjp1qosrBv6Z9957T0uWLNEPP/wg6cJ1vR955BGdOnXKMe/hegRvAAAA3LT+/PNP1alTJ097VlaWPDw8OLQCN4Vz586pbNmyjr/379+v2267zYUV4VIEbwAAANwU7Ha73nrrrQIdMuHu7q5mzZqpQ4cORVAZUPhSUlK0ZcsWlS5d+oo/IGVlZSkrK0vdu3cvwupwKYI3AAAAbhqenp4KDQ2Vt7f3FcfFxsYqJiZGCQkJ7I6LYik2NlZVq1bNc7LMS507d0716tXT77//XkSVIT8EbwAAANw0fHx89Oeff6pq1apXHHf06FE1bNhQR44c4SznKJYSExNVpkwZpaSkyMfHJ98xNptNPj4+ysnJKeLqcClPVxcAAAAAFJaLt15nZGTovffek5ubm9zc3JS7vWnUqFEqW7asdu3aRehGseXp6Sk3NzdJF3Y7//TTTx17ethsNj3yyCOOuQ/XY4s3AAAAbhq+vr46duyYqlatqoyMDFmtVj388MPy8PCQYRhasmSJMjIy5OnJ9icUb7lbs1NSUmS32xUYGKgRI0bIMAwtWLBAiYmJcnNzk4+Pj+x2u6vLLfEI3gAAALhpeHl56eDBg6pfv74Mw5CHh4djV9zs7Gx5eXmx2y1uCrk/LKWkpMhiscjb21tZWVmSpNKlSys5OVkZGRkE7xsE108AAADATSE7O1uVKlVSenq6JDl2s83d1ZbdbnGzcnd3d5rbFx9agRsD+9gAAADgpuDp6amoqCjHFu3MzEwZhqFnn31WpUqVcrRnZ2ezqzmKvYuDtc1mk91u10MPPSTDMJSRkaH09HTO2H8D4RMHAAAAN4WUlBT95z//0aZNm7Rv3z7Z7XZNnjxZ3t7ecnd3V05OjiZNmsSu5rgp2O12x1ZuwzA0Z84cx9nN77rrrite2xtFj2O8AQAAcFMYMWKEvv/+ez3zzDMaPHiwLBaLq0sCTJOYmKiyZcvq8OHDslqt+Y7JyMhQgwYN9NdffykoKKiIK8TFCN4AAAC4KSQkJKh06dLy9PTU3r17dc8998jX1/eKy0RGRhZRdUDh+vvvv1W9evUCHc/t5ubGCdZcjF3NAQAAcFMoU6aM4/9r1qypxYsXX/ZY7oyMDCUkJBRVaUChq1ixos6ePSs/P78rHsudmZmpc+fOFWFlyA9bvAEAAAAAMBFH3AMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAbhj79u3TN998Y9r9v/nmm4qJiTHt/ou7rVu3au3ata4uA7jpELyBEmT//v2qUKGC/v777wIvU7NmTZ09e9bEqqQXX3xRr7/+eqHc1/r163XnnXdKklq1aqV33nnHJXVczl9//aUmTZr8o/vYsWOHWrduLX9/f91+++3avXt3gZf97rvv5O7uLk9PT8ctLi4u37G5ZwO++Obu7q7evXtLMvf5Ksz77tixo3788ccrjjl79qwqVKggNze3q469VhfPyYIYMmSIVqxYUag15GfRokV68sknTX2MjIwMBQcHa/Xq1QVepiDrHx0drT59+igwMFD16tXTwoULnfpXrFihRo0aqXTp0rr77rv1559/OvVPmzZNlSpVkr+/v4YOHaqUlJQC1VYY79+CutbP3oLOm6+++kqBgYG6++67JUl+fn7XXeO11jN16lR5eHioZ8+el10uJydHjz/+uJKTk6/5cex2uzp06KAyZcpo48aN+Y4/ceKEXnnlFVWqVKmAa1J0/v77b/Xo0UM+Pj6qVauWFi1adNmx4eHheT6f3dzcNHv2bMeY+fPny8PDw9F/6Ws9ePBgp+V79OghSfLy8tJzzz1nyjoCJRnBGyhBSpcurXr16slqtbq6FNMsX75cAwcOlCTVrVtXFStWdHFFhevYsWMaNGiQZsyYobi4OD377LPq06ePoqOjC7T8oUOHNHXqVGVnZztul/sC+sgjjziNy8zMVMOGDTVp0qTCXKUbQvny5XXmzJlrCsgFdfGcLGk8PT1Vr149lS1bttDuMzMzU127dlXXrl0VExOjzz77TDNnztTXX38tSdqzZ48mTZqkTz/9VPHx8Xrqqac0YMAAZWVlSZLmzZunVatWaffu3YqOjpabm5uGDx9eaPXd6BYuXKiPP/5Yy5YtK/LH/s9//qNNmzZdccy8efNUoUIFDRo06Jrv/5dfflFqaqpiY2N1++235ztm3bp16tu372UvMeZK/fv3V/PmzRUfH6/Vq1dr+vTp2rBhQ75jP/roI6fP5xMnTqhatWoaMWKEY8yhQ4e0YMECx5hLf2A6dOiQjh8/7uhft26dJKlNmzY6f/68IiIizFtZoAQieAMlSL169bRz506n65zeTLKysrRmzRr1799fkrRs2TLdf//9Lq6qcM2ZM0fjx49Xly5dZLVa1a9fP4WFhemLL74o0PKHDh1SgwYNruuxV65cqeDgYLVq1eq6li+JLp2TJY2Hh4f+97//qX379oV2n+vWrVPt2rU1atQo+fr6qkWLFnr77bf14YcfSpK2b9+ugQMHqnnz5vLy8lLPnj1VunRpHTp0SJI0e/ZszZ8/XyEhIfL399e8efO0c+dOHT9+vNBqvJElJSWpWrVqKl++vKtLyePs2bOaMWOG5s6de13LJyUlqUqVKvL29lZAQEC+Y3744Qd17NjxH1Rpjl27dik1NVUzZsyQ1WpV06ZNNXfuXL388ssFWv6VV17R6NGj5ePj42i70ue93W5XVFSUgoOD8+3v0KGDdu3ade0rAuCyCN5ACXL27FnVrFlT0v/tMnn48GF17NhRPj4+atmypQ4cOCDpwj/Ynp6eOnnypCpXrqwxY8Y47ueTTz5Ro0aN5O3trdq1a+uNN96QYRiSLhwb1qNHDz388MOqXLmyUlNT1bFjR+3cuVPjxo1TuXLlVKlSJb355pv51jhkyBB98skneuKJJ+Tv769atWpp3bp1yszM1FNPPaUyZcqodu3a+R7/97///U+NGjVSlSpVJEk9e/bU1q1bJemqNdx+++2aNm2annvuOQUGBjrajx07pvvuu09+fn4qU6aMBg8erFOnTjn6a9asqQ8//FABAQH64osvHLvvrlq1So0aNZKfn5/69Omj+Pj4PPVu3bpVPXv21PLly1W7dm35+/tr9OjRysnJ0VdffaUGDRooMDBQY8aMkd1ulySFhIQ4dvXOFRQUdNndxS91+PBh1a9fv0BjL2YYhmbMmKHJkyfn6VuwYIEaNGggi8Wi5s2b66uvvirQfW7cuFFt27aVj4+Pypcvr4ceekh//fWX05gPPvhAtWrVcuwSbLPZnPrfeecd1alTR1arVa1atdKmTZs0YMAAbd26VampqfL09NT333+v22+/Pc/zVlCFOSdzLV26VLfeeqssFouqVKmixx9/3Gm34pycHM2YMUNVq1ZVmTJl9NxzzyknJ8fRn5WVpYkTJ6patWqyWCxq1apVvo//xx9/qH///ipTpoxKly6tTp06Od4Tl3r22WfVunVrnTt3zjE3t2/frttvv11Wq1UhISF69dVXHe/1XN9//73atGkji8WiqlWr6vnnn1dmZqajv0mTJo7XtWbNmvrzzz8VFhYmf39/1ahRQ0uXLnWMrVy5shYvXqz7779ft9xyS751Wq1Wp616kvN7oGvXrlq2bJl2796tjIwMLVu2TPv27VOFChV0+vRppaam6rbbbnMsW6pUKfXq1UubN2/O9/Fyvfvuu6pTp47js/HLL7+U9H+vVY0aNWSxWNSiRQvHlkPpwi79w4YNU9euXdW0aVPH85eZmampU6eqVq1aslgsqlevnl555RVlZ2c7lj1//vxln6v85OTk6NVXX1XNmjVltVp1xx13aPv27Y7+3r17O94PnTt3zvc+3n//fdWvX1/e3t5q2LBhvrs7f/7552rSpIksFosaN26szz//XE8//bRjbEFex/w899xzeuKJJ1S7du0CL5Nr//796ty5s9avX+943+fnl19+UcuWLZ3aNm3apNDQUFksFtWuXVtz5szRnDlz9OKLLzqN27t3r7p166bSpUsrICBA9913n3755ZcCj8k99GLVqlV56tq+fbt69eolNzc3R1vXrl3122+/5fncu9SpU6e0atUqjRw50qn9Sp/3J06cUFBQkNPjXaxly5Z51g3AP2QAKDHOnDlj1KhRwzAMw4iIiDAqV65stGzZ0ti9e7eRlpZmzJ8/36hevbqRmZnpWKZGjRrGmTNnHH+///77Rtu2bY1ffvnFyMzMNA4ePGh069bNePrppw3DMIwtW7YYVqvVeOmllwybzWYYhmHceeedxi233GK8/vrrRlpamvHrr78atWrVMtavX28YhmFMnTrVeO211wzDMIywsDAjJCTE+O9//2ukp6cb//vf/4yyZcsaQ4YMMebMmWOkp6cb33//vVGhQgUjJSXFaf0effRR4+2333b83aNHD2PLli0FquHSOgzDMKKiooyQkBDjs88+M1JTU42zZ88as2bNMurVq2ckJiY6np927doZZ8+eNex2u7Fw4UKjcePGRteuXY2oqCjj3LlzxvDhw41BgwY5nvfGjRs7nqvq1asbPXv2NKKjo43Y2FjjjjvuMEaMGGH07NnTiImJMU6fPm106NDBWLRo0WVf127duhlffPHF1V5+wzAMIyAgwAgJCTHKli1r9O/f34iLiyvQcqtXrzY6derk1DZ16lSjfv36xqBBg4w//vjDSE1NNdatW2dUr17d+PTTT694f5999plRo0YNY9WqVUZycrJx7tw5Y86cOUZQUJBx7tw5Y+rUqUbTpk2NBx980Dh9+rQRGxtr9OrVy3j22Wcd9zFp0iTjlltucczfH374wWjZsqVRu3Ztx+tuGBde+3379hVoPfMbW5hz0jAM45VXXjGaNGlibN682UhLSzNiY2ON//znP0bjxo2NrKwsIywszGjatKkxfvx4IzEx0YiIiDBat25tvPvuu477ePDBB43HHnvMiI6ONmw2m/Hdd98ZdevWNb7++mvHmKNHjxpVq1Y1Zs+ebcTGxho2m81Yu3atERISYmzbts1YuHChMWrUKMNutxsjRowwOnXqZCQnJxuGcWFuhoSEGLfddpuxfft2Iy0tzThw4IDRpk0bY9SoUY7H2LRpk1GpUiXj888/N5KTk40jR44YPXv2NHr37u0Y07hxYyMiIsIwjAvvl9DQUGPx4sWGzWYztm/fbpQvX9747bffnJ7v5cuXF+j1yjVz5kxj5MiRTs+xJEOS4e7ubrzxxhuGYRjGvn37jDvvvDPP8v/973+N559//qqPc/H7N1d4eLhx5513Gr/++quRkpJirFmzxqhevbqxcuVKwzAMY+HChYbVajWWLFliZGRkGIZhGDk5OUaPHj2MPn36GL/99puRmZlpHD161Bg4cKAxbNgwx3PVqlUrY9GiRY7nqmLFik7P1cXCwsKM+vXrG6NHjzYiIyONpKQkY+nSpUbFihWN7du3O8ZdOsd9fX0d/z99+nSjWbNmxq5du4y0tDTj+++/N+rXr2/Mnj3bMebDDz80QkJCjG+//dbxWXrXXXcZDRo0MBYuXOhUT36v45YtW4wePXrkad+7d6/h5uZmBAUFGeXLlzdeffXVy70MedY793Eud98X8/f3N7Kyshx/b9iwwahUqZKxfPlyIzk52fjzzz+NAQMGGA0bNjSmTp3qGLdt2zajSpUqxqJFi4xz584ZKSkpxtKlS41q1aoZx44dK9CY7Oxso3Pnzsa2bdvy1DVq1Cin5y9XixYtjCNHjlxxncaNG2dMmzbNqS0hIcFwd3c3QkJCjIoVKxrh4eGO97dhGMZXX31llC5d2qhUqZIREhJivPbaa0ZOTo6jf/Xq1cbAgQOv+LgArg3BGyhBLg3ekozdu3c7jWnVqpWxd+9ex98XB2+bzWZUr17dKYgbhmFkZGQY1atXN06fPm1s2bLFCAwMdArvd955p/H44487LTN37lzHF+VLg/f999/vNPbuu+82HnjgAae2e++91+nLS1ZWllG+fHkjOjra0XZp8L5SDZfWYRiGMXLkSKewk2vcuHHGm2++6Xh+Lg69CxcuNMqVK+cUwBITE43AwEAjJycnT/C2WCxGQkKCY+yyZcsMq9VqnDt3ztH2xRdfGEOHDs1TR+7jNW/e3OmL5OWkp6cbX375pZGQkGCcP3/emDx5stG2bdurLmcYF+bFxWHWMC48Xy1btjTsdrtT+549e4xq1arlac+VmZlpVKtWzTh48GCevlOnTjnuu1GjRk5fBI8cOWI0atTIMAzDiImJMSpUqGDExsY6LR8VFWWULl260IN3Yc3JuLg4o0qVKo71vFhuW1hYmNG9e3envg0bNhj33nuvYRgXAkrr1q3zLP/LL78YzZo1c/zdp08f4/33388z7vTp00Z2draxcOFCY8SIEcbgwYONXr16OX4oM4wLc9PX19eIjIx0WjYxMdGoXr26cfjwYcMwDKNp06bG2rVrncZkZmYazZo1MzZu3GgYRt7gPWvWLKfxzzzzjFPIutbgfejQIaNixYqOx1izZo1Rp04dY8eOHUZqaqqxfPlyY+rUqUZOTo6xbds245577slzH/PnzzfGjBlz1ce6NHjv37/fqFmzZp4fXHbt2mUEBQU5fozLnbe5Vq1aZbRr1y7Pe8Rutzt+DMvvuXr++ecvG0jDwsKMvn375mlfvny503y5XPA+deqUUaFCBSMmJsZp+RMnThjly5c3EhISDJvNZlSsWDHPezc5OdkICgr6R8G7a9euxogRI4yEhATj559/NurUqeP0Q9LlXEvwTkxMNKpUqeLU1qhRI2PDhg1ObdnZ2UbLli2dgvctt9zimNMXu/i9XJAxlzN06FDj888/z9Petm1b46effrrscqdPnzaqVq1qnD9/3qk9NjbW+Pbbb43k5GTjzJkzxtChQ42HHnrI0X/gwAFj//79hs1mM37//XcjNDTU+OCDDxz9P/74o9G+ffur1g2g4NjVHCjBqlatqtatWzu11alTR7GxsfmOP3jwoGJiYlS9enVZLBbHzd/fX3FxcY7d0ho1aqRSpUo5LduvX78CP86lx99VqFAhzzGi5cqVc9p9e9OmTapfv76qVat22fW9lhqkC7vQjh071mldLRaL5s6dq59++skx7tJdKbt16yZfX1/H3/7+/rJarfmeObl58+ZOu7ZXqFBBTZo0cToO/9J1zbVv3z4999xz+vTTTwt0oiCLxaK+ffsqMDBQAQEBmjZtmtLS0nTw4MErLrdx40Z5e3vne1xk79695e7u/E9JaGio/Pz8dOzYsXzv7+DBg6patWq+Z4euXLmy4//79OnjtBtkrVq1HK/XDz/8oDvvvDPPieGqV6+utm3bXnF9rkdhzckdO3aoXbt2TuuZ6+K2S+fqxev+/fff68cff8wzL0NDQ3X48GHHbt5btmzRQw89lOdxKlSoIA8PD0kXTrSVlpamlStXytvb22lcmzZtFBQU5NTm7++vHj16aNu2bYqPj1dMTIzjTMi5SpUqpQceeOCyu7Rf6/vwShISEtSnTx+98cYbjsNoJk2apIULFzoOYxgwYIB8fHw0d+5cWa3WfHfbjY+Pdzo2tqC2bNmifv36Ob3fJTl2z889m/qlnxGbNm3Sgw8+mOe94+7u7nRCyCvNg/xcOj63rSC7K+/cuVPt27dX1apVndpDQkLUokUL7d27VwcPHlRwcHCe966fn1+eeXAtzp07p8OHD+udd95RYGCgmjdvrtmzZ+u999677vvMT2pqqtOZvc+ePavTp0+rW7duTuM8PDw0YMAAp/piYmIcZ4K/WO77tiBjruR65+abb76poUOH5jmmvVKlSuratav8/PxUvnx5zZs3T5s2bVJSUpIk6dZbb1WLFi3k7e2tBg0aaP78+Zo3b55jeT8/P6WlpV21bgAFR/AGSrD8Tj7j5eWljIyMyy4TGhoqm82W55aZmakuXbpIuvDl/GqPdaXHufTkb56ennnOiuzu7u50LGRBzhx9LTXk+uWXX/Ksa0ZGhhYvXuwYc+n6Xsvzej3rKkmRkZHq27evPvroIzVs2PCK63AltWrVUnR0tJ577jmny8rknohK0mWP7ZaUp65L3X///U73m5qaKrvdftXlpLzPY6lSpRzPoZubW55jjQvi3Xffdapn/fr1BVqusOZkYay7JD399NP5vg+zsrLk5eUl6cJrk3tugMupXbu2fv755zzH1ku66vObk5Nz2R98PDw8nI5Jv9i1vA9zj9fNvb377ruOvqysLPXr1099+/bVww8/7Gg/fvy42rRp43Q/rVu31saNGxUcHJzvmZojIiJUq1at/Ff0Cgr6HFz6GVFY8+BSBbnPyynIulzv++5qjh8/rnr16jn9YNusWTOdPHmyUB8nOzvb8aOTpMse33wpu91+1fdSQcZcSX5zMysrS7GxsapRo0a+yyQkJGjx4sUaO3bsVe+/VKlSql69+mWvX577b0EuDw+PfzSfAORF8AZKsEu3tlxNkyZNdPLkSUVGRjq1p6Sk6IknnnB8ybz4i831PFZ+y19pi252drZWr1591TNHX+v6tmvXTmvWrMnT/uqrrzqddObSes1cV0lKTk5Wz5499cwzz1zxergXy70EU3p6uqMtIyND+/btczqpU+6tcePGki5sXc3IyMh3K4504XrJuZdpyrV7926lpqaqbt26+vzzz53u19fXV02bNlVUVJT279+f5/4uPnHdlZ7Htm3batu2bXm2/sXExGjnzp2XXW7kyJFO9dx7772XHXuxwpqTbdq00ffff6+oqKg8yxR03du1a6f169fn+ZL/008/6bXXXnP83b59+3xPjHX69GnHsp06ddLrr7+uLl266MiRI07jdu3alee9npiYqHXr1qlDhw6qUKGCypUr53TyLulCAFm+fPllL812Le+Pe++91+n1uvjkUY899pjKli2rWbNmOS0THBycZ2+LAwcOqHLlyqpYsaK8vLx09OhRR1/ua3W5k41dyZ133qmvv/7a6WRy0oXXIjk5WfXq1ZOUd/506NBBS5YsyfMa5uTk6PTp046/r/Uz69NPP83TtmLFCjVt2lQWi+WKy7Zp00bbt2/XuXPnnNpjYmL0448/KjQ0VE2bNlV0dLR+++03pzEpKSkF/hErP9WrV9fRo0edPksOHjyokJCQ677P/FgsFqetuOXKlVPlypXzXLLLbrc7XYO8QoUKqlixYr7Xo8/9DCrImCtp165dnjo2btyo5s2b59kbJdd///tfDR48WOXKlXNqj4mJUZ8+fZza4uPjdfz4cYWEhGjt2rX6z3/+49S/Y8cOx3yVpLS0tJv60qOAKxC8AVyRu7u748uQxWLRlClT1KdPH+3bt0+ZmZn65ZdfdO+996p8+fLX/CWxsGzevFl169ZV9erV/9H9XLyukjRx4kTNmTNHH374oZKSknT27FlNnTpVCxcuVJ06df5p2dfFbrdr0KBB6tChg9OZ5q/Gy8tLgYGBGjVqlBISEvT3338rLCxMrVq1uuIZhKdPn37F63Z7eXmpX79+Onr0qNLS0rR27VoNGDBAb7755mXng8Vi0cyZM9W7d2999dVXSk5OVkJCgt5++23H9WOvpnLlyho5cqTuuece7dmzRzabTbt27VK/fv3y7NZ56etaFC43J6tVq6YnnnhCd999tzZv3qz09HTFxsZq8uTJ6t69e4G2MN1+++1q2LChHn74Yf3111/KyMjQhg0b1LdvXzVr1swxbtasWZo2bZpef/11xcXFKSMjQ19//bVat26t3bt3O8b169dPc+fOVbdu3ZwCVeXKlTVw4EDt2LFDNptNP/30k3r06KH77rvPsZfF7Nmz9fDDD2vt2rVKS0vTn3/+qQceeEAVKlRQ9+7dr+u5K8jrNWPGDB06dEhLlizJs9Vy/PjxeuSRR3To0CHZbDZ9/fXXevnllx1nQh83bpyGDRum6OhoJScna/To0erSpUuBQt6ltYWGhuq2227TgAEDHO+BDRs2qF+/fnrttdcu+x4YMGCAfH191bt3b/3222/Kzs7WkSNH1L9/f02dOvWqdUgXdm1u166d048MZ86c0bBhwxQZGank5GQtWbJETz75pN54442r3l+1atU0dOhQ9ezZUz/99JNsNpt++OEH3XPPPZowYYLKli0rLy8vzZo1S7169dJ3332n9PR0HTx4UL1791bp0qWv+FxdSZUqVRQaGqrRo0fr/Pnz+vXXXzV+/Phr+owriMDAwDw/LMyePVuPPvqoli9frtTUVB0/flwPPPBAnh9TZs+erfDwcC1cuFDnzp1TamqqFi9erFatWjkuRXe1MXa7XV27ds3zY5Ukx14aM2fOlM1m0+HDhzVhwgRNnDhRkvIsm5ycrPnz52vChAl57qtatWr6+++/NWnSJKWmpurPP//UwIEDFR4e7jjz/rvvvquVK1cqIyND27dv14gRI/Tcc8857uPMmTM37aVHAVcheAO4orvuukt16tRxXM/ziSee0JgxYxQWFqbSpUurf//+6t+/v6ZPn+6yGlesWHHV3cwL4o477tDLL7/s+LIXFBSkjRs3atWqVapatarq1aun48ePa+vWrXmO6Swqo0eP1oYNGzRv3jynXXALsrVu/vz5stvtql27tho3biwfHx8tWLDgsuOTk5NVrlw53XfffZcd89BDD2nQoEHq1auXypQpo8mTJ+u999676usxbNgwvf3223rppZdUoUIF1a9fXwcOHND27dudjnm/khdffFHDhg3Tww8/rMDAQI0bN05vvfWWU/iULhyf3blz5wJf67wwXGlOvvTSSxo7dqyefPJJBQYGqmXLljp//ry2bt1aoGP1JWnJkiWqWbOm2rZtq8DAQE2ZMkUffPCB07GqzZs31+bNm7V582bVrl1bFSpU0Jw5c/TJJ5/kOQ6+R48emj9/vnr06KGff/5ZktSgQQO9++67mjhxosqUKaPevXvr3nvv1Zw5cxzLdevWTQsWLNBLL72kMmXKqH379goODtaXX35Z4N14L9W+fXuFh4fr9ddfz7f/888/1+TJk7V//375+/s7vQ8kKTw8XAMHDlT37t1Vrlw5zZgxQ59++qnjElKPP/64unbtqhYtWqhatWrKzMx0Orb1SqpUqSJPT0+nObpo0SLddttt6tKli8qUKaPnn39es2fP1gMPPHDZ+/Hw8ND69evVoEEDdevWTX5+furXr5/at2/v9Pxeic1m05EjR5SYmOhoe+GFF9SoUSO1b99eFSpU0Pvvv69Vq1bl2fX+cl566SXHe9rf31+PPvqonnzySadANmTIEL3yyisaP3684xKLY8eOzfNDy9Vex0stWrRIqampqlWrlgYNGqSpU6eqa9euBVq2oEqVKqXSpUvrzJkzjrYuXbpo2bJleuONN1SuXDl169ZN99xzj4YPH+60bPfu3bVixQotXLhQ1apVU1BQkFatWqWNGzc6fry82pjcH1jyO2eHdOFzY8eOHSpbtqx69OihiRMnOp6DS5c9fPiwhg0bluc8F7m+/PJLHTx4UFWqVFHbtm3VokULxzXBq1atqpUrV+qVV15RYGCghg4dqqlTpzrtQRUZGfmPf8wG4MzNMONgHQAoIna7XVWqVNH+/fvznAgKcIWbYU5u3bpVr7/+utauXevqUoBC1aVLFz3//POOc5Igf2PGjFFISEiBjh8HUDBs8QZQrJ09e1aTJk0qtgGnMHXu3Nlp69/Ft4uPSYe5mJPF1+XeP+XLl3d1aSXWtGnTLvu6/Pe//73m+2vdurV++OEHEyq9uezcuVOhoaGuLgO4qbDFGwAAOGGLN25WO3fu1OjRo3XgwAFXl3LDio6O1i233KK4uLh8TywJ4PoQvAEAAAAAMBG7mgMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgov8H0XhPVKni1xkAAAAASUVORK5CYII=","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf\n","不是      1290\n","是       1176\n","不重要      441\n","问法错误      60\n","回答正确      33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf\n","不是      1311\n","是       1211\n","不重要      388\n","问法错误      57\n","回答正确      33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"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, 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}