diff --git "a/notebooks/02a_Qwen2-7B-Instruct_analysis.ipynb" "b/notebooks/02a_Qwen2-7B-Instruct_analysis.ipynb"
--- "a/notebooks/02a_Qwen2-7B-Instruct_analysis.ipynb"
+++ "b/notebooks/02a_Qwen2-7B-Instruct_analysis.ipynb"
@@ -1 +1 @@
-{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","if \"workding_dir\" not in locals():\n","    try:\n","        from google.colab import drive\n","        drive.mount('/content/drive')\n","        workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n","    except ModuleNotFoundError:\n","        workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":368,"status":"ok","timestamp":1719461634865,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"zFulf0bg0H-9","outputId":"debdd535-c828-40b9-efc0-8a180e5830dd"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["import os\n","import sys\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":4,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":589,"status":"ok","timestamp":1719462011879,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"DIUiweYYzi_I","outputId":"e16e9247-9077-4b0c-f8ea-17059f05a1c4"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading env vars from: /Users/inflaton/code/engd/projects/logical-reasoning/.env\n"]},{"data":{"text/plain":["True"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["from dotenv import find_dotenv, load_dotenv\n","\n","found_dotenv = find_dotenv(\".env\")\n","\n","if len(found_dotenv) == 0:\n","    found_dotenv = find_dotenv(\".env.example\")\n","print(f\"loading env vars from: {found_dotenv}\")\n","load_dotenv(found_dotenv, override=True)"]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n"]}],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["model_name = \"Qwen2-7B-Instruct\"\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   Qwen/Qwen2-7B-Instruct_torch.float16_lf                 3000 non-null   object\n"," 6   Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf   3000 non-null   object\n"," 7   Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf   3000 non-null   object\n"," 8   Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf  3000 non-null   object\n"," 9   Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf  3000 non-null   object\n"," 10  Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf  3000 non-null   object\n"," 11  Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf  3000 non-null   object\n"," 12  Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf  3000 non-null   object\n"," 13  Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf  3000 non-null   object\n"," 14  Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf  3000 non-null   object\n"," 15  Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf  3000 non-null   object\n","dtypes: object(16)\n","memory usage: 375.1+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(result_csv)\n","df.info()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'Qwen/Qwen2-7B-Instruct_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf']"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py: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>Qwen/Qwen2-7B-Instruct_torch.float16_lf</td>\n","      <td>0.619333</td>\n","      <td>0.755570</td>\n","      <td>0.619333</td>\n","      <td>0.672630</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.2</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.flo...</td>\n","      <td>0.725000</td>\n","      <td>0.784017</td>\n","      <td>0.725000</td>\n","      <td>0.748995</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.4</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.flo...</td>\n","      <td>0.759000</td>\n","      <td>0.800530</td>\n","      <td>0.759000</td>\n","      <td>0.774875</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.6</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.fl...</td>\n","      <td>0.692667</td>\n","      <td>0.803918</td>\n","      <td>0.692667</td>\n","      <td>0.733248</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.8</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.fl...</td>\n","      <td>0.725000</td>\n","      <td>0.795272</td>\n","      <td>0.725000</td>\n","      <td>0.747624</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>1.0</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.fl...</td>\n","      <td>0.675667</td>\n","      <td>0.781015</td>\n","      <td>0.675667</td>\n","      <td>0.708654</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>1.2</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.fl...</td>\n","      <td>0.701333</td>\n","      <td>0.796956</td>\n","      <td>0.701333</td>\n","      <td>0.736268</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>1.4</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.fl...</td>\n","      <td>0.732667</td>\n","      <td>0.792254</td>\n","      <td>0.732667</td>\n","      <td>0.755402</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>1.6</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.fl...</td>\n","      <td>0.698333</td>\n","      <td>0.785127</td>\n","      <td>0.698333</td>\n","      <td>0.729225</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>1.8</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.fl...</td>\n","      <td>0.678333</td>\n","      <td>0.785391</td>\n","      <td>0.678333</td>\n","      <td>0.716413</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>2.0</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.fl...</td>\n","      <td>0.689000</td>\n","      <td>0.792972</td>\n","      <td>0.689000</td>\n","      <td>0.725999</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["    epoch                                              model  accuracy  \\\n","0     0.0            Qwen/Qwen2-7B-Instruct_torch.float16_lf  0.619333   \n","1     0.2  Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.flo...  0.725000   \n","2     0.4  Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.flo...  0.759000   \n","3     0.6  Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.fl...  0.692667   \n","4     0.8  Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.fl...  0.725000   \n","5     1.0  Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.fl...  0.675667   \n","6     1.2  Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.fl...  0.701333   \n","7     1.4  Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.fl...  0.732667   \n","8     1.6  Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.fl...  0.698333   \n","9     1.8  Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.fl...  0.678333   \n","10    2.0  Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.fl...  0.689000   \n","\n","    precision    recall        f1  \n","0    0.755570  0.619333  0.672630  \n","1    0.784017  0.725000  0.748995  \n","2    0.800530  0.759000  0.774875  \n","3    0.803918  0.692667  0.733248  \n","4    0.795272  0.725000  0.747624  \n","5    0.781015  0.675667  0.708654  \n","6    0.796956  0.701333  0.736268  \n","7    0.792254  0.732667  0.755402  \n","8    0.785127  0.698333  0.729225  \n","9    0.785391  0.678333  0.716413  \n","10   0.792972  0.689000  0.725999  "]},"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":["********** Qwen/Qwen2-7B-Instruct_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct_torch.float16_lf\n","不是       1300\n","是         907\n","回答正确      390\n","不重要       209\n","问法错误      186\n","回答正确。       4\n","不是。         4\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAJFCAYAAAAruy8fAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABqLUlEQVR4nO3dd3RU1d7G8WeSkGRSgdAkEDoIRBSkKE2qckFpoqgoAUJHpClXpKiAYkP0FakqSBMvqDQB4dI7CFIs9EBCCSVAeibtvH+wMpchAVFzMinfz1qzJHvvM/M7yTGTZ84++1gMwzAEAAAAAABM4eLsAgAAAAAAyM8I3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmMjN2QVkl/T0dF24cEG+vr6yWCzOLgcAAAAAkM8ZhqHY2FiVLl1aLi53Pq+db4L3hQsXVLZsWWeXAQAAAAAoYCIiIlSmTJk79ueb4O3r6yvp5g77+fk5uRoAAAAAQH4XExOjsmXL2vPoneSb4J0xvdzPz4/gDQAAAADIMX92uTOLqwEAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCdx7QvHlzubi46KOPPnJoX7x4sapVqyZfX1/961//0unTpx36x48fr5IlS8rPz0+9evVSXFycvS8mJkbdunWTj4+PSpcurffffz9H9gUAAAAAChqCdx6wadMmjRs3zqFtz549GjFihBYtWqSrV6/qySef1FNPPWXvnzFjhpYtW6bdu3fr3Llzslgs6tOnj72/b9++KlSokM6fP69du3Zp6dKlmjlzZo7tEwAAAAAUFBbDMAxnF5EdYmJi5O/vr+joaPn5+Tm7nGz31ltvycfHR6+++qokafv27bJYLGrUqJF9TJEiRXTixAkVK1ZM1apV06JFi/Twww9LklJSUlSpUiVt2rRJnp6eqlOnjs6ePStPT09J0h9//KF//etfOnPmTI7vGwAAAADkRfeaQ91ysCZko8aNG9v/fe3aNX366aeqVKmSAgICdPnyZcXHx9tDtyQVKlRI7du318aNG+Xv76/WrVvbQ7ckVa9eXT4+Pjpx4oSqVKmSo/sCAAAAAPkZwTuPO3TokB566CG5uLho9erVslgsCg8PV+XKlTONrVatmk6fPq2AgIC79hO8AQAAACD7cI13Hvfggw/qypUrmj17trp3767jx48rMTFRXl5emcZarVYlJib+aT8AAAAAIPtwxjsfKFasmHr16qXIyEhNnz5d3bp1U1JSUqZxUVFR8vLyktVqVUJCwh37AQAAAADZhzPeedSePXuUlpbm0Pbggw/q4sWLCgoKUlhYWKZtwsLCVLFixT/tBwAAAABkH4J3HjVmzBht3LjRoW3fvn2qUaOGSpQoIXd3dx07dszel5qaquXLl6tly5Zq1KiRNmzYoNTUVHv/r7/+KpvNluW13wAAAACAv4/gnUcNGzZMQ4cO1ZEjR5SUlKQlS5Zozpw5GjhwoL2/d+/eOnfunGJjYzV48GC1atVKFSpUUGBgoBo2bKhhw4YpLi5OERER6tOnj8aMGePkvQIAAACA/IdrvPOotm3b6vLly+rcubMiIiJUt25dLVu2TMWKFZMk9e/fX5cvX1adOnWUlJSkZ555RjNmzLBvP3PmTA0cOFClSpWSr6+vhg8frtDQUGftDgAAAADkWxbDMAxnF5Ed7vXG5QAAAAAAZId7zaGc8c5m5V//0dkl5Apn3mvn7BIAAAAAIFfgGm8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATPS3gnfz5s3l4uKijz76yKF9+/btatCggfz8/PTII49o9+7dDv3jx49XyZIl5efnp169eikuLs7eFxMTo27dusnHx0elS5fW+++//3dKAwAAAAAgV/lbwXvTpk0aN26cQ9uJEyf07LPP6p133tGlS5c0cuRIdezYUefOnZMkzZgxQ8uWLdPu3bt17tw5WSwW9enTx7593759VahQIZ0/f167du3S0qVLNXPmzH+wawAAAAAAOJ9bdj3R1KlTNXz4cLVq1UqS1LlzZ+3Zs0f/+c9/NHz4cE2ZMkWLFi1ShQoVJN0M4pUqVdKpU6fk6empTZs26ezZs/L09JS/v7/mzZunf/3rX+rXr192lQgAAAAAQI7LtuBdoUIFtWvXzqGtbNmyioiI0OXLlxUfH6+HH37Y3leoUCG1b99eGzdulL+/v1q3bi1PT097f/Xq1eXj46MTJ06oSpUq2VUmAAAAAAA5KtsWVxs6dGimgLxq1SrVrVtX4eHhqly5cqZtqlWrptOnT/9pf1ZsNptiYmIcHgAAAAAA5DamrWo+d+5cRUZGqlOnTkpMTJSXl1emMVarVYmJiX/an5VJkybJ39/f/ihbtmy27wMAAAAAAP+UKcF73759+ve//61vvvlGbm5uslqtSkpKyjQuKipKXl5ef9qflVGjRik6Otr+iIiIyPb9AAAAAADgn8q2a7wzhIeHq1OnTvryyy9VvXp1SVJQUJDCwsIyjQ0LC1PdunXl5+enNWvWZNlfsWLFLF/Hw8NDHh4e2Vs8AAAAAADZLFvPeMfGxurJJ5/Ua6+9pieffNLeXqJECbm7u+vYsWP2ttTUVC1fvlwtW7ZUo0aNtGHDBqWmptr7f/31V9lstiyv/QYAAAAAIK/ItuCdlpamZ599Vk2bNtWQIUMy9Q8bNky9e/fWuXPnFBsbq8GDB6tVq1aqUKGCAgMD1bBhQw0bNkxxcXGKiIhQnz59NGbMmOwqDwAAAAAAp8i24D148GCtXbtWM2bMkJubm/3RsmVLSVL//v3VunVr1alTR4GBgUpOTtaMGTPs28+cOVPXrl1TqVKlVL9+fXXu3FmhoaHZVR4AAAAAAE5hMQzDcHYR2SEmJkb+/v6Kjo6Wn5+f0+oo//qPTnvt3OTMe+3+fBAAAAAA5GH3mkNNu50YAAAAAAAgeAMAAAAAYCqCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYKK/FbybN28uFxcXffTRRw7tO3bs0EMPPSSr1ap69epp7969Dv2zZs1SUFCQvL291alTJ126dMnel5KSoldeeUVFihRRQECAXnvtNaWmpv6d8gAAAAAAyDX+VvDetGmTxo0b59B26dIlderUSePGjVNMTIxGjx6tDh06KDIyUpK0du1avfvuu1q1apWuXr2q4OBgderUyb792LFjdfz4cR09elRHjx7V77//rrFjx/6DXQMAAAAAwPmybar5V199pa5du6pz584qVKiQOnbsqJCQEE2bNk2SNGXKFE2ePFm1atWS1WrVhAkTlJ6ero0bNyo5OVmzZ8/W3LlzVbJkSRUvXlzz5s3TF198ofj4+OwqEQAAAACAHJdtwXvbtm3q0KGDQ1uXLl20YcMGGYahPXv2qF27dln2Hzx4UNWrV1epUqXsfQEBAWrQoIF27tyZXSUCAAAAAJDjsi14h4eHq3Llyg5t1apV0+nTpxUVFaXChQvL09Mzy/6str21Pys2m00xMTEODwAAAAAAcptsC96JiYny8vJyaLNarUpMTMyy76/0Z2XSpEny9/e3P8qWLZs9OwIAAAAAQDbKtuBttVqVlJTk0BYVFSUvL68s+/5Kf1ZGjRql6Oho+yMiIiJ7dgQAAAAAgGyUbcE7KChIYWFhDm1hYWGqWLGiAgICdOPGDaWkpGTZn9W2t/ZnxcPDQ35+fg4PAAAAAABym2wL3o0bN9batWsd2pYuXapWrVrJYrGobt262rhxY5b9Dz30kH7//Xddv37d3nft2jXt2bNHDRs2zK4SAQAAAADIcdkWvENDQ/X1119rzZo1Sk1N1apVq7R48WINHDhQkjR8+HANHTpUR48eVVJSkiZMmCCr1apmzZrJ3d1dPXv2VJ8+fRQVFaWrV6+qV69eevnll+841RwAAAAAgLwg24J3yZIltWTJEo0aNUo+Pj566623tGzZMpUoUUKS1KZNGw0dOlStW7dW0aJFdeDAAX333Xf27cePH6/77rtPlSpVUtWqVVWlShW99dZb2VUeAAAAAABOYTEMw3B2EdkhJiZG/v7+io6Odur13uVf/9Fpr52bnHmv3Z8PAgAAAIA87F5zaLad8QYAAAAAAJkRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvIE87OTJk2rbtq38/f1VrVo1LVy40N63Y8cOPfTQQ7JarapXr5727t1r7wsNDZWbm5vDw2KxaMqUKc7YDQAAACBfI3gDeVR8fLzatGmjzp07KzIyUosXL9bbb7+tDRs26NKlS+rUqZPGjRunmJgYjR49Wh06dFBkZKQk6csvv1Rqaqr9cfr0aQUGBqpfv35O3isAAAAg/yF4A3nU9u3bFRwcrN69e8tqtap27dp6//33NXfuXH311Vfq2rWrOnfurEKFCqljx44KCQnRtGnTsnyu999/X4MHD5aXl1cO7wUAAACQ/xG8gTwqLS0ty/br169r27Zt6tChg0N7ly5dtGHDhkzjL168qGXLlmngwIGm1AkAAAAUdARvII9q3Lix9u3bpzlz5igxMVG//PKL/v3vf6tp06YKDw9X5cqVHcZXq1ZNp0+fzvQ8H374ofr37y9fX9+cKh0AAAAoUAjeQB7l5+enlStXavbs2SpdurRatmypGzduqG/fvkpMTMw0bdxqtSoxMdGh7cqVK/r222/1yiuv5GTpAAAAQIFC8AbysDp16mjnzp06e/asPD09NWXKFBUuXFhWq1VJSUkOY6OiojKF8Y8//li9evWSv79/TpYNAAAAFChuzi4AwD83evRo1alTR926dZMkBQUFKSwsTEFBQfYxYWFhqlixov3r69eva968eTp8+HCO1wsAAAAUJJzxBvK4/fv3a+HChZoxY4a9rXHjxlq7dq3DuKVLl6pVq1b2r//v//5P3bp1U0BAQI7VCgAAABREnPEG8rD09HT1799f7733nsqUKWNvDw0NVe3atdW0aVO1bt1aa9eu1eLFi3XgwAFJUmxsrGbPnq39+/c7q3QAAACgwCB4A3lYYmKiOnTooL59+zq0lyxZUkuWLNGgQYPUqVMnBQcHa9myZSpRooQk6ffff1fv3r1VsmRJZ5QNAAAAFCgWwzAMZxeRHWJiYuTv76/o6Gj5+fk5rY7yr//otNfOTc68187ZJQAAAACAqe41h3LGGzAZH8bcxIcxAAAAKKhYXA0AAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATZWvwjoqK0osvvqiiRYsqKChIkydPtvf98ccfaty4saxWq2rWrKnVq1c7bLts2TJVrVpVVqtVLVq00IkTJ7KzNAAAAAAAnCJbg3dISIgqV66siIgI7du3T9u2bdPXX38tm82mtm3b6vnnn1d0dLRmzJih3r1768iRI5KkI0eOqF+/fpo9e7aio6P17LPPqk2bNkpKSsrO8gAAAAAAyHHZGry3bt2qN954Q97e3ipZsqQGDx6sH374Qd9//72Cg4M1aNAgubu7q0mTJho3bpw+/PBDSdLUqVM1cuRIPfbYY3J3d1f//v1Vr149LVq0KDvLAwAAAAAgx2Vr8G7Xrp1GjhypmJgYRURE6N1331XJkiW1bds2dejQwWFsly5dtGHDBkn6034AAAAAAPKqbA3en3/+ub777jv5+/srKChIFy9e1Jtvvqnw8HBVrlzZYWyxYsWUlJQkm82m8+fPq2LFig791apV0+nTp7OzPAAAAAAAcly2Be/U1FQ99dRTeuGFFxQVFaWzZ8+qTZs2unz5shITE+Xl5ZVpG6vVqsTERKWnp8vFxSXLvjux2WyKiYlxeAAAAAAAkNtkW/BetWqVrFar3n//ffuq5hMmTFDPnj3l7u6e5UJp165dk5eXl1xcXGQYhkNfVFRUlmE9w6RJk+Tv729/lC1bNrt2BQAAAACAbJNtwfvYsWNq0qSJQ5u3t7cKFy4sSQoLC3Poi4yMVNGiReXu7q7AwECFh4c79IeFhWWafn6rUaNGKTo62v6IiIjInh0BAAAAACAbZVvwrlixoo4ePerQlpSUpD/++EMvvvii1q5d69C3dOlStWrVSpLUuHHju/ZnxcPDQ35+fg4PAAAAAABym2wL3k899ZQOHDigzz//XLGxsTp//rxCQkL06KOP6umnn9bevXs1b948paSkaNeuXfrggw/02muvSZIGDx6siRMnas+ePUpJSdFXX32lw4cP6/nnn8+u8gAAAAAAcIpsC96enp5atWqVVqxYoZIlS6pBgwYqUaKE5s2bJ09PT61cuVKzZs2Sr6+vQkNDNWvWLNWsWVOS9MADD+izzz7TSy+9JD8/Py1YsECrV6+Wh4dHdpUHAAAAAIBTuGXnk1WpUkU//fRTln01atTQ9u3b77htx44d1bFjx+wsBwAAAAAAp8vW+3gDAAAAAABHBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEpgbvs2fP6uuvvzbzJQAAAAAAyNVMDd5DhgzRpUuX7F/v2LFDDz30kKxWq+rVq6e9e/c6jJ81a5aCgoLk7e2tTp06OWwLAAAAAEBeZFrwXr16tU6dOqXhw4dLki5duqROnTpp3LhxiomJ0ejRo9WhQwdFRkZKktauXat3331Xq1at0tWrVxUcHKxOnTqZVR4AAAAAADnClOBts9k0dOhQzZgxQ25ubpKkr776Sl27dlXnzp1VqFAhdezYUSEhIZo2bZokacqUKZo8ebJq1aolq9WqCRMmKD09XRs3bjSjRAAAAAAAcoQpwfuDDz5Q06ZN1ahRI3vbtm3b1KFDB4dxXbp00YYNG2QYhvbs2aN27dpl2Q8AAAAAQF6V7cE7IiJCkyZN0k8//aQiRYpoxIgRSk9PV3h4uCpXruwwtlq1ajp9+rSioqJUuHBheXp6ZtkPAAAAAEBele3Be8KECWrdurX279+vAwcOaPv27fr888+VmJgoLy8vh7FWq1WJiYlZ9t3anxWbzaaYmBiHBwAAAAAAuY1bdj/h8uXLdfToURUpUkSS9OWXX+rZZ5+V1WpVUlKSw9ioqCh5eXll2Xdrf1YmTZqkt99+O7vLBwAAAAAgW2XrGe8rV67I29vbHrolqWbNmjp37pyCgoIUFhbmMD4sLEwVK1ZUQECAbty4oZSUlCz7szJq1ChFR0fbHxEREdm5KwAAAAAAZItsDd4BAQG6fv26rl+/bm/7/fffFRQUpMaNG2vt2rUO45cuXapWrVrJYrGobt26mVYwz+jPioeHh/z8/BweAAAAAADkNtkavF1cXNSjRw/16NFDly9fVlhYmHr37q0hQ4YoNDRUX3/9tdasWaPU1FStWrVKixcv1sCBAyVJw4cP19ChQ3X06FElJSVpwoQJslqtatasWXaWCAAAAABAjsr2a7zfe+89/fvf/1ZwcLC8vb31yiuvqE+fPpKkJUuWaNCgQerUqZOCg4O1bNkylShRQpLUpk0bnT17Vq1bt1ZUVJSeeOIJfffdd9ldHgAAAAAAOcpiGIbh7CKyQ0xMjPz9/RUdHe3UaeflX//Raa+dm5x5r92fDyogOCZu4pgAAABAfnOvOTTbbycGAAAAAAD+h+ANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQD5SFhYmNq0aSNfX19Vq1ZNixcvtvctWrRINWrUkJ+fnx5//HGdOnXKYdvx48erZMmS8vPzU69evRQXF5fT5QMAAORLBG8AyCcMw1D79u3VokULXb16Vf/5z380atQo7d69W2vWrNH48eO1cOFCRUZGqkuXLmrXrp2SkpIkSTNmzNCyZcu0e/dunTt3ThaLRX369HHyHgEAAOQPBG8AyCdu3Lihl19+WSNHjpSHh4cefPBBdejQQdu3b9e8efP03nvvqXbt2vLy8lLfvn1VrVo17dixQ5I0ZcoUzZ49WxUqVJCfn59mzJihHTt2ZDorDgAAgL/O1OD94Ycf6urVq5KkP/74Q40bN5bValXNmjW1evVqh7HLli1T1apVZbVa1aJFC504ccLM0gAg3ylSpIj69esnSUpOTtb69ev13XffqUWLFkpLS8tym+vXr+vy5cuKj4/Xww8/bG8vVKiQ2rdvr40bN+ZI7QAAAPmZacH78OHDGjt2rCTJZrOpbdu2ev755xUdHa0ZM2aod+/eOnLkiCTpyJEj6tevn2bPnq3o6Gg9++yzatOmjX0KJADgr2nQoIEef/xxNWvWTLVr11aXLl00atQoHTp0SImJiZo1a5bWrFmjhg0bKjw8XJUrV870HNWqVdPp06edUD0AAED+YkrwTk5O1ksvvaTU1FRJ0vfff6/g4GANGjRI7u7uatKkicaNG6cPP/xQkjR16lSNHDlSjz32mNzd3dW/f3/Vq1dPixYtMqM8AMj3du3apV27dunYsWN699139eyzz6pv377q0KGDKlWqpAEDBigkJESlS5dWYmKivLy8Mj2H1WpVYmKiE6oHAADIX0wJ3qNHj9YDDzygMmXKSJK2bdumDh06OIzp0qWLNmzYcE/9AIC/xtPTU4888oh++OEHffzxx5KkYcOG6cyZM/rkk09UvHhxvf/++5JuBuysZhhFRUVlGcgBAADw12R78N66dauWLl2qzz//3N6W1TTGYsWKKSkpSTabTefPn1fFihUd+v9siqPNZlNMTIzDAwAKsjNnzujixYsObYGBgXJ1dbWfuY6NjdWwYcM0depUFS1aVJIUFBSksLCwTM8XFhaW6XczAAAA/rpsDd4xMTHq0aOH5syZI39/f3v7n01jTE9Pl4uLS5Z9dzJp0iT5+/vbH2XLls2+HQGAPGjHjh169dVXHdrOnDkjX19fWa1WSdKYMWP0yCOPqEuXLvYxJUqUkLu7u44dO2ZvS01N1fLly9WyZcucKR4AACAfy9bg/corr+jpp59Ws2bNHNrvNI3x2rVr8vLykouLiwzDcOj7symOo0aNUnR0tP0RERGRLfsAAHlVx44dtXfvXn399ddKTEzU0aNH9dxzz9kXuvzll1/0zTffOMxIyjBs2DD17t1b586dU2xsrAYPHqxWrVqpQoUKOb0bAAAA+U62Be/ly5dr4cKF+uyzz+Tp6SlPT0+dPXtWZcqU0W+//ZZpGmNkZKSKFi0qd3d3BQYGKjw83KH/z6Y4enh4yM/Pz+EBAAWZt7e3Vq1apQULFqh48eJ6/PHH9cILL6hHjx6Sbi58OXPmTJUqVSrTtv3791fr1q1Vp04dBQYGKjk5WTNmzMjhPQAAAMif3LLriTp06KCUlBSHtvLly+vnn3/WunXrtHLlSoWEhNj7li5dqlatWkmSGjdurLVr19rvP5vR/+STT2ZXeQBQIFSrVk3r16/Psq9BgwZ33XbcuHEaN26cGWUBAAAUaNkWvO+mc+fOGjt2rObNm6fnn39eP//8sz744AOtWbNGkjR48GC1bdtWDz30kOrUqaP58+fr8OHDWrhwYU6UBwA5qvzrPzq7hFzhzHvtnF0CAABAjjDldmK38/T01MqVKzVr1iz5+voqNDRUs2bNUs2aNSVJDzzwgD777DO99NJL8vPz04IFC7R69Wp5eHjkRHkAAAAAAJjG1DPeZ86csf+7Ro0a2r59+x3HduzYUR07djSzHAAAAAAAclyOnPEGAAAAAKCgIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAA+dT169cVEhKi4sWLq3z58nrvvfeUnp4uSdqxY4ceeughWa1W1atXT3v37rVvl5KSojFjxigoKEjFixdX3759FRcX56zdAAAgzyN4AwCQT3Xp0kWBgYE6deqU1q9fr2XLlmnq1Km6dOmSOnXqpHHjxikmJkajR49Whw4dFBkZKUkaM2aMfv31V+3evVvHjh2TYRgaOHCgk/cGAIC8y83ZBQAAgOz3yy+/6PLly3rnnXdksVjk5+enOXPmqGvXroqPj1fXrl3VuXNnSVLHjh21e/duTZs2TePHj9f8+fP166+/qmjRopKk6dOnKzAwUDabTR4eHs7cLQAA8iTOeAMAkA+lpaVp+PDhslgs9rayZcvq0qVL2rZtmzp06OAwvkuXLtqwYYN921u3k6TU1FTFxsaaXzgAAPkQwRsAgHyobt266tmzp0PbqlWrVLduXYWHh6ty5coOfdWqVdPp06clSU8//bRCQ0N18eJFXbt2TQMGDFDJkiVVrFixHKsfAID8hKnmAAAUAJGRkRoxYoS+//57vfDCC/Ly8nLot1qtSkxMlCR9+OGHGj58uB588EEVKlRIFy5c0IIFC5xRNgAA+QJnvAEAyOdsNpuefvppDRw4UA0aNJDValVSUpLDmKioKHsY9/b21syZM3X58mV16NBBrVq1Urdu3ZxROgAA+QLBGwCAfC40NFRly5bVG2+8IUkKCgpSWFiYw5iwsDBVrFjRoW3fvn1auHChZs+enWO1Iu+YPHmy4uPjnV0GAOQJBG8AAPKxt956S6dPn9bcuXPtC6Y1btxYa9eudRi3dOlStWrVyv51Wlqa+vfvr4kTJ6p8+fI5WTJyQPPmzeXi4qKPPvrIoX3z5s2qW7eufHx89Oijj+rnn3/Ocvtly5Zp3rx5rHIPAPcoW4P39evXFRISouLFi6t8+fJ67733lJ6eLknasWOHHnroIVmtVtWrV0979+512HbWrFkKCgqSt7e3OnXqpEuXLmVnaQAAFDgLFy7U/PnztWzZMnl6etrbQ0ND9fXXX2vNmjVKTU3VqlWrtHjxYod7dX/++eeyWq0aNGiQM0qHyTZt2qRx48Y5tIWHhyskJERTpkzR9evXNXnyZHXv3l1RUVEO4xITEzV8+HDNmDFDbm4sFwQA9yJbg3eXLl0UGBioU6dOaf369Vq2bJmmTp2qS5cuqVOnTho3bpxiYmI0evRodejQQZGRkZKktWvX6t1339WqVat09epVBQcHq1OnTtlZGgAABcq2bdvUq1cvhYWFqXTp0nJzc7M/kpKStGTJEo0aNUo+Pj566623tGzZMpUoUcK+va+vr7788ku5uDA5rqDYu3evmjZtqiZNmqhQoUJq2LChHn74YW3bts1h3LvvvqtWrVrp0UcfdVKlAJD3ZNvHlL/88osuX76sd955RxaLRX5+fpozZ466du2q+Ph4de3aVZ07d5YkdezYUbt379a0adM0fvx4TZkyRZMnT1atWrUkSRMmTND69eu1ceNGtWjRIrtKBACgwGjSpIlsNtsd+8uVK6eDBw/esf/2W5Eh/2vUqJFeffVVrVmzRi1bttTmzZu1YsUKh5kQJ0+e1Ndff61Dhw45sVIAyHuyLXinpaVp+PDh9uvHJKls2bK6dOmStm3bpuHDhzuM79Kli4YMGaK3335be/bs0fLlyzP1b9iwgeANAMjXyr/+o7NLyDXOvNfO2SUUaPfdd58++OADtW3b1t42ZMgQhzPbQ4cOVXx8vCpWrKjg4GB9/fXXmRblAwBklm3zx+rWrZvp0/FVq1apbt26Cg8PV+XKlR36qlWrptOnTysqKkqFCxd2uPbs1n4AAACYb//+/Xr11Vf1448/KiEhQevWrZObm5t95sTOnTu1b98+LVu2TBEREWrVqpWeffZZGYbh5MoBIPcz7cKtyMhIjRgxQuPGjVNiYqL93qAZrFarEhMTs+y7tf9ObDabYmJiHB4AAAD4eyZMmKB3331Xbdu2ldVqVevWrVW/fn2NHj1akvTtt9/qzTffVJMmTeTj46M333xT0s3bzgEA7s6U4G2z2fT0009r4MCBatCggaxWq5KSkhzGREVFycvLK8u+W/vvZNKkSfL397c/ypYtm+37AQAAUFAcO3ZMTZo0cWhr0KCBfvrpJ0k3r+8ODg526K9Vq5bOnj2bYzUCQF5lSvAODQ1V2bJl9cYbb0iSgoKCFBYW5jAmLCxMFStWVEBAgG7cuKGUlJQs++9k1KhRio6Otj8iIiKyf0cAAAAKiIoVK+ro0aMObQcOHFCpUqUkSWXKlNGvv/7q0P/rr7+qQoUKOVYjAORV2R6833rrLZ0+fVpz5861L7TWuHFjrV271mHc0qVL1apVK1ksFtWtW1cbN27Msv9OPDw85Ofn5/AAAADA3zNs2DANHjxYu3fvls1m09atWzVkyBD7vdz79++viRMnatu2bYqLi9OECRPk4eGhhx9+2MmVA0Dul22rmkvSwoULNX/+fO3atcthsbTQ0FDVrl1bTZs2VevWrbV27VotXrxYBw4ckCQNHz5cQ4cO1Q8//KDy5cvrww8/lNVqVbNmzbKzPAAAANxBq1atNGbMGL300ks6d+6cqlatqg8++EAdO3aUJNWuXVszZsxQv379dPHiRbVu3Vrff/+9wx1tAABZy7bgvW3bNvXq1UspKSkqXbq0Q9+pU6e0ZMkSDRo0SJ06dVJwcLCWLVumEiVKSJLatGmjs2fPqnXr1oqKitITTzyh7777LrtKAwAAwG3eeuutTG3du3dX9+7d77hN+/bt1b59exOrAoD8KduCd5MmTey3m8hKuXLldPDgwTv29+vXT/369cuucgAAAPIk7u3+P9zbHUB+YdrtxAAAAAAAAMEbAAAAAABTEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAwD358MMPdfXqVWeXgVyEY+LeELwBAAAA/KnDhw9r7Nixzi4DuQjHxL0jeAMAAAC4q+TkZL300ktKTU11dinIJTgm/ho3ZxcAAAAAIHcbPXq0HnjgAUVHRzu7FOQSHBN/DcEbAAAAwB1t3bpVS5cu1cGDB/Xggw86uxzkAhwTfx1TzQEAAABkKSYmRj169NCcOXPk7+/v7HKQC3BM/D0EbwAAAABZeuWVV/T000+rWbNmzi4FuQTHxN+Tq4J3TEyMunXrJh8fH5UuXVrvv/++s0sCAAAACqTly5dr4cKF+uyzz+Tp6SlPT0+dPXtWZcqU0cqVK51dHpyAY+Lvy1XXePft21eenp46f/68bty4oS5duqhw4cLq16+fs0sDAAAACpQOHTooJSXFoa18+fL6+eefVaxYMSdVBWfimPj7ck3wPn/+vDZt2qSzZ8/K09NT/v7+mjdvnv71r38RvAEAAAAAeVaumWq+Y8cOtW7dWp6enva26tWry8fHRydOnHBiZQAAAAAA/H255ox3eHi4KleunKm9WrVqOn36tKpUqeKEqgAAAADnKv/6j84u4X+e+1x1P9rjtJc/8147p712bsIxcVNeOh5yTfBOTEyUl5dXpnar1arExMRM7TabTTabzf51xo3bY2JizCvyHqTbEpz6+rmFs38OuQnHxE0cE//DMXETx8RNHA//wzFxE8fE/3BM3MQx8T8cEzdxTNyUG46HjBoMw7jruFwTvK1WqxISMh9AUVFRWQbySZMm6e23387UXrZsWVPqw1/j/4mzK0BuwzGB23FM4HYcE7gdxwRuxzGBW+Wm4yE2Nvau9zXPNcE7KChIa9asydQeFhamihUrZmofNWqUhg8fbv86PT1d165dU0BAgCwWi6m15mYxMTEqW7asIiIi5Ofn5+xykAtwTOB2HBO4HccEbsXxgNtxTOB2HBP/YxiGYmNjVbp06buOyzXBu1GjRnr11VeVmpoqN7ebZf3666+y2WxZXvvt4eEhDw8Ph7bChQvnRKl5gp+fX4H/nwCOOCZwO44J3I5jArfieMDtOCZwO46Jm+52pjtDrlnVPDAwUA0bNtSwYcMUFxeniIgI9enTR2PGjHF2aQAAAAAA/G25JnhL0syZM3Xt2jWVKlVK9evXV+fOnRUaGurssgAAAAAA+NtyzVRz6eYp+oULFzq7jDzNw8NDb775ZqZp+Ci4OCZwO44J3I5jArfieMDtOCZwO46Jv85i/Nm65wAAAAAA4G/LVVPNAQAAAADIbwjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3vlMfHy8atWqpdTUVHvb5s2bNXr0aIc2FBxxcXHy8/Nz+PmvXr1a3bp1U3JyshMrA5CToqOjNWTIkDv2e3t768qVK/av4+Pjc6IsAAAKBG4nls+kpqbK09NTiYmJWrRokUJCQrR582a1bNlS0dHR8vHxcXaJyGFpaWny8PBQfHy8PvjgA40dO1bbtm1Ts2bNOCYKmNWrV8vLy0suLpk/c7VYLCpVqpSqVKnihMqQE2JiYlSzZk1FRERo9uzZSkhIkMVikdVqVZ8+fVSsWDGFh4fLy8tLly5dUp06dbRz506VK1fO2aXDCVJTU9W3b199+umn8vX11ZEjR+Ti4qKaNWs6uzQAyJMI3nlUfHy8Hn/8cftN6w3DkL+/v5YtWyYfHx9du3ZNpUqV0rVr13Tw4EE9/PDDiomJkbe3t5Mrh1ni4uJUrVo1h2MiICBAP//8s3x9fe3HRFRUlA4dOqQ6depwTBQQ4eHhCgoK0n333ad69erJMAxt2bJFjz32mPbv36/g4GC5u7tr27ZtOnLkiIKCgpxdMkxgs9kUHBysEydO6P7771eTJk0kSZs2bdLJkydVrlw5nT17VpL0+eef68svv9SBAwecWTJMZrPZNH36dFmtVrm6uiohIUGdOnVSy5YtdeDAARUuXFg3btyQj4+PXnjhBe3cuVMnTpxQoUKFnF06AOQ5TDXPozw8PBQREaHQ0FCdPHlSvXv31vHjxyVJnp6ecnd3l5ubm/1rSXJ3d3davTCf1WqVp6en5s+fL4vFogULFighIUHSzeOlUKFC9mMi41jICOnI3x599FEtWLBAXl5eWrFihVauXKkyZcpo5cqVatCggebOnatVq1apZ8+e9mMG+Y+bm5vD74DZs2dr9uzZcnV1tbe1b99ely5d0nfffadXX33VmeUiBxiGoeHDh2vhwoX6+uuvNXz4cNlsNp0+fVqenp7y8PCQh4eHVq5cqe+++05ffPEFoRsA/iY3ZxeAv8fNzU2FCxdWt27d9P7776tbt26aNGmSvU+S/c0xJSVFhQoV4s0yn3N1dZW3t7caNWpk/2/GlOLbA3dycrI8PT3t7cjfrFarli9frrNnz2r8+PGSpKtXr2r8+PE6duyYPv74Y/n5+cnLy0v333+/k6uFWVxdXXXp0iUNHDhQkZGRGjhwoCQ5/J5o0aKFmjRpouvXr+vpp592ZrnIAR4eHnJ1ddXWrVslSV5eXg4f1Lq4uGjOnDkaM2aMFi1apFatWjm5YgDIu/irOx/J+OPJZrNp/PjxiouL0/jx43X+/HmVKlXKydXBGTKOicTERPXq1UvXr19Xr169dOXKFd13331Org5m+/nnn7Vy5Up5eHhoyZIlKleunP3spsVikaurq/2/Li4ustlsTq4YZrNarWrUqJFWr16tRo0ayTAMbdq0SdLNY2Lo0KGKjY3V6tWrmRFTAFgsFlksFoe2jN8HY8aMUUpKinbs2KG9e/eqfPnyzikSAPIJpprnIxmX66enp+vEiRNq3769Tpw4oYMHD+rBBx90cnVwhoxjwsXFRYGBgRo2bJgCAwOVnJysunXrOrk6mC0lJUXr1q3T2bNnde7cOVksFvXq1Us9evSQv7+/evbsqXLlyunll1/WmDFjNHnyZGeXDJP5+/urW7duKlKkiLp166YXX3xRkjR06FDFxMRIki5cuKDDhw/rl19+cWapyCG3L/WTnp4uwzB06tQppaWlafny5VqwYEGmcQCAv4Yz3vlIxpui1WrV/Pnz7e1t27a1/3GFgiXjmHB3d9eECRPsbY0aNdLw4cOdWRpywKOPPqpdu3ZpypQpatOmjdzc3PTII4/YZ0I8+uijunbtmqpVq6aWLVtq/Pjxql27tpOrhpnOnDmj+vXr68SJE6pfv769vUSJErp+/brWrFmjLVu2qE+fPlq6dCnHQz6Xnp6e6Yx3amqq0tLS9M0332jFihXavHmzunfvrhMnTujrr792UqUAkPdxxjuPSktLU3Jyso4fP27/b8Z9mlNTU3XkyBH98ccfeu+995SUlKRnnnnGyRXDbGlpaYqLi9O6devs/804JtLS0rRz50799NNPGjRokCpUqKAnnnjCyRUjJ1y5ckVHjx7VtGnTdPLkSZ09e1ZhYWEKCwvT2bNnFRsbqz/++EP169dXixYttG/fPmeXDBOVKlVK8+fPV1BQkBYsWKB58+bJMAy98cYbKl26tMaMGSNPT0916NBBO3bscHa5MFlSUpJSU1MdLjeJjY1VSkqKkpOTlZKSovvvv1+bN2/Wpk2bNGvWLGeXDCCX2bZtm0JCQvTiiy/qv//9r7PLydU4451HJSUl6fjx46pevboMw9D999+vMmXKSLp5jfcvv/yifv36ycfHR7t373ZytcgJiYmJSkpKUr9+/SRJ/fr1U9GiRSXdPF4yFlNKS0vT2rVrnVkqcpCLi4tWrFihmTNnSpIaNGigS5cuOdzL22azqU2bNlq6dCnXceZj6enpcnNzU7Vq1ezX91ssFqWnp0u6+aHttm3btH79epUuXVqHDh1ycsUwm4eHh44cOWI/HtLS0lSmTBl99tlnSk5OVmpqquLj42W1WvX555+rZ8+e6tatG7ehLOAuXLigjz76SKmpqRoxYoTKlSvn7JLgRBMnTtSPP/4owzDUrl07FmG8C+7jnYdlrFaeITk5WW5ubvL09FRycrKioqI0ZcoUTZ8+XWPGjNGwYcOcWC2cJS0tTZ6enkpJSVFaWprmzJmj119/Xd26ddMHH3zAAkr5XFxcnIKCgjR37lw1b95cjz/+uB577DENHjxY0s1LD+rXr6/ff/9dhQsXdm6xMFVSUpKqV6+usLAwNW3aVJcuXVJKSopKliypXbt2qUyZMjpz5ozc3Nx09epVlShRQlFRUSpSpIizS4fJvv32W3Xq1CnTbUcvXbqk7du3a8iQIVqzZo1+++03Pffcc06qErlFly5d9Pnnn0uSBgwYoO+//97JFcGZBgwYoM6dO8swDK1YsUJTp051dkm5Fme887Dbbw/m7u6uhIQE+/VZAQEBmjhxotq1a6devXqpe/fuCggIcFK1cJbExESlpaUpNTVVbm5u6t27t5o3b67Q0FClpqYSvPO59PR0JScna9q0aerXr59iY2NlsVgc7tcdGxurcePGSZL+7//+z1mlwmQJCQm6ceOGJNlvH3Wr2NhYJSQkyM/PTx4eHvrss8/k4+OTw1UiJ4WHh+vpp5/WwYMHtXTpUiUkJGjSpEny9PS0jzEMQ7GxsWrWrJn+85//OLFa5BYZawNktUYACp5PP/1U8+bNk5ubmz755BNnl5OrccY7D0tLS9P58+dVtmxZ+y++9PR0/fHHH6pRo4bDL8OEhAR5eXk5q1Q4WXx8fKapgYZh8IZZAFy8eFHBwcGKiopSWlqaNm7cqKlTp2rlypVq166dOnbsKOnmmfGoqCj7fb5R8KxZs0atWrXK9KEu8q/k5GQNGTJEr776qipVqqRFixZp3LhxGjt2rMO4tLQ07dmzR126dFHr1q2dVC1yi/DwcH344Ydyc3PTq6++qsDAQGeXBOQJBO88LCIiQuXLl1dkZKSKFy/u0Ne7d2898MADGjJkiJOqA5AbJCUl6cCBA2rYsKFD+6ZNm7RgwQJ99tlnfCgHQJL0008/adWqVfrss8+cXQoA5Dusap6HeXt7yzCMTH809+/fX/Pnz5evr6+TKgOQW3h6emYK3ZLUvHlzffnll4TuAujKlSsKCgrS9evX7zgmIiJCjz/+eA5WhdzgiSeeIHQDuCfx8fGqVauW/Q46krR582aNHj3aoQ3/wxnvPCw+Pl5+fn5KSkqyTw185ZVXtGjRIv3www9q0qSJkysEkBdcvnxZbdq00TfffKNq1ao5uxyYKOMafz8/PyUkJOjKlSuyWq0yDEOJiYmyWq2aPXu2evTooeDgYF27ds3ZJSMHJCYmas2aNercubOCgoK0Y8cOlS1b1tllIZdYvXq1vLy8HO6GkcFisahUqVKqUqWKEyqDM6WmpsrT01OJiYlatGiRQkJCtHnzZrVs2VLR0dGsEZIFgncelpycLKvVqtTUVFksFn3//fcKCQnRhg0bVL9+fWeXByAXOHjwoJo2baqjR4+qdOnSio6O1jvvvKORI0eqWLFikm6GMX9/fx09elRVq1Z1csUwy9dff62dO3fq888/l4eHh9LS0mS1WpWcnGwfM3PmTA0bNkwXL15U1apVdeHCBSdWjJwSExOj+++/XxcuXFDlypV15MgRHThwQOPHj5erq6ukm3dS8fDw0KpVq5xcLXJKeHi4goKCdN9996levXoyDENbtmzRY489pv379ys4OFju7u7atm2bjhw5oqCgIGeXDBPEx8fr8ccfty/GaxiG/P39tWzZMvn4+OjatWsqVaqUrl27poMHD+rhhx9WTEwMtx3MAlPN8zBXV1cZhqGFCxdKkjp06KD//ve/hG4Adl5eXoqLi7O/Abq7u2vy5MkOq5pnrGB8+62EkL8cP37cfi/vjDNX5cuXV1pamurXr6+vvvpK3t7eCggIkIeHh9zcuPFJfpeWlqaaNWuqffv2un79ulq0aKGLFy/Kw8NDVqtV169f1/33368WLVrol19+0RtvvOHskpGDHn30US1YsEBeXl5asWKFVq5cqTJlymjlypVq0KCB5s6dq1WrVqlnz54O7ynIXzw8PBQREaHQ0FCdPHlSvXv31vHjxyXd/PvB3d3d/n7B3xN3x7tqPjBkyBB9/PHHCg4OliT7vRUzpKam6saNG1q9erUzygPgRJ6enrJYLLJarZJkn1Z8a6jK+HfGmS3kT7Vq1dKPP/4o6X9/FN16O0GLxSJ3d3f5+vrKzc2N4F0ApKSkaMyYMfL29tbAgQP173//W6GhoXJxcZHValVAQIDuv/9+VapUSe7u7lmuF4H8y2q1avny5Tp79qz9jhdXr17V+PHjdezYMX388cfy8/OTl5eX7r//fidXC7O4ubmpcOHC6tatm95//31169ZNkyZNsvdJ/7vFcUpKigoVKsTdMe6Ad9U8zmKx6NixYxozZoxmz56tSpUq6eGHH3YYk5KS4jCVEEDBkfHmd+uboMVicbiVXMa/s7p+D/lHxYoVFRYWZr+H99atW5WQkKCtW7cqJiZGR48eta8bsm3bNo6HAsDT01MtWrRQsWLF5OXlpSeeeMK+4CK3myy4fv75Z61cuVIeHh5asmSJypUrZ/9g1mKxyNXV1f5fFxcX2Ww2J1eMnJbx/mCz2TR+/HjFxcVp/PjxOn/+vEqVKuXk6nIvgncelnF5frFixTRjxgw1btxYgwYNUu/evdWyZUsnVwcgN3BxcZFhGA6/EwzDUJcuXTKd7UT+VrJkSf3yyy8aMWKEkpOTNWLECJ0/f14jRoxQeHi4Fi9eLDc3N128eFEjRowgeBcAKSkpuu++++Tm5qa0tDQVKlRI6enpSklJUVJSkhITExUVFSUfHx+lpaUpIiKCRdcKgJSUFK1bt05nz57VuXPnZLFY1KtXL6Wnp+vrr79Wz549tWPHDr388sscDwVURgZJT0/XiRMn1L59e504cULHjx/Xgw8+6OTqci+Cdx6WsVR/WlqaXF1d9eKLL8rPz0+dOnXS+vXr1aBBAydXCCC3uPX3we2/GzIWzCF8529FixZVUFCQ9u3bJx8fH+3bt08PPfSQ9u3bp0cffVQDBgxQkSJFNHr0aO3bt0+VKlVydskwmYuLiyIiIuzX+Z86dUpVqlRRXFycoqKidP78ec2bN0+SVKRIETVq1Ejh4eFOrhpme/TRR7Vr1y5NmTJFbdq0kZubmx555BH7h3GPPvqorl27pmrVqqlly5YaP368ateu7eSqkZMygrfVatX8+fPt7W3bttWLL77orLJyPYJ3HpaSkiLpZgDPmALUvn17vfzyy3rmmWd06NAhFSlSxJklAnAywzBksVjs12PdyQcffCBucpG/Wa1W3bhxQ9LND2xv/W+G9PR0JSQkyDAMpaen53SJyGGurq4KDAxUYmKiZs2aJW9vb/Xu3dsexD/66CO1adNGO3bsUIsWLZxdLnLQlStXdPToUU2bNk1NmzbNcszZs2c1b948tWjRQuvWrVO9evVyuErkhLS0NCUnJ+v48eP2/2ac/EtNTdWRI0fk5uam5cuXKykpSc8884yTK869mEeWhyUlJUlSpmtrJkyYIKvVqpCQEGeUBSAXuXVmjCTt2rVL4eHhmR4Wi4Xgnc+5uroqMTFRhmHYP7i9du2axo0bp3Pnzun7779XYmKirl+/LpvNZj92kP8ZhqGePXvq/Pnzio+PV7FixZSWlqahQ4fKw8ND7777rpYsWeLsMpGDXFxctGLFCnvobtCggcqXL6+KFSvaHw0bNtSZM2e0dOlSlS9f3rkFwzRJSUk6fvy4qlevruPHj+v++++3r2Jvs9n0yy+/qE6dOpo8ebJmz57t5GpzN85452HJycmqUaOG/Q+oDK6urho3bpzWrFmj9PR0rtMDCrCMD+ZsNptsNpsaNWrkELIz/m2xWDKd/UT+kpKSovT0dCUlJckwDKWlpalHjx726zeTkpLs1/vGxcWxYFIBkJ6erhYtWmjkyJH2tu3bt2vevHlKS0tTUlKS5s2bp4cfflihoaGqUaOGatas6cSKkVM8PDxks9m0YsUKNW/eXC4uLnruuec0ePBgSTc/rKlfv74mT56swoULO7dYmMrb21s2m81hkdbk5GSlp6fLZrOpe/fuateunaZMmaL69etrzJgxGjZsmBMrzr0sBqc48iXDMJSamspy/kABd+jQIdWuXVuRkZEqWrSowsPDHRZVk24GskqVKun48eNc15uPJScna8uWLapdu7ZKlCihGzduyM/PL8uxZ8+eVY0aNRQfH5/DVSInxcTE6M0339Ts2bPl6uqqffv2qVmzZmrQoIEMw9CGDRvUqlUrSdLvv/+uJ554Qv/3f//n5KqRE2JiYlS6dGk1btxYhw4dUmxsrGrVqqW6devax8yZM0c9e/aUJI6LAighIUE+Pj5KSUmxX/K6a9cu9erVS9u3b1dAQICTK8x9CN4AkI/Fx8fr119/VZ06de74QVxUVJSKFy+uw4cPKzg4OIcrRE5KS0vTsWPHtH37doWEhGT6ECZDfHy8duzYoccffzyHK4QznDt3TqGhoYqOjla/fv3Us2dPXbx4UfXq1dO5c+ck3fzgJuP+78j/Ll68qODgYEVFRSktLU0bN27U1KlTtXLlSrVr104dO3aUJPtCfBn3+Ub+lJaWpvPnz6ts2bL2hVjT09P1xx9/qEaNGg6LsyYkJNhvSwhHBG8AKOBSUlJ0/PhxVa5c+Y5BDPlDRESEypcvr8jISBUvXtyhr3fv3nrggQc0ZMgQJ1UHZ/v0008VGhoqHx8fJSUl6dixY9waqIBKSkrSgQMH1LBhQ4f2TZs2acGCBfrss88IVwUI7x3Zg+ANAEABce3aNRUrVkyxsbHy9va2t/fv319z5szR9OnT1atXLydWCADIbXjvyB6sugUA+VzRokUztXXp0kVbt251QjVwJg8PD1ksFocpw6+88oqWLl2q//73v/zhVEClpaXp9OnTkm5e2+vn56fIyEiHMefOnVNERIQzykMudfnyZdWpU0fHjh1zdikwGe8d2YPgDQD5XOHChWUYhsLDwyVJiYmJWr16daY7IiD/y7jO383t5k1Nvv/+e82ZM0erV69WkyZNnFkanCgmJkZVqlRRamqqvLy8FBcXJ19fX3v/F198oeDgYL311lvOKxI56uDBg/Lz89OFCxckSdHR0Ro5cqSuXr1qH2O1WnXw4EGH63uRP/HekT0I3gCQj8XGxiohIUHlypVTv379JEmLFy9WYGCg6tSpow4dOqhz587q1KmTfXVa5F+urq4yDEMLFy6UJHXo0EH//e9/Vb9+fSdXBmfy8fGRm5ub/eHi4iIPDw/duHFDnTt31ssvv6wyZcpo2rRpzi4VOSTjA5iMacXu7u6aPHmy/f7NkuTp6WnvQ/7Ge0f24BpvAMinLl26pEaNGikuLk4bN25UjRo1dP36ddWqVUuDBg1S//79ValSJX388ccaNWqUpk2bZl+pFvlTWlqaChUqpCJFiqhcuXJ3XMU+NTVVN27c0OrVq3O4QuS0jBWIfX19FRsbK+lmkEpOTtaRI0c0evRovf3223ryySd1/vx5J1eLnBIeHq4KFSooMTHRHqxdXFx07tw5lS5dWtLNW9e6urrq7NmzKlu2rDPLhcl478genPEGgHzK29tbI0aMkLu7uxYvXqzY2Fh16dJFPXr00H/+8x9FRUXJ29tbISEh8vf3J3QXEBaLRceOHVP9+vW1cOFC7d69WykpKQ6P5ORkJScnO7tUmMwwDFWoUEH169dXUlKS6tevr/r16ystLU2bNm2Sp6enVqxYodq1aysqKkqJiYnOLhk5JGNq8a23obRYLA7TyjP+7eJCnCgIeO/459ycXQAAwBw+Pj4aMGCAHnjgAX3++eeqUKGCRo8erWHDhmnVqlXcOqwAypjkVqxYMc2YMUONGzfWoEGD1Lt3b7Vs2dLJ1SGnpaSk6PXXX5evr68GDRqkQYMGyTAMhYaG6pNPPtHOnTs1d+5ctWvXTqVKldLJkyf1wAMPOLts5AAXFxcZhuHwe8EwDHXp0sXhvYPruwsG3juyB8EbAPK5nj17atWqVTp27Jh2794twzAynblAwZCamirp5rRBV1dXvfjii/Lz81OnTp20fv16NWjQwMkVIie5u7tr2LBhSk1N1aBBgxQSEmIP3v/5z3+0dOlSDR48WGvXrlXRokV17NgxgncBc+vvhNt/PxiGoS1btvBeUgDw3pE9CN4AkM95enoqMjJSH374oT766CONGjVKkpgOVgBlrGSfmpoqV1dXSVL79u318ssv65lnntGhQ4dUpEgRZ5YIJ4iOjlZKSopsNps9RKWkpKhbt256+umnNWrUKB08eFC7d+9Wly5dnFwtckLGB7STJk2667gPPvhALBeV//HekT24KAMA8rF169ZJkgYMGKCjR49qyZIlWrp0qerVqydvb28lJiZqxYoViouL08qVK51cLcyWlJQkSbLZbA7tEyZMkNVqVUhIiDPKgpNZrVadPXtWHh4eSkxMVOnSpe2rV3t6emrKlClauHChBgwY4ORKkVNuPcMpSbt27VJ4eHimh8ViIXgXALx3ZA+CNwDkUwkJCXr66ad19OhR7dy5U4MGDZKPj48+/fRTrV69WjabTdWqVdOUKVNUoUIFvf32284uGSZLTk5WjRo1Mt3D3dXVVePGjZOfn5/S09OdVB2cpX///urfv78k6fDhw9q/f7+8vb31zjvv6Pjx45Kk559/XpUqVXJmmchBGQHLZrPp+vXratSokSpUqKDy5curfPny9n9L/wvnyL9478ge3E4MAPKxixcvasSIEdq9e7eWL19uvz6zdevWqlu37p9OI0TBYRiGUlNTHVYxRv63fPly9enTR3v27FGFChX04IMPqnfv3mrQoIHGjRunzZs3q2LFinryySfVsmVLPfHEE84uGTng0KFDql27tiIjI1W0aFGFh4dnWpAzJSVFlSpV0vHjx/lQpgDjvePeEbwBoACYPn265s+fr507d0qS1q5dq+7du+vixYv267UAFDypqak6evSogoODdfjwYT311FM6ffq0/fdCVFSUvvrqK02dOlW9evXSm2++6eSKkRPi4+P166+/qk6dOncMVFFRUSpevLgOHz58x/s6A/gfgjcAFBDXrl1T0aJF7V/v379fDz/8sBMrApDbnDx5UpUrV87UnpKSIldXV+7ZDLuUlBQdP35clStX5vaUwD0geANAPhYXF6dNmzbJ19f3rn8wp6SkKCUlRW3atMnB6gA4U1pamj755JN7miLq4uKiWrVqqWnTpjlQGQDkPwRvAMjHIiMjVbp0aQUEBNx13LVr11S1alX98ccfOVQZgNzAzc1N9evX/9MzlpGRkTp//ryuX7/O5SkFRNGiRXXt2jWHti5duuiVV17hAxjgbyB4A0A+Fh0drSJFiiguLk5eXl5ZjklKSpKXlxcrkgIFkJeXl06ePKnSpUvfddyxY8dUvXp1HT16VFWrVs2h6uBMFStW1KlTpxQREaGgoCAlJiYqICBAK1euVMuWLZ1dHpDnuDm7AACAedzc3GSxWCTdnHb+zTff2M9sJSUlqXv37rJYLPYxAAqWW89e22w2TZ8+3f47IePczKBBg1S0aFHt2rWL0F1AxMbGKiEhQeXKlVPNmjW1Zs0aLV68WIGBgapTp446dOggV1dXGYahwoULa86cOc4uGcj1OOMNAPlYxtnsuLg4paWlqXDhwurXr58Mw9BXX32l6OhoWSwWeXl5cS9WoADy9vbWiRMnVLp0adlsNlmtVr344ov2UDV//nzZbDa5uXGupqC4dOmSGjVqpLi4OG3cuFE1atTQ9evXVatWLQ0aNEj9+/dXpUqV9PHHH2vUqFGaNm2aOnbs6OyygVyP4A0A+VjGH9JxcXHy9PSUh4eHUlJSJEm+vr6KjY2VzWYjeAMFlLu7u44cOaJq1arJMAy5urraL01JTU2Vu7s7l6EUMHFxcZo/f74mTZqkHj166LXXXlPHjh3VsGFD/fjjj1qyZImaN2+u8PBwVa9enbVBgHvEPSEAoIBwcXFxmFJ+61RSAAVPamqqSpYsqcTEREmyTzHP+D3BZSgFk4+PjwYMGKBFixbpxIkTqlChgp588klNmDBBhmFw6zDgb2LeEADkY7cG66SkJKWlpemFF16QYRiy2WxKTExkhWKggHJzc1NERIT9jHZycrIMw9DIkSNVqFAhe3tqaipTzQugnj17atWqVTp27Jh2794twzD4MAb4B/gtCgD5WFpamv2PJMMwNHXqVPvq5s2bN7/rvb0B5G9xcXF6++23tWHDBu3bt09paWkaO3asPDw85OLiovT0dI0ZM4ap5gWUp6enIiMj9eGHH+qjjz7SqFGjJN38gAbAX0fwBoB8LDU1VZIUEREhq9Wqdu3aOfRfvnxZNpvNPqZs2bI5XiMA5xgxYoS2bNmi1157TSkpKbJarXr77bedXRZygXXr1kmSBgwYoEGDBmnJkiV66KGH1LJlS3l7eysxMVErVqxQXFycVq5cqaeeesrJFQO5H4urAUA+duHCBZUpU+aerue2WCwssAYUINevX5evr6/c3Ny0d+9e/etf/5K3t/ddtwkPD8+h6uAsCQkJKlmypJKSknTlyhUVLlxYkvTjjz+qf//+2rlzp55//nkVKlRIaWlpSkhI0M8//+zcooE8gOANAPlYamqqYmJi5OPjc9druZOTk3Xt2jUFBgbmYHUAcovLly9r3759d7yW22az6fr16woJCcnhyuAMFy9e1IgRI7R7924tX75cDzzwgCSpdevWqlu3riZNmuTkCoG8h+ANAAAAIJPp06dr/vz52rlzpyRp7dq16t69uy5evMjCnMBfRPAGAAAAkKVr166paNGi9q/379+vhx9+2IkVAXkTwRsAAACAXVxcnDZt2iRfX9+73v0iJSVFKSkpatOmTQ5WB+RNBG8AAAAAdpGRkSpdurQCAgLuOu7atWuqWrWq/vjjjxyqDMi7CN4AAAAA7KKjo1WkSBHFxcXJy8sryzFJSUny8vLiPu/APeI+3gAAAADs3NzcZLFYJN2cdv7NN9/Iw8ND0s3A3b17d1ksFvsYAH+OM94AAAAA7DLOZsfFxSktLU2FCxdWv379ZBiGvvrqK0VHR8tiscjLy0tpaWnOLhfIEwjeAAAAAOxsNpusVqvi4uLk6ekpDw8PpaSkSJJ8fX0VGxsrm81G8Ab+gjsvUwgAAACgQHNxcXGYUm6xWMR5O+Cv4xpvAAAAAHa3BuukpCSlpaXphRdekGEYstlsSkxMlKurqxMrBPIegjcAAAAAu7S0NPtZbsMwNHXqVPvq5s2bN7/rvb0BZI1rvAEAAADYRUdHq2jRovr9999ltVqzHGOz2XT//ffrzJkzKlu2bA5XCOQ9BG8AAAAAdhcuXFCZMmXu6Xpui8XCAmvAPWCqOQAAAAC7EiVK6OrVq/Lx8bnrtdzJycm6du1aDlYG5F2c8QYAAAAAwESsjAAAAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAf1NMTIymTJli2vN///332rFjh2nP7wyLFi3SiRMnsuW5li1bpu3bt2fLcwGAmQjeAJBNFixYoIYNG8rX11cBAQFq3bq11qxZ4+yyMnn22Wc1Z84ch7bcXPu5c+fUsWNHFS5cWFWrVs1U++0qV64sNzc3h4fFYtGBAwckSeXLl5ebm5uKFCmili1b6tChQ3d9vrlz5+rll1/+x/vRo0cPLV269B8/z585c+aMgoOD73l8du3fn/mrdUnSqVOnVK5cOQUGBuratWtq1qyZfv7552yvLavvwcaNG1WoUCH5+Pjcddtx48bdc4i8/XVGjhwpX19fvf3223fcZtiwYfL19b2n589JKSkpeuWVV1SkSBEFBATotddeU2pq6p9ud/78eQ0bNkyFChVyaH/zzTfl6uqqJ598MtM2+/fvV9OmTeXn56cHH3xQ69evt/clJCRo0qRJ/3yHAMBkBG8AyAahoaH68MMPNXbsWF2+fFnnzp3T0KFD9dprr2nUqFHOLs8uISFB69evV8eOHe1tubn25ORktW7dWq1bt9b58+e1ePFiTZo0SStWrLjjNidPnlRqaqr9sWDBArVr10516tSxj4mMjNSlS5c0aNAgderUSTabLSd2B3/R8uXL1blzZ/3+++85Hj5btGihlJSUu445cuSIli5dqnffffdvvcasWbN05syZO37wceTIEVmtVtWqVetvPb+Zxo4dq+PHj+vo0aM6evSofv/9d40dO/ZPtxs2bJiGDRum8uXLO7S//fbb2rBhQ6bxFy5cUPv27TVixAhdvnxZn376qXr16qU//vhDktShQwdt3bpVSUlJ2bJfAGAWgjcA/EPTp0/X4cOHtXPnTv3rX/+S1WqV1WpVu3bttHv3bv3000/69ttvnV2mJGn16tV65JFHVKRIEUm5v/Yff/xRlSpV0qBBg+Tt7a06dero008/1RdffHFP2xuGoXfeeSfLQODu7q7OnTsrMDBQx44dy+7SkQ1iYmIUGBgof3//TGdIc4NBgwbpgw8+UOHChf/W9qmpqQoICFBAQECW/Tt37lSzZs3+foEmSU5O1uzZszV37lyVLFlSxYsX17x58/TFF18oPj7+jttt2LBBv//+u0aMGHHPr7Vy5Uo988wz6tChgzw9PdWsWTMNHz5cixYtkiR5e3srODjYPqMFAHIrgjcA/AOGYejdd9/VrFmz5O3tnanfx8dHs2fPtp8Ra9GihbZt2+YwZvz48bpx44ZDW9u2bbV27VpJN8/OduvWTYULF5avr6+eeuoph6D41ltv6aOPPtKsWbNUsWJF+fn5qVevXlmeAVqyZImeeeaZPFO71WpVv379HJ6/bNmyunTpUqZ6s7Js2TLdd999atCgwR3HREdHy9XV9Z6eL2Oq8LJly1SjRg35+PioY8eOioqKctinIkWKqFq1atq8ebMkqVSpUpo3b566du2qhx56SNLN7++0adPk7e2tPXv22L8Xt7t9qnNMTIyGDBmiwMBA+9nQWbNmyTAMTZs2TZUrV9Zvv/0mNzc3ff/993fdn65duyo0NFTTpk2Tm5ubfT+ioqIUGhqqgIAAeXt7q127djp69Kh9ux49eui9995TxYoVNWjQIHv7xYsX1bNnTxUvXlxeXl5q0KCBvvvuO4fX/P3339WsWTN5eXmpbt26dwxMH3/8scaPH69///vfcnNzy3LMli1b1LBhQ3l6eqp06dJ6/fXXlZyc7DDmwIEDatmypaxWqwIDA/XWW29p2bJl6tGjx12/B39m/vz58vDw0AsvvHBP429XuHBhxcfHy83NTePHj89yzKFDh1S3bl2HttOnT6tjx47y8fFR8eLF9corr2jv3r2ZAvq9/Cz+bEyXLl00fPjwTHUdPHhQ1atXV6lSpextAQEBatCggXbu3JnlvmRMTZ8+ffpf+hAlLS0ty/br16/b/123bt0/vWQEAJyN4A0A/8CJEydUqFAh1a5d+45jHn74YcXExOjKlSvq06ePvvrqK3tfSkqKPv/8c82fP9/eFhERoWPHjunxxx9XbGysWrZsqYYNGyo8PFznz59Xx44d1apVK4WHh9u3mTdvnrZs2aK9e/fqxIkTunz5st58802HOhITE7Vu3Tr7NPO8UHubNm301FNPOdS0atWqTGHkTiZOnHjH6a9Xr17V+PHj5e7urpo1a97T80nS5s2bNW3aNK1bt04REREqUaKEBg4cKEk6evSoli1bprCwMPs0YunmBxDdu3fXt99+q4MHD0qSkpKStH79el28ePGuHwzcKikpSc2bN1dSUpK2bt2qmJgYzZs3T998843effddDRw4UCdPnlTNmjWVmpqqzp073/X5vv32W3355ZcaOHCg/exrQkKCmjdvLi8vLx0+fFgRERFq3bq1mjdvrtOnT9u3/eSTT7Rq1Sp98sknkqQrV66ocePGCgwM1C+//KLo6Gh99NFHGj9+vBYuXCjpZqDv3r27Jk2apKioKA0cOFAdO3bMckr38OHDNW7cOL3//vtZXju8ceNGde3aVUOHDtXVq1e1adMm/fbbb3r22WftYw4fPqw2bdqoa9euunjxovbs2aOoqCi98cYbd/0e/Jm4uDiNHDlSv/32m/z9/RUSEqLExMQ/3e5WN27ckLe3t1JTUzVu3Lgsx4SFhalKlSr2r8+fP6+mTZuqfv36CgsL02+//aYSJUqoV69eDtvdy8/iXsaUL19eQUFBmeoKDw9X5cqVM7VXq1bN4Ri51aeffqpTp07pmWeeUZUqVbRu3bp7+j61bdtWCxcu1MqVK2Wz2bRlyxZNmjRJTZs2tY+pUqWKwsLC7un5AMBpDADA37Zjxw6jYcOGfzquYcOGxuHDh42kpCQjKCjIiI2NNQzDMBYvXmw0a9bMeOCBB+xj33rrLWPixImGYRjGBx98YIwcOTLT83366afGK6+8YhiGYbz55ptGjRo1jPT0dHv/b7/9ZtSoUcNhm++++854/PHH82Ttt/aVKFHCCAsL+9O6f/zxR+Oxxx7L1F6uXDmjUKFChiRDkvHmm28aqampd3yeOXPmGIMGDbL/OyAgwIiLi7P3R0dHG4ULFzbS09ON48ePG3Xr1jWSk5MzPU9ISIixZMkS+9eSjL1799q/fvPNN40PP/ww03be3t72f3/yySfG888/n2lMYmKicf36dcMwDCMsLMyoWbPmHffnbvtnGIYxefJko0uXLpnGvf/++/bXDgkJMQYOHOjQP3ToUGPUqFGZtrt+/bqRmJhohIWFGZKM3bt3O/Q/8sgjDt+HW93+PXnssceMffv2GYZhGA888ICxatUqh/HJyclGrVq1jJ9++skwDMNo27atMWPGjEzP26lTJyMkJOSO34Nb3fr9z/DOO+8YjzzyiHH69GkjMjLSePLJJ43hw4dnuf2tbn+drJ77VrVr1zaOHTtm/3rgwIHG66+/nmncsGHDHI71P/tZ3OuYO5k3b54xYMCATO2jR482pkyZkqk9Li7OCAgIML744gsjLi7O+OGHH4xixYoZFy5ccBi3adMmo127dpm2X79+vfHggw8aRYsWNXx9fY3q1asbKSkp9v6lS5caL7300l1rBgBn44w3APwDRYsWzTTt2TAMjR07Vrt27bK3Xbx4USVKlJCHh4c6depkv2565syZmjRpkkqVKqUdO3YoPT1d8+fPt5/B2rJli6ZMmSJPT0+Hx8iRI/XLL7/Yn79jx46yWCz2rytXrqzIyEiHum6dZp7XapduTi3t2LGjJk+enGlhpqzc7Wz3hQsXlJqaqiNHjmjXrl3q37//nz5fhieeeMJhar6fn5+sVqvi4uJUpUoVPfHEE3edcnurBx988K796enpDl9v2LBBL774YqZxnp6ef/s649tt2rRJ3bt3z9T+0ksv2afOS7JPmf+z2goXLixPT09JUunSpTOd3a9YsWKWP++7iYqK0vnz59WuXTuH9kKFCum5556z17l169Ysp4J37dr1L73e7TLOkleoUEElS5bU3LlzNWfOHBmG8Y+e93bx8fEOlxps2bIly+/x7ftzLz+LexlzJ1arNctLWaKiouTl5ZWpfd26dWrRooVCQ0Pl7e2tjh07KiQkxGG2zN20atVKBw8e1P79+2UYhmbOnOlw+YGPj48SEhLu6bkAwFkI3gDwD1SrVk1JSUkO1xdaLBa1bNlSzz33nK5evaqDBw/Kx8dHJUuWlCT17t1bc+bM0fHjx3Xjxg098sgj6tevn2bOnKn169erVq1auu++++zPt2LFCiUlJWV6bN261T7G39/foS53d3eHlbqTkpK0du1aderUKc/VLt2c1t65c2d16tTJHhYyro/NeNwaPjJWR27ZsmXWPzhJrq6uCg4O1vfff6/58+crLi5OXbt2dXjOrBaKur3e22ueOHGipk2bpgEDBmjevHl3fH1PT0+5u7vbv/bw8Mg05TomJsbh67S0tHu6ZdM/kZ6enuU11a6urg4fBPj5+f3l2rL63hUqVOgvryp/pxpvr/PWD3Sy05kzZ1S9enX71wEBASpcuLCuXr2ara+TmprqsP6AxWK5p3B/Lz+Lf3IsBQUFZTm1OywsTBUrVszUfvLkyUy3kqtVq5bOnj37l1538ODBCgkJUZMmTRzaXV1dTf//AgD+KYI3APwDFotFY8aMUWhoqGJjY+3tzZo1U9++fdWtWzf1799fb731lr0vODhY6enpGjFihPr27Svp5i1xtm/fro8++sjeJkmNGzfWypUrM73unDlz9N///tf+tYvL3X+dr1mzRvXq1XO4fjWv1C5Jffv2VdGiRfXee+/Z2zKuj8143Lr6+sSJEzVmzJg/fV7pZvCzWq2yWCz69ttvHZ4zq0Xn7qXeRx55RN9++22Wi6VluH1Bt1KlSmW6Pvb2xdGaNm2a5X3MExMTMy1y93c99thjWd5vfPHixXrsscfsX99e/51qu3Hjhv3s6L187+5F8eLFFRAQkGmxv7S0NC1ZssRe52OPPWa/XvlW/3Sl/lKlStlvZyXdnI0RExOjYsWK/aPnvZ2np6fDmdxmzZppwYIFmcbdvj/38rO4lzF38tBDD+n33393WODs2rVr2rNnjxo2bJhpfJkyZfTrr786tB05ckQVKlS46+vc6ocfftCRI0ccfgdkSEhIkNVqvefnAgBnIHgDwD/Uv39/1atXT/Xq1dO3336ryMhInTt3TuXKldPmzZtVpEiRTItchYaGavPmzerWrZskyc3NTS+88IJOnjypxx9/3D5u4MCB2rBhg9577z1FRUUpJiZGU6dO1bhx4/7SgmBLlixRly5d8mTt77zzjn777TfNnz//ns5g7tixQ7GxsWrbtu2fjr148aK6d++u5s2bZxmy/6rNmzfr888/V0JCglavXq1y5crZ+1xcXO56X+hWrVrphx9+0IYNG5ScnKyVK1dmCkYDBw7U0aNH1atXL506dUqpqanav3+/Hn/8cc2cOfOeXud2t48fOHCgdu3apTFjxujSpUu6fv26pk+frkmTJmnChAl3fJ4xY8bo22+/1euvv66IiAilpKRo8+bNaty4sZYvX35PtWzbtk2tW7e+40rWt5oyZYpefPFFrVq1SgkJCTp58qSee+45FS9eXG3atJEkTZo0SW+++aZmzZql6OhonTt3ToMHD9apU6fu+j34MwMHDlRoaKjCwsJ06dIl9ejRQ/369cv2M+xFihRxOIv+xhtvaOHChXr33Xd19epVXblyRRMnTtSmTZsctruXn8W9jHn11Vfti+fdyt3dXT179lSfPn0UFRWlq1evqlevXnr55ZftU81v3bZ9+/bas2ePvvzySyUkJGjFihVatGiRQkJC7un7EB8fr6FDh2rWrFmZVvmXbi4Ul3GLRADIrQjeAJANpk+frokTJ2r69OmqWrWqgoODNWvWLH3xxRc6duyYw9RqSXruuec0YMAA+fr62tv69u2rfv36OZwV9PPz08aNG3Xo0CFVqlRJZcuW1bp167Rx40aHKd13k9U087xS+7fffquxY8dq//798vPzc5gGfieHDh264yrRGUqVKiVXV1fVqVNHhQsXdlit/Z+oVauWfvrpJxUrVkxLlixxCC1NmjRRaGjoHc+Cly1bVl9++aX69eunIkWKaO7cuZnOPPv6+mrbtm1ydXXVI488Il9fX/Xp00ehoaH697//LUm677775Obmds/XfNepU0dLly61r3bv4+OjLVu26Ny5c7r//vsVGBioZcuWad26dapateodnycwMFA7d+5UWFiYHnjgARUpUkRjxozRpEmT7vma6qioKB09evSepg0/8cQT+uqrrzRx4kQVKVJETZo0UVBQkL7//nt7AA4ODtZPP/2k//znP7rvvvv0yCOPqEyZMpk+QLj9e/BnXnnlFbVr105NmjRR7dq1VbNmTb399tv3tO1fERQUZF8ZX7r5s926dav27dunChUqqEaNGoqJicl0X/t7+Vncy5iwsDCHOxDcavz48brvvvtUqVIlVa1aVVWqVHGYHXPrtt7e3vrpp580b948lSpVSu+9955WrVql4sWL39P3IS4uTkOHDnX4YO9W4eHhKlOmzD09FwA4i8XI7pVAAAAOfvnlF/3888/q06ePU15/+fLl+uyzzxymd98rZ9cOFGQTJ05UUlKSJk6c6OxScrUOHTqoZ8+e9/zBCQA4A2e8AcBktWvXdmpw9fT0/NMzwHfi7Nrxz2zZssVhlsCtj6efftrZ5eU72f39vtfV8Quy9PR07d69W/Xr13d2KQBwV5zxBgAAyIVsNptKlSqlU6dOqWjRos4uJ1fasWOHBg4c6HB3BgDIjQjeAAAAAACYiKnmAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJjo/wE3+9R60jyVNAAAAABJRU5ErkJggg==","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf\n","不是      1353\n","是       1160\n","不重要      392\n","问法错误      63\n","回答正确      31\n","卖钱         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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf\n","不是      1473\n","是       1113\n","不重要      351\n","回答正确      34\n","问法错误      29\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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf\n","不是      1371\n","是        940\n","不重要      603\n","问法错误      53\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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf\n","不是      1568\n","是        911\n","不重要      432\n","问法错误      46\n","回答正确      43\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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf\n","不是      1547\n","是        815\n","不重要      560\n","回答正确      39\n","问法错误      39\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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf\n","不是      1434\n","是        934\n","不重要      479\n","问法错误     117\n","回答正确      36\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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf\n","不是      1501\n","是       1013\n","不重要      353\n","问法错误      98\n","回答正确      34\n","男          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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf\n","不是      1483\n","是        926\n","不重要      483\n","问法错误      77\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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf\n","不是      1420\n","是        901\n","不重要      561\n","问法错误      84\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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf\n","不是      1412\n","是        919\n","不重要      561\n","问法错误      74\n","回答正确      34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABmZklEQVR4nO3dd3RU1f7+8SeFZCYJSeihJNJ7UaQpoEhRNCoEuTb00gVEBEFRpMgVBTsWUEGvNPGigNIElC+C9CJFsICUCAEJJQnpk0yS/fuDxfwYEiDiHIbA+7XWLJK99zn5zMwB8szZZx8fY4wRAAAAAACwhK+3CwAAAAAA4FpG8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEL+3i7AU/Ly8vTXX3+pePHi8vHx8XY5AAAAAIBrnDFGqampqlChgnx9L3xe+5oJ3n/99ZciIyO9XQYAAAAA4DoTFxenSpUqXbD/mgnexYsXl3TmCYeGhnq5GgAAAADAtS4lJUWRkZGuPHoh10zwPju9PDQ0lOANAAAAALhiLnW5M4urAQAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3XO644w75+vrqrbfeuuAYp9Op0aNHu7V99tln8vf3V/369fONT0pKUvfu3VWmTBlVrlxZr732mvLy8jxeOwAAAABcrQjecFm1apXGjBlz0TFjxozRjh073Np69eql/fv3Fzi+a9euqlixog4cOKAVK1ZowYIFmjRpksdqBgAAAICrHcEbhbZ+/Xq98847hR6/Y8cOnThxQq+++qpCQ0NVo0YNTZs2TZ9++qmFVQIAAADA1YXgjUJJS0tT9+7d9eyzzxZ6m9zcXA0dOlQ+Pj6utsjISB0/ftyKEgEAAADgqkTwRqEMHjxY0dHR6tChQ6G3adKkiXr27OnWtmTJEjVp0sTT5QEAAADAVcvf2wXg6rdw4UJt2rRJ27Zt06ZNmy57P/Hx8Ro2bJi+/vprD1YHAAAAAFc3gjcu6sSJExo4cKAWL14sm8122fvJysrSAw88oCeffFLNmzf3YIUAAAAAcHUjeOOiBgwYoOPHj+uWW26RJOXl5Sk3N1cRERGKj48v9H569+6tyMhIvfjii1aVCgAAAABXJa7xxkXNnz9fTqdTDodDDodD33//ve6+++6/FbrHjh2rgwcPavr06W4LrQEAAADA9YAz3rDU7NmzNWvWLG3cuPEfTVUHAAAAgKLqss5433HHHfL19dVbb711wTFOp1OjR492a5s6daqioqIUHBysmJgYt9tKOZ1OPf300ypRooRKlSql5557Tjk5OZdTHq4Sa9euVa9evRQbG6sKFSrI39/f9Th06JC3ywMAAACAK8LHGGMuZ8OxY8cqJCTkgvd1HjFihHbv3q0lS5ZIkpYvX67+/ftr0aJFqlGjhsaPH6+VK1dqw4YNkqQXXnhBO3fu1IwZM+Tr66sePXqoYcOGmjBhQqHqSUlJUVhYmJKTkxUaGno5TwkAAAAAgEIrbA61ZKr5+vXr9c4777jd83nixIl6++231bBhQ0nSuHHjtGLFCv3www9q1aqVPvnkE/36668qV66cJGnmzJmqXbu2Ro0apeDgYCvKvGpUfuFbb5dw3fnztWhvlwAAAADgOuHxxdXS0tLUvXt3tzPhxhht3rxZ0dHuYadr165auXKldu7cqTp16igiIsLVV6pUKTVv3tx1RhwAAAAAgKLI48F78ODBio6OdjvbnZCQoPDw8HyLa9WqVUsHDx7U4cOHVb169Xz7OttfkKysLKWkpLg9AAAAAAC42ng0eC9cuFCbNm3S66+/7taemZmpoKCgfOPtdrsyMzMv2V+QCRMmKCwszPWIjIz0zJMAAAAAAMCDPBa8T5w4oYEDB+rzzz/Pd2bbbrfL4XDk2yYhIUFBQUGX7C/IiBEjlJyc7HrExcV55okAAAAAAOBBHltcbcCAATp+/LhuueUWSVJeXp5yc3MVERGhY8eO6fTp03I6nSpWrJhrm9jYWFWtWlVRUVGKjY3Nt8/Y2Fg98MADBf68wMBABQYGeqp8AAAAAAAs4bEz3vPnz5fT6ZTD4ZDD4dD333+vu+++W/Hx8fLx8VGTJk30ww8/uG0zb948tW/fXjfeeKN+++03JSUlufoSExO1efNm3XrrrZ4qEQAAAACAK87ji6tdyNChQzVkyBDt2bNHDodD48aNk91uV5s2bRQQEKCePXuqb9++SkhI0KlTp9SrVy899dRTF5xqDgAAAABAUXDFgnfHjh01ZMgQdejQQSVLltT27ds1f/58V//LL7+s8uXLq1q1aqpZs6Zq1KihsWPHXqnyAAAAAACwhI8xxni7CE9ISUlRWFiYkpOTFRoa6u1y/pbKL3zr7RKuO3++Fn3pQQAAAABwEYXNoVfsjDcAAAAAANcjgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABa6rOB9xx13yNfXV2+99ZZb+7p169S8eXOFhoaqRYsW2rRpk1v/yy+/rHLlyik0NFS9evVSWlqaqy8lJUXdunVTSEiIKlSooNdff/1ySgMAAAAA4KpyWcF71apVGjNmjFvbvn379OCDD+rVV1/V8ePHNXz4cHXu3FlHjhyRJH388cdasGCBNm3apCNHjsjHx0d9+/Z1bf/EE0+oWLFiOnr0qDZu3Kh58+ZpypQp/+CpAQAAAADgff6e2tGkSZM0dOhQtW/fXpLUpUsXbd68WV999ZWGDh2qiRMn6osvvlCVKlUknQni1apV04EDB2Sz2bRq1SodOnRINptNYWFhmjlzpu6++27169fPUyUCAAAAAHDFeSx4V6lSRdHR0W5tkZGRiouL04kTJ5Senq6bb77Z1VesWDHdf//9+uGHHxQWFqYOHTrIZrO5+uvUqaOQkBDt27dPNWrU8FSZAAAAAABcUR5bXG3IkCH5AvKSJUvUpEkTHT58WNWrV8+3Ta1atXTw4MFL9gMAAAAAUFRZtqr59OnTFR8fr5iYGGVmZiooKCjfGLvdrszMzEv2FyQrK0spKSluDwAAAAAArjaWBO+tW7fq+eef1//+9z/5+/vLbrfL4XDkG5eQkKCgoKBL9hdkwoQJCgsLcz0iIyM9/jwAAAAAAPinPB68Dx8+rJiYGP33v/9VnTp1JElRUVGKjY3NNzY2NlZVq1a9ZH9BRowYoeTkZNcjLi7Os08EAAAAAAAP8GjwTk1N1b333qvnnntO9957r6u9bNmyCggI0N69e11tOTk5Wrhwodq1a6eWLVtq5cqVysnJcfX/8ssvysrKKvDab0kKDAxUaGio2wMAAAAAgKuNx4J3bm6uHnzwQd12220aPHhwvv5nnnlGffr00ZEjR5SamqpBgwapffv2qlKliipWrKhbb71VzzzzjNLS0hQXF6e+fftq1KhRnioPAAAAAACv8FjwHjRokJYvX66PP/5Y/v7+rke7du0kSf3791eHDh3UuHFjVaxYUdnZ2fr4449d20+ZMkWJiYmKiIhQs2bN1KVLF/Xu3dtT5QEAAAAA4BU+xhjj7SI8ISUlRWFhYUpOTi5y084rv/Ctt0u47vz5WvSlBwEAAADARRQ2h1p2OzEAAAAAAEDwBgAAAADAUgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQpcVvO+44w75+vrqrbfecmtfv369brzxRtntdjVt2lRbtmxx6586daqioqIUHBysmJgYHT9+3NXndDr19NNPq0SJEipVqpSee+455eTkXE55AAAAAABcNS4reK9atUpjxoxxazt+/LhiYmI0ZswYpaSkaOTIkerUqZPi4+MlScuXL9f48eO1ZMkSnTp1SvXr11dMTIxr+9GjR+uPP/7Qnj17tGfPHv32228aPXr0P3hqAAAAAAB4n8emmn/22Wd66KGH1KVLFxUrVkydO3dW9+7d9eGHH0qSJk6cqLffflsNGzaU3W7XuHHjlJeXpx9++EHZ2dn65JNPNH36dJUrV05lypTRzJkz9emnnyo9Pd1TJQIAAAAAcMV5LHivXbtWnTp1cmvr2rWrVq5cKWOMNm/erOjo6AL7d+7cqTp16igiIsLVV6pUKTVv3lwbNmzwVIkAAAAAAFxxHgvehw8fVvXq1d3aatWqpYMHDyohIUHh4eGy2WwF9he07bn9AAAAAAAUVf6e2lFmZqaCgoLc2ux2uzIzMwvs+zv9BcnKylJWVpbr+5SUlH/4DAAAAAAA8DyPnfG22+1yOBxubQkJCQoKCiqw7+/0F2TChAkKCwtzPSIjIz3zRAAAAAAA8CCPBe+oqCjFxsa6tcXGxqpq1aoqVaqUTp8+LafTWWB/Qdue21+QESNGKDk52fWIi4vz1FMBAAAAAMBjPBa8W7VqpeXLl7u1zZs3T+3bt5ePj4+aNGmiH374ocD+G2+8Ub/99puSkpJcfYmJidq8ebNuvfXWAn9eYGCgQkND3R4AAAAAAFxtPBa8e/furRkzZmjZsmXKycnRkiVLNGfOHD355JOSpKFDh2rIkCHas2ePHA6Hxo0bJ7vdrjZt2iggIEA9e/ZU3759lZCQoFOnTqlXr1566qmnLjjVHAAAAACAosBjwbtcuXKaO3euRowYoZCQEI0dO1YLFixQ2bJlJUkdO3bUkCFD1KFDB5UsWVLbt2/X/PnzXdu//PLLKl++vKpVq6aaNWuqRo0aGjt2rKfKAwAAAADAK3yMMcbbRXhCSkqKwsLClJycXOSmnVd+4Vtvl3Dd+fO16EsPAgAAAICLKGwO9dgZbwAAAAAAkB/BGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AVy39u/fr3vuuUdhYWGqVauWZs+e7erbs2ePgoKC5OPjo1OnTrltl5qaqgEDBqhcuXKqUKGCRowYIafTeaXLBwAAQBFB8AZwXUpPT1fHjh3VpUsXxcfHa86cOfrPf/6jlStXSpJq166tjIwM3XDDDfm27dOnj/Ly8rRnzx799NNP+uWXXzRu3Lgr/RQAAABQRBC8AVyX1q1bp/r166tPnz6y2+266aab9Prrr2v69OkX3S4jI0OrVq3Shx9+qBIlSqhChQqaMWOGZsyYcWUKBwAAQJFD8AZwXcrNzS2wPSkp6aLb5eXlyRiTrz0xMdEjdQEAAODaQ/AGcF1q1aqVtm7dqmnTpikzM1M7duzQ888/r9tuu+2i24WEhKhp06YaNGiQkpKS9Ndff6l79+5q3br1FaocAAAARY2/twsAAG8IDQ3V4sWL9dRTT2no0KHy8fGRv7+/nnjiiUtuO2PGDA0cOFDVq1dXsWLFdOLECa1Zs+YKVA0AAICiiOAN4LrVuHFjbdiwQSkpKapdu7befPNNhYeHX3K7MmXK6KuvvpIkRUdHq0KFCmrVqpXF1QIAAKCoIngDuO6NHDlSjRs3Vrdu3f7WdvPnz9fOnTv1xRdfWFQZAAAArgUEbwDXtW3btmn27NnatWvX39ouLS1NQ4YM0ccff6ywsDCLqgMAAMC1gMXVAFy38vLy1L9/f7322muqVKnS39p2zJgxat26te677z6LqgMAAMC1guAN4LqVmZmpTp06FWpBtfNVqFBB77//vgVVAQAA4FrjYwq6IW0RlJKSorCwMCUnJys0NNTb5fwtlV/41tslXHf+fC3a2yVcdzjOrzyOcwAAAGsVNodyxhsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAt5NHgnJCToscceU8mSJRUVFaW3337b1ff777+rVatWstvtqlevnpYuXeq27YIFC1SzZk3Z7Xa1bdtW+/bt82RpAAAAAAB4hUeDd/fu3VW9enXFxcVp69atWrt2rWbMmKGsrCzdc889euSRR5ScnKyPP/5Yffr00e7duyVJu3fvVr9+/fTJJ58oOTlZDz74oDp27CiHw+HJ8gAAAAAAuOI8GrzXrFmjF198UcHBwSpXrpwGDRqkb775Rl9//bXq16+vgQMHKiAgQK1bt9aYMWP05ptvSpImTZqk4cOH6/bbb1dAQID69++vpk2b6osvvvBkeQAAAAAAXHEeDd7R0dEaPny4UlJSFBcXp/Hjx6tcuXJau3atOnXq5Da2a9euWrlypSRdsh8AAAAAgKLKo8F78uTJmj9/vsLCwhQVFaVjx47ppZde0uHDh1W9enW3saVLl5bD4VBWVpaOHj2qqlWruvXXqlVLBw8evODPysrKUkpKitsDAAAAAICrjceCd05Oju677z49+uijSkhI0KFDh9SxY0edOHFCmZmZCgoKyreN3W5XZmam8vLy5OvrW2DfhUyYMEFhYWGuR2RkpKeeCgAAAAAAHuOx4L1kyRLZ7Xa9/vrrrlXNx40bp549eyogIKDAhdISExMVFBQkX19fGWPc+hISEgoM62eNGDFCycnJrkdcXJynngoAAAAAAB7jseC9d+9etW7d2q0tODhY4eHhkqTY2Fi3vvj4eJUsWVIBAQGqWLGiDh8+7NYfGxubb/r5uQIDAxUaGur2AAAAAADgauOx4F21alXt2bPHrc3hcOj333/XY489puXLl7v1zZs3T+3bt5cktWrV6qL9AAAAAAAUVR4L3vfdd5+2b9+uyZMnKzU1VUePHlX37t11yy236IEHHtCWLVs0c+ZMOZ1Obdy4UW+88Yaee+45SdKgQYP0yiuvaPPmzXI6nfrss8+0a9cuPfLII54qDwAAAAAAr/BY8LbZbFqyZIkWLVqkcuXKqXnz5ipbtqxmzpwpm82mxYsXa+rUqSpevLh69+6tqVOnql69epKkBg0a6IMPPtDjjz+u0NBQff7551q6dKkCAwM9VR4AAAAAAF7h78md1ahRQ999912BfXXr1tW6desuuG3nzp3VuXNnT5YDAAAAAIDXefQ+3gAAAAAAwB3BGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsJClwfvQoUOaMWOGlT8CAAAAAICrmqXBe/DgwTp+/Ljr+/Xr1+vGG2+U3W5X06ZNtWXLFrfxU6dOVVRUlIKDgxUTE+O2LQAAAAAARZFlwXvp0qU6cOCAhg4dKkk6fvy4YmJiNGbMGKWkpGjkyJHq1KmT4uPjJUnLly/X+PHjtWTJEp06dUr169dXTEyMVeUBAAAAAHBFWBK8s7KyNGTIEH388cfy9/eXJH322Wd66KGH1KVLFxUrVkydO3dW9+7d9eGHH0qSJk6cqLffflsNGzaU3W7XuHHjlJeXpx9++MGKEgEAAAAAuCIsCd5vvPGGbrvtNrVs2dLVtnbtWnXq1MltXNeuXbVy5UoZY7R582ZFR0cX2A8AAAAAQFHl8eAdFxenCRMm6LvvvlOJEiU0bNgw5eXl6fDhw6pevbrb2Fq1aungwYNKSEhQeHi4bDZbgf0AAAAAABRVHg/e48aNU4cOHbRt2zZt375d69at0+TJk5WZmamgoCC3sXa7XZmZmQX2ndtfkKysLKWkpLg9AADA5Vm2bFm+RU8BAIBneDx4L1y4UNOnT1fZsmVVpUoV/fe//9VHH30ku90uh8PhNjYhIUFBQUEF9p3bX5AJEyYoLCzM9YiMjPT0UwEA4JowcuRI+fn5yd/fX/7+/qpfv75bf1pamvr376+8vDy39s8++6zA8QAA4O/xaPA+efKkgoODVaJECVdbvXr1dOTIEUVFRSk2NtZtfGxsrKpWrapSpUrp9OnTcjqdBfYXZMSIEUpOTnY94uLiPPlUAAC4Zvz666/64YcflJOTo5ycHP3yyy9u/S+//LLuvvtutWjRwq29V69e2r9//5UsFQCAa5JHg3epUqWUlJSkpKQkV9tvv/2mqKgotWrVSsuXL3cbP2/ePLVv314+Pj5q0qRJvhXMz/YXJDAwUKGhoW4PAACQ36+//qratWsX2Ldnzx7973//02uvvXaFqwIA4Prh0eDt6+urHj16qEePHjpx4oRiY2PVp08fDR48WL1799aMGTO0bNky5eTkaMmSJZozZ46efPJJSdLQoUM1ZMgQ7dmzRw6HQ+PGjZPdblebNm08WSIAANcVh8OhpKQklStXrsD+p556ShMmTFB4ePiVLQwAgOuIx6/xfu2111SlShXVr19fbdu21YMPPqi+ffuqXLlymjt3rkaMGKGQkBCNHTtWCxYsUNmyZSVJHTt21JAhQ9ShQweVLFlS27dv1/z58z1dHgAA15U9e/YoPT1dkZGRqlSpkp5//nnXpV3z5s3TDz/8oBdffFGVKlXSrFmzvFwtAADXJh9jjPF2EZ6QkpKisLAwJScnF7lp55Vf+NbbJVx3/nwt+tKD4FEc51cexzkkad++fTpx4oQaN26sU6dOacCAAWrUqJFeeeUV1a5dW4899pieeeYZbd++XQ8++KC+++47NWrUyLX9n3/+qXvvvTffdeEAAKDwOdTjZ7wBAMDVo0aNGmrZsqXsdrsiIyM1a9YsffLJJ9q5c6fCwsI0evRohYSE6LbbbtOoUaM0ZcoUb5cMAMA1h+ANAMB1pESJEjLG6Jdffsl3m7CGDRvq0KFDXqoMAIBrF8EbAIBr1LZt29S/f3+3tj179shms6l69er5po/v3r1bVapUuZIlAgBwXSB4AwBwjapbt66WL1+uDz/8UA6HQz///LMeeughPf/882revLny8vI0btw4paWlae3atZowYYLrbiMAAMBzCN4AAFyj7Ha7vv32W82dO1elSpXSvffeq0ceeUQDBw6Ur6+vFi1apC1btqhixYoaNGiQpk+frrp163q7bAAArjn+3i4AAABYp169elq1alWBfRUqVNDixYsvun3lypVZ0RwAgH+I4A0AgIdw27wrj9vmAQCKAqaaAwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIUuD95tvvqlTp05Jkn7//Xe1atVKdrtd9erV09KlS93GLliwQDVr1pTdblfbtm21b98+K0sDAAAAAOCKsCx479q1S6NHj5YkZWVl6Z577tEjjzyi5ORkffzxx+rTp492794tSdq9e7f69eunTz75RMnJyXrwwQfVsWNHORwOq8oDAAAAAOCKsCR4Z2dn6/HHH1dOTo4k6euvv1b9+vU1cOBABQQEqHXr1hozZozefPNNSdKkSZM0fPhw3X777QoICFD//v3VtGlTffHFF1aUBwAAAADAFWNJ8B45cqQaNGigSpUqSZLWrl2rTp06uY3p2rWrVq5cWah+AAAAAACKKo8H7zVr1mjevHmaPHmyq+3w4cOqXr2627jSpUvL4XAoKytLR48eVdWqVd36a9WqpYMHD3q6PAAAAAAArih/T+4sJSVFPXr00LRp0xQWFuZqz8zMVFBQUL7xdrtdmZmZysvLk6+vb4F9F5KVlaWsrCy3nw0AAAAAwNXGo2e8n376aT3wwANq06aNW7vdbi9wobTExEQFBQXJ19dXxhi3voSEhALD+lkTJkxQWFiY6xEZGemR5wAAAAAAgCd5LHgvXLhQs2fP1gcffCCbzSabzaZDhw6pUqVK+vXXXxUbG+s2Pj4+XiVLllRAQIAqVqyow4cPu/XHxsbmm35+rhEjRig5Odn1iIuL89RTAQAAAADAYzwWvDt16iSn0ymHw+F63HDDDTpy5IheffVVLV++3G38vHnz1L59e0lSq1atLtpfkMDAQIWGhro9AAAAAAC42lh2H+9zdenSRVu2bNHMmTPldDq1ceNGvfHGG3ruueckSYMGDdIrr7yizZs3y+l06rPPPtOuXbv0yCOPXInyAAAAAACwzBUJ3jabTYsXL9bUqVNVvHhx9e7dW1OnTlW9evUkSQ0aNNAHH3ygxx9/XKGhofr888+1dOlSBQYGXonyAAAAAACwjEdXNT/fn3/+6fq6bt26Wrdu3QXHdu7cWZ07d7ayHAAAAAAArrgrcsYbAAAAAIDrFcEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALCQR4N3UlKSunfvrjJlyqhy5cp67bXXlJeXJ0lav369brzxRtntdjVt2lRbtmxx23bq1KmKiopScHCwYmJidPz4cU+WBgAAAACAV3g0eHft2lUVK1bUgQMHtGLFCi1YsECTJk3S8ePHFRMTozFjxiglJUUjR45Up06dFB8fL0lavny5xo8fryVLlujUqVOqX7++YmJiPFkaAAAAAABe4bHgvWPHDp04cUKvvvqqQkNDVaNGDU2bNk2ffvqpPvvsMz300EPq0qWLihUrps6dO6t79+768MMPJUkTJ07U22+/rYYNG8put2vcuHHKy8vTDz/84KnyAAAAAADwCo8F79zcXA0dOlQ+Pj6utsjISB0/flxr165Vp06d3MZ37dpVK1eulDFGmzdvVnR0dIH9AAAAAAAUZf6e2lGTJk3UpEkTt7YlS5aoSZMmOnTokKpXr+7WV6tWLR08eFAJCQkKDw+XzWbL1//FF19c8OdlZWUpKyvL9X1KSooHngUAAAAAAJ5l2arm8fHxGjZsmMaMGaPMzEwFBQW59dvtdmVmZhbYd27/hUyYMEFhYWGuR2RkpMefAwAAAAAA/5QlwTsrK0sPPPCAnnzySTVv3lx2u10Oh8NtTEJCgoKCggrsO7f/QkaMGKHk5GTXIy4uzuPPAwAAAACAf8pjU83P1bt3b0VGRurFF1+UJEVFRSk2NlZRUVGuMbGxsapatapKlSql06dPy+l0qlixYvn6LyQwMFCBgYFWlA8AAAAAgMd4/Iz32LFjdfDgQU2fPt210FqrVq20fPlyt3Hz5s1T+/bt5ePjoyZNmuRbwfxsPwAAAAAARZlHz3jPnj1bs2bN0saNG90WS+vdu7duuukm3XbbberQoYOWL1+uOXPmaPv27ZKkoUOHasiQIfrmm29UuXJlvfnmm7Lb7WrTpo0nywMAAAAA4IrzWPBeu3atevXqJafTqQoVKrj1HThwQHPnztXAgQMVExOj+vXra8GCBSpbtqwkqWPHjjp06JA6dOighIQE3XXXXZo/f76nSgMAAAAAwGs8Frxbt27tdnuv891www3auXPnBfv79eunfv36eaocAAAAAACuCpbdTgwAAAAAABC8AQAAAACwFMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAABwzfD398/3sNvtOnbsWIHjX3jhhStcIYDrEcEbAAAA14ycnBy3xyuvvKLevXurfPny+cZOmTJFS5Ys8UKVAK43/t4uAAAAALBCRkaGJk2apI0bN+br279/v4YPH67IyEgvVAbgesMZbwAAAFyTpkyZonvuuSdfuM7NzdXjjz+uQYMGeakyANcbgjcAAACuOVlZWXr33Xc1YsSIfH3jx49X2bJl1adPHy9UBuB6xFRzAAAAXHP++9//6o477lCVKlXc2rdt26apU6dq+/btSk9P91J1AK43BG8AAABcU5xOp9566y0tX77crT0zM1OPP/64PvroI5UpU4bgDeCKIXgDAADgmjJz5ky1aNFCNWvWdGsfOXKk9u3bp65du0qSjDFyOp2y2Ww6fvy4wsLCvFEugOsA13gDAADgmpGbm6vXX39dI0eOzNf3zjvvyOl0yuFwyOFwaO/evapbt64cDgehG4ClCN4AAAC4Zvzvf/9TgwYNVK9ePW+XAgAuBG8AAABcM3777TeNGjXK22UAgBuu8QYAAEChVX7hW2+XcAkt9cWXf0lf/lW44fe+ftU/pz9fi/Z2CQD+Ic54AwAAAEAREhsbq44dO6p48eKqVauW5syZU+A4p9Op0aNHX+HqUBCCNwAAAAAUEcYY3X///Wrbtq1OnTqlr776SiNGjNCmTZvyjR0zZox27NjhhSpxPoI3AAAAABQRp0+f1lNPPaXhw4crMDBQjRo1UqdOnbRu3Tq3cevXr9c777zjpSpxPoI3AAAAABQRJUqUUL9+/SRJ2dnZWrFihebPn6+2bdu6xqSlpal79+569tlnvVUmzkPwBgAAAIAiqHnz5rrzzjvVpk0b3XTTTa72wYMHKzo6Wh06dPBidTgXwRsAAAAAiqCNGzdq48aN2rt3r8aPHy9JWrhwoTZt2qTXX3/dy9XhXNxODAAAAACKIJvNphYtWuibb75Rw4YN1bdvXw0cOFCLFy+WzWbzdnk4B8EbAAAAAIqIP//8U4GBgSpfvryrrWLFivLz89OAAQN0/Phx3XLLLZKkvLw85ebmKiIiQvHx8d4qGWKqOQAAAAAUGevXr8+3aNqff/6p4sWLa/78+XI6nXI4HHI4HPr+++919913E7qvAgRvAAAAACgiOnfurC1btmjGjBnKzMzUnj179PDDD2v06NHeLg0XQfAGAAAAgCIiODhYS5Ys0eeff64yZcrozjvv1KOPPqoePXp4uzRcBNd4AwAAAEARUqtWLa1YseKS49q0aaM2bdpYXxAuieANAAAAAOeo/MK33i7huvPna9HeLsFSTDUHAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALHRVBe+UlBR169ZNISEhqlChgl5//XVvlwQAAAAAwD9yVa1q/sQTT8hms+no0aM6ffq0unbtqvDwcPXr18/bpQEAAAAAcFmumuB99OhRrVq1SocOHZLNZlNYWJhmzpypu+++m+ANAAAAACiyrpqp5uvXr1eHDh1ks9lcbXXq1FFISIj27dvnxcoAAAAAALh8V03wPnz4sKpXr56vvVatWjp48KAXKgIAAAAA4J+7aqaaZ2ZmKigoKF+73W5XZmZmvvasrCxlZWW5vk9OTpZ0ZoG2oiYvK8PbJVx3iuJxUtRxnF95HOdXHsf5lcdxfuVxnF95HOdXHsf5lVdUj/OzdRtjLjruqgnedrtdGRn5D/CEhIQCA/mECRP0n//8J197ZGSkJfXh2hL2rrcrAKzHcY7rAcc5rgcc57geFPXjPDU1VWFhYRfsv2qCd1RUlJYtW5avPTY2VlWrVs3XPmLECA0dOtT1fV5enhITE1WqVCn5+PhYWivOSElJUWRkpOLi4hQaGurtcgBLcJzjesBxjusBxzmuBxznV54xRqmpqapQocJFx101wbtly5Z69tlnlZOTI3//M2X98ssvysrKKvDa78DAQAUGBrq1hYeHX4lScZ7Q0FD+YuOax3GO6wHHOa4HHOe4HnCcX1kXO9N91lWzuFrFihV166236plnnlFaWpri4uLUt29fjRo1ytulAQAAAABw2a6a4C1JU6ZMUWJioiIiItSsWTN16dJFvXv39nZZAAAAAABctqtmqrl05hT97NmzvV0GCikwMFAvvfRSvin/wLWE4xzXA45zXA84znE94Di/evmYS617DgAAAAAALttVNdUcAAAAAIBrDcEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBG5ctPT1dDRs2VE5Ojqtt9erVGjlypFsbUJSlpaUpNDTU7ZheunSpunXrpuzsbC9WBvw9ycnJGjx48AX7g4ODdfLkSdf36enpV6IsAACuC9xODJctJydHNptNmZmZ+uKLL9S9e3etXr1a7dq1U3JyskJCQrxdIvCP5ebmKjAwUOnp6XrjjTc0evRorV27Vm3atOE4R5GSkpKievXqKS4uTp988okyMjLk4+Mju92uvn37qnTp0jp8+LCCgoJ0/PhxNW7cWBs2bNANN9zg7dIBj8jJydETTzyh9957T8WLF9fu3bvl6+urevXqebs04B9bunSpgoKC5Oub/7yqj4+PIiIiVKNGDS9UhrMI3rik9PR03XnnnQoMDJQkGWMUFhamBQsWKCQkRImJiYqIiFBiYqJ27typm2++WSkpKQoODvZy5UDhpaWlqVatWm7HealSpfTTTz+pePHiruM8ISFBP//8sxo3bsxxjiIlKytL9evX1759+1S7dm21bt1akrRq1Srt379fN9xwgw4dOiRJmjx5sv773/9q+/bt3iwZ+NuysrL00UcfyW63y8/PTxkZGYqJiVG7du20fft2hYeH6/Tp0woJCdGjjz6qDRs2aN++fSpWrJi3Swcuy+HDhxUVFaXy5curadOmMsboxx9/1O23365t27apfv36CggI0Nq1a7V7925FRUV5u+TrFlPNcUmBgYGKi4tT7969tX//fvXp00d//PGHJMlmsykgIED+/v6u7yUpICDAa/UCl8Nut8tms2nWrFny8fHR559/royMDEln/g4UK1bMdZyfPb7PhnSgKPD393c7hj/55BN98skn8vPzc7Xdf//9On78uObPn69nn33Wm+UCl8UYo6FDh2r27NmaMWOGhg4dqqysLB08eFA2m02BgYEKDAzU4sWLNX/+fH366aeEbhRpt9xyiz7//HMFBQVp0aJFWrx4sSpVqqTFixerefPmmj59upYsWaKePXu6fq+Bd/h7uwBc/fz9/RUeHq5u3brp9ddfV7du3TRhwgRXnyTXf1pOp1PFihXjPzEUOX5+fgoODlbLli1df56drnV+4M7OzpbNZnO1A0WBn5+fjh8/rieffFLx8fF68sknJcntOG/btq1at26tpKQkPfDAA94sF7gsgYGB8vPz05o1ayRJQUFBbh+e+vr6atq0aRo1apS++OILtW/f3ssVA/+M3W7XwoULdejQIb388suSpFOnTunll1/W3r179c477yg0NFRBQUGqXbu2l6u9vvFbIy7L2V/UsrKy9PLLLystLU0vv/yyjh49qoiICC9XB3jG2eM8MzNTvXr1UlJSknr16qWTJ0+qfPnyXq4O+PvsdrtatmyppUuXqmXLljLGaNWqVZLOXAM4ZMgQpaamaunSpczoQJHk4+MjHx8ftzY/Pz/5+vpq1KhRcjqdWr9+vbZs2aLKlSt7p0jAA3766SctXrxYgYGBmjt3rm644QbXDCYfHx/5+fm5/vT19VVWVpaXKwZTzXFZzi4NkJeXp3379un+++/Xvn37tHPnTjVq1MjL1QGecfY49/X1VcWKFfXMM8+oYsWKys7OVpMmTbxcHfD3hYWFqVu3bipRooS6deumxx57TJI0ZMgQpaSkSJL++usv7dq1Szt27PBmqcBlO3/5ory8PBljdODAAeXm5mrhwoX6/PPP840DihKn06nvv/9ehw4d0pEjR+Tj46NevXqpR48eCgsLU8+ePXXDDTfoqaee0qhRo/T22297u+TrHme8cVnO/mdlt9s1a9YsV/s999zj+kUOKOrOHucBAQEaN26cq61ly5YaOnSoN0sDLsuff/6pZs2aad++fWrWrJmrvWzZskpKStKyZcv0448/qm/fvpo3b55uuukmL1YL/H15eXn5znjn5OQoNzdX//vf/7Ro0SKtXr1a//73v7Vv3z7NmDHDS5UC/8wtt9yijRs3auLEierYsaP8/f3VokUL12y9W265RYmJiapVq5batWunl19+mX/TvYwz3rik3NxcZWdn648//nD9efaexjk5Odq9e7d+//13vfbaa3I4HPrXv/7l5YqBvy83N1dpaWn6/vvvXX+ePc5zc3O1YcMGfffddxo4cKCqVKmiu+66y8sVA39fRESEZs2apaioKH3++eeaOXOmjDF68cUXVaFCBY0aNUo2m02dOnXS+vXrvV0u8Lc5HA7l5OS4Ta9NTU2V0+lUdna2nE6nateurdWrV2vVqlWaOnWqt0sGLtvJkye1Z88effjhh9q/f78OHTqk2NhYxcbG6tChQ0pNTdXvv/+uZs2aqW3bttq6dau3S76uccYbl+RwOPTHH3+oTp06Msaodu3aqlSpkqQz13jv2LFD/fr1U0hIiDZt2uTlaoHLk5mZKYfDoX79+kmS+vXrp5IlS0o683fg7GJUubm5Wr58uTdLBS5LXl6e/P39VatWLde1fz4+PsrLy5N05oPUtWvXasWKFapQoYJ+/vlnL1cM/H2BgYHavXu36xjPzc1VpUqV9MEHHyg7O1s5OTlKT0+X3W7X5MmT1bNnT3Xr1o1bQ6JI8vX11aJFizRlyhRJUvPmzXX8+HG3e3lnZWWpY8eOmjdvHusaeBn38UahnF2t/Kzs7Gz5+/vLZrMpOztbCQkJmjhxoj766CONGjVKzzzzjBerBTwnNzdXNptNTqdTubm5mjZtml544QV169ZNb7zxBgtQochwOByqU6eOYmNjddttt+n48eNyOp0qV66cNm7cqEqVKunPP/+Uv7+/Tp06pbJlyyohIUElSpTwdunA3/bll18qJiYm3+1Njx8/rnXr1mnw4MFatmyZfv31Vz388MNeqhL4Z9LS0hQVFaXp06frjjvu0J133qnbb79dgwYNknTm8rhmzZrpt99+U3h4uHeLBcEbly8jI0MhISFyOp2uVRQ3btyoXr16ad26dSpVqpSXKwT+ubS0NIWGhro+bJKkAwcOqHfv3vr22285S4IiIzExUdWqVVNSUlKB/WFhYYqLi1NoaKhSU1M1c+ZMPfHEE9weEkXK4cOH9cADD2jnzp2aN2+eMjIyNGHCBNlsNtcYY4z++OMP+fv766uvvlK7du28WDFw+VJSUlShQgW1atVKP//8s1JTU9WwYUO3BWCnTZumnj17SpLef/99b5UKMdUchZSbm6ujR48qMjLStWiJzWbT7t273aaz3HLLLdq2bZuCgoK8VSrgUSEhIUpNTXW7Z3e1atW0atWqfAv4AFezkiVLXjB0S9KcOXNkt9slScWLF9fAgQOvVGmAx0RERKhJkyaaM2eOqlWrpi+++EIZGRkaNmyY27jc3Fxt3rzZdakFUBSlp6crMDBQy5cvV25urn744QdNmjRJkyZNUnR0tDp37qx3331XaWlpSkhI8Ha51z3OeKNQ4uLiVLlyZcXHx6tMmTJufX369FGDBg00ePBgL1UHAACQ33fffaclS5bogw8+8HYpgMc5HA5t375dt956q1v7qlWr9Pnnn+uDDz7gZNhVhOCNQklMTFTp0qWVmprqNrW2f//+mjZtmj766CP16tXLixUCAArj5MmTuvnmm/Xzzz9f8PrtuLg49e7dW99///0Vrg4AgGsTtxNDoQQGBsrHx8dtkZKnn35a8+bN0//93/8RugGgCEhNTZXdbteRI0dkt9sVFxenU6dO6eTJkzp8+LBOnjyp8ePHy8/PTz/99JO3ywUuW2Zmpr7++mtJUlRUlOLi4rxcEeAdJ06cUOPGjbV3715vl3LdI3ijUM4urnP2Otevv/5a06ZN09KlS9W6dWtvlgYAKIQZM2bo2Weflc1mk4+Pj2w2m2rWrKly5copIiJCVapU0cKFCzVhwgSFhoa6LUYFFDVOp1NPPfWUJCkgIEClS5fW+vXrddddd+mee+7RPffcow4dOujee+/1cqXA5du5c6dCQ0P1119/SZKSk5M1fPhwnTp1yjXGbrdr586drEtzFSB4o1D8/PxkjNHs2bMlSZ06ddL//d//qVmzZl6uDABQGH/88YfrXt5nF8WsXLmycnNz1axZM3322WcKDg5WqVKlFBgY6LagIFBU5Obmql69err//vuVlJSktm3b6tixYwoMDJTdbldSUpJq166ttm3baseOHXrxxRe9XTJw2YKCgpSWlua6DDQgIEBvv/22MjIyXGPOfoh6/q31cOXxvyr+lsGDB+udd95R/fr1JUmTJ09268/JydHp06e1dOlSb5QHALiAhg0b6ttvv5X0/38BO/c+9GcvJypevLj8/f0J3iiSnE6nRo0apeDgYD355JN6/vnn1bt3b/n6+sput6tUqVKqXbu2qlWrpoCAgHyLUgFFydkZTGfvSGG322WMcfv3++zXZ2/9C+/hjDcKzcfHR3v37lWzZs00e/Zsbdq0SU6n0+2RnZ2t7Oxsb5cKADhP1apVFRsbqzVr1kiS1qxZo4yMDK1Zs0YpKSnas2eP9u3bJ4fDobVr17rdKhIoKmw2m9q2bavo6GgFBQXprrvucq3qzFRbXGvOXgp69k/pzHF+7rF+9mv+Tfc+Ps5GoZxd/L506dL6+OOP1apVKw0cOFB9+vRRu3btvFwdAOBSypUrpx07dmjYsGHKzs7WsGHDdPToUQ0bNkyHDx/WnDlz5O/vr2PHjmnYsGH8koYiyel0qnz58vL391dubq6KFSumvLw8OZ1OORwOZWZmKiEhQSEhIcrNzVVcXJwiIyO9XTZwWXx9fWWMcftd3Bijrl275pvRBO8jeKNQcnJyJJ25dsrPz0+PPfaYQkNDFRMToxUrVqh58+ZerhAAcDElS5ZUVFSUtm7dqpCQEG3dulU33nijtm7dqltuuUUDBgxQiRIlNHLkSG3dulXVqlXzdsnA3+br66u4uDjX2gUHDhxQjRo1lJaWpoSEBB09elQzZ86UJJUoUUItW7bU4cOHvVw18M+c+3v4+b+TG2P0448/Er6vAgRvFIrT6ZR0JoCfvUbk/vvv11NPPaV//etfF70fLADA++x2u06fPi3pzIeo5/55Vl5enjIyMmSMUV5e3pUuEfjH/Pz8VLFiRWVmZmrq1KkKDg5Wnz59XEH8rbfeUseOHbV+/Xq1bdvW2+UC/4gxRj4+PpowYcJFx73xxhuu2avwHuaRoVAcDockKSsry6193Lhxstvt6t69uzfKAgAUkp+fnzIzM2WMcX2YmpiYqDFjxujIkSP6+uuvlZmZqaSkJGVlZblmOgFFkTFGPXv21NGjR5Wenq7SpUsrNzdXQ4YMUWBgoMaPH6+5c+d6u0zgHzl3Rqokbdy4UYcPH8738PHxIXhfBTjjjULJzs5W3bp1Xb+sneXn56cxY8Zo2bJlysvL45pAALhKOZ1O5eXlyeFwyBij3Nxc9ejRQz4+PurVq5ccDofr2ti0tLR8H7QCRUFeXp7atm2r4cOHu9rWrVunmTNnKjc3Vw6HQzNnztTNN9+s3r17q27duqpXr54XKwYu39l/p7OyspSVlaWWLVu6heyzX/v4+OSb4YQrj+CNQqlYsaJ2795dYN+jjz6qBx98kNANAFcxY4zmzZun9PR0GWOUnp6uV199Nd+448eP69ChQ0pPT/dClcA/k5aWpptuukkPPvig/Pz8lJ6erri4OH3zzTcyxigtLU3ffPONJKl8+fKaMmWK3n//fS9XDVyetLQ013FdsmRJ7d+/321RNenMh67VqlVjFtNVwMcw7wAAgOtCbm6u9u7dq3Xr1ql79+75fkE7Kz09XevXr9edd955hSsEPOPIkSPq3bu3kpOT1a9fP/Xs2VPHjh1T06ZNdeTIEUlnZvOdvac9UBSlp6frl19+UePGjd1uKXauhIQElSlTRrt27VL9+vWvcIU4F8EbAIDrRFxcnCpXrqz4+HiVKVPGra9Pnz5q0KCBBg8e7KXqAM9777331Lt3b4WEhMjhcGjv3r1q1KiRt8sCrhin06k//vhD1atXv+CHrbgymBsMAMB1Ijg4WMYYBQUFubX3799fs2bNUvHixb1UGWCNwYMHKyQkRJJks9kI3bjuFCtWTPXq1SN0XwUI3gAAXCcCAwPl4+PjNr326aef1rx58/R///d/6tWrlxerAzwnNzdXBw8elCSlpKQoNDRU8fHxbmOOHDmiuLg4b5QHeEzJkiXztXXt2lVr1qzxQjW4GII3AADXibPXAPr7n1lb9euvv9a0adO0dOlStW7d2pulAR6VkpKiGjVqKCcnR0FBQUpLS3Ob0fHpp5+qfv36Gjt2rPeKBDwgPDxcxhgdPnxYkpSZmamlS5fmuxMRvI9rvAEAuE7k5uaqWLFimjlzph577DHl5ubqp59+UvPmzb1dGuBRTqdTISEhrtst+fv7y+FwKC0tTb169dLSpUtVvXp1bdu2jSm4KLJSU1NVo0YNBQQEqF69elq2bJmmTZum8ePHa8uWLerRo4f8/PxkjFF4eLimTZvm7ZKva9xODACA68zgwYP1zjvvuFa4nTx5slt/Tk6OTp8+raVLl3qjPOAfycjIUFBQkNslFb6+vvL391dcXJxycnK0ceNG3XvvvYRuFFnHjx9Xy5YtJUnLly9X3bp1lZSUpDFjxmjgwIHy8fHRunXr9M4772jEiBH68MMPvVwxmGoOAMB1xMfHR3v37lWzZs00e/Zsbdq0SU6n0+2RnZ2t7Oxsb5cK/G3GGFWpUkXNmjWTw+FQs2bN1KxZM+Xm5mrVqlWy2WxatGiRbrrpJiUkJCgzM9PbJQOXJTg4WMOGDVNAQIDmzJmj1NRUde3aVT169NBXX32lhIQEBQcHq3v37goLC1Pnzp29XfJ1jzPeAABcJ85eXVa6dGl9/PHHatWqlQYOHKg+ffqoXbt2Xq4O+OecTqdeeOEFFS9eXAMHDtTAgQNljFHv3r317rvvasOGDZo+fbqio6MVERGh/fv3q0GDBt4uG/jbQkJCNGDAADVo0ECTJ09WlSpVNHLkSD3zzDNasmQJszmuQgRvAACuEzk5OZLOXOvt5+enxx57TKGhoYqJidGKFSu41htFXkBAgJ555hnl5ORo4MCB6t69uyt4f/XVV5o3b54GDRqk5cuXq2TJktq7dy/BG0Vaz549tWTJEu3du1ebNm2SMUY+Pj7y8fHxdmk4D1PNAQC4Tpxd5fZsAJek+++/X0899ZT+9a9/KSkpyVulAR6VnJwsp9OprKws13HvdDrVrVs3/fbbb/L399fOnTu1adMmL1cK/DM2m03x8fF68803lZKSohEjRkgSlwtdhQjeAABcJxwOhyS5Vno+a9y4cbLb7erevbs3ygI8zm6369ChQwoMDFRmZqYqVKigjIwMSWeCysSJEzV79mwNGDDAy5UCl+/777+XJA0YMEB79uzR3LlzNW/ePDVt2lTBwcHKzMzUokWLlJaWpsWLF3u5WnA7MQAArhNHjx5Vx44dtXr1apUqVcqtb/bs2Vq2bJlmzpwpX18+l0fR9u9//1sJCQn69ttvtXbtWtWqVUvBwcF699139a9//Us1a9b0donAP5KRkaFy5crJ4XDo5MmTCg8PlyR9++236t+/vzZs2KBHHnlExYoVU25urjIyMvTTTz95t+jrHMEbAADIGKOcnBwVK1bM26UA/8jChQvVt29fbd68WVWqVFGjRo3Up08fNW/eXGPGjNHq1atVtWpV3XvvvWrXrp3uuusub5cMXJZjx45p2LBh2rRpkxYuXOhar6BDhw5q0qSJJkyY4OUKcS6CNwAAAK4ZOTk52rNnj+rXr69du3bpvvvu08GDB+Xn5ydJSkhI0GeffaZJkyapV69eeumll7xcMfDPfPTRR5o1a5Y2bNgg6cx9vf/973/r2LFjruMe3kfwBgAAwDVr//79ql69er52p9MpPz8/Lq3ANSExMVElS5Z0fb9t2zbdfPPNXqwI5yN4AwAA4JqQm5urd999t1CXTPj6+qphw4a67bbbrkBlgOelpaVp1apVKl68+EU/QHI6nXI6nerYseMVrA7nI3gDAADgmuHv769mzZopMDDwouPi4+N19OhRJSUlMR0XRVJ8fLwqVKiQb7HM8yUmJqpmzZr6/fffr1BlKAjBGwAAANeMoKAg7d+/XxUqVLjouL1796pOnTras2cPq5yjSEpOTlaJEiWUlpamoKCgAsc4HA4FBQUpLy/vCleH8/l7uwAAAADAU849e52VlaWPPvpIPj4+8vHx0dnzTQMHDlTJkiW1ceNGQjeKLH9/f/n4+Eg6M+38f//7n2umh8Ph0L///W/XsQ/v44w3AAAArhnBwcHat2+fKlSooKysLNntdj322GPy8/OTMUazZs1SVlaW/P05/4Si7ezZ7LS0NOXm5io8PFz9+vWTMUafffaZkpOT5ePjo6CgIOXm5nq73OsewRsAAADXjICAAO3evVu1atWSMUZ+fn6uqbg5OTkKCAhg2i2uCWc/WEpLS5PNZlNgYKCcTqckqXjx4kpNTVVWVhbB+yrB/RMAAABwTcjJyVG5cuWUmZkpSa5ptmen2jLtFtcqX19ft2P73EsrcHVgjg0AAACuCf7+/oqLi3Od0c7OzpYxRsOHD1exYsVc7Tk5OUw1R5F3brB2OBzKzc3Vo48+KmOMsrKylJmZyYr9VxH+xQEAAMA1IS0tTf/5z3+0cuVKbd26Vbm5uRo9erQCAwPl6+urvLw8jRo1iqnmuCbk5ua6znIbYzRp0iTX6uZ33HHHRe/tjSuPa7wBAABwTejXr59+/PFHPffcc+rWrZtsNpu3SwIsk5ycrJIlS+q3336T3W4vcExWVpZq166tP//8U5GRkVe4QpyL4A0AAIBrQlJSkooXLy5/f39t2bJFd999t4KDgy+6zeHDh69QdYBn/fXXX6pUqVKhruf28fFhgTUvY6o5AAAArgklSpRwfV25cmXNnDnzgtdyZ2VlKSkp6UqVBnhc2bJlderUKYWEhFz0Wu7s7GwlJiZewcpQEM54AwAAAABgIa64BwAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAADks3XrVi1btsyy/b/zzjs6evSoZfv3hrffflvp6eke2df06dP1yy+/eGRfALyP4A3givn888916623qnjx4ipVqpQ6dOhg6S91l+vBBx/UtGnT3Nqu5tqPHDmizp07Kzw8XDVr1sxX+/mqV68uf39/t4ePj4+2b98u6cxKwP7+/ipRooTatWunn3/++aL7mz59up566ql//Dx69OihefPm/eP9XMqff/6p+vXrX7C/WbNmWrVqlUf25UmVK1fWqVOnLP0ZH3zwgZo2bVro8YV5/nl5eRo5cqQiIiJUunRpDRgwQBkZGW5jRo4cKT8/P9fxeO4+f//9d7Vq1Up2u1316tXT0qVLC13flTqmLufvwDfffKPw8HDdeeedkqSQkBArSivwNXjppZfk5+ene++994Lb5eXlqX///kpNTf3bPyc3N1e33XabSpQooe+++67A8QcPHtTrr7+ucuXKFfKZXDl//fWXoqOjFRQUpKpVq2r69OmF2m7BggWaOXOmAgMDXW0JCQl67LHHVLJkSUVFRentt99222bFihW6+eabVbx4cd16663atm2bWx0fffSRR54TAO8jeAO4Inr37q0333xTo0eP1okTJ3TkyBENGTJEzz33nEaMGOHt8lwyMjK0YsUKde7c2dV2NdeenZ2tDh06qEOHDjp69KjmzJmjCRMmaNGiRRfcZv/+/crJyXE9Pv/8c0VHR6tx48auMfHx8Tp+/LgGDhyomJgYZWVlXYmn43V//vmnDh8+rNtuu83bpXhF2bJlVaNGDY/u8+2339batWu1fft27d+/XxkZGXruuefcxvz666/64YcfXMfk2bN8WVlZuueee/TII48oOTlZH3/8sfr06aPdu3d7tEZvmDZtmmbMmKEvvvjiiv/s//znP1q5cuVFx3z88ccqU6aMHnzwwb+9/59//lnp6emKj49XixYtChzz7bffKiYm5oK3+vKmBx54QI0aNVJCQoIWLlyocePGafny5RfdJjMzU0OHDtXHH3/s9py6d++u6tWrKy4uTlu3btXatWs1Y8YMSWdep169eumdd97RyZMn9dxzz6lz5846efKkJKlr165asmSJdU8UwBVF8AZguY8++ki7du3Shg0bdPfdd8tut8tutys6OlqbNm3Sd999py+//NLbZUqSli5dqhYtWrjuBXu11/7tt9+qWrVqGjhwoIKDg9W4cWO99957+vTTTwu1vTFGr776qkaPHp2vLyAgQF26dFHFihW1d+9eT5d+VZo3b55iYmIuej/Ua9lDDz3k8SBYqVIlff7556pQoYLCw8P1zDPP6Mcff3Qb8+uvv6p27dr5tv36669Vv359DRw4UAEBAWrdurXGjBmjN99806M1ekNKSooqVqyo0qVLe7uUfE6dOqVXX31VkydPvqztU1JSVL58eQUGBiosLKzAMRs2bFCbNm3+QZXW2Lhxo9LT0/Xqq6/KbrerQYMGmjx5ssaPH3/R7caPH6/27dvrlltucWtfs2aNXnzxRQUHB6tcuXIaNGiQvvnmG0nSnDlzNGzYMN1+++2y2WyKiYlRly5dXB+c1qxZU9nZ2Tp27Jg1TxbAFUXwBmApY4zGjx+vqVOnKjg4OF9/SEiIPvnkE9cvNW3bttXatWvdxrz88ss6ffq0W9s999zjOgMRHx+vbt26KTw8XMWLF9d9993nFhTHjh2rt956S1OnTlXVqlUVGhqqXr16yeFw5Ktn7ty5+te//lVkarfb7erXr5/b/iMjI3X8+PF89RZkwYIFKl++vJo3b37BMcnJyYUOomen3C5YsEB169ZVSEiIOnfurISEBLfnVKJECdWqVUurV6+WJEVERGjmzJl66KGHdOONN0o68/p++OGHCg4O1ubNm12vxfnOn6KbkpKiwYMHq2LFirLb7WrYsKGmTp0qY4w+/PBDVa9eXb/++qv8/f319ddfu2177vt/1rFjx9SzZ0+VKVNGQUFBat68uebPn+825rffflObNm0UFBSkJk2auKbtn7V161a1adNGdrtd5cqV04ABA5SSkuI2xhij9957T3Xq1JHNZtMNN9ygF154ocDrRffu3asqVaq4zpy1adNG69at07PPPqty5copODhY99xzj37//Xe37TIzMzVs2DBFRETIbrfrtttu06ZNm1z98+bNU48ePSRd+r281Gt51iOPPKKoqCgZY3Tw4EGNHTtWd911l6vf4XAoKSmpwCnHa9euVadOndzaunbtesmztVLBx5Qk7dq1S3fddZeCgoJUunRp9evXT8nJya7+ypUr69NPP1VYWJi++uorV/uWLVt01113qXjx4goLC9N9992X7zKMix335+rUqZN+/PFHtWjRQu3atStwzJQpU1SrVi0FBgaqTp06BU53/vLLL1W/fn3ZbDbVq1dPX375pZ599lnX2Au9Bpfy/PPPa8CAAapWrVqhtzlr27ZtateunZYuXSp/f/98H7Kc9fPPP6tJkyZubStXrlSzZs1ks9lUrVo1TZo0SZMmTdLYsWPdxhXmvbjYmKysLEVFRWnBggX56lq7dq3uv/9++fj4uNo6dOigX375pcD/M6Qzs4hmzJih119/PV9fdHS0hg8frpSUFMXFxWn8+PGuYz03N7fA/SUlJbm+btKkiXbu3FngOABFjAEAC+3du9dUqVLlkuMqV65sTpw4Yb744gvTo0cPV3t2drYpW7asef/9911thw8fNlWrVjW5ubkmJSXF1K1b10yaNMkkJyeb5ORk8+mnn5pKlSqZQ4cOGWOMeemll0yDBg3Mo48+ak6ePGni4+NNdHS0GT58uFsNGRkZJjw83CQkJBS52s81YcIE8+STT16ybmOMady4sVmzZo1b2w033GBOnjxpTp48af7zn/+Ym2+++aL7mDZtmhk4cKDr63r16pkOHTqYuLg4k5iYaPr27WsefPBBY4wxv//+u2nUqJFJSkoyq1evNtOmTXPtp3v37mbu3Lmu7/38/Eznzp1NcnKy67V488038/384OBg19eZmZmmcePG5oknnjD79+832dnZZseOHaZNmzbmlVdeMcYYExsba+rVq5dvP4cOHTJly5Y1OTk5rrYTJ06YqlWrmpEjR5q4uDiTnZ1t1qxZYxo2bGg+//xzExsbayIiIszNN99sNmzYYDIyMsx///tfExkZabKzs40xxuzYscNUrVrVfPfdd8bhcJijR4+aoUOHmhYtWrj9rAEDBpjWrVubLVu2mKysLHPo0CEzcOBA0759e7f3ZceOHaZSpUrm66+/dm17++23m3r16pmXXnrJHDt2zCQkJJj33nvPREREmH379hljjMnNzTUdOnQwXbt2Nfv37zcpKSlm5syZpmzZsmbjxo3GGGPmzp1runfvXqj38mKvZUHeffddI8mULVvWHDlyxNW+Y8cOY7PZTKVKlUzFihXN8OHDXa9ddHS0WbVqVb59lSxZ0jgcjkv+zPOPqV9//dWUK1fOfPTRR+b06dPm0KFDplevXqZZs2YmKyvL9Tq3atXKnDp1yuTm5hpjjFmzZo0pX768mT59uklMTDRpaWlm9uzZpmLFimbfvn2u16p9+/bm0KFDJjEx0fTv39/ttTrf7bffbrZu3er6/tzjeNy4caZhw4Zm48aNJiMjw/z444+mVq1aZuLEia4xn376qalSpYr5/vvvTUZGhtm1a5e54447TO3atS/69+qsVatWmejo6HztW7ZsMT4+PiYyMtKULl3avPHGG5d8nc//ORfa97lCQ0ON0+l0fb98+XJTrlw5M3fuXJOammr2799vunbtaurUqWNeeukl17hLvReFGZOTk2PatWuX798+Y4wZOHCg2+t3VuPGjc2ePXsKfC7R0dGmZMmSJjw83LRq1cocOHDA1ZeQkGAqVapkJBlJpk6dOubo0aPGGGM2btxoKlSoYNauXWscDof5+uuvjc1mM5s3b3Zt/8wzz5jJkydf9LUEUDQQvAFYav369ebWW2+95Lhbb73V7Nq1yzgcDhMVFWVSU1ONMcbMmTPHtGnTxjRo0MA1duzYsa4Q9cYbbxQYQt977z3z9NNPG2POBLa6deuavLw8V/+vv/5q6tat67bN/PnzzZ133lkkaz+3r2zZsiY2NvaSdX/77bfm9ttvz9d+ww03mGLFirl+UXzppZfcAuL5zg/epUqVMmlpaa7+5ORkEx4ebvLy8swff/xhmjRp4gpW5zo/IEgyW7ZscX1fmOD97rvvmkceeSTfmMzMTJOUlGSMuXBYfPvtt80TTzzh1jZkyBAzYsSIfGOTkpJMZmamiY2NNZLMpk2b3PpbtGjhqv2ee+4xS5cuzbePmJgYV3jeuXOnqV69uklPT8837tixY8aYM+/LokWLTMWKFc2KFSvcxtx+++1m0KBB+bZ96623zEMPPWSMOXN8N2/e3BUmz/ryyy/NLbfcYozJH7wv9l4a8/eCd15enjl8+LAZNmyYqVu3rivo/vHHH2bdunUmIyPDHD582ERHR5sXX3zRGGNM27Zt3ULIWRUrVnS9nxdz/jF13333mUmTJuUbd/fdd5spU6YYY868zl999ZVb/4033mi+++67fNudfW8Keq1SU1NNiRIl3P7unutCwfvYsWOmTJkyrnB21sGDB03p0qVNUlKScTgcpmzZsmb37t1uY1JTU01kZOQ/Ct4dOnQw/fr1M0lJSa7jctGiRQU+h3P9neCdnJxsypcv79ZWt25ds3z5cre2nJwc06RJE7fgfan3orBjLqRXr17myy+/zNfesmVLs2PHjnzt69evN2XLljVr1qwxqampZuzYsebmm282eXl5xul0mltvvdUMHz7cJCQkmEOHDplnnnnGbT+zZ882NWvWNGXKlDGBgYGuD9rOeuutt8zo0aMvWTeAqx9TzQFYqmTJkvmmPRtjNHr0aG3cuNHVduzYMZUtW1aBgYGKiYlxXTc9ZcoUTZgwQREREVq/fr3y8vI0a9Ys9erVS5L0448/auLEibLZbG6P4cOHa8eOHa79d+7c2W3qYPXq1RUfH+9W1/nTjItS7dKZ6YmdO3fW22+/rcqVKxf0drh55ZVXCry2Wzqzmm5OTo52796tjRs3qn///pfc31l33XWX29T80NBQ2e12paWlqUaNGrrrrrvUvHlzbdiw4ZL7atSo0UX78/Ly3L5fuXKlHnvssXzjbDabwsPDL7qvgqaZX2h/4eHhstlskqQKFSrkm6pftWpV13u0Zs0axcTE5Hufv/32W9eU9JUrVyomJkZBQUH5flZERITr627dumnu3Llq3759vnEPP/xwvrZu3bq5pvquWrVK3bp1k6+v+3/9DzzwgHbt2lXgNNqLvZd/l4+PjyIjI/XWW2+pYsWKrrsC1KhRQy1btpTdbldkZKRmzZqlTz75RNKZSykKqisxMbHA1+pSVq9erccffzxf++OPP+667EGS27TsxMREHT161LX6+LnOfW/Of61CQkIu67Vav369WrdurQoVKri1V6lSRY0bN9aWLVu0e/duRUVF5VtRPiQkRNHR0X/r550rMTFRv/32mz744AOFh4erUaNGmjhxosdX1k5PT3e7ROTUqVM6ceKE2yUIkuTn56euXbu61Xep96Kw79eFXOiYS0hIKPCY+/LLL/XSSy+pdevWCgkJ0UsvvSTpzOUlS5Yskd1u1+uvv+5a1XzcuHHq2bOna8HKRx99VHv37tXixYvl7++vDz/80G3/ISEh+e4CAKBoIngDsFStWrXkcDjcrr/z8fFRu3bt9PDDD+vUqVPauXOnQkJCXNe99enTR9OmTdMff/yh06dPq0WLFurXr5+mTJmiFStWqGHDhipfvrxrf4sWLZLD4cj3WLNmjWvM+Qv8BAQEuK3U7XA4tHz5csXExBS52iXJ6XSqS5cuiomJcQXF9PR0t1uGPfTQQ67xZ6+RvdD1pdKZX3rr16+vr7/+WrNmzVJaWpoeeught30WdP1xQYspnVvzK6+8og8//FADBgzQzJkzL/jzbTabAgICXN8HBgbK6XS6jTn/Ounc3Fzl5ORccJ8XEhcXpwMHDuRb7Kkw+yvo+RYrVsztPUpMTMz3HmdlZWncuHF/q+4qVapccMV6Y8xFt83LyytwBWkfHx/5+PgUuP2l3svztWjRwnVsREREKCMjo8DrUxs1anTBBaNKlCghY4wyMzMVFRWl2NhYt/74+HiVLFnS7dj4Owpar8DPz8/tQ5zQ0FDX17m5uRe8FvdchTkOCuNC79O5dV7o/fqnDhw4oJo1a6pYsWKutoYNG+rQoUMe/Tk5OTlu78O5HyxeTGHei8K+XxdS0DHndDoVHx+vG264Id/4/fv35/sA5OxrtnfvXrVu3dqtLzg4WOHh4W73587NzVX//v01duzYfHcV8PPzu6x/0wBcfQjeACzl4+OjUaNGqXfv3m73g23Tpo2eeOIJdevWzfULx1n169dXXl6ehg0bpieeeELSmcWI1q1bp7feesvVJkmtWrXS4sWL8/3cadOm6f/+7/9c359/lu98y5YtU9OmTVWqVKkiV7skPfHEEypZsqRee+01V1twcLDbbcPOXX39lVde0ahRoy65X+lMeLDb7fLx8dGXX37pts+CFp0rTL0tWrTQl19+WeBiaWedH5AiIiJ08OBBt7bzF/S67bbbCryPeWZmZr5F7s41b948de7cOV/gudD+Tp8+7Tordqnn27JlS3377bf52p9//nnFxcW5fs78+fMLvGfyuQF14cKF2rhxo4YNG5ZvXEGr68+ePVu33367JOn2228v8J7WS5YsUd26dWW32/P1Fea9PNemTZtcx0Z8fLz8/Px055135vuAZOvWrapbt662bduWbzbFnj17ZLPZZLfb1apVq3y3cZo3b16BZ/wLo1WrVgUuAjdnzhzX6yS5H3tlypRR2bJltXDhwnzbnTvz5O++Vhdy6623au3atUpMTHRrP3r0qH766Sc1a9ZMDRo00JEjR9zCmySlpaX9rfucn69SpUrau3ev2wdcu3fvVpUqVS57nwWx2WxuZ3FLlSqliIiIfO91bm6u2zFbmPeisO/XhRR0zH333Xdq1KiR2/25z6pUqVK+9+GXX35RlSpVVLVqVe3Zs8etz+Fw6Pfff3c7+/7++++rWLFieuaZZ/LtPyMjo8C/mwCKHoI3AMv1799fTZs2VdOmTfXll18qPj5eR44c0Q033KDVq1erRIkS6tKli9s2vXv31urVq9WtWzdJkr+/vx599FHt37/fbQrhk08+qZUrV+q1115TQkKCUlJSNGnSJI0ZM0b16tUrdI1z5851m9JYlGp/9dVX9euvv2rWrFmFOnO0fv16paam6p577rnk2GPHjunf//637rjjjgJD9t+1evVqTZ48WRkZGVq6dKnbGSRfX998Z7TP1b59e33zzTdauXKlsrOztXjx4nyh+Mknn9SePXvUq1cvHThwQDk5Odq2bZvuvPNOTZky5YI/50Lv/6hRo/Tll1/qhRdeUFxcnJxOp1avXq1WrVoV+It9QcaPH69hw4bp66+/VkZGho4cOaL+/ftr06ZNqlixoiSpefPmat26te68805t2bJF2dnZOnTokPr16+e6NEE6M+102bJl2r17t5566im3s55r167V2LFjdfz4cSUmJur999/XG2+84Tqr/sADDyg3N1d9+vTR4cOHlZaWpi+//FL9+vW76AcgF3Op9ywwMFA9evRQr169FB8fr+TkZNdU3Ntuu01169bV8uXL9eGHH7pmlzz00EN6/vnnJUldunTRli1bNHPmTDmdTm3cuFFvvPFGvvuAF7a+CRMm6IUXXtCsWbOUmpqqI0eO6KmnnlJsbKx69ux5wf1MnDhRvXv31rRp05SYmKj09HTNnDlTTZs21YEDBwpVy8SJEwtVd8WKFdWrVy/de++92rFjhxwOh+t2hsOGDXOd7X/ttdd0//33a8WKFcrMzNTu3bvVqVMnFS9e/KKvwcWUL19ezZo106BBg3T69Gnt2rVLQ4cO1eDBgwu1fWGFh4fn+2Bh4sSJ6tmzp+bOnav09HQdOHBADz/8sLKzs/ONu9R7cakxubm56tChQ767UEhnPviQzhwrDodDv/32m4YNG6aRI0dKUr5t+/fvr1deeUVr165VWlqaxo0bp8DAQN1888267777tH37dk2ePFmpqak6evSounfvrltuucX1d//o0aN69dVX9dlnnxU4G+PkyZOu21sCKOK8eH05gOvM3Llzze23326KFy9uwsLCTOvWrc3MmTNNlSpVzI8//ug2Ni0tzTz33HNubYcOHTITJkzIt9+jR4+ahx9+2ISFhZnQ0FBz3333mT/++MPVf6lFuTIzM02JEiXMiRMnilztc+bMMT4+PsbX19f4+fm5PS5k8uTJZuHChRfsv+GGG4yfn5/x9fU1ERERroWWLuT8xdXOfn3+Pk+ePGkSEhLMfffdZ+x2u2nRooXZv3+/a8xnn31m7Ha76/meu2jaWQsWLDDVqlUzQUFBpkuXLiY+Pj7fuJMnT5o+ffqY0qVLG5vNZm666Sa3xaays7NN3bp1TVhYmDHGmCNHjpjSpUu7rbB8rtjYWPPggw+asLAwExwcbFq2bOlabOpCi4udv6DVxo0bzW233WZsNpspW7asGThwoGsRvrNycnLMq6++aqpUqWICAgJMlSpVzMiRI01GRobba2iMMQ6Hw0RHR5u+ffuavLw8c/vtt5sNGzaY0aNHm/Llyxu73W46dOiQb/GttLQ08/TTT5uyZcuawMBAc+utt7qt7Hz+4moXey8Lei0LkpWVZZ599lkTERFhQkJCzMMPP+za3hhjfvnlF9OmTRsTFBRkKlWqZCZMmJBvMcGWLVuawMBAU6dOHbNs2bIL/qzznX9MGWPMtm3bTLt27YzdbjclS5Y0vXr1ct3J4Pznd65Vq1aZ1q1bG5vNZkqUKGFiYmLMr7/+WujXaujQoSYmJsbVd7FVzY0x5oMPPjDVq1c3xYoVMzVr1nQt/naur776ytSvX98EBgaaBg0amEWLFplhw4a5He8FvQZnn09BC6CdPn3aPPbYY6ZEiRKmVq1aZvbs2fnGFOTvrmpevnz5fP/m/vDDD6Z58+YmMDDQVKtWzfz3v/81H3zwgdviamf3f6H3ojBjHA6HqVSpkvnmm28KrO3IkSPmnnvuMXa73VSuXNnMmDHD1VfQtgsXLjR16tQx4eHh5l//+pfb8/rjjz/MnXfeaex2u6lYsaJ56qmnTEpKilv/p59+esHX6d///neh3wMAVzcfYyy4SAgA/oYdO3bop59+Ut++fb3y8xcuXKgPPvjAbXp3YXm7dvxz7733nnbv3q1PP/3U26VctjZt2uitt97Kd19k4GrVvn17vfDCC5d92cD1olGjRpoxY8bfug87gKsTU80BeN1NN93k1eBqs9k0ZsyYy9rW27Xjn4uIiNDTTz/t7TLwN7388stuC/2d+3j//fe9Xd41x9Ovd2HvbHA9S05O1p9//vm3Lj0CcPXijDcAAEUcZ7xR1Kxfv16DBg1y3VIP+c2ePVtfffVVodeTAHB1I3gDAAAAAGAhppoDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYKH/B2JyqjN9brDHAAAAAElFTkSuQmCC","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}
+{"cells":[{"cell_type":"code","execution_count":37,"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":38,"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":39,"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":40,"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":40,"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":41,"metadata":{},"outputs":[],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":42,"metadata":{},"outputs":[],"source":["model_name = \"Qwen2-7B-Instruct\"\n","result_csv = f\"data/{model_name}_results.csv\"\n","metrics_csv = f\"data/{model_name}_metrics.csv\""]},{"cell_type":"code","execution_count":43,"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   Qwen/Qwen2-7B-Instruct_torch.float16_lf                 3000 non-null   object\n"," 6   Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf   3000 non-null   object\n"," 7   Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf   3000 non-null   object\n"," 8   Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf  3000 non-null   object\n"," 9   Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf  3000 non-null   object\n"," 10  Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf  3000 non-null   object\n"," 11  Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf  3000 non-null   object\n"," 12  Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf  3000 non-null   object\n"," 13  Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf  3000 non-null   object\n"," 14  Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf  3000 non-null   object\n"," 15  Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf  3000 non-null   object\n","dtypes: object(16)\n","memory usage: 375.1+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(result_csv)\n","df.info()"]},{"cell_type":"code","execution_count":44,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'Qwen/Qwen2-7B-Instruct_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf']"]},"execution_count":44,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":45,"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>Qwen/Qwen2-7B-Instruct_torch.float16_lf</td>\n","      <td>0.620333</td>\n","      <td>0.755472</td>\n","      <td>0.620333</td>\n","      <td>0.673163</td>\n","      <td>0.997333</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.2</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.flo...</td>\n","      <td>0.725000</td>\n","      <td>0.784017</td>\n","      <td>0.725000</td>\n","      <td>0.748995</td>\n","      <td>0.999667</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.4</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.flo...</td>\n","      <td>0.759000</td>\n","      <td>0.800530</td>\n","      <td>0.759000</td>\n","      <td>0.774875</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.6</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.fl...</td>\n","      <td>0.692667</td>\n","      <td>0.803918</td>\n","      <td>0.692667</td>\n","      <td>0.733248</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.8</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.fl...</td>\n","      <td>0.725000</td>\n","      <td>0.795272</td>\n","      <td>0.725000</td>\n","      <td>0.747624</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>1.0</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.fl...</td>\n","      <td>0.675667</td>\n","      <td>0.781015</td>\n","      <td>0.675667</td>\n","      <td>0.708654</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>1.2</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.fl...</td>\n","      <td>0.701333</td>\n","      <td>0.796956</td>\n","      <td>0.701333</td>\n","      <td>0.736268</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>1.4</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.fl...</td>\n","      <td>0.732667</td>\n","      <td>0.792254</td>\n","      <td>0.732667</td>\n","      <td>0.755402</td>\n","      <td>0.999667</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>1.6</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.fl...</td>\n","      <td>0.698333</td>\n","      <td>0.785127</td>\n","      <td>0.698333</td>\n","      <td>0.729225</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>1.8</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.fl...</td>\n","      <td>0.678333</td>\n","      <td>0.785391</td>\n","      <td>0.678333</td>\n","      <td>0.716413</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>2.0</td>\n","      <td>Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.fl...</td>\n","      <td>0.689000</td>\n","      <td>0.792972</td>\n","      <td>0.689000</td>\n","      <td>0.725999</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["    epoch                                              model  accuracy  \\\n","0     0.0            Qwen/Qwen2-7B-Instruct_torch.float16_lf  0.620333   \n","1     0.2  Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.flo...  0.725000   \n","2     0.4  Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.flo...  0.759000   \n","3     0.6  Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.fl...  0.692667   \n","4     0.8  Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.fl...  0.725000   \n","5     1.0  Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.fl...  0.675667   \n","6     1.2  Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.fl...  0.701333   \n","7     1.4  Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.fl...  0.732667   \n","8     1.6  Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.fl...  0.698333   \n","9     1.8  Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.fl...  0.678333   \n","10    2.0  Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.fl...  0.689000   \n","\n","    precision    recall        f1  ratio_valid_classifications  \n","0    0.755472  0.620333  0.673163                     0.997333  \n","1    0.784017  0.725000  0.748995                     0.999667  \n","2    0.800530  0.759000  0.774875                     1.000000  \n","3    0.803918  0.692667  0.733248                     1.000000  \n","4    0.795272  0.725000  0.747624                     1.000000  \n","5    0.781015  0.675667  0.708654                     1.000000  \n","6    0.796956  0.701333  0.736268                     1.000000  \n","7    0.792254  0.732667  0.755402                     0.999667  \n","8    0.785127  0.698333  0.729225                     1.000000  \n","9    0.785391  0.678333  0.716413                     1.000000  \n","10   0.792972  0.689000  0.725999                     1.000000  "]},"execution_count":45,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":46,"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":47,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":48,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct_torch.float16_lf\n","不是       1300\n","是         907\n","回答正确      390\n","不重要       209\n","问法错误      186\n","回答正确。       4\n","不是。         4\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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf\n","不是      1353\n","是       1160\n","不重要      392\n","问法错误      63\n","回答正确      31\n","卖钱         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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf\n","不是      1473\n","是       1113\n","不重要      351\n","回答正确      34\n","问法错误      29\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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf\n","不是      1371\n","是        940\n","不重要      603\n","问法错误      53\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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf\n","不是      1568\n","是        911\n","不重要      432\n","问法错误      46\n","回答正确      43\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABonUlEQVR4nO3dd3gU1f7H8U8KSTYJSSjSCVUjXZGiUkQhiiAlwMWr6KUL0ouNS5ELCioi1wsoYAGDeFECAiKgXgTpRQVBEaTEkCChJJC+qef3Bw/7Y0ko4k6WwPv1PPvAnnNm9ju7Q8hnZ+aMhzHGCAAAAAAAWMLT3QUAAAAAAHAzI3gDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhb3cX4Cp5eXn6448/VLx4cXl4eLi7HAAAAADATc4Yo5SUFFWoUEGenpc/rn3TBO8//vhDlStXdncZAAAAAIBbTGxsrCpVqnTZ/psmeBcvXlzS+Q0OCgpyczUAAAAAgJtdcnKyKleu7Mijl3PTBO8Lp5cHBQURvAEAAAAAheZqlzszuRoAAAAAABYieAMAAAAAYCGCNwAAAAAAFrIseH/yySc6dOiQVasHAAAAAKBIuK7g/eCDD8rT01Nvvvlmgf3Hjx/XyJEjVaxYMaf2SZMmqWzZsgoKClKfPn2Umprq6EtOTlaPHj0UGBioChUq6PXXX7+e0gAAAAAAuKFcV/Bev369JkyYcNn+kSNHauTIkapataqjbc6cOVq+fLm2b9+uuLg4eXh4qH///o7+Z555RsWKFdPx48e1bds2RUVFae7cuddTHgAAAAAANwyX305s3bp12r9/vxYtWuTUPmPGDH3yySeqVq2apPNBvEaNGjpy5Ij8/Py0fv16xcTEyM/PT8HBwYqMjNSjjz6qAQMGuLpEWGj69OkaOHCgAgIC3F0KAAAAANwQXHqNd3Z2toYNG6Z3333X6TTzU6dOKS0tTffcc4+jrVixYurYsaO+/fZbbdmyReHh4fLz83P016pVS4GBgVwnXoiudAlBxYoV5e3t7Xi88cYb+cYsX75ckZGR8vX1dbQlJCToqaeeUsmSJRUaGqrp06dbug0AAAAAcKNxafB+++23deTIEf3tb3/T7bffrq+//lqSdOzYMdWsWTPf+LCwMB09evSq/Sgcl7uE4Ny5c/L19VVOTo7j8cILLziNycjI0KhRozRnzhx5e///iRQ9e/ZUzZo1FRsbq127dmnTpk366KOPLN8WAAAAALhRuCx4p6Wl6bXXXtPs2bN15MgRTZs2TT169NCJEyeUkZEhf3//fMvYbDZlZGRctb8gmZmZSk5OdnrAGr/88ovCwsKuOGbKlClq06aN7rvvPqf2jRs36p///KcCAgJUtmxZDR06VJ9//rmV5QIAAADADcVlwfvrr7/WQw89pL59+yogIECdO3dWz549tXDhQtlsNtnt9nzLJCQkyN/f/6r9BZk6daqCg4Mdj8qVK7tqU3CJ/fv3XzF4Hz58WB999FGBM9G3b99eL7zwgpKTkxUbG6spU6aobNmyVpYLAAAAADcUlwXvw4cPq27duk5t9evXV0xMjEJDQxUdHZ1vmejoaFWvXv2q/QUZM2aMkpKSHI/Y2FjXbAjy+eWXX7R48WKVLFlSd911l7766iun/hEjRigtLU3Vq1dXixYtnC4PmD17tpYuXarg4GCFhobqxIkTevnllwt7EwAAAADAbVwWvCtVqqSff/7ZqW3fvn2qVq2aypQpIx8fHx08eNDRl5OToxUrVqh169Zq1qyZ1q1bp5ycHEf/zz//rMzMzAKv/ZYkX19fBQUFOT1gjfbt22vr1q2Kj4/X9OnT1adPH+3fv1+StHXrVu3atUvLly9XbGys2rRpo+7du8sYo5ycHHXo0EFPPvmkEhISFBMTo7Zt2+rUqVNu3iIAAAAAKDwuC94dO3bUjh079MEHHyg9PV0rV67UJ598op49e0o6f2/vfv36KS4uTikpKRo6dKjatGmjatWqqWLFirr//vs1cuRIpaamKjY2Vv3799e4ceNcVR7+gvDwcFWvXl0+Pj5q3bq1XnzxRX3wwQeSpE8//VQvv/yyWrRoocDAQMfR7F27dmnVqlWy2Wx6/fXXHbOaT548Wb1791ZmZqY7NwkAAAAACo3LgndAQIC++uorRUZGqly5cnrttde0atUq3XbbbZKkgQMHKjw8XA0bNlTFihWVlZWlOXPmOJafO3euEhMTVa5cOTVp0kRdunRR3759XVUeXKh69eqKi4uTdOVLDA4ePKgWLVo49QUEBCgkJCTf2REAAAAAcLPyvvqQgk2cODFf25133qnvvvvusstMmDChwNtVSVJwcLAWLVp0veXAIpMnT1aDBg3UsWNHR9vmzZt1xx13SPr/Swxatmzp6P/55581aNAgSdKyZcuc1me32/Xrr7+qXLlyhVA9AAAAALifS+/jjZtPw4YNNWLECO3Zs0fp6elasGCBPvjgAz377LOSzp/J8Morr2jTpk1KTU3V5MmT5evrq3vuuUcdOnTQjz/+qNmzZyslJUXHjx9Xz549dd9996lixYpu3jIAAAAAKBwEb1xR+/btNWbMGHXt2lUlS5bU3LlztWLFClWoUEGSdPfdd2vOnDkaMGCAKleurH379mnZsmXy8PCQn5+fVq1apZUrV6ps2bJq2rSpypQpo8jISDdvFQAAAAAUHg9jjHF3Ea6QnJys4OBgJSUlMcM5AAAAAMBy15pDr/sab7hO1Ze+dHcJt5zfX2vv7hIAAAAA3CI41RwAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACw0HUF7wcffFCenp568803LzsmOztb48ePd2qbN2+eQkNDFRAQoIiICJ08edJp/LBhw1SiRAmVKlVKzz//vHJycq6nPAAAAAAAbhjXFbzXr1+vCRMmXHHMhAkTtHv3bsfztWvXasqUKVq1apXOnDmjunXrKiIiwtE/fvx4/fbbbzpw4IAOHDig/fv35wvuAAAAAAAUNZacar5lyxa99dZbTm0zZszQ9OnTVb9+fdlsNk2ePFl5eXn69ttvlZWVpffee08LFixQ2bJlddtttykyMlLvv/++0tLSrCgRAAAAAIBC4fLgnZqaqp49e+q5555ztBljtGPHDrVv395pbLdu3bRu3Trt2bNHtWrVUrly5Rx9pUqVUtOmTbV161ZXlwgAAAAAQKFxefAePny42rdvr/DwcEdbQkKCQkJC5Ofn5zQ2LCxMR48e1bFjx1SzZs1867rQDwAAAABAUeXtypWtWLFC27dv1w8//KDt27c72jMyMuTv759vvM1mU0ZGxlX7C5KZmanMzEzH8+TkZBdsAQAAAAAAruWyI96nTp3S4MGD9fHHH+c7sm2z2WS32/Mtk5CQIH9//6v2F2Tq1KkKDg52PCpXruyaDQEAAAAAwIVcdsT72Wef1cmTJ3XfffdJkvLy8pSbm6ty5crpxIkTOnfunLKzs1WsWDHHMtHR0apevbpCQ0MVHR2db53R0dHq2rVrga83ZswYjRo1yvE8OTmZ8A0AAAAAuOG47Ij30qVLlZ2dLbvdLrvdrq+//lqPPvqo4uPj5eHhoUaNGunbb791WiYqKkpt2rTRXXfdpf379+vs2bOOvsTERO3YsUP3339/ga/n6+uroKAgpwcAAAAAADcaS24nVpBRo0ZpxIgROnDggOx2uyZPniybzaZWrVrJx8dHvXv3Vv/+/ZWQkKAzZ86oT58+GjJkyGVPNQcAAAAAoCgotODdtm1bjRgxQuHh4SpZsqR+/PFHLV261NE/adIklS9fXjVq1NAdd9yh22+/XRMnTiys8gAAAAAAsISHMca4uwhXSE5OVnBwsJKSkorcaedVX/rS3SXccn5/rf3VBwEAAADAFVxrDi20I94AAAAAANyKCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFjouoL3gw8+KE9PT7355ptO7Zs3b1bTpk0VFBSke++9V9u3b3fqnzRpksqWLaugoCD16dNHqampjr7k5GT16NFDgYGBqlChgl5//fXrKQ0AAAAAgBvKdQXv9evXa8KECU5thw4dUvfu3fXqq6/q5MmTeuGFF9S5c2fFxcVJkubMmaPly5dr+/btiouLk4eHh/r37+9Y/plnnlGxYsV0/Phxbdu2TVFRUZo7d+5f2DQAAAAAANzP21UrmjVrlkaNGqU2bdpIkrp06aIdO3bos88+06hRozRjxgx98sknqlatmqTzQbxGjRo6cuSI/Pz8tH79esXExMjPz0/BwcGKjIzUo48+qgEDBriqRAAAAAAACp3Lgne1atXUvn17p7bKlSsrNjZWp06dUlpamu655x5HX7FixdSxY0d9++23Cg4OVnh4uPz8/Bz9tWrVUmBgoA4dOqTbb7/dVWUCAAAAAFCoXDa52ogRI/IF5FWrVqlRo0Y6duyYatasmW+ZsLAwHT169Kr9AAAAAAAUVZbNar5gwQLFx8crIiJCGRkZ8vf3zzfGZrMpIyPjqv0FyczMVHJystMDAAAAAIAbjSXBe9euXXrxxRf13//+V97e3rLZbLLb7fnGJSQkyN/f/6r9BZk6daqCg4Mdj8qVK7t8OwAAAAAA+KtcHryPHTumiIgIffDBB6pVq5YkKTQ0VNHR0fnGRkdHq3r16lftL8iYMWOUlJTkeMTGxrp2QwAAAAAAcAGXBu+UlBQ99thjev755/XYY4852suUKSMfHx8dPHjQ0ZaTk6MVK1aodevWatasmdatW6ecnBxH/88//6zMzMwCr/2WJF9fXwUFBTk9AAAAAAC40bgseOfm5qp79+5q2bKlhg8fnq9/5MiR6tevn+Li4pSSkqKhQ4eqTZs2qlatmipWrKj7779fI0eOVGpqqmJjY9W/f3+NGzfOVeUBAAAAAOAWLgveQ4cO1dq1azVnzhx5e3s7Hq1bt5YkDRw4UOHh4WrYsKEqVqyorKwszZkzx7H83LlzlZiYqHLlyqlJkybq0qWL+vbt66ryAAAAAABwCw9jjHF3Ea6QnJys4OBgJSUlFbnTzqu+9KW7S7jl/P5a+6sPAgAAAIAruNYcatntxAAAAAAAAMEbAAAAAABLEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALXVfwfvDBB+Xp6ak333zTqX3Lli266667ZLPZ1LhxY+3cudOpf968eQoNDVVAQIAiIiJ08uRJR192draGDRumEiVKqFSpUnr++eeVk5NzPeUBAAAAAHDDuK7gvX79ek2YMMGp7eTJk4qIiNCECROUnJyssWPHqlOnToqPj5ckrV27VlOmTNGqVat05swZ1a1bVxEREY7lx48fr99++00HDhzQgQMHtH//fo0fP/4vbBoAAAAAAO7nslPNP/zwQz3++OPq0qWLihUrps6dO6tnz5565513JEkzZszQ9OnTVb9+fdlsNk2ePFl5eXn69ttvlZWVpffee08LFixQ2bJlddtttykyMlLvv/++0tLSXFUiAAAAAACFzmXBe9OmTerUqZNTW7du3bRu3ToZY7Rjxw61b9++wP49e/aoVq1aKleunKOvVKlSatq0qbZu3eqqEgEAAAAAKHQuC97Hjh1TzZo1ndrCwsJ09OhRJSQkKCQkRH5+fgX2F7Tsxf0AAAAAABRV3q5aUUZGhvz9/Z3abDabMjIyCuz7M/0FyczMVGZmpuN5cnLyX9wCAAAAAABcz2VHvG02m+x2u1NbQkKC/P39C+z7M/0FmTp1qoKDgx2PypUru2ZDAAAAAABwIZcF79DQUEVHRzu1RUdHq3r16ipVqpTOnTun7OzsAvsLWvbi/oKMGTNGSUlJjkdsbKyrNgUAAAAAAJdxWfBu3ry51q5d69QWFRWlNm3ayMPDQ40aNdK3335bYP9dd92l/fv36+zZs46+xMRE7dixQ/fff3+Br+fr66ugoCCnBwAAAAAANxqXBe++ffvqo48+0po1a5STk6NVq1Zp8eLFGjRokCRp1KhRGjFihA4cOCC73a7JkyfLZrOpVatW8vHxUe/evdW/f38lJCTozJkz6tOnj4YMGXLZU80BAAAAACgKXBa8y5YtqyVLlmjMmDEKDAzUxIkTtXz5cpUpU0aS1LZtW40YMULh4eEqWbKkfvzxRy1dutSx/KRJk1S+fHnVqFFDd9xxh26//XZNnDjRVeUBAAAAAOAWHsYY4+4iXCE5OVnBwcFKSkoqcqedV33pS3eXcMv5/bX2Vx8EAAAAAFdwrTnUZUe8AQAAAABAfgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvALesw4cPq127dgoODlZYWJgWLVrk6Dtw4ID8/f3l4eGhM2fO5Fv25ZdflpeXlx577LHCLBkAAABFEMEbwC0pLS1Nbdu2VZcuXRQfH6/FixfrX//6l9atWydJuvPOO5Wenq4qVaoUuPzFYwEAAIArIXgDuCVt3rxZdevWVb9+/WSz2XT33Xfr9ddf14IFC9xdGgAAAG4yBG8At6Tc3NwC28+ePVvIlQAAAOBmR/AGcEtq3ry5du3apfnz5ysjI0O7d+/Wiy++qJYtW7q7NAAAANxkCN4AbklBQUH64osv9N5776lChQpq3bq1zp07p2eeecbdpQEAAOAmQ/AGcMtq2LChtm7dqpiYGPn5+WnGjBkKCQlxd1kAAAC4yRC8Adzyxo4dq4YNG6pHjx7uLgUAAAA3IW93FwAA7vTDDz9o0aJF2rt3r7tLAQAAwE2KI94Abll5eXkaOHCgXnvtNVWqVMnd5QAAAOAmRfAGcMvKyMhQp06dmFANAAAAlvIwxhh3F+EKycnJCg4OVlJSkoKCgtxdzp9S9aUv3V3CLef319q7uwQAAAAARdy15lCu8QZQKPiCqfDxBRMAAMCNgVPNAQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwkEuDd0JCgp566imVLFlSoaGhmj59uqPv119/VfPmzWWz2VSnTh2tXr3aadnly5frjjvukM1m00MPPaRDhw65sjQAAAAAANzCpcG7Z8+eqlmzpmJjY7Vr1y5t2rRJH330kTIzM9WuXTs98cQTSkpK0pw5c9SvXz/t27dPkrRv3z4NGDBA7733npKSktS9e3e1bdtWdrvdleUBAAAAAFDoXBq8N27cqH/+858KCAhQ2bJlNXToUH3++edatmyZ6tatq8GDB8vHx0ctWrTQhAkTNG3aNEnSrFmz9MILL+iBBx6Qj4+PBg4cqMaNG+uTTz5xZXkAAAAAABQ6lwbv9u3b64UXXlBycrJiY2M1ZcoUlS1bVps2bVKnTp2cxnbr1k3r1q2TpKv2AwAAAABQVLk0eM+ePVtLly5VcHCwQkNDdeLECb388ss6duyYatas6TS2dOnSstvtyszM1PHjx1W9enWn/rCwMB09evSyr5WZmank5GSnBwAAAAAANxqXBe+cnBx16NBBTz75pBISEhQTE6O2bdvq1KlTysjIkL+/f75lbDabMjIylJeXJ09PzwL7Lmfq1KkKDg52PCpXruyqTQEAAAAAwGVcFrxXrVolm82m119/3TGr+eTJk9W7d2/5+PgUOFFaYmKi/P395enpKWOMU19CQkKBYf2CMWPGKCkpyfGIjY111aYAAAAAAOAyLgveBw8eVIsWLZzaAgICFBISIkmKjo526ouPj1fJkiXl4+OjihUr6tixY0790dHR+U4/v5ivr6+CgoKcHgAAAAAA3GhcFryrV6+uAwcOOLXZ7Xb9+uuveuqpp7R27VqnvqioKLVp00aS1Lx58yv2AwAAAABQVLkseHfo0EE//vijZs+erZSUFB0/flw9e/bUfffdp65du2rnzp2KjIxUdna2tm3bpjfeeEPPP/+8JGno0KF65ZVXtGPHDmVnZ+vDDz/U3r179cQTT7iqPAAAAAAA3MJlwdvPz0+rVq3SypUrVbZsWTVt2lRlypRRZGSk/Pz89MUXX2jevHkqXry4+vbtq3nz5qlOnTqSpHr16mnmzJl6+umnFRQUpI8//lirV6+Wr6+vq8oDAAAAAMAtvF25sttvv11fffVVgX21a9fW5s2bL7ts586d1blzZ1eWAwAAAACA27n0Pt4AAAAAAMAZwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALCQpcE7JiZGH330kZUvAQAAAADADc3S4D18+HCdPHnS8XzLli266667ZLPZ1LhxY+3cudNp/Lx58xQaGqqAgABFREQ4LQsAAAAAQFFkWfBevXq1jhw5olGjRkmSTp48qYiICE2YMEHJyckaO3asOnXqpPj4eEnS2rVrNWXKFK1atUpnzpxR3bp1FRERYVV5AAAAAAAUCkuCd2ZmpkaMGKE5c+bI29tbkvThhx/q8ccfV5cuXVSsWDF17txZPXv21DvvvCNJmjFjhqZPn6769evLZrNp8uTJysvL07fffmtFiQAAAAAAFApLgvcbb7yhli1bqlmzZo62TZs2qVOnTk7junXrpnXr1skYox07dqh9+/YF9gMAAAAAUFS5PHjHxsZq6tSp+uqrr1SiRAmNHj1aeXl5OnbsmGrWrOk0NiwsTEePHlVCQoJCQkLk5+dXYH9BMjMzlZyc7PQAAAAAAOBG4/LgPXnyZIWHh+uHH37Qjz/+qM2bN2v27NnKyMiQv7+/01ibzaaMjIwC+y7uL8jUqVMVHBzseFSuXNnVmwIAAAAAwF/m7eoVrlixQgcOHFCJEiUkSR988IG6d+8um80mu93uNDYhIUH+/v4F9l3cX5AxY8Y4Jm6TpOTkZMI3AAAAAOCG49Ij3qdPn1ZAQIAjdEtSnTp1FBcXp9DQUEVHRzuNj46OVvXq1VWqVCmdO3dO2dnZBfYXxNfXV0FBQU4PAAAAAABuNC4N3qVKldLZs2d19uxZR9v+/fsVGhqq5s2ba+3atU7jo6Ki1KZNG3l4eKhRo0b5ZjC/0A8AAAAAQFHl0uDt6empXr16qVevXjp16pSio6PVr18/DR8+XH379tVHH32kNWvWKCcnR6tWrdLixYs1aNAgSdKoUaM0YsQIHThwQHa7XZMnT5bNZlOrVq1cWSIAAAAAAIXK5dd4v/baa3rxxRdVt25dBQQEaNiwYerfv78kacmSJRo8eLAiIiJUt25dLV++XGXKlJEktW3bVjExMQoPD1dCQoIeeeQRLV261NXlAQAAAABQqDyMMcbdRbhCcnKygoODlZSUVOSu96760pfuLuGW8/tr7a8+CC7Ffl742M8BAACsda051OW3EwMAAAAAAP+P4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAMAtYtq0aTpz5owkad26dbrrrrsUGBio5s2ba/fu3U5j582bp7CwMJUoUUJdunTRH3/84Y6SAQC4KRC8AQC4Bezdu1fjx4+XJMXExOiJJ57QtGnTlJiYqJEjR6pDhw5KS0uTJEVGRmru3LlauXKljh07pvr166tTp07Ky8tz5yYAAFBkEbwBALjJZWVl6emnn1ZOTo4kKSkpSQsWLFB4eLh8fHzUtWtXlS5dWr/++qskafr06Zo7d67CwsJUvHhxTZw4UZ6entqzZ48btwIAgKLL290FAAAAa40dO1b16tVTUlKSJKl+/fqqX7++JCklJUULFy5UUlKSateuLUlq0aKF7rnnHqd1VK5cWSdPnizcwgEAuEkQvAEAuIlt3LhRUVFR2rNnjxo0aODUl5SUpJCQEEnnr+n29/eXJM2aNctpXGpqqjZv3qyZM2cWSs0AANxsONUcAICbVHJysnr16qX58+crODg4X39wcLDOnTunqKgoTZw4URs3bixwPUOGDFG3bt1Uvnx5q0sGAOCmxBFvAABuUsOGDVPXrl3VqlWry44JDg5W165dlZmZqRkzZqhly5ZO/bNmzdLu3bu1bds2i6sFAODmxRFvAABuQitWrNCiRYs0c+ZM+fn5yc/PTzExMapUqZLefvttpaenO41v0KCBTpw44dS2Zs0aTZ06VStWrHCchg4AAP48gjcAADehTp06KTs7W3a73fGoUqWK4uLi9PPPP2vRokVO43ft2uWYXE2S9u3bp169emnp0qWqWrVqIVcPAMDNhVPNAQC4xQwZMkQdO3ZUnTp1dM8992jz5s2aMGGCvvnmG0nSiRMn1KFDB82cOVP33nuvm6sFAKDo44g3AAC3mAYNGujdd9/VwIEDFRISoueee07z589XWFiY0tPT1bFjR8XExOjJJ5+Ut7e34zFp0iR3lw4AQJHkYYwx7i7CFZKTkxUcHKykpCQFBQW5u5w/pepLX7q7hFvO76+1d3cJtxz288LHfl742M8LH/s5AMCdrjWHcsQbAAAAAAALEbwBAAAAALAQwRsAAAAAAAtZGrynTZumM2fOSJJ+/fVXNW/eXDabTXXq1NHq1audxi5fvlx33HGHbDabHnroIR06dMjK0gAAAAAAKBSWBe+9e/dq/PjxkqTMzEy1a9dOTzzxhJKSkjRnzhz169dP+/btk3T+XqEDBgzQe++9p6SkJHXv3l1t27aV3W63qjwAAAAAAAqFJcE7KytLTz/9tHJyciRJy5YtU926dTV48GD5+PioRYsWmjBhgqZNmyZJmjVrll544QU98MAD8vHx0cCBA9W4cWN98sknVpQHAAAAAEChsSR4jx07VvXq1VOlSpUkSZs2bVKnTp2cxnTr1k3r1q27pn4AAAAAAIoqlwfvjRs3KioqSrNnz3a0HTt2TDVr1nQaV7p0adntdmVmZur48eOqXr26U39YWJiOHj162dfJzMxUcnKy0wMAAAAAgBuNS4N3cnKyevXqpfnz5ys4ONjRnpGRIX9//3zjbTabMjIylJeXJ09PzwL7Lmfq1KkKDg52PCpXruy6DQEAAAAAwEVcGryHDRumrl27qlWrVk7tNputwInSEhMT5e/vL09PTxljnPoSEhIKDOsXjBkzRklJSY5HbGysS7YBAAAAAABX8nbVilasWKFFixbJy8tLM2fOlHT+dPBKlSqpfPnyio6OVsuWLR3j4+PjVbJkSfn4+KhixYo6duyYqlSp4uiPjo7Od/r5xXx9feXr6+uq8gEAAAAAsITLjnh36tRJ2dnZstvtjkeVKlUUFxenV199VWvXrnUaHxUVpTZt2kiSmjdvfsV+AAAAAACKKsvu432xLl26aOfOnYqMjFR2dra2bdumN954Q88//7wkaejQoXrllVe0Y8cOZWdn68MPP9TevXv1xBNPFEZ5AAAAAABYplCCt5+fn7744gvNmzdPxYsXV9++fTVv3jzVqVNHklSvXj3NnDlTTz/9tIKCgvTxxx9r9erVnEoOAAAAACjyXHaNd0F+//13x99r166tzZs3X3Zs586d1blzZyvLAQAAAACg0BXKEW8AAAAAAG5VBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACzk0uB99uxZ9ezZU7fddpuqVq2q1157TXl5eZKkLVu26K677pLNZlPjxo21c+dOp2XnzZun0NBQBQQEKCIiQidPnnRlaQAAAAAAuIVLg3e3bt1UsWJFHTlyRN98842WL1+uWbNm6eTJk4qIiNCECROUnJyssWPHqlOnToqPj5ckrV27VlOmTNGqVat05swZ1a1bVxEREa4sDQAAAAAAt3BZ8N69e7dOnTqlV199VUFBQbr99ts1f/58vf/++/rwww/1+OOPq0uXLipWrJg6d+6snj176p133pEkzZgxQ9OnT1f9+vVls9k0efJk5eXl6dtvv3VVeQAAAAAAuIXLgndubq5GjRolDw8PR1vlypV18uRJbdq0SZ06dXIa361bN61bt07GGO3YsUPt27cvsB8AAAAAgKLM21UratSokRo1auTUtmrVKjVq1EgxMTGqWbOmU19YWJiOHj2qhIQEhYSEyM/PL1//J598ctnXy8zMVGZmpuN5cnKyC7YCAAAAAADXsmxW8/j4eI0ePVoTJkxQRkaG/P39nfptNpsyMjIK7Lu4/3KmTp2q4OBgx6Ny5cou3wYAAAAAAP4qS4J3ZmamunbtqkGDBqlp06ay2Wyy2+1OYxISEuTv719g38X9lzNmzBglJSU5HrGxsS7fDgAAAAAA/iqXnWp+sb59+6py5cr65z//KUkKDQ1VdHS0QkNDHWOio6NVvXp1lSpVSufOnVN2draKFSuWr/9yfH195evra0X5AAAAAAC4jMuPeE+cOFFHjx7VggULHBOtNW/eXGvXrnUaFxUVpTZt2sjDw0ONGjXKN4P5hX4AAAAAAIoylx7xXrRokRYuXKht27Y5TZbWt29f3X333WrZsqXCw8O1du1aLV68WD/++KMkadSoURoxYoQ+//xzVa1aVdOmTZPNZlOrVq1cWR4AAAAAAIXOZcF706ZN6tOnj7Kzs1WhQgWnviNHjmjJkiUaPHiwIiIiVLduXS1fvlxlypSRJLVt21YxMTEKDw9XQkKCHnnkES1dutRVpQEAAAAA4DYuC94tWrRwur3XpapUqaI9e/Zctn/AgAEaMGCAq8oBAAAAAOCGYNntxAAAAAAAAMEbAAAAAABLEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAcMtZs2aNdu7c6e4yANwiCN4AAAC4aU2bNk1nzpxxaktNTdXAgQOVl5fnpqoA3GoI3gAAALgp7d27V+PHj8/XPmnSJD366KO699573VAV4HoXf8G0bt063XXXXQoMDFTz5s21e/duN1cHieANAACAm1BWVpaefvpp5eTkOLUfOHBA//3vf/Xaa6+5qTLAtS7+gikmJkZPPPGEpk2bpsTERI0cOVIdOnRQWlqam6sEwRsAAAA3nbFjx6pevXqqVKmSU/uQIUM0depUhYSEuKcwwIUu/YIpKSlJCxYsUHh4uHx8fNS1a1eVLl1av/76q5srBcEbAAAAN5WNGzcqKipKs2fPdmqPiorSt99+q3/+85+qVKmSFi5c6KYKAde49Aum+vXrq127dpKklJQUvfPOO0pKSlLt2rXdWSYkebu7AAAAAMBVkpOT1atXL82fP1/BwcGOdmOMxo4dq3/9618aOXKkfvzxR3Xv3l3169dXgwYN3FgxcH0ufMG0Z8+efPtwUlKS46yOefPmyd/f3w0V4mIc8QYAAMBNY9iwYeratatatWrl1L5nzx4FBwdr/PjxCgwMVMuWLTVu3DjNnTvXPYUCf8HlvmC6IDg4WOfOnVNUVJQmTpyojRs3uqFKXIzgDQAAgJvCihUrtGjRIs2cOVN+fn7y8/NTTEyMKlWqpJ9//ll169Z1Gl+/fn3FxMS4qVrg+l3uC6aLBQcHq2vXrpo2bZpmzJhReMWhQARvAAAA3BQ6deqk7Oxs2e12x6NKlSqKi4tTzZo19fPPPzuN37dvn6pVq+amaoHrc6UvmN5++22lp6c7jW/QoIFOnDjhpmpxAcEbAAAAN72mTZsqLy9PkydPVmpqqjZt2qSpU6dq0KBB7i4N+FOu9AXTzz//rEWLFjmN37VrF5Or3QCYXA0AAAA3PU9PT61cuVIDBgxQxYoVVa1aNS1YsIBAgpvKkCFD1LFjR9WpU0f33HOPNm/erAkTJuibb75xd2m3PII3AAAAblq///674+8VKlTQF1984b5iAIs1aNBA7777rgYOHKhDhw7pzjvv1Pz58xUWFubu0m55BG8AAABcs6ovfenuEm45v7/W3t0l3HKK3H7+99lq9OaO/3/ebqrKSjorqe83dumbG397bvb9nGu8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAAC91QwTs5OVk9evRQYGCgKlSooNdff93dJQEAAAAA8JfcUPfxfuaZZ+Tn56fjx4/r3Llz6tatm0JCQjRgwAB3lwYAAAAAwHW5YYL38ePHtX79esXExMjPz0/BwcGKjIzUo48+SvAGAAAAABRZN8yp5lu2bFF4eLj8/PwcbbVq1VJgYKAOHTrkxsoAAAAAALh+N0zwPnbsmGrWrJmvPSwsTEePHnVDRQAAAAAA/HU3zKnmGRkZ8vf3z9dus9mUkZGRrz0zM1OZmZmO50lJSZLOT9BW1ORlpru7hFtOUdxPijr288LHfl742M8LH/t54WM/L3zs54WP/bzwFdX9/ELdxpgrjrthgrfNZlN6ev4dPCEhocBAPnXqVP3rX//K1165cmVL6sPNJfjf7q4AsB77OW4F7Oe4FbCf41ZQ1PfzlJQUBQcHX7b/hgneoaGhWrNmTb726OhoVa9ePV/7mDFjNGrUKMfzvLw8JSYmqlSpUvLw8LC0VpyXnJysypUrKzY2VkFBQe4uB7AE+zluBeznuBWwn+NWwH5e+IwxSklJUYUKFa447oYJ3s2aNdNzzz2nnJwceXufL+vnn39WZmZmgdd++/r6ytfX16ktJCSkMErFJYKCgviHjZse+zluBeznuBWwn+NWwH5euK50pPuCG2ZytYoVK+r+++/XyJEjlZqaqtjYWPXv31/jxo1zd2kAAAAAAFy3GyZ4S9LcuXOVmJiocuXKqUmTJurSpYv69u3r7rIAAAAAALhuN8yp5tL5Q/SLFi1ydxm4Rr6+vnr55ZfznfIP3EzYz3ErYD/HrYD9HLcC9vMbl4e52rznAAAAAADgut1Qp5oDAAAAAHCzIXgDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ447qlpaWpfv36ysnJcbRt2LBBY8eOdWoDirLU1FQFBQU57dOrV69Wjx49lJWV5cbKgD8nKSlJw4cPv2x/QECATp8+7XielpZWGGUBAHBL4HZiuG45OTny8/NTRkaGPvnkE/Xs2VMbNmxQ69atlZSUpMDAQHeXCPxlubm58vX1VVpamt544w2NHz9emzZtUqtWrdjPUaQkJyerTp06io2N1Xvvvaf09HR5eHjIZrOpf//+Kl26tI4dOyZ/f3+dPHlSDRs21NatW1WlShV3lw64RE5Ojp555hm9/fbbKl68uPbt2ydPT0/VqVPH3aUBf9nq1avl7+8vT8/8x1U9PDxUrlw53X777W6oDBcQvHFVaWlpevjhh+Xr6ytJMsYoODhYy5cvV2BgoBITE1WuXDklJiZqz549uueee5ScnKyAgAA3Vw5cu9TUVIWFhTnt56VKldL333+v4sWLO/bzhIQE/fTTT2rYsCH7OYqUzMxM1a1bV4cOHdKdd96pFi1aSJLWr1+vw4cPq0qVKoqJiZEkzZ49Wx988IF+/PFHd5YM/GmZmZl69913ZbPZ5OXlpfT0dEVERKh169b68ccfFRISonPnzikwMFBPPvmktm7dqkOHDqlYsWLuLh24LseOHVNoaKjKly+vxo0byxij7777Tg888IB++OEH1a1bVz4+Ptq0aZP27dun0NBQd5d8y+JUc1yVr6+vYmNj1bdvXx0+fFj9+vXTb7/9Jkny8/OTj4+PvL29Hc8lycfHx231AtfDZrPJz89PCxculIeHhz7++GOlp6dLOv9voFixYo79/ML+fSGkA0WBt7e30z783nvv6b333pOXl5ejrWPHjjp58qSWLl2q5557zp3lAtfFGKNRo0Zp0aJF+uijjzRq1ChlZmbq6NGj8vPzk6+vr3x9ffXFF19o6dKlev/99wndKNLuu+8+ffzxx/L399fKlSv1xRdfqFKlSvriiy/UtGlTLViwQKtWrVLv3r0dv9fAPbzdXQBufN7e3goJCVGPHj30+uuvq0ePHpo6daqjT5LjP63s7GwVK1aM/8RQ5Hh5eSkgIEDNmjVz/HnhdK1LA3dWVpb8/Pwc7UBR4OXlpZMnT2rQoEGKj4/XoEGDJMlpP3/ooYfUokULnT17Vl27dnVnucB18fX1lZeXlzZu3ChJ8vf3d/ry1NPTU/Pnz9e4ceP0ySefqE2bNm6uGPhrbDabVqxYoZiYGE2aNEmSdObMGU2aNEkHDx7UW2+9paCgIPn7++vOO+90c7W3Nn5rxHW58ItaZmamJk2apNTUVE2aNEnHjx9XuXLl3Fwd4BoX9vOMjAz16dNHZ8+eVZ8+fXT69GmVL1/ezdUBf57NZlOzZs20evVqNWvWTMYYrV+/XtL5awBHjBihlJQUrV69mjM6UCR5eHjIw8PDqc3Ly0uenp4aN26csrOztWXLFu3cuVNVq1Z1T5GAC3z//ff64osv5OvrqyVLlqhKlSqOM5g8PDzk5eXl+NPT01OZmZlurhicao7rcmFqgLy8PB06dEgdO3bUoUOHtGfPHjVo0MDN1QGucWE/9/T0VMWKFTVy5EhVrFhRWVlZatSokZurA/684OBg9ejRQyVKlFCPHj301FNPSZJGjBih5ORkSdIff/yhvXv3avfu3e4sFbhul05flJeXJ2OMjhw5otzcXK1YsUIff/xxvnFAUZKdna2vv/5aMTExiouLk4eHh/r06aNevXopODhYvXv3VpUqVTRkyBCNGzdO06dPd3fJtzyOeOO6XPjPymazaeHChY72du3aOX6RA4q6C/u5j4+PJk+e7Ghr1qyZRo0a5c7SgOvy+++/q0mTJjp06JCaNGniaC9TpozOnj2rNWvW6LvvvlP//v0VFRWlu+++243VAn9eXl5eviPeOTk5ys3N1X//+1+tXLlSGzZs0D/+8Q8dOnRIH330kZsqBf6a++67T9u2bdOMGTPUtm1beXt7695773WcrXffffcpMTFRYWFhat26tSZNmsTPdDfjiDeuKjc3V1lZWfrtt98cf164p3FOTo727dunX3/9Va+99prsdrv+9re/ubli4M/Lzc1Vamqqvv76a8efF/bz3Nxcbd26VV999ZUGDx6satWq6ZFHHnFzxcCfV65cOS1cuFChoaH6+OOPFRkZKWOM/vnPf6pChQoaN26c/Pz81KlTJ23ZssXd5QJ/mt1uV05OjtPptSkpKcrOzlZWVpays7N15513asOGDVq/fr3mzZvn7pKB63b69GkdOHBA77zzjg4fPqyYmBhFR0crOjpaMTExSklJ0a+//qomTZrooYce0q5du9xd8i2NI964Krvdrt9++021atWSMUZ33nmnKlWqJOn8Nd67d+/WgAEDFBgYqO3bt7u5WuD6ZGRkyG63a8CAAZKkAQMGqGTJkpLO/xu4MBlVbm6u1q5d685SgeuSl5cnb29vhYWFOa798/DwUF5enqTzX6Ru2rRJ33zzjSpUqKCffvrJzRUDf56vr6/27dvn2Mdzc3NVqVIlzZw5U1lZWcrJyVFaWppsNptmz56t3r17q0ePHtwaEkWSp6enVq5cqblz50qSmjZtqpMnTzrdyzszM1Nt27ZVVFQU8xq4GffxxjW5MFv5BVlZWfL29pafn5+ysrKUkJCgGTNm6N1339W4ceM0cuRIN1YLuE5ubq78/PyUnZ2t3NxczZ8/Xy+99JJ69OihN954gwmoUGTY7XbVqlVL0dHRatmypU6ePKns7GyVLVtW27ZtU6VKlfT777/L29tbZ86cUZkyZZSQkKASJUq4u3TgT/v0008VERGR7/amJ0+e1ObNmzV8+HCtWbNGv/zyi/7+97+7qUrgr0lNTVVoaKgWLFigBx98UA8//LAeeOABDR06VNL5y+OaNGmi/fv3KyQkxL3FguCN65eenq7AwEBlZ2c7ZlHctm2b+vTpo82bN6tUqVJurhD461JTUxUUFOT4skmSjhw5or59++rLL7/kKAmKjMTERNWoUUNnz54tsD84OFixsbEKCgpSSkqKIiMj9cwzz3B7SBQpx44dU9euXbVnzx5FRUUpPT1dU6dOlZ+fn2OMMUa//fabvL299dlnn6l169ZurBi4fsnJyapQoYKaN2+un376SSkpKapfv77TBLDz589X7969JUn/+c9/3FUqxKnmuEa5ubk6fvy4Kleu7Ji0xM/PT/v27XM6neW+++7TDz/8IH9/f3eVCrhUYGCgUlJSnO7ZXaNGDa1fvz7fBD7AjaxkyZKXDd2StHjxYtlsNklS8eLFNXjw4MIqDXCZcuXKqVGjRlq8eLFq1KihTz75ROnp6Ro9erTTuNzcXO3YscNxqQVQFKWlpcnX11dr165Vbm6uvv32W82aNUuzZs1S+/bt1blzZ/373/9WamqqEhIS3F3uLY8j3rgmsbGxqlq1quLj43Xbbbc59fXr10/16tXT8OHD3VQdAABAfl999ZVWrVqlmTNnursUwOXsdrt+/PFH3X///U7t69ev18cff6yZM2dyMOwGQvDGNUlMTFTp0qWVkpLidGrtwIEDNX/+fL377rvq06ePGysEAFyL06dP65577tFPP/102eu3Y2Nj1bdvX3399deFXB0AADcnbieGa+Lr6ysPDw+nSUqGDRumqKgo/e9//yN0A0ARkJKSIpvNpri4ONlsNsXGxurMmTM6ffq0jh07ptOnT2vKlCny8vLS999/7+5ygeuWkZGhZcuWSZJCQ0MVGxvr5ooA9zh16pQaNmyogwcPuruUWx7BG9fkwuQ6F65zXbZsmebPn6/Vq1erRYsW7iwNAHANPvroIz333HPy8/OTh4eH/Pz8dMcdd6hs2bIqV66cqlWrphUrVmjq1KkKCgpymowKKGqys7M1ZMgQSZKPj49Kly6tLVu26JFHHlG7du3Url07hYeH67HHHnNzpcD127Nnj4KCgvTHH39IkpKSkvTCCy/ozJkzjjE2m0179uxhXpobAMEb18TLy0vGGC1atEiS1KlTJ/3vf/9TkyZN3FwZAOBa/Pbbb457eV+YFLNq1arKzc1VkyZN9OGHHyogIEClSpWSr6+v04SCQFGRm5urOnXqqGPHjjp79qweeughnThxQr6+vrLZbDp79qzuvPNOPfTQQ9q9e7f++c9/urtk4Lr5+/srNTXVcRmoj4+Ppk+frvT0dMeYC1+iXnprPRQ+/lfFnzJ8+HC99dZbqlu3riRp9uzZTv05OTk6d+6cVq9e7Y7yAACXUb9+fX355ZeS/v8XsIvvQ3/hcqLixYvL29ub4I0iKTs7W+PGjVNAQIAGDRqkF198UX379pWnp6dsNptKlSqlO++8UzVq1JCPj0++SamAouTCGUwX7khhs9lkjHH6+X3h7xdu/Qv34Yg3rpmHh4cOHjyoJk2aaNGiRdq+fbuys7OdHllZWcrKynJ3qQCAS1SvXl3R0dHauHGjJGnjxo1KT0/Xxo0blZycrAMHDujQoUOy2+3atGmT060igaLCz89PDz30kNq3by9/f3898sgjjlmdOdUWN5sLl4Je+FM6v59fvK9f+Ds/092Pr7NxTS5Mfl+6dGnNmTNHzZs31+DBg9WvXz+1bt3azdUBAK6mbNmy2r17t0aPHq2srCyNHj1ax48f1+jRo3Xs2DEtXrxY3t7eOnHihEaPHs0vaSiSsrOzVb58eXl7eys3N1fFihVTXl6esrOzZbfblZGRoYSEBAUGBio3N1exsbGqXLmyu8sGrounp6eMMU6/ixtj1K1bt3xnNMH9CN64Jjk5OZLOXzvl5eWlp556SkFBQYqIiNA333yjpk2burlCAMCVlCxZUqGhodq1a5cCAwO1a9cu3XXXXdq1a5fuu+8+PfvssypRooTGjh2rXbt2qUaNGu4uGfjTPD09FRsb65i74MiRI7r99tuVmpqqhIQEHT9+XJGRkZKkEiVKqFmzZjp27Jibqwb+mot/D7/0d3JjjL777jvC9w2A4I1rkp2dLel8AL9wjUjHjh01ZMgQ/e1vf7vi/WABAO5ns9l07tw5See/RL34zwvy8vKUnp4uY4zy8vIKu0TgL/Py8lLFihWVkZGhefPmKSAgQP369XME8TfffFNt27bVli1b9NBDD7m7XOAvMcbIw8NDU6dOveK4N954w3H2KtyH88hwTex2uyQpMzPTqX3y5Mmy2Wzq2bOnO8oCAFwjLy8vZWRkyBjj+DI1MTFREyZMUFxcnJYtW6aMjAydPXtWmZmZjjOdgKLIGKPevXvr+PHjSktLU+nSpZWbm6sRI0bI19dXU6ZM0ZIlS9xdJvCXXHxGqiRt27ZNx44dy/fw8PAgeN8AOOKNa5KVlaXatWs7flm7wMvLSxMmTNCaNWuUl5fHNYEAcIPKzs5WXl6e7Ha7jDHKzc1Vr1695OHhoT59+shutzuujU1NTc33RStQFOTl5emhhx7SCy+84GjbvHmzIiMjlZubK7vdrsjISN1zzz3q27evateurTp16rixYuD6Xfg5nZmZqczMTDVr1swpZF/4u4eHR74znFD4CN64JhUrVtS+ffsK7HvyySfVvXt3QjcA3MCMMYqKilJaWpqMMUpLS9Orr76ab9zJkycVExOjtLQ0N1QJ/DWpqam6++671b17d3l5eSktLU2xsbH6/PPPZYxRamqqPv/8c0lS+fLlNXfuXP3nP/9xc9XA9UlNTXXs1yVLltThw4edJlWTzn/pWqNGDc5iugF4GM47AADglpCbm6uDBw9q8+bN6tmzZ75f0C5IS0vTli1b9PDDDxdyhYBrxMXFqW/fvkpKStKAAQPUu3dvnThxQo0bN1ZcXJyk82fzXbinPVAUpaWl6eeff1bDhg2dbil2sYSEBN12223au3ev6tatW8gV4mIEbwAAbhGxsbGqWrWq4uPjddtttzn19evXT/Xq1dPw4cPdVB3gem+//bb69u2rwMBA2e12HTx4UA0aNHB3WUChyc7O1m+//aaaNWte9stWFA7ODQYA4BYREBAgY4z8/f2d2gcOHKiFCxeqePHibqoMsMbw4cMVGBgoSfLz8yN045ZTrFgx1alTh9B9AyB4AwBwi/D19ZWHh4fT6bXDhg1TVFSU/ve//6lPnz5urA5wndzcXB09elSSlJycrKCgIMXHxzuNiYuLU2xsrDvKA1ymZMmS+dq6deumjRs3uqEaXAnBGwCAW8SFawC9vc/Prbps2TLNnz9fq1evVosWLdxZGuBSycnJuv3225WTkyN/f3+lpqY6ndHx/vvvq27dupo4caL7igRcICQkRMYYHTt2TJKUkZGh1atX57sTEdyPa7wBALhF5ObmqlixYoqMjNRTTz2l3Nxcff/992ratKm7SwNcKjs7W4GBgY7bLXl7e8tutys1NVV9+vTR6tWrVbNmTf3www+cgosiKyUlRbfffrt8fHxUp04drVmzRvPnz9eUKVO0c+dO9erVS15eXjLGKCQkRPPnz3d3ybc0bicGAMAtZvjw4XrrrbccM9zOnj3bqT8nJ0fnzp3T6tWr3VEe8Jekp6fL39/f6ZIKT09PeXt7KzY2Vjk5Odq2bZsee+wxQjeKrJMnT6pZs2aSpLVr16p27do6e/asJkyYoMGDB8vDw0ObN2/WW2+9pTFjxuidd95xc8XgVHMAAG4hHh4eOnjwoJo0aaJFixZp+/btys7OdnpkZWUpKyvL3aUCf5oxRtWqVVOTJk1kt9vVpEkTNWnSRLm5uVq/fr38/Py0cuVK3X333UpISFBGRoa7SwauS0BAgEaPHi0fHx8tXrxYKSkp6tatm3r16qXPPvtMCQkJCggIUM+ePRUcHKzOnTu7u+RbHke8AQC4RVy4uqx06dKaM2eOmjdvrsGDB6tfv35q3bq1m6sD/rrs7Gy99NJLKl68uAYPHqzBgwfLGKO+ffvq3//+t7Zu3aoFCxaoffv2KleunA4fPqx69eq5u2zgTwsMDNSzzz6revXqafbs2apWrZrGjh2rkSNHatWqVZzNcQMieAMAcIvIycmRdP5aby8vLz311FMKCgpSRESEvvnmG671RpHn4+OjkSNHKicnR4MHD1bPnj0dwfuzzz5TVFSUhg4dqrVr16pkyZI6ePAgwRtFWu/evbVq1SodPHhQ27dvlzFGHh4e8vDwcHdpuASnmgMAcIu4MMvthQAuSR07dtSQIUP0t7/9TWfPnnVXaYBLJSUlKTs7W5mZmY79Pjs7Wz169ND+/fvl7e2tPXv2aPv27W6uFPhr/Pz8FB8fr2nTpik5OVljxoyRJC4XugERvAEAuEXY7XZJcsz0fMHkyZNls9nUs2dPd5QFuJzNZlNMTIx8fX2VkZGhChUqKD09XdL5oDJjxgwtWrRIzz77rJsrBa7f119/LUl69tlndeDAAS1ZskRRUVFq3LixAgIClJGRoZUrVyo1NVVffPGFm6sFtxMDAOAWcfz4cbVt21YbNmxQqVKlnPoWLVqkNWvWKDIyUp6efC+Pou0f//iHEhIS9OWXX2rTpk0KCwtTQECA/v3vf+tvf/ub7rjjDneXCPwl6enpKlu2rOx2u06fPq2QkBBJ0pdffqmBAwdq69ateuKJJ1SsWDHl5uYqPT1d33//vXuLvsURvAEAgIwxysnJUbFixdxdCvCXrFixQv3799eOHTtUrVo1NWjQQP369VPTpk01YcIEbdiwQdWrV9djjz2m1q1b65FHHnF3ycB1OXHihEaPHq3t27drxYoVjvkKwsPD1ahRI02dOtXNFeJiBG8AAADcNHJycnTgwAHVrVtXe/fuVYcOHXT06FF5eXlJkhISEvThhx9q1qxZ6tOnj15++WU3Vwz8Ne+++64WLlyorVu3Sjp/X+9//OMfOnHihGO/h/sRvAEAAHDTOnz4sGrWrJmvPTs7W15eXlxagZtCYmKiSpYs6Xj+ww8/6J577nFjRbgUwRsAAAA3hdzcXP373/++pksmPD09Vb9+fbVs2bIQKgNcLzU1VevXr1fx4sWv+AVSdna2srOz1bZt20KsDpcieAMAAOCm4e3trSZNmsjX1/eK4+Lj43X8+HGdPXuW03FRJMXHx6tChQr5Jsu8VGJiou644w79+uuvhVQZCkLwBgAAwE3D399fhw8fVoUKFa447uDBg6pVq5YOHDjALOcokpKSklSiRAmlpqbK39+/wDF2u13+/v7Ky8sr5OpwKW93FwAAAAC4ysVHrzMzM/Xuu+/Kw8NDHh4eunC8afDgwSpZsqS2bdtG6EaR5e3tLQ8PD0nnTzv/73//6zjTw2636x//+Idj34f7ccQbAAAAN42AgAAdOnRIFSpUUGZmpmw2m5566il5eXnJGKOFCxcqMzNT3t4cf0LRduFodmpqqnJzcxUSEqIBAwbIGKMPP/xQSUlJ8vDwkL+/v3Jzc91d7i2P4A0AAICbho+Pj/bt26ewsDAZY+Tl5eU4FTcnJ0c+Pj6cdoubwoUvllJTU+Xn5ydfX19lZ2dLkooXL66UlBRlZmYSvG8Q3D8BAAAAN4WcnByVLVtWGRkZkuQ4zfbCqbacdoublaenp9O+ffGlFbgxcI4NAAAAbgre3t6KjY11HNHOysqSMUYvvPCCihUr5mjPycnhVHMUeRcHa7vdrtzcXD355JMyxigzM1MZGRnM2H8D4ScOAAAAbgqpqan617/+pXXr1mnXrl3Kzc3V+PHj5evrK09PT+Xl5WncuHGcao6bQm5uruMotzFGs2bNcsxu/uCDD17x3t4ofFzjDQAAgJvCgAED9N133+n5559Xjx495Ofn5+6SAMskJSWpZMmS2r9/v2w2W4FjMjMzdeedd+r3339X5cqVC7lCXIzgDQAAgJvC2bNnVbx4cXl7e2vnzp169NFHFRAQcMVljh07VkjVAa71xx9/qFKlStd0PbeHhwcTrLkZp5oDAADgplCiRAnH36tWrarIyMjLXsudmZmps2fPFlZpgMuVKVNGZ86cUWBg4BWv5c7KylJiYmIhVoaCcMQbAAAAAAALccU9AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAACCfXbt2ac2aNZat/6233tLx48ctW39Rt3z5cm3evNndZQBwEYI3gELz8ccf6/7771fx4sVVqlQphYeHW/pL3fXq3r275s+f79R2I9ceFxenzp07KyQkRHfccUe+2i9Vs2ZNeXt7Oz08PDz0448/Sjo/E7C3t7dKlCih1q1b66effrri+hYsWKAhQ4b85e3o1auXoqKi/vJ6rub3339X3bp1L9vfpEkTrV+/3iXrcqWqVavqzJkzlr7GzJkz1bhx42sef63b/+GHH8rb2/uaxk6bNs1pO3/99Vc1b95cNptNderU0erVq6+5vsLap67n38Dnn3+ukJAQPfzww5KkwMBAK0or8D14+eWX5eXlpccee+yyy+Xl5WngwIFKSUn506+Tm5urli1bqkSJEvrqq68KHH/06FG9/vrrKlu27DVuSeH5448/1L59e/n7+6t69epasGDBZcf27du3wJ+nM2bMkCTZ7XaNHDlSFSpUUIUKFfTcc88pMzPTaR3NmjVzWn7w4MGSpPT0dE2dOtWy7QRQuAjeAApF3759NW3aNI0fP16nTp1SXFycRowYoeeff15jxoxxd3kO6enp+uabb9S5c2dH241ce1ZWlsLDwxUeHq7jx49r8eLFmjp1qlauXHnZZQ4fPqycnBzH4+OPP1b79u3VsGFDx5j4+HidPHlSgwcPVkRERL5fFG9Wv//+u44dO6aWLVu6uxS3KFOmjG6//XaXr7dPnz46fPjwVcft3btX48ePdzzPzMxUu3bt9MQTTygpKUlz5sxRv379tG/fPpfXWNjmz5+vjz76SJ988kmhv/a//vUvrVu37opj5syZo9tuu03du3f/0+v/6aeflJaWpvj4eN17770Fjvnyyy8VERFx2Vt9uVPXrl3VoEEDJSQkaMWKFZo8ebLWrl1b4NgPPvjA6efp0aNHVbFiRQ0YMECSNGjQICUmJmrfvn3atWuXDh48mO//jUOHDslutzvWMXv2bElSp06dtHHjRtntdms3GEChIHgDsNy7776rvXv3auvWrXr00Udls9lks9nUvn17bd++XV999ZU+/fRTd5cpSVq9erXuvfdex71gb/Tav/zyS9WoUUODBw9WQECAGjZsqLffflvvv//+NS1vjNGrr77qFHYu8PHxUZcuXVSxYkUdPHjQ1aXfkKKiohQREXHF+6HezB5//HG3BEHp/JdITz/9tHJychxty5YtU926dTV48GD5+PioRYsWmjBhgqZNm+aWGl0pOTlZFStWVOnSpd1dSj5nzpzRq6++6giAf1ZycrLKly8vX19fBQcHFzhm69atatWq1V+o0hrbtm1TWlqaXn31VdlsNtWrV0+zZ8/WlClTrmn5119/XUOHDpW/v78SExO1atUqzZ07V6VKlVLFihX18ccfKzIy0jH++PHjKlWqVIFfQAQEBKhu3bqOs5EAFG0EbwCWMsZoypQpmjdvngICAvL1BwYG6r333nP8UvPQQw9p06ZNTmMmTZqkc+fOObW1a9fOcQQiPj5ePXr0UEhIiIoXL64OHTo4BcWJEyfqzTff1Lx581S9enUFBQWpT58+BR5FWLJkif72t78VmdptNpvjyMoFlStX1smTJ/PVW5Dly5erfPnyatq06WXHJCUlXXMQvXDK7fLly1W7dm0FBgaqc+fOSkhIcNqmEiVKKCwsTBs2bJAklStXTpGRkXr88cd11113STr//r7zzjsKCAjQjh07HO/FpS49RTc5OVnDhw9XxYoVZbPZVL9+fc2bN0/GGL3zzjuqWbOmfvnlF3l7e2vZsmVOy178+V9w4sQJ9e7dW7fddpv8/f3VtGlTLV261GnM/v371apVK/n7+6tRo0b5flHetWuXWrVqJZvNprJly+rZZ59VcnKy0xhjjN5++23VqlVLfn5+qlKlil566SWlpaXl2+aDBw+qWrVq+uijjyRJrVq10ubNm/Xcc8+pbNmyCggIULt27fTrr786LZeRkaHRo0erXLlystlsatmypbZv3+7oj4qKUq9evSRd/bO82nv5Z40dO1b16tVTpUqVHG2bNm1Sp06dnMZ169btqkdrpYL3Ken8UfVHHnlE/v7+Kl26tAYMGKCkpCRHf9WqVfX+++8rODhYn332maN9586deuSRR1S8eHEFBwerQ4cO+S7DuNJ+f7FOnTrpu+++07333qvWrVsXOGbu3LkKCwuTr6+vatWqVeDpzp9++qnq1q0rPz8/1alTR59++qmee+45x9jLvQdX8+KLL+rZZ59VjRo1rnmZC3744Qe1bt1aq1evlre3t7777rsCx/30009q1KiRU9u6devUpEkT+fn5qUaNGpo1a5ZmzZqliRMnOo27ls/iSmMyMzMVGhqq5cuX56tr06ZN6tixozw8PBxt4eHh+vnnn6965PnEiRNavny5Bg0aJOn8z6Lnn39efn5+jjHBwcHy8PBQRkaGpPM/O8LCwi67zkaNGl31ch8ARYQBAAsdPHjQVKtW7arjqlatak6dOmU++eQT06tXL0d7VlaWKVOmjPnPf/7jaDt27JipXr26yc3NNcnJyaZ27dpm1qxZJikpySQlJZn333/fVKpUycTExBhjjHn55ZdNvXr1zJNPPmlOnz5t4uPjTfv27c0LL7zgVEN6eroJCQkxCQkJRa72i02dOtUMGjToqnUbY0zDhg3Nxo0bndqqVKliTp8+bU6fPm3+9a9/mXvuueeK65g/f74ZPHiw4+916tQx4eHhJjY21iQmJpr+/fub7t27G2OM+fXXX02DBg3M2bNnzYYNG8z8+fMd6+nZs6dZsmSJ47mXl5fp3LmzSUpKcrwX06ZNy/f6AQEBjr9nZGSYhg0bmmeeecYcPnzYZGVlmd27d5tWrVqZV155xRhjTHR0tKlTp06+9cTExJgyZcqYnJwcR9upU6dM9erVzdixY01sbKzJysoyGzduNPXr1zcff/yxiY6ONuXKlTP33HOP2bp1q0lPTzcffPCBqVy5ssnKyjLGGLN7925TvXp189VXXxm73W6OHz9uRo0aZe69916n13r22WdNixYtzM6dO01mZqaJiYkxgwcPNm3atHH6XHbv3m0qVapkli1b5lj2gQceMHXq1DEvv/yyOXHihElISDBvv/22KVeunDl06JAxxpjc3FwTHh5uunXrZg4fPmySk5NNZGSkKVOmjNm2bZsxxpglS5aYnj17XtNneaX3siBXGvvdd9+ZqlWrmnPnzjm20xhj2rdvb9avX59vfMmSJY3dbr/qa166T/3yyy+mbNmy5t133zXnzp0zMTExpk+fPqZJkyYmMzPTGHP+fW7evLk5c+aMyc3NNcYYs3HjRlO+fHmzYMECk5iYaFJTU82iRYtMxYoVzaFDhxzvVZs2bUxMTIxJTEw0AwcOdHqvLvXAAw+YXbt2OZ5fvB9PnjzZ1K9f32zbts2kp6eb7777zoSFhZkZM2Y4xrz//vumWrVq5uuvvzbp6elm79695sEHHzR33nnnFf9dXbB+/XrTvn37fO07d+40Hh4epnLlyqZ06dLmjTfeuOr7fOnrXG7dFwsKCjLZ2dmO52vXrjVly5Y1S5YsMSkpKebw4cOmW7duplatWubll192jLvaZ3EtY3Jyckzr1q3z/ewzxpjBgwc7vX8XNGzY0Bw4cOCK2zRy5EgzadKkK47ZunWrqV27tuP5jBkzTKlSpUypUqVMWFiYiYyMdBr/9ttvm+eff/6K6wRQNBC8AVhqy5Yt5v7777/quPvvv9/s3bvX2O12ExoaalJSUowxxixevNi0atXK1KtXzzF24sSJjhD1xhtvFBhC3377bTNs2DBjzPnAVrt2bZOXl+fo/+WXX5x++THGmKVLl5qHH364SNZ+cV+ZMmVMdHT0Vev+8ssvzQMPPJCvvUqVKqZYsWJGkpFkXn75ZaeAeKlLg3epUqVMamqqoz8pKcmEhISYvLw889tvv5lGjRo5QunFLg0IkszOnTsdz68leP/73/82TzzxRL4xGRkZ5uzZs8aYywfA6dOnm2eeecapbcSIEWbMmDH5xp49e9ZkZGSY6OhoI8ls377dqf/ee+911N6uXTuzevXqfOuIiIhwhOc9e/aYmjVrmrS0tHzjTpw4YYw5/7msXLnSVKxY0XzzzTdOYx544AEzdOjQfMu++eab5vHHHzfGnN+/mzZt6giTF3z66afmvvvuM8bkD95X+iyNcU3wTkpKMtWqVXME7IuD90MPPWR27NiRb5mKFSs6Ps8ruXSf6tChg5k1a1a+cY8++qiZO3eu4/U/++wzp/677rrLfPXVV/mWu/DZFPRepaSkmBIlSjj9273Y5YL3iRMnzG233WaOHz/uNP7o0aOmdOnS5uzZs8Zut5syZcqYffv2OY1JSUkxlStX/kvBOzw83AwYMMCcPXvWsV+uXLmywG242J8J3klJSaZ8+fJObbVr1zZr1651asvJyTGNGjVyCt5X+yyudczl9OnTx3z66af52ps1a2Z279592eVOnTplKlSoYM6dO3fZMampqaZ27dpOn8emTZvML7/8YjIzM82uXbtMzZo1zddff+3oj4qKMk8//fRV6wZw4+NUcwCWKlmyZL7Tno0xGj9+vLZt2+ZoO3HihMqUKSNfX19FREQ4rpueO3eupk6dqnLlymnLli3Ky8vTwoUL1adPH0nSd999pxkzZsjPz8/p8cILL2j37t2O9Xfu3Nnp1MGaNWsqPj7eqa5LTzMuSrVL0tmzZ9W5c2dNnz5dVatWLejjcPLKK68UeG23dH5W35ycHO3bt0/btm3TwIEDr7q+Cx555BGnU/ODgoJks9mUmpqq22+/XY888oiaNm2qrVu3XnVdDRo0uGJ/Xl6e0/N169bpqaeeyjfOz89PISEhV1xXQaeZX259ISEhjtNHK1SokO9U/erVqzs+o40bNyoiIiLf5/zll186Tklft26dIiIi5O/vn++1ypUr5/h7jx49tGTJErVp0ybfuL///e/52nr06OE41Xf9+vXq0aOHPD2d/+vv2rWr9u7dW+BptFf6LF1l2LBh6tq1a4HX+9pstgLrSkxMLPC9upoNGzbo6aefztf+9NNPOy57kOR0WnZiYqKOHz/umH38Yhd/Npe+V4GBgdf1Xm3ZskUtWrRQhQoVnNqrVaumhg0baufOndq3b59CQ0PzzRIfGBio9u3b/6nXu1hiYqL279+vmTNnKiQkRA0aNNCMGTP07rvvXvc6C5KWluZ0iciZM2d06tQpPfLII07jvLy81K1bN6f6rvZZXOvndTmX2+cSEhKuuM+99dZb6tOnz2WvaTfGqFevXrr//vudtql58+aqXbu2fHx81KhRI02fPl1z5sxx9AcGBio9Pf2qdQO48RG8AVgqLCxMdrvd6Ro1Dw8PtW7dWn//+9915swZ7dmzR4GBgY7byvTr10/z58/Xb7/9pnPnzunee+/VgAEDNHfuXH3zzTeqX7++ypcv71jfypUrZbfb8z02btzoGHPpL0M+Pj5OM3Xb7XatXbtWERERRa52ScrOzlaXLl0UERHhCIppaWlOt6h5/PHHHeMvXCN7uetLpfO/9NatW1fLli3TwoULlZqaqscff9xpnQVdf1zQL54X1/zKK6/onXfe0bPPPus0ydCl/Pz85OPj43ju6+ur7OxspzGXXiedm5vrNDnXtYqNjdWRI0fyhb9rWV9B21usWDGnzygxMTHfZ5yZmanJkyf/qbqrVat22RnrjTFXXDYvL6/ACZw8PDzk4eFR4PJX+ywvde+99zr2jWsJOStWrNCiRYs0c+ZMxxcSMTExqlSpkr744guFhoYqOjraaZn4+HiVLFnSad/4Mwqar8DLy8vpS5ygoCDH33Nzc5Wbm3vV9V7LfnAtLvc5XVzn5T6vv+rIkSO64447VKxYMUdb/fr1FRMT49LXycnJcfocLv5i8Uqu5bO41s/rcgra57KzsxUfH68qVaoUuMzZs2cVGRmpESNGXHa948aN08mTJ686YV316tUVFxfneO7l5XVdP9MA3HgI3gAs5eHhoXHjxqlv375O94Nt1aqVnnnmGfXo0UMDBw50mjynbt26ysvL0+jRo/XMM89IOj8Z0ebNm/Xmm2862qTzRwu++OKLfK87f/58/e9//3M8v/Qo36XWrFmjxo0bq1SpUkWudkl65plnVLJkSb322muOtoCAAKfb3Fw8+/orr7yicePGXXW90vnwYLPZ5OHhoU8//dRpnQVNOnct9d5777369NNPC5ws7YJLA1K5cuV09OhRp7ZLJ/Rq2bJlgfcxz8jIyDfJ3cWioqLUuXPnfIHncus7d+6c46jY1ba3WbNm+vLLL/O1v/jii4qNjXW8ztKlSwu8Z/KJEyccf1+xYoW2bdum0aNH5xtX0Oz6ixYt0gMPPCBJeuCBBwq8p/WqVatUu3Zt2Wy2fH3X8llebPv27Y59o6CzMi7VqVMnZWdnO30hUaVKFcXFxalDhw5q3rx5vts4RUVFFXjE/1o0b968wEngFi9e7HifJOd977bbblOZMmW0YsWKfMtdvI1/9r26nPvvv1+bNm1SYmKiU/vx48f1/fffq0mTJqpXr57i4uL0888/O41JTU39U/c5v1SlSpV08OBBpy+49u3bp2rVql33Ogvi5+fndBS3VKlSKleuXL7POjc312mfvZbP4lo/r8spaJ/76quv1KBBA/n6+ha4zH/+8x/16NHD6f+Piy1YsECfffaZPv/8c6cvjN5//33NnTvXaezmzZt1xx13OJ6np6cX+G8TQNFD8AZguYEDB6px48Zq3LixPv30U8XHxysuLk5VqlTRhg0bVKJECXXp0sVpmb59+2rDhg3q0aOHJMnb21tPPvmkDh8+7HQK4aBBg7Ru3Tq99tprSkhIUHJysmbNmqUJEyaoTp0611zjkiVLnE7/K0q1v/rqq/rll1+0cOHCazpytGXLFqWkpKhdu3ZXHXvixAn94x//0IMPPlhgyP6zNmzYoNmzZys9PV2rV692OoLk6emZ74j2xdq0aaPPP/9c69atU1ZWlr744ot8oXjQoEE6cOCA+vTpoyNHjignJ0c//PCDHn74YccvuAW9zuU+/3HjxunTTz/VSy+9pNjYWGVnZ2vDhg1q3rx5gb/YF2TKlCkaPXq0li1bpvT0dMXFxWngwIHavn27KlasKElq2rSpWrRooYcfflg7d+5UVlaWYmJiNGDAAMelCdL5007XrFmjffv2aciQIU5HPTdt2qSJEyfq5MmTSkxM1H/+8x+98cYbjqPqXbt2VW5urvr166djx44pNTVVn376qQYMGHDFL0Cu5Gqf2V/VpUsX7dy5U5GRkcrOzta2bdv0xhtv6Pnnn7+u+qZOnaqXXnpJCxcuVEpKiuLi4jRkyBBFR0erd+/el13PjBkz1LdvX82fP1+JiYlKS0tTZGSkGjdurCNHjlxTLTNmzLimuitWrKg+ffroscce0+7du2W32x23Mxw9erTjaP9rr72mjh076ptvvlFGRob27dunTp06qXjx4ld8D66kfPnyatKkiYYOHapz585p7969GjVqlIYPH35Ny1+rkJCQfF8szJgxQ71799aSJUuUlpamI0eO6O9//7uysrLyjbvaZ3G1Mbm5uQoPD893Fwrp/Bcf0vl9xW63a//+/Ro9erTGjh0rSfmWTUlJ0XvvvVfgl2HS+Us8XnrpJX355Zf5gnmjRo00YcIEfffdd7Lb7Vq5cqXGjx/vtK7Tp087bm8JoIhz4/XlAG4xS5YsMQ888IApXry4CQ4ONi1atDCRkZGmWrVq5rvvvnMam5qamm8m15iYGDN16tR86z1+/Lj5+9//boKDg01QUJDp0KGD+e233xz9V5uUKyMjw5QoUcKcOnWqyNW+ePFi4+HhYTw9PY2Xl5fT43Jmz55tVqxYcdn+KlWqGC8vL+Pp6WnKlSvnmGjpci6dXO3C3y9d5+nTp01CQoLp0KGDsdls5t577zWHDx92jPnwww+NzWZzbO/Fk6ZdsHz5clOjRg3j7+9vunTpYuLj4/ONO336tOnXr58pXbq08fPzM3fffbfTZFNZWVmmdu3aJjg42BhjTFxcnCldurTTDMsXi46ONt27dzfBwcEmICDANGvWzDHZ1OUmDLt0Qqtt27aZli1bGj8/P1OmTBkzePBgxyR8F+Tk5JhXX33VVKtWzfj4+Jhq1aqZsWPHmvT0dKf30Bhj7Ha7ad++venfv7/Jy8szDzzwgNm6dasZP368KV++vLHZbCY8PDzf5Fupqalm2LBhpkyZMsbX19fcf//9TjM7Xzq52pU+y4Leyyu51onYLl6/MecnDGzWrJnx9fU1tWrVMmvWrLnqOi64dJ8yxpgffvjBtG7d2thsNlOyZEnTp08fx50MCnr9C9avX29atGhh/Pz8TIkSJUxERIT55ZdfjDHX9l6NGjXKREREOPquNKu5McbMnDnT1KxZ0xQrVszccccdjsnfLvbZZ5+ZunXrGl9fX1OvXj2zcuVKM3r0aKf9vaD34ML2FDQB2rlz58xTTz1lSpQoYcLCwsyiRYvyjSnIn53VvHz58vl+5n777bemadOmxtfX19SoUcN88MEHZubMmU6Tq11Y/+U+i2sZY7fbTaVKlcznn39eYG1xcXGmXbt2xmazmapVq5qPPvrI0Xfpstu3b89X3wUHDhwwJUqUMB4eHvl+Pm/YsMEYc/5nWu3atZ0+w4tNmDDBvPrqq1d6KwEUER7GWHCREAD8Cbt379b333+v/v37u+X1V6xYoZkzZzqd3n2t3F07/rq3335b+/bt0/vvv+/uUq5bq1at9Oabb+a7LzJwo2rTpo1eeuml675s4FbRqVMn9e7dW507d3Z3KQD+Ik41B+B2d999t1uDq5+fnyZMmHBdy7q7dvx15cqV07Bhw9xdBv6kSZMmOU30d/HjP//5j7vLu+m4+v2+1jsb3Mry8vK0fft2NWnSxN2lAHABjngDAFDEccQbRc2WLVs0dOhQxy31kN+WLVs0aNAgpztrACi6CN4AAAAAAFiIU80BAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsND/AUWcGu2aJ+rpAAAAAElFTkSuQmCC","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf\n","不是      1547\n","是        815\n","不重要      560\n","回答正确      39\n","问法错误      39\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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf\n","不是      1434\n","是        934\n","不重要      479\n","问法错误     117\n","回答正确      36\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABl/0lEQVR4nO3dd3RU1d7G8WeSkMwkIaET6VWULtKkCIIoigpBrKggAUFRqnLlUkRQULFewIIFpXhBggLS1IsgvSggWOghCUgoIaSQnuz3D1bmZUiAAHMyhHw/a82C2XvPmd/MHEKeOfvsYzPGGAEAAAAAAEt4eboAAAAAAACuZwRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAs5OPpAtwlOztb//zzj4oXLy6bzebpcgAAAAAA1zljjBITE1WhQgV5eV34uPZ1E7z/+ecfVa5c2dNlAAAAAACKmOjoaFWqVOmC/ddN8C5evLiksy84KCjIw9UAAAAAAK53CQkJqly5sjOPXsh1E7xzppcHBQURvAEAAAAABeZSpzuzuBoAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieMPpjjvukJeXl95+++0LjsnIyNCYMWOc97OzszVq1CiFhISoTJkyevbZZ5WcnHzBx0+ePFknT550a90AAAAAcC0jeMNp1apVGjt27EXHjB07Vtu3b3fef+edd7R27Vpt27ZN+/fvV3Jysl566aU8H7tz506X0A4AAAAARQHBG/m2fv16vfvuuy5tlSpV0uzZs1WhQgWVKFFCQ4cO1S+//JLrsenp6XryySeVmZlZUOUCAAAAwDWB4I18SUpKUq9evfTiiy+6tD/22GOqUqWKjDE6ePCgxo0bp7vvvjvX40eNGqUGDRqoUqVKBVUyAAAAAFwTCN7Il8GDB6tLly7q1KlTnv3/+c9/VLNmTW3cuFHDhg1z6VuzZo3Cw8M1bdq0gigVAAAAAK4pBG9c0qJFi7Rp0ya9+eabFxwzaNAgRUVF6cknn9Rdd92l9PR0SVJCQoJ69+6tGTNmKDg4uKBKBgAAAIBrBsEbF3X8+HENHDhQs2fPlt1uv+A4m82mypUr6+2331bFihW1fPlySWcD+YMPPqj27dsXUMUAAAAAcG3x8XQBuLY9++yzOnbsmG677TZJZy8flpWVpZCQEB08eFB79+5V48aNXR7TqFEjHT16VIsWLdKcOXPk7e2tKVOmSJLS0tJUqVIlzZ8/X/fff39BvxwAAAAAKHAc8cZFLViwQBkZGUpNTVVqaqp+/PFH3XPPPYqJiZG3t7fuuusuJSQkuDxm69atqlu3rrp27ery2NTUVFWtWlWHDx8mdAMAAAAoMgjeuGJ+fn7q3bu3+vTpo5iYGMXHx+uVV16RJN1+++0erg4AAAAArg0Eb1yV1157TdWrV9ctt9yiSpUqae/evQoPD/d0WQAAAABwzbAZY4yni3CHhIQEBQcHKz4+XkFBQZ4uBwAAAABwnctvDmVxtWtAtZeXerqEIufQG108XQIAAACAIoKp5gAAAAAAWIjgDQAAAACAhQjeAAAAAABY6IqC9x133CEvLy+9/fbbFxyTkZGhMWPGuLRNnz5dVapUUUBAgEJDQ3Xs2DGX8YMGDVLJkiVVunRpvfTSS8rMzLyS8gAAAAAAuGZcUfBetWqVxo4de9ExY8eO1fbt2533V6xYoYkTJ2rJkiU6efKk6tevr9DQUGf/mDFjtHfvXu3evVu7d+/WX3/9lSu4AwAAAABQ2Fgy1Xz9+vV69913Xdree+89vfPOO2rYsKEcDocmTJig7Oxs/fzzz0pPT9enn36qL7/8UuXLl1fZsmU1c+ZMffbZZzpz5owVJQIAAAAAUCDcHryTkpLUq1cvvfjii842Y4w2b96sLl1cL+HUo0cPrVy5Ujt27NDNN9+skJAQZ1/p0qXVokULbdiwwd0lAgAAAABQYNwevAcPHqwuXbqoU6dOzrbY2FiVKFFCdrvdZWydOnV08OBBRUVFqVatWrm2ldMPAAAAAEBh5ePOjS1atEibNm3Sb7/9pk2bNjnbU1JS5O/vn2u8w+FQSkrKJfvzkpaWprS0NOf9hIQEN7wCAAAAAADcy21HvI8fP66BAwdq9uzZuY5sOxwOpaam5npMbGys/P39L9mfl0mTJik4ONh5q1y5snteCAAAAAAAbuS2I97PPvusjh07pttuu02SlJ2draysLIWEhOjo0aM6ffq0MjIyVKxYMedjIiIiVKNGDVWpUkURERG5thkREaEHH3wwz+cbOXKkhg0b5ryfkJBA+AYAAAAAXHPcdsR7wYIFysjIUGpqqlJTU/Xjjz/qnnvuUUxMjGw2m5o2baqff/7Z5THh4eG688471bhxY/3111+Ki4tz9p06dUqbN29Wq1at8nw+Pz8/BQUFudwAAAAAALjWWHI5sbwMGzZMQ4YM0e7du5WamqoJEybI4XCoffv28vX11dNPP61+/fopNjZWJ0+eVJ8+ffT8889fcKo5AAAAAACFQYEF786dO2vIkCHq1KmTSpUqpW3btmnBggXO/vHjx+uGG25QzZo1deONN6p27doaN25cQZUHAAAAAIAlbMYY4+ki3CEhIUHBwcGKj48vdNPOq7281NMlFDmH3uhy6UEAAAAAcBH5zaEFdsQbAAAAAICiiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFrih433HHHfLy8tLbb7/t0r5u3Tq1aNFCQUFBatmypTZt2uTSP378eJUvX15BQUHq06ePkpKSnH0JCQnq2bOnAgMDVaFCBb355ptXUhoAAAAAANeUKwreq1at0tixY13a9u3bp4cfflivv/66jh07phEjRqhbt246fPiwJOnjjz/WwoULtWnTJh0+fFg2m039+vVzPv6ZZ55RsWLFdOTIEW3cuFHh4eH65JNPruKlAQAAAADgeT7u2tDUqVM1bNgw3XnnnZKk7t27a/Pmzfrmm280bNgwvffee/r6669VvXp1SWeDeM2aNXXgwAHZ7XatWrVKkZGRstvtCg4O1syZM3XPPfeof//+7ioRAAAAAIAC57bgXb16dXXp0sWlrXLlyoqOjtbx48d15swZ3Xrrrc6+YsWK6YEHHtDPP/+s4OBgderUSXa73dl/8803KzAwUPv27VPt2rXdVSYAAAAAAAXKbYurDRkyJFdAXrJkiZo2baqoqCjVqlUr12Pq1KmjgwcPXrI/L2lpaUpISHC5AQAAAABwrbFsVfMvv/xSMTExCg0NVUpKivz9/XONcTgcSklJuWR/XiZNmqTg4GDnrXLlym5/DQAAAAAAXC1LgvfWrVv1r3/9S//973/l4+Mjh8Oh1NTUXONiY2Pl7+9/yf68jBw5UvHx8c5bdHS0218HAAAAAABXy23neOeIiopSaGioPv/8c918882SpCpVqigiIiLX2IiICDVt2lRBQUFavnx5nv01atTI83n8/Pzk5+fn3uIBAAAAAHAztx7xTkxM1H333aeXXnpJ9913n7O9XLly8vX11Z49e5xtmZmZWrRokTp27KjWrVtr5cqVyszMdPb/8ccfSktLy/PcbwAAAAAACgu3Be+srCw9/PDDuv322zV48OBc/UOHDlXfvn11+PBhJSYm6oUXXtCdd96p6tWrq2LFimrVqpWGDh2qpKQkRUdHq1+/fho9erS7ygMAAAAAwCPcFrxfeOEFrVixQh9//LF8fHyct44dO0qSBgwYoE6dOqlJkyaqWLGi0tPT9fHHHzsf/8knn+jUqVMKCQlR8+bN1b17d4WFhbmrPAAAAAAAPMJmjDGeLsIdEhISFBwcrPj4eAUFBXm6nMtS7eWlni6hyDn0RpdLDwIAAACAi8hvDrXscmIAAAAAAIDgDQAAAACApQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWOiKgvcdd9whLy8vvf322y7t69evV+PGjeVwONSsWTNt2bLFpX/69OmqUqWKAgICFBoaqmPHjjn7MjIyNGjQIJUsWVKlS5fWSy+9pMzMzCspDwAAAACAa8YVBe9Vq1Zp7NixLm3Hjh1TaGioxo4dq4SEBI0aNUpdu3ZVTEyMJGnFihWaOHGilixZopMnT6p+/foKDQ11Pn7MmDHau3evdu/erd27d+uvv/7SmDFjruKlAQAAAADgeW6bav7FF1/okUceUffu3VWsWDF169ZNvXr10ocffihJeu+99/TOO++oYcOGcjgcmjBhgrKzs/Xzzz8rPT1dn376qb788kuVL19eZcuW1cyZM/XZZ5/pzJkz7ioRAAAAAIAC57bgvXbtWnXt2tWlrUePHlq5cqWMMdq8ebO6dOmSZ/+OHTt08803KyQkxNlXunRptWjRQhs2bHBXiQAAAAAAFDi3Be+oqCjVqlXLpa1OnTo6ePCgYmNjVaJECdnt9jz783rsuf0AAAAAABRWPu7aUEpKivz9/V3aHA6HUlJS8uy7nP68pKWlKS0tzXk/ISHhKl8BAAAAAADu57Yj3g6HQ6mpqS5tsbGx8vf3z7PvcvrzMmnSJAUHBztvlStXds8LAQAAAADAjdwWvKtUqaKIiAiXtoiICNWoUUOlS5fW6dOnlZGRkWd/Xo89tz8vI0eOVHx8vPMWHR3trpcCAAAAAIDbuC14t2nTRitWrHBpCw8P15133imbzaamTZvq559/zrO/cePG+uuvvxQXF+fsO3XqlDZv3qxWrVrl+Xx+fn4KCgpyuQEAAAAAcK1xW/AOCwvTV199peXLlyszM1NLlizR3Llz9dxzz0mShg0bpiFDhmj37t1KTU3VhAkT5HA41L59e/n6+urpp59Wv379FBsbq5MnT6pPnz56/vnnLzjVHAAAAACAwsBtwbt8+fKaP3++Ro4cqcDAQI0bN04LFy5UuXLlJEmdO3fWkCFD1KlTJ5UqVUrbtm3TggULnI8fP368brjhBtWsWVM33nijateurXHjxrmrPAAAAAAAPMJmjDGeLsIdEhISFBwcrPj4+EI37bzay0s9XUKRc+iNLpceBAAAAAAXkd8c6rYj3gAAAAAAIDeCNwAAAAAAFiJ4Ayiy9u/fr3vvvVfBwcGqU6eO5syZ4+ybO3eu6tSpo+LFi+uee+7RwYMHL7idTZs2aeHChQVQMQAAAAojgjeAIunMmTPq3LmzunfvrpiYGM2dO1evvvqqVq5cqc2bN2v48OH6+uuvdfLkSd133326//77L7idJ598UpmZmQX8CgAAAFBYELwBFEnr1q1T/fr11bdvXzkcDt1yyy1688039eWXXyojI0PffPONbr31Vvn5+WngwIH6559/dPLkyVzbGTZsmCIiIjzwCgAAAFBY+Hi6AADwhKysrDzb4+Li1KZNG+f9U6dO6YMPPlDNmjVVunRpl7FLly7V6tWr1b17d0trBQAAQOHGEW8ARVKbNm20detWzZgxQykpKdq+fbv+9a9/6fbbb3eO+f3331W6dGm99tprev3112Wz2Zx9J0+e1IABAzRr1iz5+/t74iUAAACgkCB4AyiSgoKC9P333+vTTz9VhQoV1LFjR50+fVrPPPOMc0yjRo104sQJffrpp3rqqae0d+9eZ98zzzyjfv36qXnz5p4oHwAAAIUIwRtAkdWkSRNt2LBBkZGRstvteu+991SiRAmXMWXKlFGfPn00ePBgffTRR5KkL7/8UkePHtWoUaM8UDUAAAAKG4I3gCJv1KhRatKkiXr27ClJ2rx5c65zwBs1aqSjR48qKipKw4cP17Zt2xQQECC73a5Zs2bp8ccf10svveSJ8gEAAHCNY3E1AEXab7/9pjlz5mjnzp3OttGjR2vEiBHq1KmTs23r1q2qW7euqlSpotjYWJdt9O7dW/fdd5969OhRYHUDAACg8OCIN4AiKzs7WwMGDNAbb7yhSpUqOduHDh2qIUOGaNeuXUpNTdX8+fM1Y8YMPffccx6sFgAAAIUVR7wBFFkpKSnq2rWry4JqknTvvffq+PHj6t69u6Kjo9W0aVMtXLhQZcqU8VClAAAAKMxsxhjj6SLcISEhQcHBwYqPj1dQUJCny7ks1V5e6ukSipxDb3TxdAkAAAAACrn85lCOeAMoEHzBVPD4ggkAAODawDneAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWMitwTs2NlZPPPGESpUqpSpVquidd95x9v39999q06aNHA6H6tWrp2XLlrk8duHChbrxxhvlcDjUoUMH7du3z52lAQAAAADgEW4N3r169VKtWrUUHR2trVu3au3atfrqq6+Ulpame++9V4899pji4+P18ccfq2/fvtq1a5ckadeuXerfv78+/fRTxcfH6+GHH1bnzp2VmprqzvIAAAAAAChwbg3ea9as0b///W8FBASofPnyeuGFF/Tdd9/p22+/Vf369TVw4ED5+vqqbdu2Gjt2rCZPnixJmjp1qkaMGKF27drJ19dXAwYMULNmzfT111+7szwAAAAAAAqcW4N3ly5dNGLECCUkJCg6OloTJ05U+fLltXbtWnXt2tVlbI8ePbRy5UpJumQ/AAAAAACFlVuD97Rp07RgwQIFBwerSpUqOnr0qF555RVFRUWpVq1aLmPLlCmj1NRUpaWl6ciRI6pRo4ZLf506dXTw4MELPldaWpoSEhJcbgAAAAAAXGvcFrwzMzN1//336/HHH1dsbKwiIyPVuXNnHT9+XCkpKfL398/1GIfDoZSUFGVnZ8vLyyvPvguZNGmSgoODnbfKlSu766UAAAAAAOA2bgveS5YskcPh0Jtvvulc1XzChAl6+umn5evrm+dCaadOnZK/v7+8vLxkjHHpi42NzTOs5xg5cqTi4+Odt+joaHe9FAAAAAAA3MZtwXvPnj1q27atS1tAQIBKlCghSYqIiHDpi4mJUalSpeTr66uKFSsqKirKpT8iIiLX9PNz+fn5KSgoyOUGAAAAAMC1xm3Bu0aNGtq9e7dLW2pqqv7++2898cQTWrFihUtfeHi47rzzTklSmzZtLtoPAAAAAEBh5bbgff/992vbtm2aNm2aEhMTdeTIEfXq1Uu33XabHnzwQW3ZskUzZ85URkaGNm7cqLfeeksvvfSSJOmFF17Qa6+9ps2bNysjI0NffPGFdu7cqccee8xd5QEAAAAA4BFuC952u11LlizR4sWLVb58ebVo0ULlypXTzJkzZbfb9f3332v69OkqXry4wsLCNH36dNWrV0+S1KBBA02ZMkVPPvmkgoKCNHv2bC1btkx+fn7uKg8AAAAAAI/wcefGateurR9++CHPvrp162rdunUXfGy3bt3UrVs3d5YDAAAAAIDHufU63gAAAAAAwBXBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAtZGrwjIyP11VdfWfkUAAAAAABc0ywN3oMHD9axY8ec99evX6/GjRvL4XCoWbNm2rJli8v46dOnq0qVKgoICFBoaKjLYwEAAAAAKIwsC97Lli3TgQMHNGzYMEnSsWPHFBoaqrFjxyohIUGjRo1S165dFRMTI0lasWKFJk6cqCVLlujkyZOqX7++QkNDrSoPAAAAAIACYUnwTktL05AhQ/Txxx/Lx8dHkvTFF1/okUceUffu3VWsWDF169ZNvXr10ocffihJeu+99/TOO++oYcOGcjgcmjBhgrKzs/Xzzz9bUSIAAAAAAAXCkuD91ltv6fbbb1fr1q2dbWvXrlXXrl1dxvXo0UMrV66UMUabN29Wly5d8uwHAAAAAKCwcnvwjo6O1qRJk/TDDz+oZMmSGj58uLKzsxUVFaVatWq5jK1Tp44OHjyo2NhYlShRQna7Pc/+vKSlpSkhIcHlBgAAAADAtcbtwXvChAnq1KmTfvvtN23btk3r1q3TtGnTlJKSIn9/f5exDodDKSkpefad25+XSZMmKTg42HmrXLmyu18KAAAAAABXzcfdG1y0aJF2796tkiVLSpI+//xzPfzww3I4HEpNTXUZGxsbK39//zz7zu3Py8iRI50Lt0lSQkIC4RsAAAAAcM1x6xHvEydOKCAgwBm6JalevXo6fPiwqlSpooiICJfxERERqlGjhkqXLq3Tp08rIyMjz/68+Pn5KSgoyOUGAAAAAMC1xq3Bu3Tp0oqLi1NcXJyz7a+//lKVKlXUpk0brVixwmV8eHi47rzzTtlsNjVt2jTXCuY5/QAAAAAAFFZuDd5eXl7q3bu3evfurePHjysiIkJ9+/bV4MGDFRYWpq+++krLly9XZmamlixZorlz5+q5556TJA0bNkxDhgzR7t27lZqaqgkTJsjhcKh9+/buLBEAAAAAgALl9nO833jjDf3rX/9S/fr1FRAQoEGDBqlfv36SpPnz52vgwIEKDQ1V/fr1tXDhQpUrV06S1LlzZ0VGRqpTp06KjY3V3XffrQULFri7PAAAAAAACpTNGGM8XYQ7JCQkKDg4WPHx8YXufO9qLy/1dAlFzqE3ulx6ENyK/bzgsZ8DAABYK7851O2XEwMAAAAAAP+P4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AQBExefJknTx5Ur/88ot8fHxcbt7e3mrcuLGMMZKk999/XzVr1lTJkiX10EMP6fjx4x6uHgCAwovgDQBAEbBz506NGTNGktSuXTtlZma63Dp16qTRo0fLZrPpo48+0jfffKMffvhB0dHRqlu3rh566CFnKAcAAJeH4A0AwHUuPT1dTz75pDIzM/Ps37p1q6Kjo/Xggw9KkmbOnKkPP/xQtWrVUmBgoF599VWdPn1aBw8eLMiyAQC4bvh4ugAAAGCtUaNGqUGDBoqPj8+z/7XXXtOoUaNks9kkSVlZWXmOi4uLs6xGAACuZxzxBgDgOrZmzRqFh4dr2rRpefbv3LlTu3fv1iOPPOJs69Gjh1544QUdOHBASUlJGjdunKKiotSgQYOCKhsAgOsKR7wBALhOJSQkqHfv3poxY4aCg4PzHPPaa69p5MiR8vb2drYNGzZMcXFxatu2rby8vHTkyBG99tpr8vPzK6jSAQC4rnDEGwCA69SgQYP04IMPqn379nn2//3339q2bZueeOIJl3YfHx9NmjRJ//zzjwYNGqS6devqpZdeKoCKAQC4PhG8AQC4Di1atEhz5szRlClTZLfbZbfbFRkZqUqVKun777+XJE2cOFEjRoyQj0/eE+CioqL0+uuv64svvpCvr29Blg8AwHWFqeYAAFyHunbtqoyMDJe2atWq6ddff1WZMmV04MABrVu3Tp9//vkFt/HCCy+ob9++atGihdXlAgBwXSN4AwBQBE2aNEnDhg274JHsxYsX688//9R///vfAq4MAIDrD1PNAQAoYrKzsxUXF6d+/fpdcIy3t7dmzJghf3//AqwMAIDrE0e8AQAoIg4dOuT8+4IFCy46tkuXLhZXAwBA0UHwBgDATaq9vNTTJRQ5h97gCwIAwLWPqeYAAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYyNLgPXnyZJ08eVKS9Pfff6tNmzZyOByqV6+eli1b5jJ24cKFuvHGG+VwONShQwft27fPytIAAAAAACgQlgXvnTt3asyYMZKktLQ03XvvvXrssccUHx+vjz/+WH379tWuXbskSbt27VL//v316aefKj4+Xg8//LA6d+6s1NRUq8oDAAAAAKBAWBK809PT9eSTTyozM1OS9O2336p+/foaOHCgfH191bZtW40dO1aTJ0+WJE2dOlUjRoxQu3bt5OvrqwEDBqhZs2b6+uuvrSgPAAAAAIACY0nwHjVqlBo0aKBKlSpJktauXauuXbu6jOnRo4dWrlyZr34AAAAAAAortwfvNWvWKDw8XNOmTXO2RUVFqVatWi7jypQpo9TUVKWlpenIkSOqUaOGS3+dOnV08OBBd5cHAAAAAECB8nHnxhISEtS7d2/NmDFDwcHBzvaUlBT5+/vnGu9wOJSSkqLs7Gx5eXnl2XchaWlpSktLc3luAAAAAACuNW494j1o0CA9+OCDat++vUu7w+HIc6G0U6dOyd/fX15eXjLGuPTFxsbmGdZzTJo0ScHBwc5b5cqV3fIaAAAAAABwJ7cF70WLFmnOnDmaMmWK7Ha77Ha7IiMjValSJf3555+KiIhwGR8TE6NSpUrJ19dXFStWVFRUlEt/RERErunn5xo5cqTi4+Odt+joaHe9FAAAAAAA3MZtwbtr167KyMhQamqq81a1alUdPnxYr7/+ulasWOEyPjw8XHfeeackqU2bNhftz4ufn5+CgoJcbgAAAAAAXGssu473ubp3764tW7Zo5syZysjI0MaNG/XWW2/ppZdekiS98MILeu2117R582ZlZGToiy++0M6dO/XYY48VRHkAAAAAAFimQIK33W7X999/r+nTp6t48eIKCwvT9OnTVa9ePUlSgwYNNGXKFD355JMKCgrS7NmztWzZMvn5+RVEeQAAAAAAWMatq5qf79ChQ86/161bV+vWrbvg2G7duqlbt25WlgMAAAAAQIErkCPeAAAAAAAUVQRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAs5NbgHRcXp169eqls2bKqVq2a3njjDWVnZ0uS1q9fr8aNG8vhcKhZs2basmWLy2OnT5+uKlWqKCAgQKGhoTp27Jg7SwMAAAAAwCPcGrx79OihihUr6sCBA/rpp5+0cOFCTZ06VceOHVNoaKjGjh2rhIQEjRo1Sl27dlVMTIwkacWKFZo4caKWLFmikydPqn79+goNDXVnaQAAAAAAeITbgvf27dt1/Phxvf766woKClLt2rU1Y8YMffbZZ/riiy/0yCOPqHv37ipWrJi6deumXr166cMPP5Qkvffee3rnnXfUsGFDORwOTZgwQdnZ2fr555/dVR4AAAAAAB7htuCdlZWlYcOGyWazOdsqV66sY8eOae3ateratavL+B49emjlypUyxmjz5s3q0qVLnv0AAAAAABRmPu7aUNOmTdW0aVOXtiVLlqhp06aKjIxUrVq1XPrq1KmjgwcPKjY2ViVKlJDdbs/V//XXX1/w+dLS0pSWlua8n5CQ4IZXAQAAAACAe1m2qnlMTIyGDx+usWPHKiUlRf7+/i79DodDKSkpefad238hkyZNUnBwsPNWuXJlt78GAAAAAACuliXBOy0tTQ8++KCee+45tWjRQg6HQ6mpqS5jYmNj5e/vn2ffuf0XMnLkSMXHxztv0dHRbn8dAAAAAABcLbdNNT9XWFiYKleurH//+9+SpCpVqigiIkJVqlRxjomIiFCNGjVUunRpnT59WhkZGSpWrFiu/gvx8/OTn5+fFeUDAAAAAOA2bj/iPW7cOB08eFBffvmlc6G1Nm3aaMWKFS7jwsPDdeedd8pms6lp06a5VjDP6QcAAAAAoDBz6xHvOXPmaNasWdq4caPLYmlhYWG65ZZbdPvtt6tTp05asWKF5s6dq23btkmShg0bpiFDhui7775TtWrVNHnyZDkcDrVv396d5QEAAAAAUODcFrzXrl2rPn36KCMjQxUqVHDpO3DggObPn6+BAwcqNDRU9evX18KFC1WuXDlJUufOnRUZGalOnTopNjZWd999txYsWOCu0gAAAAAA8Bi3Be+2bdu6XN7rfFWrVtWOHTsu2N+/f3/179/fXeUAAAAAAHBNsOxyYgAAAAAAgOANAAAAAIClCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAACAQu+OO+6Ql5eX3n77bZf23bt3y9/fXzabTSdPnnTp69ixo3x8fFxuNptN3333XUGWDqAIIHgDAACg0Fu1apXGjh2bq/2mm25ScnKyqlatmqtv5cqVyszMdN7WrVunBg0aqFu3bgVQMYCihOANAAAASJowYYJGjRolm83m6VIAXGcI3gAAACjytm3bpoMHD+qhhx7ydCkArkMEbwAAABR5r732mv7973/Ly4tfjwG4n4+nCwAAAAA86Y8//tCuXbs0f/58T5cC4DrFV3oAAAAo0l5//XW9/PLL8vb29nQpAK5TBG8AAAAUWfv27dPmzZv11FNPeboUANcxgjcAAACKrIkTJ+rFF19UsWLFPF0KgOsYwRsAAABF0qFDh/Tzzz8rLCzM06UAuM4RvAEAAFAk/f777xo5cqT8/Pw8XQqA6xyrmgMAAOC6MG7cuAv2HTp0KFdb165drSsGAM5B8AYAAEC+VXt5qadLKHIOvdHF0yUAuEpMNQcAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAuA59/fXX2rdvn6fLgAjeAAAAAFCoREREqHPnzipevLjq1KmjuXPn5hpz5MgRDR06VMWKFfNAhTgfwRsAAAAACgljjB544AF16NBBJ0+e1DfffKORI0dq06ZNLuOGDh2qoUOHqlq1ap4pFC4I3gAAAABQSJw+fVrPP/+8RowYIT8/PzVq1Ehdu3bVunXrnGNWrlypv/76S8OHD/dgpTgXwRsAAAAAComSJUuqf//+kqT09HT99NNPWrBggTp06CBJysjI0KBBg/TRRx8xzfwaQvAGAAAAgEKoRYsWuuuuu9S+fXvdcsstkqQPPvhABw4c0EMPPaTatWvrxx9/9HCVkAjeAAAAAFAobdy4URs3btSePXs0ceJEnTlzRm+88YamTZumAwcOaPLkyerZs6eOHj3q6VKLPB9PFwAAAAAAuHx2u10tW7bUd999p4YNG6pu3brq0KGDwsLCJEndunXTunXrNGvWLI0YMcLD1RZtHPEGAAAAgELi0KFDuY5gV6xYUd7e3vrjjz9Uv359l76GDRsqMjKyIEtEHgjeAAAAAFBIrF+/Xi+++KJL26FDh1S8eHHVqlVLf/zxh0vfrl27VL169YIsEXkgeAMAAABAIdGtWzdt2bJFX331lVJSUrR79249+uijGjNmjB544AFt3rxZn3/+uZKTk7V48WJ9/fXX6tWrl6fLLvII3gAAAABQSAQEBGjJkiWaPXu2ypYtq7vuukuPP/64evfurYCAAP3www+aOXOmQkJC9MYbb2jJkiUqW7asp8su8lhcDQAAAADOUe3lpZ4u4dJuHaIytw6RJL37j/TuuTXfNkKlbpP+kRQ67x9p3j8eKfFyHHqji6dLsBRHvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALDQNRW8ExIS1LNnTwUGBqpChQp68803PV0SAAAAAABX5Zq6nNgzzzwju92uI0eO6PTp0+rRo4dKlCih/v37e7o0AAAAAACuyDUTvI8cOaJVq1YpMjJSdrtdwcHBmjlzpu655x6CNwAAAACg0LpmppqvX79enTp1kt1ud7bdfPPNCgwM1L59+zxYGQAAAAAAV+6aCd5RUVGqVatWrvY6dero4MGDHqgIAAAAAICrd81MNU9JSZG/v3+udofDoZSUlFztaWlpSktLc96Pj4+XdHaBtsImOy3Z0yUUOYVxPyns2M8LHvt5wWM/L3js5wWP/bzgsZ8XPPbzgldY9/Ocuo0xFx13zQRvh8Oh5OTcO3hsbGyegXzSpEl69dVXc7VXrlzZkvpwfQl+39MVANZjP0dRwH6OooD9HEVBYd/PExMTFRwcfMH+ayZ4V6lSRcuXL8/VHhERoRo1auRqHzlypIYNG+a8n52drVOnTql06dKy2WyW1oqzEhISVLlyZUVHRysoKMjT5QCWYD9HUcB+jqKA/RxFAft5wTPGKDExURUqVLjouGsmeLdu3VovvviiMjMz5eNztqw//vhDaWlpeZ777efnJz8/P5e2EiVKFESpOE9QUBD/sHHdYz9HUcB+jqKA/RxFAft5wbrYke4c18ziahUrVlSrVq00dOhQJSUlKTo6Wv369dPo0aM9XRoAAAAAAFfsmgnekvTJJ5/o1KlTCgkJUfPmzdW9e3eFhYV5uiwAAAAAAK7YNTPVXDp7iH7OnDmeLgP55Ofnp1deeSXXlH/gesJ+jqKA/RxFAfs5igL282uXzVxq3XMAAAAAAHDFrqmp5gAAAAAAXG8I3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN64YmfOnFHDhg2VmZnpbFu9erVGjRrl0gYUZklJSQoKCnLZp5ctW6aePXsqPT3dg5UBlyc+Pl6DBw++YH9AQIBOnDjhvH/mzJmCKAsAgCKBy4nhimVmZsputyslJUVff/21evXqpdWrV6tjx46Kj49XYGCgp0sErlpWVpb8/Px05swZvfXWWxozZozWrl2r9u3bs5+jUElISFC9evUUHR2tTz/9VMnJybLZbHI4HOrXr5/KlCmjqKgo+fv769ixY2rSpIk2bNigqlWrerp0wC0yMzP1zDPP6IMPPlDx4sW1a9cueXl5qV69ep4uDbhqy5Ytk7+/v7y8ch9XtdlsCgkJUe3atT1QGXIQvHFJZ86c0V133SU/Pz9JkjFGwcHBWrhwoQIDA3Xq1CmFhITo1KlT2rFjh2699VYlJCQoICDAw5UD+ZeUlKQ6deq47OelS5fWr7/+quLFizv389jYWP3+++9q0qQJ+zkKlbS0NNWvX1/79u3TTTfdpLZt20qSVq1apf3796tq1aqKjIyUJE2bNk2ff/65tm3b5smSgcuWlpamjz76SA6HQ97e3kpOTlZoaKg6duyobdu2qUSJEjp9+rQCAwP1+OOPa8OGDdq3b5+KFSvm6dKBKxIVFaUqVarohhtuULNmzWSM0S+//KJ27drpt99+U/369eXr66u1a9dq165dqlKliqdLLrKYao5L8vPzU3R0tMLCwrR//3717dtXe/fulSTZ7Xb5+vrKx8fHeV+SfH19PVYvcCUcDofsdrtmzZolm82m2bNnKzk5WdLZfwPFihVz7uc5+3dOSAcKAx8fH5d9+NNPP9Wnn34qb29vZ9sDDzygY8eOacGCBXrxxRc9WS5wRYwxGjZsmObMmaOvvvpKw4YNU1pamg4ePCi73S4/Pz/5+fnp+++/14IFC/TZZ58RulGo3XbbbZo9e7b8/f21ePFiff/996pUqZK+//57tWjRQl9++aWWLFmip59+2vl7DTzDx9MF4Nrn4+OjEiVKqGfPnnrzzTfVs2dPTZo0ydknyfmfVkZGhooVK8Z/Yih0vL29FRAQoNatWzv/zJmudX7gTk9Pl91ud7YDhYG3t7eOHTum5557TjExMXruueckyWU/79Chg9q2bau4uDg9+OCDniwXuCJ+fn7y9vbWmjVrJEn+/v4uX556eXlpxowZGj16tL7++mvdeeedHq4YuDoOh0OLFi1SZGSkxo8fL0k6efKkxo8frz179ujdd99VUFCQ/P39ddNNN3m42qKN3xpxRXJ+UUtLS9P48eOVlJSk8ePH68iRIwoJCfFwdYB75OznKSkp6tOnj+Li4tSnTx+dOHFCN9xwg4erAy6fw+FQ69attWzZMrVu3VrGGK1atUrS2XMAhwwZosTERC1btowZHSiUbDabbDabS5u3t7e8vLw0evRoZWRkaP369dqyZYuqVavmmSIBN/j111/1/fffy8/PT/Pnz1fVqlWdM5hsNpu8vb2df3p5eSktLc3DFYOp5rgiOUsDZGdna9++fXrggQe0b98+7dixQ40aNfJwdYB75OznXl5eqlixooYOHaqKFSsqPT1dTZs29XB1wOULDg5Wz549VbJkSfXs2VNPPPGEJGnIkCFKSEiQJP3zzz/auXOntm/f7slSgSt2/vJF2dnZMsbowIEDysrK0qJFizR79uxc44DCJCMjQz/++KMiIyN1+PBh2Ww29enTR71791ZwcLCefvppVa1aVc8//7xGjx6td955x9MlF3kc8cYVyfnPyuFwaNasWc72e++91/mLHFDY5eznvr6+mjBhgrOtdevWGjZsmCdLA67IoUOH1Lx5c+3bt0/Nmzd3tpcrV05xcXFavny5fvnlF/Xr10/h4eG65ZZbPFgtcPmys7NzHfHOzMxUVlaW/vvf/2rx4sVavXq1nnrqKe3bt09fffWVhyoFrs5tt92mjRs36r333lPnzp3l4+Ojli1bOmfr3XbbbTp16pTq1Kmjjh07avz48fxM9zCOeOOSsrKylJ6err179zr/zLmmcWZmpnbt2qW///5bb7zxhlJTU/XQQw95uGLg8mVlZSkpKUk//vij88+c/TwrK0sbNmzQDz/8oIEDB6p69eq6++67PVwxcPlCQkI0a9YsValSRbNnz9bMmTNljNG///1vVahQQaNHj5bdblfXrl21fv16T5cLXLbU1FRlZma6TK9NTExURkaG0tPTlZGRoZtuukmrV6/WqlWrNH36dE+XDFyxEydOaPfu3frwww+1f/9+RUZGKiIiQhEREYqMjFRiYqL+/vtvNW/eXB06dNDWrVs9XXKRxhFvXFJqaqr27t2rm2++WcYY3XTTTapUqZKks+d4b9++Xf3791dgYKA2bdrk4WqBK5OSkqLU1FT1799fktS/f3+VKlVK0tl/AzmLUWVlZWnFihWeLBW4ItnZ2fLx8VGdOnWc5/7ZbDZlZ2dLOvtF6tq1a/XTTz+pQoUK+v333z1cMXD5/Pz8tGvXLuc+npWVpUqVKmnKlClKT09XZmamzpw5I4fDoWnTpunpp59Wz549uTQkCiUvLy8tXrxYn3zyiSSpRYsWOnbsmMu1vNPS0tS5c2eFh4ezroGHcR1v5EvOauU50tPT5ePjI7vdrvT0dMXGxuq9997TRx99pNGjR2vo0KEerBZwn6ysLNntdmVkZCgrK0szZszQyy+/rJ49e+qtt95iASoUGqmpqbr55psVERGh22+/XceOHVNGRobKly+vjRs3qlKlSjp06JB8fHx08uRJlStXTrGxsSpZsqSnSwcu27x58xQaGprr8qbHjh3TunXrNHjwYC1fvlx//vmnHn30UQ9VCVydpKQkValSRV9++aXuuOMO3XXXXWrXrp1eeOEFSWdPj2vevLn++usvlShRwrPFguCNK5ecnKzAwEBlZGQ4V1HcuHGj+vTpo3Xr1ql06dIerhC4eklJSQoKCnJ+2SRJBw4cUFhYmJYuXcpREhQap06dUs2aNRUXF5dnf3BwsKKjoxUUFKTExETNnDlTzzzzDJeHRKESFRWlBx98UDt27FB4eLiSk5M1adIk2e125xhjjPbu3SsfHx9988036tixowcrBq5cQkKCKlSooDZt2uj3339XYmKiGjZs6LIA7IwZM/T0009Lkv7zn/94qlSIqebIp6ysLB05ckSVK1d2Llpit9u1a9cul+kst912m3777Tf5+/t7qlTArQIDA5WYmOhyze6aNWtq1apVuRbwAa5lpUqVumDolqS5c+fK4XBIkooXL66BAwcWVGmA24SEhKhp06aaO3euatasqa+//lrJyckaPny4y7isrCxt3rzZeaoFUBidOXNGfn5+WrFihbKysvTzzz9r6tSpmjp1qrp06aJu3brp/fffV1JSkmJjYz1dbpHHEW/kS3R0tKpVq6aYmBiVLVvWpa9v375q0KCBBg8e7KHqAAAAcvvhhx+0ZMkSTZkyxdOlAG6Xmpqqbdu2qVWrVi7tq1at0uzZszVlyhQOhl1DCN7Il1OnTqlMmTJKTEx0mVo7YMAAzZgxQx999JH69OnjwQoBAPlx4sQJ3Xrrrfr9998veP52dHS0wsLC9OOPPxZwdQAAXJ+4nBjyxc/PTzabzWWRkkGDBik8PFz/+9//CN0AUAgkJibK4XDo8OHDcjgcio6O1smTJ3XixAlFRUXpxIkTmjhxory9vfXrr796ulzgiqWkpOjbb7+VJFWpUkXR0dEergjwjOPHj6tJkybas2ePp0sp8gjeyJecxXVyznP99ttvNWPGDC1btkxt27b1ZGkAgHz46quv9OKLL8put8tms8lut+vGG29U+fLlFRISourVq2vRokWaNGmSgoKCXBajAgqbjIwMPf/885IkX19flSlTRuvXr9fdd9+te++9V/fee686deqk++67z8OVAldux44dCgoK0j///CNJio+P14gRI3Ty5EnnGIfDoR07drAuzTWA4I188fb2ljFGc+bMkSR17dpV//vf/9S8eXMPVwYAyI+9e/c6r+WdsyhmtWrVlJWVpebNm+uLL75QQECASpcuLT8/P5cFBYHCIisrS/Xq1dMDDzyguLg4dejQQUePHpWfn58cDofi4uJ00003qUOHDtq+fbv+/e9/e7pk4Ir5+/srKSnJeRqor6+v3nnnHSUnJzvH5HyJev6l9VDw+F8Vl2Xw4MF69913Vb9+fUnStGnTXPozMzN1+vRpLVu2zBPlAQAuoGHDhlq6dKmk//8F7Nzr0OecTlS8eHH5+PgQvFEoZWRkaPTo0QoICNBzzz2nf/3rXwoLC5OXl5ccDodKly6tm266STVr1pSvr2+uRamAwiRnBlPOFSkcDoeMMS4/v3P+nnPpX3gOR7yRbzabTXv27FHz5s01Z84cbdq0SRkZGS639PR0paene7pUAMB5atSooYiICK1Zs0aStGbNGiUnJ2vNmjVKSEjQ7t27tW/fPqWmpmrt2rUul4oECgu73a4OHTqoS5cu8vf319133+1c1Zmptrje5JwKmvOndHY/P3dfz/k7P9M9j6+zkS85i9+XKVNGH3/8sdq0aaOBAweqb9++6tixo4erAwBcSvny5bV9+3YNHz5c6enpGj58uI4cOaLhw4crKipKc+fOlY+Pj44eParhw4fzSxoKpYyMDN1www3y8fFRVlaWihUrpuzsbGVkZCg1NVUpKSmKjY1VYGCgsrKyFB0drcqVK3u6bOCKeHl5yRjj8ru4MUY9evTINaMJnkfwRr5kZmZKOnvulLe3t5544gkFBQUpNDRUP/30k1q0aOHhCgEAF1OqVClVqVJFW7duVWBgoLZu3arGjRtr69atuu222/Tss8+qZMmSGjVqlLZu3aqaNWt6umTgsnl5eSk6Otq5dsGBAwdUu3ZtJSUlKTY2VkeOHNHMmTMlSSVLllTr1q0VFRXl4aqBq3Pu7+Hn/05ujNEvv/xC+L4GELyRLxkZGZLOBvCcc0QeeOABPf/883rooYcuej1YAIDnORwOnT59WtLZL1HP/TNHdna2kpOTZYxRdnZ2QZcIXDVvb29VrFhRKSkpmj59ugICAtS3b19nEH/77bfVuXNnrV+/Xh06dPB0ucBVMcbIZrNp0qRJFx331ltvOWevwnOYR4Z8SU1NlSSlpaW5tE+YMEEOh0O9evXyRFkAgHzy9vZWSkqKjDHOL1NPnTqlsWPH6vDhw/r222+VkpKiuLg4paWlOWc6AYWRMUZPP/20jhw5ojNnzqhMmTLKysrSkCFD5Ofnp4kTJ2r+/PmeLhO4KufOSJWkjRs3KioqKtfNZrMRvK8BHPFGvqSnp6tu3brOX9ZyeHt7a+zYsVq+fLmys7M5JxAArlEZGRnKzs5WamqqjDHKyspS7969ZbPZ1KdPH6WmpjrPjU1KSsr1RStQGGRnZ6tDhw4aMWKEs23dunWaOXOmsrKylJqaqpkzZ+rWW29VWFiY6tatq3r16nmwYuDK5fycTktLU1pamlq3bu0SsnP+brPZcs1wQsEjeCNfKlasqF27duXZ9/jjj+vhhx8mdAPANcwYo/DwcJ05c0bGGJ05c0avv/56rnHHjh1TZGSkzpw544EqgauTlJSkW265RQ8//LC8vb115swZRUdH67vvvpMxRklJSfruu+8kSTfccIM++eQT/ec///Fw1cCVSUpKcu7XpUqV0v79+10WVZPOfulas2ZNZjFdA2yGeQcAABQJWVlZ2rNnj9atW6devXrl+gUtx5kzZ7R+/XrdddddBVwh4B6HDx9WWFiY4uPj1b9/fz399NM6evSomjVrpsOHD0s6O5sv55r2QGF05swZ/fHHH2rSpInLJcXOFRsbq7Jly2rnzp2qX79+AVeIcxG8AQAoIqKjo1WtWjXFxMSobNmyLn19+/ZVgwYNNHjwYA9VB7jfBx98oLCwMAUGBio1NVV79uxRo0aNPF0WUGAyMjK0d+9e1apV64JftqJgMDcYAIAiIiAgQMYY+fv7u7QPGDBAs2bNUvHixT1UGWCNwYMHKzAwUJJkt9sJ3ShyihUrpnr16hG6rwEEbwAAigg/Pz/ZbDaX6bWDBg1SeHi4/ve//6lPnz4erA5wn6ysLB08eFCSlJCQoKCgIMXExLiMOXz4sKKjoz1RHuA2pUqVytXWo0cPrVmzxgPV4GII3gAAFBE55wD6+JxdW/Xbb7/VjBkztGzZMrVt29aTpQFulZCQoNq1ayszM1P+/v5KSkpymdHx2WefqX79+ho3bpznigTcoESJEjLGKCoqSpKUkpKiZcuW5boSETyPc7wBACgisrKyVKxYMc2cOVNPPPGEsrKy9Ouvv6pFixaeLg1wq4yMDAUGBjovt+Tj46PU1FQlJSWpT58+WrZsmWrVqqXffvuNKbgotBITE1W7dm35+vqqXr16Wr58uWbMmKGJEydqy5Yt6t27t7y9vWWMUYkSJTRjxgxPl1ykcTkxAACKmMGDB+vdd991rnA7bdo0l/7MzEydPn1ay5Yt80R5wFVJTk6Wv7+/yykVXl5e8vHxUXR0tDIzM7Vx40bdd999hG4UWseOHVPr1q0lSStWrFDdunUVFxensWPHauDAgbLZbFq3bp3effddjRw5Uh9++KGHKwZTzQEAKEJsNpv27Nmj5s2ba86cOdq0aZMyMjJcbunp6UpPT/d0qcBlM8aoevXqat68uVJTU9W8eXM1b95cWVlZWrVqlex2uxYvXqxbbrlFsbGxSklJ8XTJwBUJCAjQ8OHD5evrq7lz5yoxMVE9evRQ79699c033yg2NlYBAQHq1auXgoOD1a1bN0+XXORxxBsAgCIi5+yyMmXK6OOPP1abNm00cOBA9e3bVx07dvRwdcDVy8jI0Msvv6zixYtr4MCBGjhwoIwxCgsL0/vvv68NGzboyy+/VJcuXRQSEqL9+/erQYMGni4buGyBgYF69tln1aBBA02bNk3Vq1fXqFGjNHToUC1ZsoTZHNcggjcAAEVEZmampLPnent7e+uJJ55QUFCQQkND9dNPP3GuNwo9X19fDR06VJmZmRo4cKB69erlDN7ffPONwsPD9cILL2jFihUqVaqU9uzZQ/BGofb0009ryZIl2rNnjzZt2iRjjGw2m2w2m6dLw3mYag4AQBGRs8ptTgCXpAceeEDPP/+8HnroIcXFxXmqNMCt4uPjlZGRobS0NOd+n5GRoZ49e+qvv/6Sj4+PduzYoU2bNnm4UuDq2O12xcTEaPLkyUpISNDIkSMlidOFrkEEbwAAiojU1FRJcq70nGPChAlyOBzq1auXJ8oC3M7hcCgyMlJ+fn5KSUlRhQoVlJycLOlsUHnvvfc0Z84cPfvssx6uFLhyP/74oyTp2Wef1e7duzV//nyFh4erWbNmCggIUEpKihYvXqykpCR9//33Hq4WXE4MAIAi4siRI+rcubNWr16t0qVLu/TNmTNHy5cv18yZM+XlxffyKNyeeuopxcbGaunSpVq7dq3q1KmjgIAAvf/++3rooYd04403erpE4KokJyerfPnySk1N1YkTJ1SiRAlJ0tKlSzVgwABt2LBBjz32mIoVK6asrCwlJyfr119/9WzRRRzBGwAAyBijzMxMFStWzNOlAFdl0aJF6tevnzZv3qzq1aurUaNG6tu3r1q0aKGxY8dq9erVqlGjhu677z517NhRd999t6dLBq7I0aNHNXz4cG3atEmLFi1yrlfQqVMnNW3aVJMmTfJwhTgXwRsAAADXjczMTO3evVv169fXzp07df/99+vgwYPy9vaWJMXGxuqLL77Q1KlT1adPH73yyiserhi4Oh999JFmzZqlDRs2SDp7Xe+nnnpKR48ede738DyCNwAAAK5b+/fvV61atXK1Z2RkyNvbm1MrcF04deqUSpUq5bz/22+/6dZbb/VgRTgfwRsAAADXhaysLL3//vv5OmXCy8tLDRs21O23314AlQHul5SUpFWrVql48eIX/QIpIyNDGRkZ6ty5cwFWh/MRvAEAAHDd8PHxUfPmzeXn53fRcTExMTpy5Iji4uKYjotCKSYmRhUqVMi1WOb5Tp06pRtvvFF///13AVWGvBC8AQAAcN3w9/fX/v37VaFChYuO27Nnj26++Wbt3r2bVc5RKMXHx6tkyZJKSkqSv79/nmNSU1Pl7++v7OzsAq4O5/PxdAEAAACAu5x79DotLU0fffSRbDabbDabco43DRw4UKVKldLGjRsJ3Si0fHx8ZLPZJJ2ddv7f//7XOdMjNTVVTz31lHPfh+dxxBsAAADXjYCAAO3bt08VKlRQWlqaHA6HnnjiCXl7e8sYo1mzZiktLU0+Phx/QuGWczQ7KSlJWVlZKlGihPr37y9jjL744gvFx8fLZrPJ399fWVlZni63yCN4AwAA4Lrh6+urXbt2qU6dOjLGyNvb2zkVNzMzU76+vky7xXUh54ulpKQk2e12+fn5KSMjQ5JUvHhxJSYmKi0tjeB9jeD6CQAAALguZGZmqnz58kpJSZEk5zTbnKm2TLvF9crLy8tl3z731ApcG5hjAwAAgOuCj4+PoqOjnUe009PTZYzRiBEjVKxYMWd7ZmYmU81R6J0brFNTU5WVlaXHH39cxhilpaUpJSWFFfuvIfzEAQAAwHUhKSlJr776qlauXKmtW7cqKytLY8aMkZ+fn7y8vJSdna3Ro0cz1RzXhaysLOdRbmOMpk6d6lzd/I477rjotb1R8DjHGwAAANeF/v3765dfftFLL72knj17ym63e7okwDLx8fEqVaqU/vrrLzkcjjzHpKWl6aabbtKhQ4dUuXLlAq4Q5yJ4AwAA4LoQFxen4sWLy8fHR1u2bNE999yjgICAiz4mKiqqgKoD3Ouff/5RpUqV8nU+t81mY4E1D2OqOQAAAK4LJUuWdP69WrVqmjlz5gXP5U5LS1NcXFxBlQa4Xbly5XTy5EkFBgZe9Fzu9PR0nTp1qgArQ1444g0AAAAAgIU44x4AAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAkMvy5cu1ZcsWS7adlZWl8ePH68yZM5Zs/3rw5Zdf6o8//vB0GQDchOANoMDMnj1brVq1UvHixVW6dGl16tRJy5cv93RZuTz88MOaMWOGS9u1XPvhw4fVrVs3lShRQjfeeGOu2s9Xq1Yt+fj4uNxsNpu2bdsm6exKwD4+PipZsqQ6duyo33///aLb+/LLL/X8889f9evo3bu3wsPDr3o7l3Lo0CHVr1//gv3NmzfXqlWr3LItd6pWrZpOnjxp6XNMmTJFzZo1y/f4/L7+6dOnq06dOipZsqS6d++uf/75x6X/jjvukJeXl95+++1cj12/fr0aN24sh8OhZs2aXVYQbN++vX799dd8j79S48aNy7P2i5kyZYqCgoLUt29fS/ejvN6DXr16ydvb+6L/bpOSkjRgwABlZ2df9vPExcWpQYMGKlu27AWD4y+//KKFCxde8lJfnvD333+rTZs2cjgcqlevnpYtW3bBsR07dszz5+l3330nSUpISFDPnj0VGBioChUq6M0333R5/MmTJ1W2bFnZbLZcn9M///yjjz76yP0vEIBHELwBFIiwsDBNnjxZY8aM0fHjx3X48GENGTJEL730kkaOHOnp8pySk5P1008/qVu3bs62a7n29PR0derUSZ06ddKRI0c0d+5cTZo0SYsXL77gY/bv36/MzEznbfbs2erSpYuaNGniHBMTE6Njx45p4MCBCg0NVVpaWkG8HI87dOiQoqKidPvtt3u6FI8oV66cateu7dZtzpw5U5988okWL16sqKgoNWzYUF27dnUJdKtWrdLYsWNzPfbYsWMKDQ3V2LFjlZCQoFGjRqlr166KiYlxa42e8Omnn2rNmjV64403Cvy5v/rqK33++ecXHTN+/Hjdc889atmy5WVvf9WqVapdu7YiIyNVo0aNPMcsXbpUDz/88GVv22ppaWm699579dhjjyk+Pl4ff/yx+vbtq127duU5fuXKlS4/T9etW6cGDRo4/w955plnVKxYMR05ckQbN25UeHi4PvnkE+fjy5QpoxMnTqhdu3a5tt2jRw8tWbLEktcJoOARvAFY7qOPPtLOnTu1YcMG3XPPPXI4HHI4HOrSpYs2bdqkH374QfPmzfN0mZKkZcuWqWXLls5rwV7rtS9dulQ1a9bUwIEDFRAQoCZNmuiDDz7QZ599lq/HG2P0+uuva8yYMbn6fH191b17d1WsWFF79uxxd+nXpPDwcIWGhl70eqjXs0ceeURff/21W7f5zjvv6JNPPlGdOnVUvHhxjRs3Tl5eXtqxY8clH/vFF1/okUceUffu3VWsWDF169ZNvXr10ocffujWGj0hISFBlSpVUpkyZTxdSi67d+/Wf//73yv+UiAhIUEVKlSQv7+//P398xyzYcMGtW/f/iqqtMa3336r+vXra+DAgfL19VXbtm01duxYTZ48OV+PnzBhgkaNGiWbzaYjR45o1apV+vjjjxUcHKyqVatq5syZmjRpUr62deONNyo9PV1Hjx69mpcE4BpB8AZgKWOMJk6cqOnTp+c5pTAwMFCffvqpJk6cKEnq0KGD1q5d6zJm/PjxOn36tEvbvffeqxUrVkg6e3S2Z8+eKlGihIoXL67777/fJSjmTAOdPn26atSooaCgIPXp00epqam56pk/f74eeuihQlO7w+FQ//79XbZfuXJlHTt2LFe9eVm4cKFuuOEGtWjR4oJj4uPj8x1Ec6adL1y4UHXr1lVgYKC6deum2NhYl9dUsmRJ1alTR6tXr5YkhYSEaObMmXrkkUfUuHFjSWff3w8//FABAQHavHnzBafzBgYGutxPSEjQ4MGDVbFiRTkcDjVs2FDTp0+XMUYffvihatWqpT///FM+Pj769ttvXR577uef4+jRo3r66adVtmxZ+fv7q0WLFlqwYIHLmL/++kvt27eXv7+/mjZt6py2n2Pr1q1q3769HA6Hypcvr2effVYJCQkuY4wx+uCDD3TzzTfLbreratWqevnll/M8B3bPnj2qXr26vvrqK0lnp/muW7dOL774osqXL6+AgADde++9+vvvv10el5KSouHDhyskJEQOh0O33367Nm3a5OwPDw9X7969JV36s7zUe5mjbdu2uvXWW13a8ruPrl27Vl27dnVp69Gjh1auXHnRx505c0Y+Pj765Zdf1LJlS5dt/PLLL2rVqpXsdrsqVKigl19+Wenp6c7+8/e7HD/88INat24tf39/lSlTRo8//rgOHTrk8rz5+RkjSY0bN1ZkZKRCQkIUFhaWqz87O1uvv/66qlatKrvdriZNmmjp0qW5xk2ZMkW1atVyTsNfuXKlevToodWrV1/0PbiU559/XpMmTVKJEiXy/Zgc3377rcLCwvThhx/Kx8dHkZGReY77888/XWbZSNK8efNUv3592e121atXT/PmzdOLL76oL7/80mVcfj6Li435559/VLZs2TxPQ7jSfU6Stm3bpoMHDzp/hqxfv16dOnWS3W53jrn55psVGBioffv2XXJ7ktS0adN8fUkFoBAwAGChPXv2mOrVq19yXLVq1czx48fN119/bXr37u1sT09PN+XKlTP/+c9/nG1RUVGmRo0aJisryyQkJJi6deuaqVOnmvj4eBMfH28+++wzU6lSJRMZGWmMMeaVV14xDRo0MI8//rg5ceKEiYmJMV26dDEjRoxwqSE5OdmUKFHCxMbGFrrazzVp0iTz3HPPXbJuY4xp0qSJWbNmjUtb1apVzYkTJ8yJEyfMq6++am699daLbmPGjBlm4MCBzr/Xq1fPdOrUyURHR5tTp06Zfv36mYcfftgYY8zff/9tGjVqZOLi4szq1avNjBkznNvp1auXmT9/vvO+t7e36datm4mPj3e+F5MnT871/AEBAc6/p6SkmCZNmphnnnnG7N+/36Snp5vt27eb9u3bm9dee80YY0xERISpV69eru1ERkaacuXKmczMTGfb8ePHTY0aNcyoUaNMdHS0SU9PN2vWrDENGzY0s2fPNhERESYkJMTceuutZsOGDSY5Odl8/vnnpnLlyiY9Pd0YY8z27dtNjRo1zA8//GBSU1PNkSNHzLBhw0zLli1dnuvZZ581bdu2NVu2bDFpaWkmMjLSDBw40Nx5550un8v27dtNpUqVzLfffut8bLt27Uy9evXMK6+8Yo4ePWpiY2PNBx98YEJCQsy+ffuMMcZkZWWZTp06mR49epj9+/ebhIQEM3PmTFOuXDmzceNGY4wx8+fPN7169crXZ3mx9/JiEhMTTfny5c0///zj0p7X51uvXj0TERHh0paQkGBCQkLy9Vzt2rUzW7dudd5fuXKlKV++vJk3b55JTEw0u3fvNvfdd5/p2rWrc8z5+50xxsydO9dUrVrVLFy40CQmJppTp06ZqVOnmsqVK5tTp045/50+9thj5vjx4yYmJsY88MADF/13mvN5GpP7fQwLCzPt2rUzO3fuNElJSeb77783lSpVMgsWLHCOGT16tGncuLHZtGmTSU5ONhs2bDBNmzY1NWvWNKtWrbrge5Dj3H+355o/f76x2WymcuXKpmLFimbmzJkXf5PzeJ4LbTtHTEyMqVatmkvbZ599ZqpXr25+/PFHk5ycbHbu3GnuuOMOc9NNN7n8nLjUZ5GfMbGxsaZVq1Zm7969uWrr0qWLy/uXo1SpUiY1NfWi70FoaKjL+zV58mTzyiuv5BrXvXt3s2LFCpe2C31OQ4cONdOmTbvo8wIoHAjeACy1fv1606pVq0uOa9Wqldm5c6dJTU01VapUMYmJicaYs79AtW/f3jRo0MA5dty4cc4Q9dZbb+X5y+0HH3xgBg0aZIw5+wt93bp1TXZ2trP/zz//NHXr1nV5zIIFC8xdd91VKGs/t69cuXK5wkpeli5datq1a5ervWrVqqZYsWJGkpFkXnnlFZeAeL7zg3fp0qVNUlKSsz8+Pt6UKFHCZGdnm71795qmTZs6Q+m5zg/eksyWLVuc9/MTvN9//33z2GOP5RqTkpJi4uLijDEXDovvvPOOeeaZZ1zahgwZYkaOHJlrbFxcnElJSTERERFGktm0aZNLf8uWLZ2133vvvWbZsmW5thEaGuoMzzt27DC1atUyZ86cyTXu6NGjxpizn8vixYtNxYoVzU8//eQypl27duaFF17I9di3337bPPLII8aYs/t3ixYtTFZWlsuYefPmmdtuu80Ykzt4X+yzNObKgnevXr3yDGV5fb41atQwx44dc2nLyMgwwcHB+Xqu88NMgwYNzJIlS1zGpKenm4YNG5offvjBGJN7v0tPTzcVK1Y0u3btyrX9nM8mr3+nu3fvvuC/U2MuHLx/++03U61aNZf33RhjNm7caCpXrmyysrLMkSNHTNmyZU1MTIzLmOjoaFO8ePErDt7Z2dnmxhtvNOPHjzeJiYnml19+MeXLlzc7duy44OvI63kuFbx///135z5njDGpqammXLlyud7jxMREU7lyZWfwzs9nkZ8xF9OhQwezefPmXO0VK1Z0/gzJy65du0ytWrVcflaOHz/evPnmm7nG9uzZ03z33XcubRf6nN5++20zZsyYS9YN4NrHVHMAlipVqlSuKaXGGI0ZM0YbN250th09elTlypWTn5+fQkNDnedNf/LJJ5o0aZJCQkK0fv16ZWdna9asWerTp4+ks9NG33vvPdntdpfbiBEjtH37duf2u3XrJpvN5rxfq1atXAs0nT/NuDDVLp1dSbhbt2565513VK1atbw+DhevvfZanud2S2enYmZmZmrXrl3auHGjBgwYcMnt5bj77rtdpuYHBQXJ4XAoKSlJtWvX1t13360WLVpow4YNl9xWo0aNLtp//orLK1eu1BNPPJFrnN1uv+S02bymmV9oeyVKlHBOH61QoUKuqfo1atRwfkZr1qxRaGhors956dKlzinpK1euVGhoaJ7nw4aEhDj/3rNnT82fP1933nlnrnGPPvporraePXvql19+kXR2wauePXvKy8v1v/4HH3xQO3fuzHNa9MU+yysxdepUbd++XW+99Va+xjscjlx1xcbGXvC84YuJjY3VkSNH1KVLF5f2YsWK6dFHH3We9iC57ne7du1ShQoV8lx1/NzP5vx/p+fuA5dj1apV6t69e67TW1q2bCmHw6H9+/drw4YNateuncqXL+8yplKlSmrduvVlP2eOHTt2KDg4WGPGjFFgYKBuv/12jR492mUxMHc4c+aMyykiu3btUpUqVXK9x4GBgS6fV34+i/x+XheS1z4nSadOnbrofvf666/r5Zdfdjkt50Lbupx9ODAwUMnJyfkaC+DaRvAGYKk6deooNTXV5ZJUNptNHTt21KOPPqqTJ09qx44dCgwMdP4S2bdvX82YMUN79+7V6dOn1bJlS/Xv31+ffPKJfvrpJzVs2FA33HCDc3uLFy9WampqrtuaNWucY4KDg13q8vX1dVmpOzU1VStWrFBoaGihq12SMjIy1L17d4WGhjqDYs45njm3Rx55xDk+53zFjh075v3BSfL29lb9+vX17bffatasWUpKStIjjzziss28zj8+v97za37ttdf04Ycf6tlnn9XMmTMv+Px2u12+vr7O+35+fsrIyHAZc/550llZWcrMzLzgNi8kOjpaBw4cyLXYU362l9frLVasmMtndOrUqVyfcVpamiZMmHBZdVevXv2CK9YbYy762OzsbPn4+ORqt9lsstlseT7+Up/l+Vq2bOncN84POcuXL9ekSZO0aNGifIeOKlWqKCIiwqUtIiLigitlX8yFXr90dl/P+RLn/P0uv5/N+e/V+fuAO+u80Od1tfbv358rsDZs2PCC52lfqczMTJeAmt/Xk5/P4kp/BuTIa5+LiYlRqVKlXPaLc+3bt0+bN2/WU089dcltSZe3D3t7e1/V6wFw7SB4A7CUzWbT6NGjFRYWpsTERGd7+/bt9cwzz6hnz54aMGCAxo0b5+yrX7++srOzNXz4cD3zzDOSpK5du2rdunV6++23nW2S1KZNG33//fe5nnfGjBn63//+57x//lG+8y1fvlzNmjVT6dKlC13t0tlL1pQqVcplFeKAgACXy9ycu/r6a6+9ptGjR19yu9LZAOFwOGSz2TRv3jyXbea16Fx+6m3ZsqXmzZt30Wsfn7+gW0hIiA4ePOjSdv6CXrfffnue1zFPSUnJtcjducLDw9WtW7dcgedC2zt9+rTzSNalXm/r1q3zXBjrX//6l6Kjo53Ps2DBApf9LMe5KxovWrRIGzdu1PDhw3ONy2t1/Tlz5jgvU9SuXbs8r5O+ZMkS1a1bVw6HI1dffj7Lc23atMm5b5x7tHfXrl3q3bu3FixYkK/ZGDnatGnjXIgwR3h4eJ5H/C+lbNmyKl26dK4FELOysjR//nzn+3T+ftegQQNFR0frt99+y7XNcz+by32vLqRdu3ZavHixy4JvkrR9+3YlJibqxhtvVOvWrbVmzZpcR9SPHDmi9evXX/FzV6pUKdd1t3ft2qXq1atf8TbzYrfbXY7iNmjQQIcPH8713ElJSS7X0M7PZ5Hfz+tCrmSfmzhxol588UUVK1bMpb1169bOy43l+OOPP5SWlqZatWpdshbp7CUu8/q3CaDwIXgDsNyAAQPUrFkzNWvWTPPmzVNMTIwOHz6sqlWravXq1SpZsqS6d+/u8piwsDCtXr1aPXv2lCT5+Pjo8ccf1/79+3XXXXc5xz333HNauXKl3njjDcXGxiohIUFTp07V2LFjVa9evXzXOH/+fPXo0aNQ1v7666/rzz//1KxZs1ymul7I+vXrlZiYqHvvvfeSY48ePaqnnnpKd9xxR54h+3KtXr1a06ZNU3JyspYtW6aqVas6+7y8vHId0T7XnXfeqe+++04rV65Uenq6vv/++1yh+LnnntPu3bvVp08fHThwQJmZmfrtt9901113OafL5vU8F/r8R48erXnz5unll19WdHS0MjIytHr1arVp00aLFi3K12ueOHGihg8frm+//VbJyck6fPiwBgwYoE2bNqlixYqSpBYtWqht27a66667tGXLFqWnpysyMlL9+/d3npognZ12unz5cu3atUvPP/+8y1HCtWvXaty4cTp27JhOnTql//znP3rrrbecR9UffPBBZWVlqW/fvoqKilJSUpLmzZun/v37X/QLkIu51Gcmnd2H7r//fk2ZMuWyrwkdFhamr776SsuXL1dmZqaWLFmiuXPn6rnnnrui+t577z098cQTWrJkiZKTk7V//349+uijKlu2rDp37pznNux2uyZNmqSuXbvqu+++U2JiouLi4vTBBx+oVatWF/1C51wvvvii3n///UuOa968uW699Vb16NFDe/bsUXJyslasWKHu3btr8uTJ8vLyUkhIiJ577jndc8892rx5s1JTU7Vx40Z1794910yD/HxGOVq0aKHs7GxNmDBBSUlJWrt2rSZNmpTv9zu/SpYsqZMnTzrv+/r66o033tADDzygn376SSkpKdq1a5e6du2q4sWLO8fl57PIz5hTp06pTZs2ea4s3r17d23ZskUzZ85URkaGNm7cqLfeeksvvfSSJOV67KFDh/Tzzz/nuTp9xYoV1apVKw0dOlRJSUmKjo5Wv3798v2lpySdOHHCeXlLAIWcB88vB1DEzJ8/37Rr184UL17cBAcHm7Zt25qZM2ea6tWrm19++cVlbFJSknnppZdc2iIjI82kSZNybffIkSPm0UcfNcHBwSYoKMjcf//9LqvVXmpRrpSUFFOyZElz/PjxQlf73Llzjc1mM15eXsbb29vldiHTpk0zixYtumB/1apVjbe3t/Hy8jIhISGmf//+F11U6PzF1fJaVClnIanY2Fhz//33G4fDYVq2bGn279/vHPPFF18Yh8PhfL3nLpqWY+HChaZmzZrG39/fdO/e3cTExOQad+LECdO3b19TpkwZY7fbzS233OKyKnJ6erqpW7euc4Guw4cPmzJlypiMjIw8X19ERIR5+OGHTXBwsAkICDCtW7c2ixcvdvbltbjY+QvFbdy40dx+++3GbrebcuXKmYEDBzoX4cuRmZlpXn/9dVO9enXj6+trqlevbkaNGmWSk5Nd3kNjzi5G1aVLF9OvXz+TnZ1t2rVrZzZs2GDGjBljbrjhBuNwOEynTp1yLTCVlJRkBg0aZMqVK2f8/PxMq1atXFa1P39xtYt9lnm9l+c7c+aMadq0qZGUa/989dVXXcZeaF9ft26dadSokfHz8zO33nprngtQXcirr75qHA6HmTdvnrPtf//7n2nRooXx9fU1ISEhZtiwYSYlJcXZn9d+Z4wx4eHhpkmTJsbPz8+ULVvWPPXUUyY6OvqitZ+7re7du5uhQ4c6719sVfOMjAwzbtw4U6lSJePr62saNWqUazEuY4yZOnWqqVWrlvHz8zMtWrQwGzZsMA8++KDL4mp5vQfGXPjzPXLkiLnvvvtMUFCQadSoUa6F/C7kchZXS0lJMYGBgbnav/nmG1O/fn3j5+dnGjRoYBYvXmyGDx/u8u/XmIt/FvkZc+TIEVO6dOkL7kt//vmnad26tfHz8zM333yzWb58ucv7c+5jFy5caD766KMLvtbTp0+bxx9/3AQEBJiQkBDz1ltv5TnuQourPfXUU2bOnDkX3D6AwsNmjAUnCQHAZdi+fbt+/fVX9evXzyPPv2jRIk2ZMsVlend+ebp2XL0PPvhAu3bt0meffebpUq5Y+/bt9fbbb6tp06aeLgXIl1q1amnFihX5nnJdVDVq1EhfffWVGjdu7OlSAFwlppoD8LhbbrnFo8HVbrdr7NixV/RYT9eOqxcSEqJBgwZ5ugxcprCwMJeF/s69XWgBOlw5d7/f+b2yQVEWHx+vQ4cOXdapRwCuXRzxBgCgkOOINwqbOXPmaMGCBbkWSMT/mzNnjr755pt8rycB4NpG8AYAAAAAwEJMNQcAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQv8HFu/iSEtKiiAAAAAASUVORK5CYII=","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf\n","不是      1501\n","是       1013\n","不重要      353\n","问法错误      98\n","回答正确      34\n","男          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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf\n","不是      1483\n","是        926\n","不重要      483\n","问法错误      77\n","回答正确      31\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABo/klEQVR4nO3deZyN9f//8ecsZubMjJmxj23syV6yhshSMhUjaaHsUYiI8rXUJ2WppEJJCyb6EApZ6yOyL4VosU9myAxmmP3M+v794eb8HDOWNNccw+N+u50b5/1+X9d5XedcxjzPdV3vy80YYwQAAAAAACzh7uoCAAAAAAC4lRG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwkKerC8gr2dnZ+vvvv1W4cGG5ubm5uhwAAAAAwC3OGKPExESVKVNG7u5XPq59ywTvv//+W+XLl3d1GQAAAACA20xUVJTKlSt3xf5bJngXLlxY0oUNDggIcHE1AAAAAIBbXUJCgsqXL+/Io1dyywTvi6eXBwQEELwBAAAAAPnmWpc7M7kaAAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWInjD4f7775e7u7vefffdK47JyMjQ2LFjndo++ugjVa5cWUFBQXr88ccVExPj6Dt79qyeeOIJBQUFqUKFCvrwww8tqx8AAAAAbkYEbzisX79e48aNu+qYcePGac+ePY7nixcvVnh4uL7//nvFxMTooYce0lNPPeXo79Gjh4KDg3Xy5En9+OOPmjNnjhYtWmTZNgAAAADAzYbgjeu2ZcsWvffee05tGzZsUL9+/VS1alV5e3urd+/eOnz4sM6fP6+srCw98MADmjJlivz8/FSlShU9++yz+umnn1y0BQAAAACQ/wjeuC5JSUnq0aOHXn75Zaf20NBQffjhh/r999+Vmpqq9957TwkJCbLZbPLw8NCQIUPk6empzMxM7dixQzNnztQDDzzgoq0AAAAAgPzn6eoCUDAMGTJEoaGhateunX799VdH+0MPPaTvvvtOtWvXliT5+Pho9uzZ8vb2dlr+8ccf19KlS3X//ferffv2+Vo7AAAAALgSR7xxTcuWLdP27ds1efLkHH0fffSRdu7cqX379ikxMVEzZsxwmlztoq+//lq//vqrvL29NXDgwPwoGwAAAABuCgRvXNXp06c1cOBAzZs3Tz4+Pk59WVlZev3117VkyRLVqVNH/v7+6t27tw4ePKgVK1Y4jS1UqJDq1q2rxYsXa+nSpYqLi8vPzQAAAAAAl+FUc1zV888/r5iYGDVt2lSSlJ2draysLAUHB+vXX3+Vn5+fKlSo4LRM48aNtXbtWt1zzz2y2+2qVKmSo8/Pz08VK1bU6dOnVbRo0XzdFgAAAABwBY5446qWLFmijIwM2e122e12ff/993rooYcUHR2tkiVLKikpSfHx8U7L7N69W8HBwTp27Ji6d+/u1JeQkKDIyEhVrlw5PzcDAAAAAFyG4I0b5ubmpgEDBujpp59WRESEkpOTNWfOHH311Vd65pln1LRpU2VnZ2vSpElKSkpSVFSUunXrpueff15eXl6uLh8AAAAA8gXBG//Ka6+9ptq1a6tJkyYqXbq0wsPDtXbtWoWEhMjd3V1LlizRrl27VK5cOTVo0ED16tXT2LFjXV02AAAAAOQbN2OMcXUReSEhIUGBgYGKj49XQECAq8sBAAAAANzirjeHMrnaTaDiqytdXcJt569Joa4uAQAAAMBtglPNAQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAAC91Q8L7//vvl7u6ud99994pjMjIyNHbsWKe2WbNmKSQkRH5+fgoLC1NMTIzT+BdffFFFihRRsWLFNGLECGVmZt5IeQAAAAAA3DRuKHivX79e48aNu+qYcePGac+ePY7na9as0YQJE7RixQqdPXtWtWvXVlhYmKN/7NixOnTokA4cOKADBw7ojz/+yBHcAQAAAAAoaCw51XzLli167733nNqmTp2qKVOmqG7durLZbBo/fryys7P1448/Kj09XZ9++qnmzJmjUqVKqUSJEgoPD9dnn32m5ORkK0oEAAAAACBf5HnwTkpKUo8ePfTyyy872owx2rFjh0JDQ53GdunSRevWrdPevXtVo0YNBQcHO/qKFSumxo0ba+vWrXldIgAAAAAA+SbPg/eQIUMUGhqqdu3aOdpiY2MVFBQkHx8fp7HVq1fXsWPHFBkZqapVq+ZY18X+3KSlpSkhIcHpAQAAAADAzSZPg/eyZcu0fft2TZ482ak9NTVVvr6+OcbbbDalpqZesz83EydOVGBgoONRvnz5vNkIAAAAAADyUJ4F79OnT2vgwIGaN29ejiPbNptNdrs9xzKxsbHy9fW9Zn9uRo0apfj4eMcjKioqbzYEAAAAAIA85JlXK3r++ecVExOjpk2bSpKys7OVlZWl4OBgnTp1SufPn1dGRoYKFSrkWCYiIkKVK1dWSEiIIiIicqwzIiJCjz32WK6v5+3tLW9v77wqHwAAAAAAS+TZEe8lS5YoIyNDdrtddrtd33//vR566CFFR0fLzc1NDRo00I8//ui0zOLFi9W2bVvddddd+uOPP3Tu3DlHX1xcnHbs2KF77703r0oEAAAAACDfWXI7sdwMGzZMQ4cO1YEDB2S32zV+/HjZbDa1atVKXl5e6tWrl/r166fY2FidPXtWvXv31qBBg654qjkAAAAAAAVBvgXv9u3ba+jQoWrXrp2KFi2q3bt3a8mSJY7+N954Q6VLl1aVKlV0xx13qFq1anr99dfzqzwAAAAAACzhZowxri4iLyQkJCgwMFDx8fEKCAhwdTn/SMVXV7q6hNvOX5NCrz0IAAAAAK7ienNovh3xBgAAAADgdkTwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACx0Q8H7/vvvl7u7u959912n9s2bN6tx48YKCAhQkyZNtH37dqf+N954Q6VKlVJAQIB69+6tpKQkR19CQoK6desmf39/lSlTRpMnT76R0gAAAAAAuKncUPBev369xo0b59R2+PBhde3aVW+99ZZiYmI0cuRIderUSSdOnJAkzZw5U0uXLtX27dt14sQJubm5qV+/fo7ln3vuORUqVEgnT57Utm3btHjxYn3yySf/YtMAAAAAAHA9z7xa0fTp0zVs2DC1bdtWktS5c2ft2LFDX3/9tYYNG6apU6fqq6++UqVKlSRdCOJVqlTR0aNH5ePjo/Xr1+v48ePy8fFRYGCgwsPD9dBDD6l///55VSIAAAAAAPkuz4J3pUqVFBoa6tRWvnx5RUVF6fTp00pOTtY999zj6CtUqJAeffRR/fjjjwoMDFS7du3k4+Pj6K9Ro4b8/f11+PBhVatWLa/KBAAAAAAgX+XZ5GpDhw7NEZBXrFihBg0aKDIyUlWrVs2xTPXq1XXs2LFr9ucmLS1NCQkJTg8AAAAAAG42ls1qPmfOHEVHRyssLEypqany9fXNMcZmsyk1NfWa/bmZOHGiAgMDHY/y5cvn+TYAAAAAAPBvWRK8d+3apVdeeUX//e9/5enpKZvNJrvdnmNcbGysfH19r9mfm1GjRik+Pt7xiIqKyvPtAAAAAADg38qza7wvioyMVFhYmD7//HPVqFFDkhQSEqKIiIgcYyMiItSgQQMFBARo9erVufZXrlw519fx9vaWt7d33hYPAAAAAEAey9Mj3omJiXr44Yc1YsQIPfzww472kiVLysvLSwcPHnS0ZWZmatmyZWrTpo2aNWumdevWKTMz09H/22+/KS0tLddrvwEAAAAAKCjyLHhnZWWpa9euuu+++zRkyJAc/S+99JL69u2rEydOKDExUYMHD1bbtm1VqVIllS1bVvfee69eeuklJSUlKSoqSv369dOYMWPyqjwAAAAAAFwiz4L34MGDtWbNGs2cOVOenp6OR5s2bSRJAwYMULt27VS/fn2VLVtW6enpmjlzpmP5Tz75RHFxcQoODlajRo3UuXNn9enTJ6/KAwAAAADAJdyMMcbVReSFhIQEBQYGKj4+XgEBAa4u5x+p+OpKV5dw2/lrUui1BwEAAADAVVxvDrXsdmIAAAAAAIDgDQAAAACApQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFjohoL3/fffL3d3d7377rtO7Vu2bNFdd90lm82mhg0baufOnU79s2bNUkhIiPz8/BQWFqaYmBhHX0ZGhl588UUVKVJExYoV04gRI5SZmXkj5QEAAAAAcNO4oeC9fv16jRs3zqktJiZGYWFhGjdunBISEjR69Gh17NhR0dHRkqQ1a9ZowoQJWrFihc6ePavatWsrLCzMsfzYsWN16NAhHThwQAcOHNAff/yhsWPH/otNAwAAAADA9fLsVPMvvvhCTzzxhDp37qxChQqpU6dO6tGjhz766CNJ0tSpUzVlyhTVrVtXNptN48ePV3Z2tn788Uelp6fr008/1Zw5c1SqVCmVKFFC4eHh+uyzz5ScnJxXJQIAAAAAkO/yLHhv2rRJHTt2dGrr0qWL1q1bJ2OMduzYodDQ0Fz79+7dqxo1aig4ONjRV6xYMTVu3Fhbt27NqxIBAAAAAMh3eRa8IyMjVbVqVae26tWr69ixY4qNjVVQUJB8fHxy7c9t2Uv7AQAAAAAoqDzzakWpqany9fV1arPZbEpNTc2175/05yYtLU1paWmO5wkJCf9yCwAAAAAAyHt5dsTbZrPJbrc7tcXGxsrX1zfXvn/Sn5uJEycqMDDQ8ShfvnzebAgAAAAAAHkoz4J3SEiIIiIinNoiIiJUuXJlFStWTOfPn1dGRkau/bkte2l/bkaNGqX4+HjHIyoqKq82BQAAAACAPJNnwbt58+Zas2aNU9vixYvVtm1bubm5qUGDBvrxxx9z7b/rrrv0xx9/6Ny5c46+uLg47dixQ/fee2+ur+ft7a2AgACnBwAAAAAAN5s8C959+vTR3LlztXr1amVmZmrFihVasGCBXnjhBUnSsGHDNHToUB04cEB2u13jx4+XzWZTq1at5OXlpV69eqlfv36KjY3V2bNn1bt3bw0aNOiKp5oDAAAAAFAQ5FnwLlWqlBYtWqRRo0bJ399fr7/+upYuXaqSJUtKktq3b6+hQ4eqXbt2Klq0qHbv3q0lS5Y4ln/jjTdUunRpValSRXfccYeqVaum119/Pa/KAwAAAADAJdyMMcbVReSFhIQEBQYGKj4+vsCddl7x1ZWuLuG289ek0GsPAgAAAICruN4cmmdHvAEAAAAAQE4EbwAAAAAALETwBgAAAADAQgRvAPgXsrKyNHnyZGVlZbm6FAAAANykCN4AbltHjhxRhw4dFBgYqOrVq2v+/PmOvs2bN6tx48YKCAhQkyZNtH379lzXMW3aNP3000/y8PDIr7IBAABQwHi6ugAAcIXk5GS1b99er776qpYsWaIDBw7oiSeeUHBwsEJCQtS1a1eFh4erWbNmWr16tTp16qSff/5Z5cqVc6wjOjpakydP1tatW124JQAAALjZEbwB3JY2b96s2rVrq2/fvpKku+++W5MnT9acOXNUtGhRDRs2TG3btpUkde7cWTt27NDXX3+tYcOGOdYxYsQIDR48WJUqVXLJNgAAAKBg4FRzALelK12Tfe7cOVWqVEkdO3Z0ai9fvrxiYmIczzdt2qTdu3drxIgRltYJAACAgo/gDeC21Lx5c+3atUuzZ89Wamqq9uzZo1deeUX33Xefhg4dqmrVqjmNX7FihRo0aCBJys7O1qBBg3T27FkVL15cjzzyiGJjY12xGQAAACgACN4AbksBAQH67rvv9Omnn6pMmTJq06aNzp8/r+eeey7H2Dlz5ig6OlphYWGSpAULFshut+uHH37Q8ePHVbp06VyXAwAAACSu8QZwG6tfv762bt2qhIQE3XnnnXrnnXcUFBTkNGbXrl165ZVXtGHDBnl6XviRuXDhQk2dOlV169aVJE2fPl0VK1ZUTEyMSpUqld+bAQAAgJscR7wB3PZGjx6t+vXrq1u3bk7tkZGRCgsL0+eff64aNWo42o8cOaLatWs7nnt5eenOO+9UZGRkvtUMAACAgoMj3gBua7/88ovmz5+vffv2ObUnJibq4Ycf1ogRI/Twww879ZUrV06//fabQkJCJEkZGRk6dOiQKlasmF9lAwAAoADhiDeA21Z2drYGDBigSZMmOd2fOysrS127dtV9992nIUOG5FjuhRde0NChQ7Vv3z6dP39egwcPVsuWLVWiRIn8LB8AAAAFBMEbwG0rNTVVHTt2zDEx2uDBg7VmzRrNnDlTnp6ejkebNm0kSR07dtSIESPUqVMnVatWTcYYzZo1yxWbAAAAgALAzRhjXF1EXkhISFBgYKDi4+MVEBDg6nL+kYqvrnR1CbedvyaFuroEAAAAAAXc9eZQrvEGkC/4gin/8QUTAADAzYFTzQEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsFCeBu/Y2Fh1795dRYsWVUhIiKZMmeLo+/PPP9W8eXPZbDbVqlVLq1atclp26dKluuOOO2Sz2dS6dWsdPnw4L0sDAAAAAMAl8jR49+jRQ1WrVlVUVJR27dqlTZs2ae7cuUpLS1OHDh301FNPKT4+XjNnzlTfvn21f/9+SdL+/fvVv39/ffrpp4qPj1fXrl3Vvn172e32vCwPAAAAAIB8l6fBe+PGjfq///s/+fn5qVSpUho8eLC+/fZbffPNN6pdu7YGDhwoLy8vtWjRQuPGjdM777wjSZo+fbpGjhypli1bysvLSwMGDFDDhg311Vdf5WV5AAAAAADkuzwN3qGhoRo5cqQSEhIUFRWlCRMmqFSpUtq0aZM6duzoNLZLly5at26dJF2zHwAAAACAgipPg/eMGTO0ZMkSBQYGKiQkRKdOndJrr72myMhIVa1a1Wls8eLFZbfblZaWppMnT6py5cpO/dWrV9exY8eu+FppaWlKSEhwegAAAAAAcLPJs+CdmZmpRx55RE8//bRiY2N1/PhxtW/fXqdPn1Zqaqp8fX1zLGOz2ZSamqrs7Gy5u7vn2nclEydOVGBgoONRvnz5vNoUAAAAAADyTJ4F7xUrVshms2ny5MmOWc3Hjx+vXr16ycvLK9eJ0uLi4uTr6yt3d3cZY5z6YmNjcw3rF40aNUrx8fGOR1RUVF5tCgAAAAAAeSbPgvfBgwfVokULpzY/Pz8FBQVJkiIiIpz6oqOjVbRoUXl5eals2bKKjIx06o+IiMhx+vmlvL29FRAQ4PQAAAAAAOBmk2fBu3Llyjpw4IBTm91u159//qnu3btrzZo1Tn2LFy9W27ZtJUnNmze/aj8AAAAAAAVVngXvRx55RLt379aMGTOUmJiokydPqkePHmratKkee+wx7dy5U+Hh4crIyNC2bdv09ttva8SIEZKkwYMH680339SOHTuUkZGhL774Qvv27dNTTz2VV+UBAAAAAOASeRa8fXx8tGLFCi1fvlylSpVS48aNVbJkSYWHh8vHx0ffffedZs2apcKFC6tPnz6aNWuWatWqJUmqU6eOpk2bpmeeeUYBAQGaN2+eVq1aJW9v77wqDwAAAAAAl/DMy5VVq1ZNa9euzbWvZs2a2rx58xWX7dSpkzp16pSX5QAAAAAA4HJ5eh9vAAAAAADgjOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUsDd7Hjx/X3LlzrXwJAAAAAABuapYG7yFDhigmJsbxfMuWLbrrrrtks9nUsGFD7dy502n8rFmzFBISIj8/P4WFhTktCwAAAABAQWRZ8F61apWOHj2qYcOGSZJiYmIUFhamcePGKSEhQaNHj1bHjh0VHR0tSVqzZo0mTJigFStW6OzZs6pdu7bCwsKsKg8AAAAAgHxhSfBOS0vT0KFDNXPmTHl6ekqSvvjiCz3xxBPq3LmzChUqpE6dOqlHjx766KOPJElTp07VlClTVLduXdlsNo0fP17Z2dn68ccfrSgRAAAAAIB8YUnwfvvtt3XfffepWbNmjrZNmzapY8eOTuO6dOmidevWyRijHTt2KDQ0NNd+AAAAAAAKqjwP3lFRUZo4caLWrl2rIkWKaPjw4crOzlZkZKSqVq3qNLZ69eo6duyYYmNjFRQUJB8fn1z7c5OWlqaEhASnBwAAAAAAN5s8D97jx49Xu3bt9Msvv2j37t3avHmzZsyYodTUVPn6+jqNtdlsSk1NzbXv0v7cTJw4UYGBgY5H+fLl83pTAAAAAAD41zzzeoXLli3TgQMHVKRIEUnS559/rq5du8pms8lutzuNjY2Nla+vb659l/bnZtSoUY6J2yQpISGB8A0AAAAAuOnk6RHvM2fOyM/PzxG6JalWrVo6ceKEQkJCFBER4TQ+IiJClStXVrFixXT+/HllZGTk2p8bb29vBQQEOD0AAAAAALjZ5GnwLlasmM6dO6dz58452v744w+FhISoefPmWrNmjdP4xYsXq23btnJzc1ODBg1yzGB+sR8AAAAAgIIqT4O3u7u7evbsqZ49e+r06dOKiIhQ3759NWTIEPXp00dz587V6tWrlZmZqRUrVmjBggV64YUXJEnDhg3T0KFDdeDAAdntdo0fP142m02tWrXKyxIBAAAAAMhXeX6N96RJk/TKK6+odu3a8vPz04svvqh+/fpJkhYtWqSBAwcqLCxMtWvX1tKlS1WyZElJUvv27XX8+HG1a9dOsbGxevDBB7VkyZK8Lg8AAAAAgHzlZowxri4iLyQkJCgwMFDx8fEF7nrviq+udHUJt52/JoVeexDyFPt5/mM/BwAAsNb15tA8v50YAAAAAAD4/wjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAA3CbeeecdnT17VpL066+/qlWrVipcuLDq1q2rtWvXOo398MMPVaFCBQUFBenJJ5/UmTNnXFEyAAC3BII3AAC3gX379mns2LGSpOTkZHXs2FFDhw5VbGys5s+frxEjRujgwYOSpEWLFmnmzJn63//+p7///luVKlVSz549XVg9AAAFm6erCwAAANZKT0/XM888o8zMTEnSn3/+qfLly6tTp06SpDp16qhjx45avXq1qlevLl9fXy1cuFDVqlWTJL3yyisqV66cq8oHAKDA44g3AAC3uNGjR6tOnTqO8FyrVi3FxMQoPDxcaWlp2rVrl+bMmaNSpUpJkkJDQ1WnTh1J0t9//62RI0fqwQcfdFn9AAAUdBzxBgDgFrZx40YtXrxYe/fuVb169SRJNptNc+bMUcuWLdWjRw9J0mOPPabHH3/cadlly5apU6dOstls2r59e77XDgDArYIj3gAA3KISEhLUs2dPzZ49W4GBgY72yMhIPfXUU5o9e7aSkpK0Y8cOlS5dWomJiU7Ld+zYUdHR0frPf/6jDh06KDY2Nr83AQCAWwLBGwCAW9SLL76oxx57TK1atXJqf++999SvXz91795dfn5+atSokZ555hn169cvxzpKlSqlESNGqEOHDpo3b14+VQ4AwK2FU80BALgFLVu2TPPnz5eHh4emTZsmSUpLS1O5cuWUlpamDRs2OI1v0KCB/ve//yk7O1u7du1S48aNnfrr1aunqKio/CofAIBbCke8AQC4BXXs2FEZGRmy2+2OR4UKFXTixAm98MILOnDggNP4X3/9VSVKlJC7u7u6d++uw4cPO/Xv2rVLNWvWzM9NAADglkHwBgDgNjNo0CC9+eabWrt2rex2u/bu3asePXpo0KBBkqSXXnpJffr00bFjx5ScnKyZM2dqx44deuKJJ1xcOQAABROnmgMAcJupUaOGZs2apZEjR+rgwYOqWLGiXnjhBQ0ePFiS9PzzzysxMVH333+/zpw5o1atWmnVqlXy9vZ2ceUAABRMbsYY4+oi8kJCQoICAwMVHx+vgIAAV5fzj1R8daWrS7jt/DUp1NUl3HbYz/Mf+3n+Yz/Pf+znAABXut4cyqnmAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhSwN3u+8847Onj0rSfrzzz/VvHlz2Ww21apVS6tWrXIau3TpUt1xxx2y2Wxq3bq1Dh8+bGVpAAAAAADkC8uC9759+zR27FhJUlpamjp06KCnnnpK8fHxmjlzpvr27av9+/dLkvbv36/+/fvr008/VXx8vLp27ar27dvLbrdbVR4AAAAAAPnCkuCdnp6uZ555RpmZmZKkb775RrVr19bAgQPl5eWlFi1aaNy4cXrnnXckSdOnT9fIkSPVsmVLeXl5acCAAWrYsKG++uorK8oDAAAAACDfWBK8R48erTp16qhcuXKSpE2bNqljx45OY7p06aJ169ZdVz8AAAAAAAVVngfvjRs3avHixZoxY4ajLTIyUlWrVnUaV7x4cdntdqWlpenkyZOqXLmyU3/16tV17NixvC4PAAAAAIB85ZmXK0tISFDPnj01e/ZsBQYGOtpTU1Pl6+ubY7zNZlNqaqqys7Pl7u6ea9+VpKWlKS0tzem1AQAAAAC42eTpEe8XX3xRjz32mFq1auXUbrPZcp0oLS4uTr6+vnJ3d5cxxqkvNjY217B+0cSJExUYGOh4lC9fPk+2AQAAAACAvJRnwXvZsmWaP3++pk2bJh8fH/n4+Oj48eMqV66cfv/9d0VERDiNj46OVtGiReXl5aWyZcsqMjLSqT8iIiLH6eeXGjVqlOLj4x2PqKiovNoUAAAAAADyTJ4F744dOyojI0N2u93xqFChgk6cOKG33npLa9ascRq/ePFitW3bVpLUvHnzq/bnxtvbWwEBAU4PAAAAAABuNpbdx/tSnTt31s6dOxUeHq6MjAxt27ZNb7/9tkaMGCFJGjx4sN58803t2LFDGRkZ+uKLL7Rv3z499dRT+VEeAAAAAACWyZfg7ePjo++++06zZs1S4cKF1adPH82aNUu1atWSJNWpU0fTpk3TM888o4CAAM2bN0+rVq2St7d3fpQHAAAAAIBl8nRW88v99ddfjr/XrFlTmzdvvuLYTp06qVOnTlaWAwAAAABAvsuXI94AAAAAANyuCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYKE+D97lz59SjRw+VKFFCFStW1KRJk5SdnS1J2rJli+666y7ZbDY1bNhQO3fudFp21qxZCgkJkZ+fn8LCwhQTE5OXpQEAAAAA4BJ5Gry7dOmismXL6ujRo/rhhx+0dOlSTZ8+XTExMQoLC9O4ceOUkJCg0aNHq2PHjoqOjpYkrVmzRhMmTNCKFSt09uxZ1a5dW2FhYXlZGgAAAAAALpFnwXvPnj06ffq03nrrLQUEBKhatWqaPXu2PvvsM33xxRd64okn1LlzZxUqVEidOnVSjx499NFHH0mSpk6dqilTpqhu3bqy2WwaP368srOz9eOPP+ZVeQAAAAAAuESeBe+srCwNGzZMbm5ujrby5csrJiZGmzZtUseOHZ3Gd+nSRevWrZMxRjt27FBoaGiu/QAAAAAAFGSeebWiBg0aqEGDBk5tK1asUIMGDXT8+HFVrVrVqa969eo6duyYYmNjFRQUJB8fnxz9X3311RVfLy0tTWlpaY7nCQkJebAVAAAAAADkLctmNY+Ojtbw4cM1btw4paamytfX16nfZrMpNTU1175L+69k4sSJCgwMdDzKly+f59sAAAAAAMC/ZUnwTktL02OPPaYXXnhBjRs3ls1mk91udxoTGxsrX1/fXPsu7b+SUaNGKT4+3vGIiorK8+0AAAAAAODfyrNTzS/Vp08flS9fXv/3f/8nSQoJCVFERIRCQkIcYyIiIlS5cmUVK1ZM58+fV0ZGhgoVKpSj/0q8vb3l7e1tRfkAAAAAAOSZPD/i/frrr+vYsWOaM2eOY6K15s2ba82aNU7jFi9erLZt28rNzU0NGjTIMYP5xX4AAAAAAAqyPD3iPX/+fH355Zfatm2b02Rpffr00d1336377rtP7dq105o1a7RgwQLt3r1bkjRs2DANHTpU3377rSpWrKh33nlHNptNrVq1ysvyAAAAAADId3kWvDdt2qTevXsrIyNDZcqUceo7evSoFi1apIEDByosLEy1a9fW0qVLVbJkSUlS+/btdfz4cbVr106xsbF68MEHtWTJkrwqDQAAAAAAl8mz4N2iRQun23tdrkKFCtq7d+8V+/v376/+/fvnVTkAAAAAANwULLudGAAAAAAAIHgDAAAAAGApgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAADgluHp6ZnjYbPZdOrUKf300085+jw8PHTXXXfJGOPq0gHcwjxdXQAAAACQVzIzM52eT5o0SSdOnFDp0qVVunTpHP3t27dX37595ebmlp9lArjNELwBAABwS0pJSdH06dO1bdu2XPt37dqlqKgoPfbYY/lcGYDbDaeaAwAA4Jb0ySefqEOHDipfvnyu/W+++aZGjx7N0W4AluOINwAAAG45aWlpev/997Vhw4Zc+/ft26cDBw7oiSeeyN/CANyWOOINAACAW87nn3+u+++/X5UqVcq1/80339SoUaPk4eGRz5UBuB1xxBsAAAC3lIyMDL377rtas2ZNrv1//vmndu/era+++iqfKwNwu+KINwAAAG4p4eHhatKkie64445c+ydMmKCRI0fK05NjUADyBz9tAAAAcMvIysrS5MmT9e233+baf/ToUW3evFmff/55PlcG4HbGEW8AAADcMv773/+qTp06qlWrVq79EydO1LBhw+Tl5ZXPlQG4nRG8AQAAcMv4448/NGbMmFz7srOzde7cOfXr1y+fqwJwu+NUcwAAAFy3iq+udHUJ19BMXy38W1r4d+7d1XrrztfX5W9J/9Jfk0JdXQKAf4kj3gAAAAAAWIjgDQAAAAAFSEREhNq3b6/ChQurevXqWrBggaPvwIED8vX1lZubm86ePevCKnEpgjcAAAAAFBDGGD366KNq3bq1zp49q6+//lqjRo3S9u3bJUl33nmnUlJSVKFCBRdXiksRvAEAAACggDh//rwGDRqkkSNHytvbW/Xq1VPHjh21efNmV5eGqyB4AwAAAEABUaRIEfXv31+SlJ6erh9++EFLlixR69atXVwZrobgDQAAAAAFUOPGjfXAAw+oVatWuvvuu11dDq6C4A0AAAAABdC2bdu0bds2HTx4UBMmTHB1ObgKgjcAAAAAFEA+Pj5q0qSJvv32W7333nuuLgdXQfAGAAAAgALir7/+0qlTp5zaypYtKw8PD6WmprqoKlwLwRsAAAAACogtW7bo5Zdfdmr766+/VLhwYdlsNhdVhWsheAMAAABAAdGpUyft3LlTc+fOVWpqqg4cOKAnn3xSY8eOdXVpuAqCNwAAAAAUEH5+flqxYoXmzZunEiVK6IEHHtDTTz+tnj17uro0XIWnqwsAAAAAgJtJxVdXurqEa7tnqIrfM1SS9N7f0nuX1/zkDDV4d0f+13WD/poU6uoSLMURbwAAAAAALETwBgAAAADAQgRvAAAAAAAsdFMF74SEBHXr1k3+/v4qU6aMJk+e7OqSAAAAAAD4V26qydWee+45+fj46OTJkzp//ry6dOmioKAg9e/f39WlAQAAAABwQ26a4H3y5EmtX79ex48fl4+PjwIDAxUeHq6HHnqI4A0AAAAAKLBumlPNt2zZonbt2snHx8fRVqNGDfn7++vw4cMurAwAAAAAgBt30wTvyMhIVa1aNUd79erVdezYMRdUBAAAAADAv3fTnGqempoqX1/fHO02m02pqak52tPS0pSWluZ4Hh8fL+nCBG0FTXZaiqtLuO0UxP2koGM/z3/s5/mP/Tz/sZ/nP/bz/Md+nv/Yz/NfQd3PL9ZtjLnquJsmeNtsNqWk5NzBY2Njcw3kEydO1H/+858c7eXLl7ekPtxaAt93dQWA9djPcTtgP8ftgP0ct4OCvp8nJiYqMDDwiv03TfAOCQnR6tWrc7RHRESocuXKOdpHjRqlYcOGOZ5nZ2crLi5OxYoVk5ubm6W14oKEhASVL19eUVFRCggIcHU5gCXYz3E7YD/H7YD9HLcD9vP8Z4xRYmKiypQpc9VxN03wbtasmV5++WVlZmbK0/NCWb/99pvS0tJyvfbb29tb3t7eTm1BQUH5USouExAQwD9s3PLYz3E7YD/H7YD9HLcD9vP8dbUj3RfdNJOrlS1bVvfee69eeuklJSUlKSoqSv369dOYMWNcXRoAAAAAADfspgnekvTJJ58oLi5OwcHBatSokTp37qw+ffq4uiwAAAAAAG7YTXOquXThEP38+fNdXQauk7e3t1577bUcp/wDtxL2c9wO2M9xO2A/x+2A/fzm5WauNe85AAAAAAC4YTfVqeYAAAAAANxqCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeuGHJycmqW7euMjMzHW0bNmzQ6NGjndqAgiwpKUkBAQFO+/SqVavUrVs3paenu7Ay4J+Jj4/XkCFDrtjv5+enM2fOOJ4nJyfnR1kAANwWuJ0YblhmZqZ8fHyUmpqqr776Sj169NCGDRvUpk0bxcfHy9/f39UlAv9aVlaWvL29lZycrLfffltjx47Vpk2b1KpVK/ZzFCgJCQmqVauWoqKi9OmnnyolJUVubm6y2Wzq16+fihcvrsjISPn6+iomJkb169fX1q1bVaFCBVeXDuSJzMxMPffcc/rggw9UuHBh7d+/X+7u7qpVq5arSwP+tVWrVsnX11fu7jmPq7q5uSk4OFjVqlVzQWW4iOCNa0pOTtYDDzwgb29vSZIxRoGBgVq6dKn8/f0VFxen4OBgxcXFae/evbrnnnuUkJAgPz8/F1cOXL+kpCRVr17daT8vVqyYfv75ZxUuXNixn8fGxurXX39V/fr12c9RoKSlpal27do6fPiw7rzzTrVo0UKStH79eh05ckQVKlTQ8ePHJUkzZszQ559/rt27d7uyZOAfS0tL08cffyybzSYPDw+lpKQoLCxMbdq00e7duxUUFKTz58/L399fTz/9tLZu3arDhw+rUKFCri4duCGRkZEKCQlR6dKl1bBhQxlj9NNPP6lly5b65ZdfVLt2bXl5eWnTpk3av3+/QkJCXF3ybYtTzXFN3t7eioqKUp8+fXTkyBH17dtXhw4dkiT5+PjIy8tLnp6ejueS5OXl5bJ6gRths9nk4+OjL7/8Um5ubpo3b55SUlIkXfg3UKhQIcd+fnH/vhjSgYLA09PTaR/+9NNP9emnn8rDw8PR9uijjyomJkZLlizRyy+/7MpygRtijNGwYcM0f/58zZ07V8OGDVNaWpqOHTsmHx8feXt7y9vbW999952WLFmizz77jNCNAq1p06aaN2+efH19tXz5cn333XcqV66cvvvuOzVu3Fhz5szRihUr1KtXL8fvNXANT1cXgJufp6engoKC1K1bN02ePFndunXTxIkTHX2SHP9pZWRkqFChQvwnhgLHw8NDfn5+atasmePPi6drXR6409PT5ePj42gHCgIPDw/FxMTohRdeUHR0tF544QVJctrPW7durRYtWujcuXN67LHHXFkucEO8vb3l4eGhjRs3SpJ8fX2dvjx1d3fX7NmzNWbMGH311Vdq27atiysG/h2bzaZly5bp+PHjeuONNyRJZ8+e1RtvvKGDBw/qvffeU0BAgHx9fXXnnXe6uNrbG7814oZc/EUtLS1Nb7zxhpKSkvTGG2/o5MmTCg4OdnF1QN64uJ+npqaqd+/eOnfunHr37q0zZ86odOnSLq4O+OdsNpuaNWumVatWqVmzZjLGaP369ZIuXAM4dOhQJSYmatWqVZzRgQLJzc1Nbm5uTm0eHh5yd3fXmDFjlJGRoS1btmjnzp2qWLGia4oE8sDPP/+s7777Tt7e3lq0aJEqVKjgOIPJzc1NHh4ejj/d3d2Vlpbm4orBqea4IRenBsjOztbhw4f16KOP6vDhw9q7d6/q1avn4uqAvHFxP3d3d1fZsmX10ksvqWzZskpPT1eDBg1cXB3wzwUGBqpbt24qUqSIunXrpu7du0uShg4dqoSEBEnS33//rX379mnPnj2uLBW4YZdPX5SdnS1jjI4ePaqsrCwtW7ZM8+bNyzEOKEgyMjL0/fff6/jx4zpx4oTc3NzUu3dv9ezZU4GBgerVq5cqVKigQYMGacyYMZoyZYqrS77tccQbN+Tif1Y2m01ffvmlo71Dhw6OX+SAgu7ifu7l5aXx48c72po1a6Zhw4a5sjTghvz1119q1KiRDh8+rEaNGjnaS5YsqXPnzmn16tX66aef1K9fPy1evFh33323C6sF/rns7OwcR7wzMzOVlZWl//73v1q+fLk2bNigZ599VocPH9bcuXNdVCnw7zRt2lTbtm3T1KlT1b59e3l6eqpJkyaOs/WaNm2quLg4Va9eXW3atNEbb7zBz3QX44g3rikrK0vp6ek6dOiQ48+L9zTOzMzU/v379eeff2rSpEmy2+16/PHHXVwx8M9lZWUpKSlJ33//vePPi/t5VlaWtm7dqrVr12rgwIGqVKmSHnzwQRdXDPxzwcHB+vLLLxUSEqJ58+YpPDxcxhj93//9n8qUKaMxY8bIx8dHHTt21JYtW1xdLvCP2e12ZWZmOp1em5iYqIyMDKWnpysjI0N33nmnNmzYoPXr12vWrFmuLhm4YWfOnNGBAwf00Ucf6ciRIzp+/LgiIiIUERGh48ePKzExUX/++acaNWqk1q1ba9euXa4u+bbGEW9ck91u16FDh1SjRg0ZY3TnnXeqXLlyki5c471nzx71799f/v7+2r59u4urBW5Mamqq7Ha7+vfvL0nq37+/ihYtKunCv4GLk1FlZWVpzZo1riwVuCHZ2dny9PRU9erVHdf+ubm5KTs7W9KFL1I3bdqkH374QWXKlNGvv/7q4oqBf87b21v79+937ONZWVkqV66cpk2bpvT0dGVmZio5OVk2m00zZsxQr1691K1bN24NiQLJ3d1dy5cv1yeffCJJaty4sWJiYpzu5Z2Wlqb27dtr8eLFzGvgYtzHG9fl4mzlF6Wnp8vT01M+Pj5KT09XbGyspk6dqo8//lhjxozRSy+95MJqgbyTlZUlHx8fZWRkKCsrS7Nnz9arr76qbt266e2332YCKhQYdrtdNWrUUEREhO677z7FxMQoIyNDpUqV0rZt21SuXDn99ddf8vT01NmzZ1WyZEnFxsaqSJEiri4d+McWLlyosLCwHLc3jYmJ0ebNmzVkyBCtXr1av//+u5588kkXVQn8O0lJSQoJCdGcOXN0//3364EHHlDLli01ePBgSRcuj2vUqJH++OMPBQUFubZYELxx41JSUuTv76+MjAzHLIrbtm1T7969tXnzZhUrVszFFQL/XlJSkgICAhxfNknS0aNH1adPH61cuZKjJCgw4uLiVKVKFZ07dy7X/sDAQEVFRSkgIECJiYkKDw/Xc889x+0hUaBERkbqscce0969e7V48WKlpKRo4sSJ8vHxcYwxxujQoUPy9PTU119/rTZt2riwYuDGJSQkqEyZMmrevLl+/fVXJSYmqm7duk4TwM6ePVu9evWSJH344YeuKhXiVHNcp6ysLJ08eVLly5d3TFri4+Oj/fv3O53O0rRpU/3yyy/y9fV1ValAnvL391diYqLTPburVKmi9evX55jAB7iZFS1a9IqhW5IWLFggm80mSSpcuLAGDhyYX6UBeSY4OFgNGjTQggULVKVKFX311VdKSUnR8OHDncZlZWVpx44djkstgIIoOTlZ3t7eWrNmjbKysvTjjz9q+vTpmj59ukJDQ9WpUye9//77SkpKUmxsrKvLve1xxBvXJSoqShUrVlR0dLRKlCjh1Ne3b1/VqVNHQ4YMcVF1AAAAOa1du1YrVqzQtGnTXF0KkOfsdrt2796te++916l9/fr1mjdvnqZNm8bBsJsIwRvXJS4uTsWLF1diYqLTqbUDBgzQ7Nmz9fHHH6t3794urBAAcD3OnDmje+65R7/++usVr9+OiopSnz599P333+dzdQAA3Jq4nRiui7e3t9zc3JwmKXnxxRe1ePFi/e9//yN0A0ABkJiYKJvNphMnTshmsykqKkpnz57VmTNnFBkZqTNnzmjChAny8PDQzz//7OpygRuWmpqqb775RpIUEhKiqKgoF1cEuMbp06dVv359HTx40NWl3PYI3rguFyfXuXid6zfffKPZs2dr1apVatGihStLAwBch7lz5+rll1+Wj4+P3Nzc5OPjozvuuEOlSpVScHCwKlWqpGXLlmnixIkKCAhwmowKKGgyMjI0aNAgSZKXl5eKFy+uLVu26MEHH1SHDh3UoUMHtWvXTg8//LCLKwVu3N69exUQEKC///5bkhQfH6+RI0fq7NmzjjE2m0179+5lXpqbAMEb18XDw0PGGM2fP1+S1LFjR/3vf/9To0aNXFwZAOB6HDp0yHEv74uTYlasWFFZWVlq1KiRvvjiC/n5+alYsWLy9vZ2mlAQKCiysrJUq1YtPfroozp37pxat26tU6dOydvbWzabTefOndOdd96p1q1ba8+ePfq///s/V5cM3DBfX18lJSU5LgP18vLSlClTlJKS4hhz8UvUy2+th/zH/6r4R4YMGaL33ntPtWvXliTNmDHDqT8zM1Pnz5/XqlWrXFEeAOAK6tatq5UrV0r6/7+AXXof+ouXExUuXFienp4EbxRIGRkZGjNmjPz8/PTCCy/olVdeUZ8+feTu7i6bzaZixYrpzjvvVJUqVeTl5ZVjUiqgILl4BtPFO1LYbDYZY5x+fl/8+8Vb/8J1OOKN6+bm5qaDBw+qUaNGmj9/vrZv366MjAynR3p6utLT011dKgDgMpUrV1ZERIQ2btwoSdq4caNSUlK0ceNGJSQk6MCBAzp8+LDsdrs2bdrkdKtIoKDw8fFR69atFRoaKl9fXz344IOOWZ051Ra3mouXgl78U7qwn1+6r1/8Oz/TXY+vs3FdLk5+X7x4cc2cOVPNmzfXwIED1bdvX7Vp08bF1QEArqVUqVLas2ePhg8frvT0dA0fPlwnT57U8OHDFRkZqQULFsjT01OnTp3S8OHD+SUNBVJGRoZKly4tT09PZWVlqVChQsrOzlZGRobsdrtSU1MVGxsrf39/ZWVlKSoqSuXLl3d12cANcXd3lzHG6XdxY4y6dOmS44wmuB7BG9clMzNT0oVrpzw8PNS9e3cFBAQoLCxMP/zwgxo3buziCgEAV1O0aFGFhIRo165d8vf3165du3TXXXdp165datq0qZ5//nkVKVJEo0eP1q5du1SlShVXlwz8Y+7u7oqKinLMXXD06FFVq1ZNSUlJio2N1cmTJxUeHi5JKlKkiJo1a6bIyEgXVw38O5f+Hn757+TGGP3000+E75sAwRvXJSMjQ9KFAH7xGpFHH31UgwYN0uOPP37V+8ECAFzPZrPp/Pnzki58iXrpnxdlZ2crJSVFxhhlZ2fnd4nAv+bh4aGyZcsqNTVVs2bNkp+fn/r27esI4u+++67at2+vLVu2qHXr1q4uF/hXjDFyc3PTxIkTrzru7bffdpy9CtfhPDJcF7vdLklKS0tzah8/frxsNpt69OjhirIAANfJw8NDqampMsY4vkyNi4vTuHHjdOLECX3zzTdKTU3VuXPnlJaW5jjTCSiIjDHq1auXTp48qeTkZBUvXlxZWVkaOnSovL29NWHCBC1atMjVZQL/yqVnpErStm3bFBkZmePh5uZG8L4JcMQb1yU9PV01a9Z0/LJ2kYeHh8aNG6fVq1crOzubawIB4CaVkZGh7Oxs2e12GWOUlZWlnj17ys3NTb1795bdbndcG5uUlJTji1agIMjOzlbr1q01cuRIR9vmzZsVHh6urKws2e12hYeH65577lGfPn1Us2ZN1apVy4UVAzfu4s/ptLQ0paWlqVmzZk4h++Lf3dzccpzhhPxH8MZ1KVu2rPbv359r39NPP62uXbsSugHgJmaM0eLFi5WcnCxjjJKTk/XWW2/lGBcTE6Pjx48rOTnZBVUC/05SUpLuvvtude3aVR4eHkpOTlZUVJS+/fZbGWOUlJSkb7/9VpJUunRpffLJJ/rwww9dXDVwY5KSkhz7ddGiRXXkyBGnSdWkC1+6VqlShbOYbgJuhvMOAAC4LWRlZengwYPavHmzevTokeMXtIuSk5O1ZcsWPfDAA/lcIZA3Tpw4oT59+ig+Pl79+/dXr169dOrUKTVs2FAnTpyQdOFsvov3tAcKouTkZP3222+qX7++0y3FLhUbG6sSJUpo3759ql27dj5XiEsRvAEAuE1ERUWpYsWKio6OVokSJZz6+vbtqzp16mjIkCEuqg7Iex988IH69Okjf39/2e12HTx4UPXq1XN1WUC+ycjI0KFDh1S1atUrftmK/MG5wQAA3Cb8/PxkjJGvr69T+4ABA/Tll1+qcOHCLqoMsMaQIUPk7+8vSfLx8SF047ZTqFAh1apVi9B9EyB4AwBwm/D29pabm5vT6bUvvviiFi9erP/973/q3bu3C6sD8k5WVpaOHTsmSUpISFBAQICio6Odxpw4cUJRUVGuKA/IM0WLFs3R1qVLF23cuNEF1eBqCN4AANwmLl4D6Ol5YW7Vb775RrNnz9aqVavUokULV5YG5KmEhARVq1ZNmZmZ8vX1VVJSktMZHZ999plq166t119/3XVFAnkgKChIxhhFRkZKklJTU7Vq1aocdyKC63GNNwAAt4msrCwVKlRI4eHh6t69u7KysvTzzz+rcePGri4NyFMZGRny9/d33G7J09NTdrtdSUlJ6t27t1atWqWqVavql19+4RRcFFiJiYmqVq2avLy8VKtWLa1evVqzZ8/WhAkTtHPnTvXs2VMeHh4yxigoKEizZ892dcm3NW4nBgDAbWbIkCF67733HDPczpgxw6k/MzNT58+f16pVq1xRHvCvpKSkyNfX1+mSCnd3d3l6eioqKkqZmZnatm2bHn74YUI3CqyYmBg1a9ZMkrRmzRrVrFlT586d07hx4zRw4EC5ublp8+bNeu+99zRq1Ch99NFHLq4YnGoOAMBtxM3NTQcPHlSjRo00f/58bd++XRkZGU6P9PR0paenu7pU4B8zxqhSpUpq1KiR7Ha7GjVqpEaNGikrK0vr16+Xj4+Pli9frrvvvluxsbFKTU11dcnADfHz89Pw4cPl5eWlBQsWKDExUV26dFHPnj319ddfKzY2Vn5+furRo4cCAwPVqVMnV5d82+OINwAAt4mLV5cVL15cM2fOVPPmzTVw4ED17dtXbdq0cXF1wL+XkZGhV199VYULF9bAgQM1cOBAGWPUp08fvf/++9q6davmzJmj0NBQBQcH68iRI6pTp46rywb+MX9/fz3//POqU6eOZsyYoUqVKmn06NF66aWXtGLFCs7muAkRvAEAuE1kZmZKunCtt4eHh7p3766AgACFhYXphx9+4FpvFHheXl566aWXlJmZqYEDB6pHjx6O4P31119r8eLFGjx4sNasWaOiRYvq4MGDBG8UaL169dKKFSt08OBBbd++XcYYubm5yc3NzdWl4TKcag4AwG3i4iy3FwO4JD366KMaNGiQHn/8cZ07d85VpQF5Kj4+XhkZGUpLS3Ps9xkZGerWrZv++OMPeXp6au/evdq+fbuLKwX+HR8fH0VHR+udd95RQkKCRo0aJUlcLnQTIngDAHCbsNvtkuSY6fmi8ePHy2azqUePHq4oC8hzNptNx48fl7e3t1JTU1WmTBmlpKRIuhBUpk6dqvnz5+v55593caXAjfv+++8lSc8//7wOHDigRYsWafHixWrYsKH8/PyUmpqq5cuXKykpSd99952LqwW3EwMA4DZx8uRJtW/fXhs2bFCxYsWc+ubPn6/Vq1crPDxc7u58L4+C7dlnn1VsbKxWrlypTZs2qXr16vLz89P777+vxx9/XHfccYerSwT+lZSUFJUqVUp2u11nzpxRUFCQJGnlypUaMGCAtm7dqqeeekqFChVSVlaWUlJS9PPPP7u26NscwRsAAMgYo8zMTBUqVMjVpQD/yrJly9SvXz/t2LFDlSpVUr169dS3b181btxY48aN04YNG1S5cmU9/PDDatOmjR588EFXlwzckFOnTmn48OHavn27li1b5pivoF27dmrQoIEmTpzo4gpxKYI3AAAAbhmZmZk6cOCAateurX379umRRx7RsWPH5OHhIUmKjY3VF198oenTp6t379567bXXXFwx8O98/PHH+vLLL7V161ZJF+7r/eyzz+rUqVOO/R6uR/AGAADALevIkSOqWrVqjvaMjAx5eHhwaQVuCXFxcSpatKjj+S+//KJ77rnHhRXhcgRvAAAA3BKysrL0/vvvX9clE+7u7qpbt67uu+++fKgMyHtJSUlav369ChcufNUvkDIyMpSRkaH27dvnY3W4HMEbAAAAtwxPT081atRI3t7eVx0XHR2tkydP6ty5c5yOiwIpOjpaZcqUyTFZ5uXi4uJ0xx136M8//8ynypAbgjcAAABuGb6+vjpy5IjKlClz1XEHDx5UjRo1dODAAWY5R4EUHx+vIkWKKCkpSb6+vrmOsdvt8vX1VXZ2dj5Xh8t5uroAAAAAIK9cevQ6LS1NH3/8sdzc3OTm5qaLx5sGDhyookWLatu2bYRuFFienp5yc3OTdOG08//+97+OMz3sdrueffZZx74P1+OINwAAAG4Zfn5+Onz4sMqUKaO0tDTZbDZ1795dHh4eMsboyy+/VFpamjw9Of6Egu3i0eykpCRlZWUpKChI/fv3lzFGX3zxheLj4+Xm5iZfX19lZWW5utzbHsEbAAAAtwwvLy/t379f1atXlzFGHh4ejlNxMzMz5eXlxWm3uCVc/GIpKSlJPj4+8vb2VkZGhiSpcOHCSkxMVFpaGsH7JsH9EwAAAHBLyMzMVKlSpZSamipJjtNsL55qy2m3uFW5u7s77duXXlqBmwPn2AAAAOCW4OnpqaioKMcR7fT0dBljNHLkSBUqVMjRnpmZyanmKPAuDdZ2u11ZWVl6+umnZYxRWlqaUlNTmbH/JsJPHAAAANwSkpKS9J///Efr1q3Trl27lJWVpbFjx8rb21vu7u7Kzs7WmDFjONUct4SsrCzHUW5jjKZPn+6Y3fz++++/6r29kf+4xhsAAAC3hP79++unn37SiBEj1K1bN/n4+Li6JMAy8fHxKlq0qP744w/ZbLZcx6SlpenOO+/UX3/9pfLly+dzhbgUwRsAAAC3hHPnzqlw4cLy9PTUzp079dBDD8nPz++qy0RGRuZTdUDe+vvvv1WuXLnrup7bzc2NCdZcjFPNAQAAcEsoUqSI4+8VK1ZUeHj4Fa/lTktL07lz5/KrNCDPlSxZUmfPnpW/v/9Vr+VOT09XXFxcPlaG3HDEGwAAAAAAC3HFPQAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAgh127dmn16tWWrf+9997TyZMnLVu/K0yZMkXJycl5sq45c+bot99+y5N1AXA9gjeAfDNv3jzde++9Kly4sIoVK6Z27dpZ+kvdjeratatmz57t1HYz137ixAl16tRJQUFBuuOOO3LUfrmqVavK09PT6eHm5qbdu3dLujATsKenp4oUKaI2bdro119/ver65syZo0GDBv3r7ejZs6cWL178r9dzLX/99Zdq1659xf5GjRpp/fr1ebKuvFSxYkWdPXvW0teYNm2aGjZseN3jr3f7Z82aperVq6tIkSLq3Lmz/v77b0dfbGysunfvrqJFiyokJERTpkxxWvbPP/9U8+bNZbPZVKtWLa1ateq668uvfepG/g18++23CgoK0gMPPCBJ8vf3t6K0XN+D1157TR4eHnr44YevuFx2drYGDBigxMTEf/w6WVlZuu+++1SkSBGtXbs21/HHjh3T5MmTVapUqevckvzz999/KzQ0VL6+vqpcubLmzJlzXcstXbpU4eHh8vb2drQdOXJEHTp0UGBgoKpXr6758+c7LbNhwwY1aNBA/v7+atq0qX7++WenOj7++OM82SYArkfwBpAv+vTpo3feeUdjx47V6dOndeLECQ0dOlQjRozQqFGjXF2eQ0pKin744Qd16tTJ0XYz156enq527dqpXbt2OnnypBYsWKCJEydq+fLlV1zmyJEjyszMdDzmzZun0NBQ1a9f3zEmOjpaMTExGjhwoMLCwpSWlpYfm+Nyf/31lyIjI3Xfffe5uhSXKFmypKpVq5an6wwPD9cnn3yi5cuXKzIyUnXr1lXHjh2VnZ0tSerRo4eqVq2qqKgo7dq1S5s2bdLcuXMlXbjdU4cOHfTUU08pPj5eM2fOVN++fbV///48rdEVZs+erblz5+qrr77K99f+z3/+o3Xr1l11zMyZM1WiRAl17dr1H6//119/VXJysqKjo9WkSZNcx6xcuVJhYWFXvNWXKz322GOqV6+eYmNjtWzZMo0fP15r1qy56jKpqakaNmyYZs6c6dim5ORktW/fXp07d1Z0dLQWLFjg9N5HRkaqR48emjp1qs6dO6cpU6bo2WefVWxsrCSpS5cuWrFihbUbCyDfELwBWO7jjz/Wvn37tHXrVj300EOy2Wyy2WwKDQ3V9u3btXbtWi1cuNDVZUqSVq1apSZNmjjuBXuz175y5UpVqVJFAwcOlJ+fn+rXr68PPvhAn3322XUtb4zRW2+9pbFjx+bo8/LyUufOnVW2bFkdPHgwr0u/KS1evFhhYWFXvR/qreyJJ57I8yA4ZcoUffLJJ6pevboKFy6s119/Xe7u7tq7d68kaePGjfq///s/+fn5qVSpUho8eLC+/fZbSdI333yj2rVra+DAgfLy8lKLFi00btw4vfPOO3laoyskJCSobNmyKl68uKtLyeHs2bN66623NGPGjBtaPiEhQaVLl5a3t7cCAwNzHbN161a1atXqX1RpjW3btik5OVlvvfWWbDab6tSpoxkzZmjChAlXXW7ChAlq27atmjZt6mjbvHmzateurb59+8pms+nuu+/W5MmTHUfQd+7cqfvuu08tWrRQoUKFdO+99+qee+7Rpk2bJEl33HGH0tPTderUKcu2F0D+IXgDsJQxRhMmTNCsWbPk5+eXo9/f31+ffvqp45ea1q1bO37puOiNN97Q+fPnndo6dOjgOAIRHR2tbt26KSgoSIULF9YjjzziFBRff/11vfvuu5o1a5YqV66sgIAA9e7dW3a7PUc9ixYt0uOPP15garfZbOrfv7/T+suXL6+YmJgc9eZm6dKlKl26tBo3bnzFMfHx8dcdRC+ecrt06VLVrFlT/v7+6tSpk+MIzsVtKlKkiKpXr64NGzZIkoKDgxUeHq4nnnhCd911l6QL7+9HH30kPz8/7dixw/FeXO7yU3QTEhI0ZMgQlS1bVjabTXXr1tWsWbNkjNFHH32kqlWr6vfff5enp6e++eYbp2Uv/fwvOnXqlHr16qUSJUrI19dXjRs31pIlS5zG/PHHH2rVqpV8fX3VoEEDx2n7F+3atUutWrWSzWZTqVKl9PzzzyshIcFpjDFGH3zwgWrUqCEfHx9VqFBBr776aq7Xix48eFCVKlVyHBlu1aqVNm/erJdfflmlSpWSn5+fOnTooD///NNpudTUVA0fPlzBwcGy2Wy67777tH37dkf/4sWL1bNnT0nX/iyv9V5e1KJFC91zzz1ObZfuo6GhoRo5cqQSEhIUFRWlCRMmOE4/3rRpkzp27Oi0bJcuXa55tFbKfZ+SpH379unBBx+Ur6+vihcvrv79+ys+Pt7RX7FiRX322WcKDAzU119/7WjfuXOnHnzwQRUuXFiBgYF65JFHclyGcbX9/lIdO3bUTz/9pCZNmqhNmza5jrn4ZYW3t7dq1KiR6+nOCxcuVO3ateXj46NatWpp4cKFevnllx1jr/QeXMsrr7yi559/XlWqVLnuZS765Zdf1KZNG61atUqenp766aefch3366+/qkGDBk5t69atU6NGjeTj46MqVapo+vTpmj59ul5//XWncdfzWVxtTFpamkJCQrR06dIcdW3atEmPPvqo3NzcHG3t2rXTb7/9luv/GdKFs4jmzp2ryZMnO7VnZWXlOv7cuXOSpGbNmmnTpk1avXq10tPT9f3332v58uVOp983aNDA8SUVgALOAICFDh48aCpVqnTNcRUrVjSnT582X331lenZs6ejPT093ZQsWdJ8+OGHjrbIyEhTuXJlk5WVZRISEkzNmjXN9OnTTXx8vImPjzefffaZKVeunDl+/LgxxpjXXnvN1KlTxzz99NPmzJkzJjo62oSGhpqRI0c61ZCSkmKCgoJMbGxsgav9UhMnTjQvvPDCNes2xpj69eubjRs3OrVVqFDBnDlzxpw5c8b85z//Mffcc89V1zF79mwzcOBAx99r1apl2rVrZ6KiokxcXJzp16+f6dq1qzHGmD///NPUq1fPnDt3zmzYsMHMnj3bsZ4ePXqYRYsWOZ57eHiYTp06mfj4eMd78c477+R4fT8/P8ffU1NTTf369c1zzz1njhw5YtLT082ePXtMq1atzJtvvmmMMSYiIsLUqlUrx3qOHz9uSpYsaTIzMx1tp0+fNpUrVzajR482UVFRJj093WzcuNHUrVvXzJs3z0RERJjg4GBzzz33mK1bt5qUlBTz+eefm/Lly5v09HRjjDF79uwxlStXNmvXrjV2u92cPHnSDBs2zDRp0sTptZ5//nnTokULs3PnTpOWlmaOHz9uBg4caNq2bev0uezZs8eUK1fOfPPNN45lW7ZsaWrVqmVee+01c+rUKRMbG2s++OADExwcbA4fPmyMMSYrK8u0a9fOdOnSxRw5csQkJCSY8PBwU7JkSbNt2zZjjDGLFi0yPXr0uK7P8mrv5dUkJiaaUqVKmb///tsYY0xsbKwpV66ckWQkmRo1apiTJ08aY4wJDQ0169evz7GOokWLGrvdfs3Xunyf+v33302pUqXMxx9/bM6fP2+OHz9uevfubRo1amTS0tKMMRfe5+bNm5uzZ8+arKwsY4wxGzduNKVLlzZz5swxcXFxJikpycyfP9+ULVvWHD582PFetW3b1hw/ftzExcWZAQMGOL1Xl2vZsqXZtWuX4/ml+/H48eNN3bp1zbZt20xKSor56aefTPXq1c3UqVMdYz777DNTqVIl8/3335uUlBSzb98+c//995s777zzqv+uLlq/fr0JDQ3N0b5z507j5uZmypcvb4oXL27efvvta77Pl7/OldZ9qYCAAJORkeF4vmbNGlOqVCmzaNEik5iYaI4cOWK6dOliatSoYV577TXHuGt9FtczJjMz07Rp0ybHzz5jjBk4cKDT+3dR/fr1zYEDB3LdltDQUFO0aFETFBRkmjdvbo4ePWqMMSY+Pt6UKVPGfPHFFyYlJcXs3r3bVKtWzUyePNmx7MKFCx37viQzZMgQp3W/9NJLZsaMGVd9LwEUDARvAJbasmWLuffee6857t577zX79u0zdrvdhISEmMTERGOMMQsWLDCtWrUyderUcYx9/fXXHSHq7bffzjWEfvDBB+bFF180xlwIbDVr1jTZ2dmO/t9//93UrFnTaZklS5aYBx54oEDWfmlfyZIlTURExDXrXrlypWnZsmWO9goVKphChQo5fhF87bXXnALi5S4P3sWKFTNJSUmO/vj4eBMUFGSys7PNoUOHTIMGDRyh9FKXBwRJZufOnY7n1xO833//ffPUU0/lGJOammrOnTtnjLlyWJwyZYp57rnnnNqGDh1qRo0alWPsuXPnTGpqqomIiDCSzPbt2536mzRp4qi9Q4cOZtWqVTnWERYW5gjPe/fuNVWrVjXJyck5xp06dcoYc+FzWb58uSlbtqz54YcfnMa0bNnSDB48OMey7777rnniiSeMMRf278aNGzvC5EULFy40TZs2NcbkDN5X+yyNubHg3aNHD8f+kpGRYe69914zcuRIExsba44fP25eeukls2fPHmOMMa1btzY7duzIsY6yZcs6Ps9rvdal+9Qjjzxipk+fnmPcQw89ZD755BNjzIX3+euvv3bqv+uuu8zatWtzLHfxs8ntvUpMTDRFihRx+rd7qSsF71OnTpkSJUo4vny46NixY6Z48eLm3Llzxm63m5IlS5r9+/c7jUlMTDTly5f/V8G7Xbt2pn///ubcuXOO/XL58uW5bsOl/knwjo+PN6VLl3Zqq1mzplmzZo1TW2ZmpmnQoIFT8L7WZ3G9Y66kd+/eZuHChTnamzVr5tgvL7VlyxZTsmRJs3HjRpOYmGhef/11c8899zg+919++cU0bdrUBAUFmSJFipgSJUo49t2ff/7ZlC9f3qxcudKkpKSY77//3gwfPtzpS6V3333XjB079pp1A7j5cao5AEsVLVo0x2nPxhiNHTtW27Ztc7SdOnVKJUuWlLe3t8LCwhzXTX/yySeaOHGigoODtWXLFmVnZ+vLL79U7969JUk//fSTpk6dKh8fH6fHyJEjtWfPHsf6O3Xq5HTqYNWqVRUdHe1U1+WnGRek2qULpy926tRJU6ZMUcWKFXP7OJy8+eabuV7bLV2YTTczM1P79+/Xtm3bNGDAgGuu76IHH3zQ6dT8gIAA2Ww2JSUlqVq1anrwwQfVuHFjbd269Zrrqlev3lX7L07QddG6devUvXv3HON8fHwUFBR01XXldpr5ldYXFBQkHx8fSVKZMmVynKpfuXJlx2e0ceNGhYWF5ficV65c6Tglfd26dQoLC5Ovr2+O1woODnb8vVu3blq0aJHatm2bY9yTTz6Zo61bt26OU33Xr1+vbt26yd3d+b/+xx57TPv27cv1NNqrfZY3Yvr06dqzZ4/efvttSdKKFStks9k0efJkx6zm48ePV69evZSWliabzZZrXXFxcbm+V9eyYcMGPfPMMznan3nmGcdlD5KcTsuOi4vTyZMnHbOPX+rSz+by98rf3/+G3qstW7aoRYsWKlOmjFN7pUqVVL9+fe3cuVP79+9XSEhIjhnl/f39FRoa+o9e71JxcXH6448/NG3aNAUFBalevXqaOnVqns+snZyc7HSJyNmzZ3X69Gk9+OCDTuM8PDzUpUsXp/qu9Vlc7+d1JVfa52JjY3Pd5xYuXKjXXntNLVq0kL+/v1577TVJFy4vkaT69etr69atOn78uHx8fDR16lTHz6Lx48drwoQJ6tChg2w2m9q1a6dGjRpp9OjRjvX7+/srJSXlmnUDuPkRvAFYqnr16rLb7U7X37m5ualNmzZ68skndfbsWe3du1f+/v6O69r69u2r2bNn69ChQzp//ryaNGmi/v3765NPPtEPP/ygunXrqnTp0o71LV++XHa7Pcdj48aNjjGXT/Dj5eXlNFO33W7XmjVrFBYWVuBql6SMjAx17txZYWFhjqCYnJzsdMuwJ554wjH+4jWyV7q+VLrwS2/t2rX1zTff6Msvv1RSUpKeeOIJp3Xmdv1xbpMpXVrzm2++qY8++kjPP/+8wsPDr/j6Pj4+8vLycjz39vZWRkaG05jLr5POyspSZmbmFdd5JVFRUTp69GiOyZ6uZ325bW+hQoWcPqO4uLgcn3FaWprGjx//j+quVKnSFWesN8Zcddns7OxcZ5B2c3OTm5tbrstf67O8XJMmTRz7xuUhZ/Xq1Zo4caKWLVvmCDAHDx5UixYtnMb5+fkpKChIv/32m0JCQhQREeHUHx0draJFizrtG/9EbvMVeHh4OH2JExAQ4Ph7VlbWFa/VvdT17AfX40qf06V1Xunz+reOHj2qO+64Q4UKFXK01a1bV8ePH8/T18nMzHT6HC79YvFqruezuN7P60py2+cyMjIUHR2tChUq5Bh/5MiRHF+A5PaejR49WvXr11e3bt0cbbnt/40bN3a6BZuHh8cN/UwDcPMheAOwlJubm8aMGaM+ffo43Q+2VatWeu6559StWzcNGDDAafKc2rVrKzs7W8OHD9dzzz0n6cJkRJs3b9a7777raJOk5s2b67vvvsvxurNnz9b//vc/x/PLj/JdbvXq1WrYsKGKFStW4GqXpOeee05FixbVpEmTHG1+fn5Otw27dPb1N998U2PGjLnmeqUL4cFms8nNzU0LFy50Wmduk85dT71NmjTRwoULc50s7aLLA1JwcLCOHTvm1Hb5hF733XdfrvcxT01NzTHJ3aUWL16sTp065Qg8V1rf+fPnHUfFrrW9zZo108qVK3O0v/LKK4qKinK8zpIlS3K9Z/KlMxovW7ZM27Zt0/Dhw3OMy212/fnz56tly5aSpJYtW+Z6T+sVK1aoZs2astlsOfqu57O81Pbt2x37xqVnZezfv189e/bUkiVLnM7GqFy5sg4cOOC0Drvdrj///FPBwcFq3rx5jts4LV68ONcj/tejefPmuU4Ct2DBAsf7JDnveyVKlFDJkiW1bNmyHMtduo3/9L26knvvvVebNm1SXFycU/vJkyf1888/q1GjRqpTp45OnDih3377zWlMUlLSP7rP+eXKlSungwcPOn3BtX//flWqVOmG15kbHx8fp6O4xYoVU3BwcI7POisry2mfvZ7P4no/ryvJbZ9bu3at6tWr53R/7ovKlSuX43P47bffnN6zX375RfPnz9fMmTOdxuW2/+/evdvpS6uUlJRc/20CKHgI3gAsN2DAADVs2FANGzbUwoULFR0drRMnTqhChQrasGGDihQpos6dOzst06dPH23YsMFxdMDT01NPP/20jhw54nQK4QsvvKB169Zp0qRJio2NVUJCgqZPn65x48apVq1a113jokWLnE5pLEi1v/XWW/r999/15ZdfXteRoy1btigxMVEdOnS45thTp07p2Wef1f33359ryP6nNmzYoBkzZiglJUWrVq1yOoLk7u6e44j2pdq2batvv/1W69atU3p6ur777rscofiFF17QgQMH1Lt3bx09elSZmZn65Zdf9MADD+iTTz654utc6fMfM2aMFi5cqFdffVVRUVHKyMjQhg0b1Lx581x/sc/NhAkTNHz4cH3zzTdKSUnRiRMnNGDAAG3fvl1ly5aVdOEoV4sWLfTAAw9o586dSk9P1/Hjx9W/f3/HpQnShdNOV69erf3792vQoEFORz03bdqk119/XTExMYqLi9OHH36ot99+23FU/bHHHlNWVpb69u2ryMhIJSUlaeHCherfv/9VvwC5mmt9ZtKFfeiRRx7RtGnTctzT+ZFHHtHu3bs1Y8YMJSYm6uTJk+rRo4eaNm2qsmXLqnPnztq5c6fCw8OVkZGhbdu26e2339aIESNuqL6JEyfq1Vdf1ZdffqnExESdOHFCgwYNUkREhHr16nXF9UydOlV9+vTR7NmzFRcXp+TkZIWHh6thw4Y6evToddUyderU66q7bNmy6t27tx5++GHt2bNHdrvdcTvD4cOHO472T5o0SY8++qh++OEHpaamav/+/erYsaMKFy581ffgakqXLq1GjRpp8ODBOn/+vPbt26dhw4ZpyJAh17X89QoKCsrxxcLUqVPVq1cvLVq0SMnJyTp69KiefPJJpaen5xh3rc/iWmOysrLUrl27HHehkC588SFd2Ffsdrv++OMPDR8+3HH69+XLDhgwQG+++aY2bdqkpKQkjR8/Xt7e3o6Z/LOzszVgwABNmjRJ5cqVc3qtl156SYMHD9b27duVlpamjRs3asiQIRo4cKBjzJkzZxy3twRQwLnyAnMAt5dFixaZli1bmsKFC5vAwEDTokULEx4ebipVqmR++uknp7FJSUlmxIgRTm3Hjx83EydOzLHekydPmieffNIEBgaagIAA88gjj5hDhw45+q81KVdqaqopUqSIOX36dIGrfcGCBcbNzc24u7sbDw8Pp8eVzJgxwyxbtuyK/RUqVDAeHh7G3d3dBAcHOyZaupLLJ1e7+PfL13nmzBkTGxtrHnnkEWOz2UyTJk3MkSNHHGO++OILY7PZHNt76aRpFy1dutRUqVLF+Pr6ms6dO5vo6Ogc486cOWP69u1rihcvbnx8fMzdd9/tNNlUenq6qVmzpgkMDDTGGHPixAlTvHhxpxmWLxUREWG6du1qAgMDjZ+fn2nWrJljsqkrTS52+YRW27ZtM/fdd5/x8fExJUuWNAMHDnRMwndRZmameeutt0ylSpWMl5eXqVSpkhk9erRJSUlxeg+NMcZut5vQ0FDTr18/k52dbVq2bGm2bt1qxo4da0qXLm1sNptp165djsm3kpKSzIsvvmhKlixpvL29zb333us0s/Plk6td7bPM7b28XHJysmnQoIGRlGP//M9//mOMMebQoUPmgQceMDabzZQtW9YMGjTIJCQkONbx+++/m2bNmhlvb29To0YNs3r16lxfKzeX71PGXJjsqk2bNsZms5miRYua3r17O+5kcPn2XWr9+vWmRYsWxsfHxxQpUsSEhYWZ33///brfq2HDhpmwsDBH39VmNTfGmGnTppmqVauaQoUKmTvuuMMx+dulvv76a1O7dm3j7e1t6tSpY5YvX26GDx/utL/n9h5c3J7cJkA7f/686d69uylSpIipXr26mT9/fo4xufmns5qXLl06x8/cH3/80TRu3Nh4e3ubKlWqmM8//9xMmzbNaXK1i+u/0mdxPWPsdrspV66c+fbbb3Ot7cSJE6ZDhw7GZrOZihUrmrlz5zr6clt22bJlpkaNGiYoKMg8/vjjTtuVlJRkxo8ff8X3Ye7cuaZq1arGx8fH1K1b1/z3v/916n/22Wev+zMAcHNzM8aCi4QA4B/Ys2ePfv75Z/Xr188lr79s2TJNmzbN6fTu6+Xq2vHvffDBB9q/f78+++wzV5dyw1q1aqV33303x32RgZtV27Zt9eqrr97wZQO3i3r16mnu3Ln/6D7sAG5OnGoOwOXuvvtulwZXHx8fjRs37oaWdXXt+PeCg4P14osvuroM/ENvvPGG00R/lz4+/PBDV5d3y8nr9/t672xwO4uPj9dff/31jy49AnDz4og3AAAFHEe8UdBs2bJFgwcPdtxSDznNnz9fX3/99XXPJwHg5kbwBgAAAADAQpxqDgAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICF/h9HKHU3Wv1oFgAAAABJRU5ErkJggg==","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf\n","不是      1420\n","是        901\n","不重要      561\n","问法错误      84\n","回答正确      34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABm6klEQVR4nO3dd3RU1f7+8SeFZCYJCZ0IJBQpSlWkSZeiKCoEuTa8gnREpCnKpcgFJTZEv4IKeul4QUDpoF4E6UWKYgFBQhKQUEJIIZlkkuzfH6zMjyGhiDkMIe/XWrMge+9z5jMzJ5AnZ599vIwxRgAAAAAAwBLeni4AAAAAAIBbGcEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAAL+Xq6gPySnZ2tP//8U0WLFpWXl5enywEAAAAA3OKMMUpOTla5cuXk7X3589q3TPD+888/FRYW5ukyAAAAAACFTGxsrCpUqHDZ/lsmeBctWlTShRccHBzs4WoAAAAAALe6pKQkhYWFufLo5dwywTtnenlwcDDBGwAAAABww1ztcmcWVwMAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEb7jcd9998vb21rvvvnvZMU6nU2PGjHFrmz59umrUqKHixYurS5cu+vPPP119SUlJ6tatm4KCglSuXDm99dZbltUPAAAAADcjgjdc1q9fr7Fjx15xzNixY7V3717X13PmzNG0adO0fPlyxcTEqG7duurUqZOys7MlSX379lWRIkV0/Phxbdu2TYsXL9a0adMsfR0AAAAAcDMheOOabdmyRe+9955b26RJkzRt2jTVqFFDRYsW1bhx4+Tt7a19+/bp+PHjWr9+vT755BOFhISoYsWKmjNnjiIjIz30CgAAAADgxiN445qkpKSoe/fueumll9zaW7RooXvuucetLSwsTCdPntSWLVvUvn172Ww2V9+dd96poKAgHTp06IbUDQAAAACeRvDGNRk8eLA6duyo9u3bu7VPmTJFXl5erq9TUlK0efNm3XXXXYqJiVHVqlVz7atGjRo6cuSI5TUDAAAAwM3A19MF4Oa3bNkybd++Xbt379b27duvOPaFF15Q165dddtttyktLU0BAQG5xtjtdqWlpVlVLgAAAADcVAjeuKJTp05p4MCBWrFihduU8bxMmTJFe/fu1bZt2yRdCNipqam5xsXHx+cZyAEAAADgVkTwxhUNGDBAJ0+e1L333itJys7OVlZWlkJDQxUXF+cat2bNGkVGRmrLli2uUB0eHq41a9bk2mdUVJSqVKlyY14AAAAAAHgY13jjipYsWSKn0ymHwyGHw6FvvvlGDz74oFvo3r9/v3r06KElS5aoUqVKrvZmzZpp3bp1yszMdLX9/PPPSk9Pz/PabwAAAAC4FRG88becOHFCjzzyiD788EM1adLEra98+fJq2rSphg4dqpSUFMXGxqpPnz4aPXq0h6oFAAAAgBuP4I3rlpqaqkcffVTR0dF6+umn5evr63qMHz9ekjRt2jSdPXtWoaGhatSokbp06aJevXp5uHIAAAAAuHG8jDHG00Xkh6SkJIWEhCgxMVHBwcGeLgcAAAAAcIu71hx6XYur3Xffffr+++/19ttv66WXXspzjNPp1Pjx4zVhwgRX2/Tp0/X6668rPj5e999/vz755BOVLVvWNX748OGaO3euvL291bNnT0VGRsrX99Zf/63Sq6s8XUKhc/TNjp4uAQAAAEAhcV1TzdevX6+xY8decczYsWO1d+9e19dr167VxIkTtXLlSp05c0a1a9dWRESEq3/MmDH6/fffdeDAAR04cEC//vqrxowZcz3lAQAAAABw07DkGu8tW7bovffec2ubPHmyJk2apLp168put2vChAnKzs7Wd999p4yMDH366aeaNWuWypYtq9KlS2vOnDn67LPPdP78eStKBAAAAADghsj34J2SkqLu3bu7TUE3xmjHjh3q2NF9em/Xrl21bt067du3T3feeadCQ0NdfSVLllTjxo21devW/C4RAAAAAIAbJt+D9+DBg9WxY0e1b9/e1RYfH69ixYrJZrO5ja1Ro4aOHDmimJiYPO/rnNMPAAAAAEBBla8rly1btkzbt2/X7t27tX37dld7WlqaAgICco232+1KS0u7an9e0tPTlZ6e7vo6KSkpH14BAAAAAAD5K9/OeJ86dUoDBw7UvHnzcp3ZttvtcjgcubaJj49XQEDAVfvzEhkZqZCQENcjLCwsf14IAAAAAAD5KN/OeA8YMEAnT57UvffeK0nKzs5WVlaWQkNDdeLECZ07d05Op1NFihRxbRMVFaUqVaooPDxcUVFRufYZFRWlxx57LM/nGzlypIYNG+b6OikpifANAAAAALjp5NsZ7yVLlsjpdMrhcMjhcOibb77Rgw8+qLi4OHl5ealBgwb67rvv3LZZvHix2rVrp7vuuku//vqrEhISXH1nz57Vjh071LRp0zyfz9/fX8HBwW4PAAAAAABuNpbcTiwvw4YN05AhQ3TgwAE5HA5NmDBBdrtdrVu3lp+fn5577jn16dNH8fHxOnPmjHr27KkXXnjhslPNAQAAAAAoCG5Y8O7QoYOGDBmi9u3bq0SJEtqzZ4+WLFni6h8/frxuu+023X777apevbqqVaumcePG3ajyAAAAAACwhJcxxni6iPyQlJSkkJAQJSYmFrhp55VeXeXpEgqdo292vPogAAAAALiCa82hN+yMNwAAAAAAhRHBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAAC11X8L7vvvvk7e2td99916198+bNaty4sYKDg9WkSRNt377drX/8+PEqW7asgoOD1bNnT6WkpLj6kpKS1K1bNwUFBalcuXJ66623rqc0AAAAAABuKtcVvNevX6+xY8e6tR06dEiPP/643njjDZ08eVIjRoxQ586ddezYMUnSJ598oqVLl2r79u06duyYvLy81KdPH9f2ffv2VZEiRXT8+HFt27ZNixcv1rRp0/7GSwMAAAAAwPN882tHU6ZM0bBhw9SuXTtJUpcuXbRjxw598cUXGjZsmCZPnqzPP/9clStXlnQhiN9+++36448/ZLPZtH79ekVHR8tmsykkJERz5szRgw8+qH79+uVXiQAAAAAA3HD5FrwrV66sjh07urWFhYUpNjZWp06d0vnz53XPPfe4+ooUKaJHH31U3333nUJCQtS+fXvZbDZX/5133qmgoCAdOnRI1apVy68yAQAAAAC4ofJtcbUhQ4bkCsgrV65UgwYNFBMTo6pVq+bapkaNGjpy5MhV+wEAAAAAKKgsW9V81qxZiouLU0REhNLS0hQQEJBrjN1uV1pa2lX785Kenq6kpCS3BwAAAAAANxtLgveuXbv0yiuv6L///a98fX1lt9vlcDhyjYuPj1dAQMBV+/MSGRmpkJAQ1yMsLCzfXwcAAAAAAH9XvgfvmJgYRURE6D//+Y/uvPNOSVJ4eLiioqJyjY2KilKVKlWu2p+XkSNHKjEx0fWIjY3N3xcCAAAAAEA+yNfgnZycrIcfflgvv/yyHn74YVd7mTJl5Ofnp4MHD7raMjMztWzZMrVt21bNmjXTunXrlJmZ6er/+eeflZ6enue135Lk7++v4OBgtwcAAAAAADebfAveWVlZevzxx9WyZUsNHjw4V//QoUPVu3dvHTt2TMnJyRo0aJDatWunypUrq3z58mratKmGDh2qlJQUxcbGqk+fPho9enR+lQcAAAAAgEfkW/AeNGiQ1q5dq08++US+vr6uR9u2bSVJ/fv3V/v27VW/fn2VL19eGRkZ+uSTT1zbT5s2TWfPnlVoaKgaNWqkLl26qFevXvlVHgAAAAAAHuFljDGeLiI/JCUlKSQkRImJiQVu2nmlV1d5uoRC5+ibHa8+CAAAAACu4FpzqGW3EwMAAAAAAARvAAAAAAAsRfAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsdF3B+7777pO3t7feffddt/YtW7borrvukt1uV8OGDbVz5063/unTpys8PFyBgYGKiIjQyZMnXX1Op1MvvviiihcvrpIlS+rll19WZmbm9ZQHAAAAAMBN47qC9/r16zV27Fi3tpMnTyoiIkJjx45VUlKSRo0apU6dOikuLk6StHbtWk2cOFErV67UmTNnVLt2bUVERLi2HzNmjH7//XcdOHBABw4c0K+//qoxY8b8jZcGAAAAAIDn5dtU8xkzZuiJJ55Qly5dVKRIEXXu3Fndu3fXRx99JEmaPHmyJk2apLp168put2vChAnKzs7Wd999p4yMDH366aeaNWuWypYtq9KlS2vOnDn67LPPdP78+fwqEQAAAACAGy7fgvemTZvUqVMnt7auXbtq3bp1MsZox44d6tixY579+/bt05133qnQ0FBXX8mSJdW4cWNt3bo1v0oEAAAAAOCGy7fgHRMTo6pVq7q11ahRQ0eOHFF8fLyKFSsmm82WZ39e217cDwAAAABAQeWbXztKS0tTQECAW5vdbldaWlqefX+lPy/p6elKT093fZ2UlPQ3XwEAAAAAAPkv38542+12ORwOt7b4+HgFBATk2fdX+vMSGRmpkJAQ1yMsLCx/XggAAAAAAPko34J3eHi4oqKi3NqioqJUpUoVlSxZUufOnZPT6cyzP69tL+7Py8iRI5WYmOh6xMbG5tdLAQAAAAAg3+Rb8G7evLnWrl3r1rZ48WK1a9dOXl5eatCggb777rs8+++66y79+uuvSkhIcPWdPXtWO3bsUNOmTfN8Pn9/fwUHB7s9AAAAAAC42eRb8O7Vq5dmz56tNWvWKDMzUytXrtSCBQv0/PPPS5KGDRumIUOG6MCBA3I4HJowYYLsdrtat24tPz8/Pffcc+rTp4/i4+N15swZ9ezZUy+88MJlp5oDAAAAAFAQ5FvwLlu2rBYtWqSRI0cqKChI48aN09KlS1WmTBlJUocOHTRkyBC1b99eJUqU0J49e7RkyRLX9uPHj9dtt92m22+/XdWrV1e1atU0bty4/CoPAAAAAACP8DLGGE8XkR+SkpIUEhKixMTEAjftvNKrqzxdQqFz9M2OVx8EAAAAAFdwrTk03854AwAAAACA3AjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAqtw4cP66GHHlJISIhq1Kih+fPnu/q2bNmiu+66S3a7XQ0bNtTOnTvdtp0xY4Z8fX1Vu3btG102AAAAChiCN4BC6fz58+rQoYO6dOmiuLg4LViwQP/+97+1bt06nTx5UhERERo7dqySkpI0atQoderUSXFxca7te/bsqcOHD3vwFQAAAKCgIHgDKJQ2b96s2rVrq3fv3rLb7br77rv11ltvadasWZoxY4aeeOIJdenSRUWKFFHnzp3VvXt3ffTRR54uGwAAAAUQwRtAoZSVlZVne0JCgjZt2qROnTq5tXft2lXr1q27EaUBAADgFkPwBlAoNW/eXLt27dLMmTOVlpamvXv36pVXXlHLli0VExOjqlWruo2vUaOGjhw54qFqAQAAUJARvAEUSsHBwVqxYoU+/fRTlStXTm3bttW5c+fUt29fpaWlKSAgwG283W5XWlqah6oFAABAQUbwBlBo1a9fX1u3blV0dLRsNpsmT56sYsWKyW63y+FwuI2Nj4/PFcYBAACAa0HwBlDojRo1SvXr11e3bt0kSeHh4YqKinIbExUVpSpVqniiPAAAABRwBG8Ahdru3bs1f/58ffLJJ6625s2ba+3atW7jFi9erHbt2t3o8gAAAHAL8PV0AQDgKdnZ2erfv7/efPNNVahQwdXeq1cv3X333WrZsqXat2+vtWvXasGCBdqzZ48HqwUAAEBBRfAGUGilpaWpU6dO6tu3r1t72bJltWjRIg0cOFARERGqXbu2li5dqjJlynioUgAAABRkXsYY4+ki8kNSUpJCQkKUmJio4OBgT5fzl1R6dZWnSyh0jr7Z0dMlFDoc5zcexzkAAIC1rjWHco03AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWytfgHR8fr2eeeUYlSpRQeHi4Jk2a5Or77bff1Lx5c9ntdtWqVUurV69223bp0qWqXr267Ha72rRpo0OHDuVnaQAAAAAAeES+Bu/u3buratWqio2N1a5du7Rp0ybNnj1b6enpeuihh/TUU08pMTFRn3zyiXr37q39+/dLkvbv369+/frp008/VWJioh5//HF16NBBDocjP8sDAAAAAOCGy9fgvXHjRv3rX/9SYGCgypYtq0GDBumrr77Sl19+qdq1a2vgwIHy8/NTixYtNHbsWL3zzjuSpClTpmjEiBFq1aqV/Pz81L9/fzVs2FCff/55fpYHAAAAAMANl6/Bu2PHjhoxYoSSkpIUGxuriRMnqmzZstq0aZM6derkNrZr165at26dJF21HwAAAACAgipfg/fUqVO1ZMkShYSEKDw8XCdOnNBrr72mmJgYVa1a1W1sqVKl5HA4lJ6eruPHj6tKlSpu/TVq1NCRI0fyszwAAAAAAG64fAvemZmZeuSRR/T0008rPj5e0dHR6tChg06dOqW0tDQFBATk2sZutystLU3Z2dny9vbOs+9y0tPTlZSU5PYAAAAAAOBmk2/Be+XKlbLb7Xrrrbdcq5pPmDBBzz33nPz8/PJcKO3s2bMKCAiQt7e3jDFuffHx8XmG9RyRkZEKCQlxPcLCwvLrpQAAAAAAkG/yLXgfPHhQLVq0cGsLDAxUsWLFJElRUVFufXFxcSpRooT8/PxUvnx5xcTEuPVHRUXlmn5+sZEjRyoxMdH1iI2NzZ8XAgAAAABAPsq34F2lShUdOHDArc3hcOi3337TM888o7Vr17r1LV68WO3atZMkNW/e/Ir9efH391dwcLDbAwAAAACAm02+Be9HHnlEe/bs0dSpU5WcnKzjx4+re/fuuvfee/XYY49p586dmjNnjpxOp7Zt26a3335bL7/8siRp0KBBev3117Vjxw45nU7NmDFDP/30k5566qn8Kg8AAAAAAI/It+Bts9m0cuVKLV++XGXLllXjxo1VpkwZzZkzRzabTStWrND06dNVtGhR9erVS9OnT1etWrUkSXXq1NGHH36of/7znwoODta8efO0evVq+fv751d5AAAAAAB4hG9+7qxatWr6+uuv8+yrWbOmNm/efNltO3furM6dO+dnOQAAAAAAeFy+3scbAAAAAAC4I3gDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWsjR4R0dHa/bs2VY+BQAAAAAANzVLg/fgwYN18uRJ19dbtmzRXXfdJbvdroYNG2rnzp1u46dPn67w8HAFBgYqIiLCbVsAAAAAAAoiy4L36tWr9ccff2jYsGGSpJMnTyoiIkJjx45VUlKSRo0apU6dOikuLk6StHbtWk2cOFErV67UmTNnVLt2bUVERFhVHgAAAAAAN4QlwTs9PV1DhgzRJ598Il9fX0nSjBkz9MQTT6hLly4qUqSIOnfurO7du+ujjz6SJE2ePFmTJk1S3bp1ZbfbNWHCBGVnZ+u7776zokQAAAAAAG4IS4L322+/rZYtW6pZs2autk2bNqlTp05u47p27ap169bJGKMdO3aoY8eOefYDAAAAAFBQ5Xvwjo2NVWRkpL7++msVL15cw4cPV3Z2tmJiYlS1alW3sTVq1NCRI0cUHx+vYsWKyWaz5dkPAAAAAEBBle/Be8KECWrfvr12796tPXv2aPPmzZo6darS0tIUEBDgNtZutystLS3Pvov785Kenq6kpCS3BwAAuD5r1qzJtegpAADIH/kevJctW6ZZs2apTJkyqly5sv7zn//o448/lt1ul8PhcBsbHx+vgICAPPsu7s9LZGSkQkJCXI+wsLD8fikAANwSRo0aJR8fH/n6+srX11e1a9d2609JSVH//v2VnZ3t1j5jxow8xwMAgL8mX4P36dOnFRgYqOLFi7vaatWqpWPHjik8PFxRUVFu46OiolSlShWVLFlS586dk9PpzLM/LyNHjlRiYqLrERsbm58vBQCAW8Yvv/yi7777TpmZmcrMzNTPP//s1j9+/Hg9+OCDatKkiVt7z549dfjw4RtZKgAAt6R8Dd4lS5ZUQkKCEhISXG2//vqrwsPD1bx5c61du9Zt/OLFi9WuXTt5eXmpQYMGuVYwz+nPi7+/v4KDg90eAAAgt19++UV33HFHnn0HDhzQf//7X7355ps3uCoAAAqPfA3e3t7e6tGjh3r06KFTp04pKipKvXv31uDBg9WrVy/Nnj1ba9asUWZmplauXKkFCxbo+eeflyQNGzZMQ4YM0YEDB+RwODRhwgTZ7Xa1bt06P0sEAKBQcTgcSkhIUNmyZfPsf+GFFxQZGalixYrd2MIAAChE8v0a7zfffFOVK1dW7dq11aZNGz3++OPq06ePypYtq0WLFmnkyJEKCgrSuHHjtHTpUpUpU0aS1KFDBw0ZMkTt27dXiRIltGfPHi1ZsiS/ywMAoFA5cOCAzp8/r7CwMFWoUEGvvPKK69KuxYsX67vvvtO//vUvVahQQXPnzvVwtQAA3Jq8jDHG00Xkh6SkJIWEhCgxMbHATTuv9OoqT5dQ6Bx9s+PVByFfcZzfeBznkKRDhw7p1KlTql+/vs6cOaMBAwaoXr16ev3113XHHXfomWee0dChQ7Vnzx49/vjj+vrrr1WvXj3X9kePHtXDDz+c67pwAABw7Tk03894AwCAm0e1atXUrFkz2e12hYWFae7cufr000+1b98+hYSEaMyYMQoKClLLli01evRoTZs2zdMlAwBwyyF4AwBQiBQvXlzGGP3888+5bhNWt25dRUdHe6gyAABuXQRvAABuUbt371b//v3d2g4cOCCbzaaqVavmmj6+f/9+Va5c+UaWCABAoUDwBgDgFlWzZk2tXbtWH330kRwOh3788Uc98cQTeuWVV9S4cWNlZ2drwoQJSklJ0aZNmxQZGem62wgAAMg/BG8AAG5Rdrtdq1at0qJFi1SyZEk9/PDDeuqppzRw4EB5e3tr+fLl2rlzp8qXL69BgwZp1qxZqlmzpqfLBgDgluPr6QIAAIB1atWqpfXr1+fZV65cOa1YseKK21eqVIkVzQEA+JsI3gAA5BNum3fjcds8AEBBwFRzAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsZGnwfuedd3TmzBlJ0m+//abmzZvLbrerVq1aWr16tdvYpUuXqnr16rLb7WrTpo0OHTpkZWkAAAAAANwQlgXvn376SWPGjJEkpaen66GHHtJTTz2lxMREffLJJ+rdu7f2798vSdq/f7/69eunTz/9VImJiXr88cfVoUMHORwOq8oDAAAAAOCGsCR4Z2Rk6J///KcyMzMlSV9++aVq166tgQMHys/PTy1atNDYsWP1zjvvSJKmTJmiESNGqFWrVvLz81P//v3VsGFDff7551aUBwAAAADADWNJ8B41apTq1KmjChUqSJI2bdqkTp06uY3p2rWr1q1bd039AAAAAAAUVPkevDdu3KjFixdr6tSprraYmBhVrVrVbVypUqXkcDiUnp6u48ePq0qVKm79NWrU0JEjR/K7PAAAAAAAbijf/NxZUlKSevTooZkzZyokJMTVnpaWpoCAgFzj7Xa70tLSlJ2dLW9v7zz7Lic9PV3p6eluzw0AAAAAwM0mX894v/jii3rsscfUunVrt3a73Z7nQmlnz55VQECAvL29ZYxx64uPj88zrOeIjIxUSEiI6xEWFpYvrwEAAAAAgPyUb8F72bJlmj9/vj788EPZbDbZbDZFR0erQoUK+uWXXxQVFeU2Pi4uTiVKlJCfn5/Kly+vmJgYt/6oqKhc088vNnLkSCUmJroesbGx+fVSAAAAAADIN/kWvDt16iSn0ymHw+F6VKxYUceOHdMbb7yhtWvXuo1fvHix2rVrJ0lq3rz5Ffvz4u/vr+DgYLcHAAAAAAA3G8vu432xLl26aOfOnZozZ46cTqe2bdumt99+Wy+//LIkadCgQXr99de1Y8cOOZ1OzZgxQz/99JOeeuqpG1EeAAAAAACWuSHB22azacWKFZo+fbqKFi2qXr16afr06apVq5YkqU6dOvrwww/1z3/+U8HBwZo3b55Wr14tf3//G1EeAAAAAACWyddVzS919OhR199r1qypzZs3X3Zs586d1blzZyvLAQAAAADghrshZ7wBAAAAACisCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFgoX4N3QkKCunfvrtKlS6tSpUp68803lZ2dLUnasmWL7rrrLtntdjVs2FA7d+5023b69OkKDw9XYGCgIiIidPLkyfwsDQAAAAAAj8jX4N21a1eVL19ef/zxh7799lstXbpUU6ZM0cmTJxUREaGxY8cqKSlJo0aNUqdOnRQXFydJWrt2rSZOnKiVK1fqzJkzql27tiIiIvKzNAAAAAAAPCLfgvfevXt16tQpvfHGGwoODla1atU0c+ZMffbZZ5oxY4aeeOIJdenSRUWKFFHnzp3VvXt3ffTRR5KkyZMna9KkSapbt67sdrsmTJig7Oxsfffdd/lVHgAAAAAAHpFvwTsrK0vDhg2Tl5eXqy0sLEwnT57Upk2b1KlTJ7fxXbt21bp162SM0Y4dO9SxY8c8+wEAAAAAKMjyLXg3aNBAzz33nFvbypUr1aBBA8XExKhq1apufTVq1NCRI0cUHx+vYsWKyWaz5dkPAAAAAEBBZtmq5nFxcRo+fLjGjh2rtLQ0BQQEuPXb7XalpaXl2Xdx/+Wkp6crKSnJ7QEAAAAAwM3GkuCdnp6uxx57TM8//7waN24su90uh8PhNiY+Pl4BAQF59l3cfzmRkZEKCQlxPcLCwvL9dQAAAAAA8HdZErx79eqlsLAw/etf/5IkhYeHKyoqym1MVFSUqlSpopIlS+rcuXNyOp159l/OyJEjlZiY6HrExsbm/wsBAAAAAOBvyvfgPW7cOB05ckSzZs1yLbTWvHlzrV271m3c4sWL1a5dO3l5ealBgwa5VjDP6b8cf39/BQcHuz0AAAAAALjZ+ObnzubPn6+5c+dq27Ztboul9erVS3fffbdatmyp9u3ba+3atVqwYIH27NkjSRo2bJiGDBmir776SpUqVdI777wju92u1q1b52d5AAAAAADccPkWvDdt2qSePXvK6XSqXLlybn1//PGHFi1apIEDByoiIkK1a9fW0qVLVaZMGUlShw4dFB0drfbt2ys+Pl4PPPCAlixZkl+lAQAAAADgMfkWvFu0aKH09PTL9lesWFH79u27bH+/fv3Ur1+//CoHAAAAAICbgmW3EwMAAAAAAARvAAAAAAAsRfAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAwC0jPj5ezzzzjEqUKKHw8HBNmjTpsmNfffXVG1gZgMKM4A0AAIBbRvfu3VW1alXFxsZq165d2rRpk2bPnp1r3LRp07Ry5UoPVAigMCJ4AwAA4JaxceNG/etf/1JgYKDKli2rQYMG6auvvnIbc/jwYY0YMcJDFQIojAjeAAAAuGV07NhRI0aMUFJSkmJjYzVx4kSVLVvW1Z+VlaV//vOfGjRokAerBFDYELwBAABwy5g6daqWLFmikJAQhYeH68SJE3rttddc/RMnTlSZMmXUu3dvD1YJoLAheAMAAOCWkJmZqUceeURPP/204uPjFR0drQ4dOujUqVOSpN27d2v69On67LPPPFwpgMLG19MFAAAAAPlh5cqVstvteuuttyRJJUqU0IQJE9S8eXNt2LBB//znP/Xxxx+rdOnSOn/+vIerBVCYELwBAABwSzh48KBatGjh1hYYGKhixYqpc+fOOnTokLp27SpJMsbI6XTKZrPp5MmTCgkJ8UTJAAoJppoDAADgllClShUdOHDArc3hcOi3337TvHnz5HQ65XA45HA4dPDgQdWsWVMOh4PQDcByBG8AAADcEh555BHt2bNHU6dOVXJyso4fP67u3bvr3nvvVfny5T1dHoBCjOANAACAW4LNZtPKlSu1fPlylS1bVo0bN1aZMmU0Z84cT5cGoJDjGm8AAABcs0qvrvJ0CVd394sqc/eLkqQVkla8sTHvcQ+/VSBez9E3O3q6BAB/E2e8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAACpCoqCh16NBBRYsWVY0aNbRgwYI8xzmdTo0ZM+YGV4e8ELwBAAAAoIAwxujRRx9VmzZtdObMGX3xxRcaOXKktm/fnmvs2LFjtXfvXg9UiUsRvAEAAACggDh37pxeeOEFjRgxQv7+/qpXr546deqkzZs3u43bsmWL3nvvPQ9ViUsRvAEAAACggChevLj69esnScrIyNC3336rJUuWqE2bNq4xKSkp6t69u1566SVPlYlLELwBAAAAoABq3Lix7r//frVu3Vp33323q33w4MHq2LGj2rdv78HqcDGCNwAAAAAUQNu2bdO2bdt08OBBTZw4UZK0bNkybd++XW+99ZaHq8PFfD1dAAAAAADgr7PZbGrSpIm++uor1a1bV3369NHAgQO1YsUK2Ww2T5eHixC8AQAAAKCAOHr0qPz9/XXbbbe52sqXLy8fHx8NGDBAJ0+e1L333itJys7OVlZWlkJDQxUXF+epkiGmmgMAAABAgbFly5Zci6YdPXpURYsW1ZIlS+R0OuVwOORwOPTNN9/owQcfJHTfBAjeAAAAAFBAdO7cWTt37tTs2bOVlpamAwcO6Mknn9SYMWM8XRqugOANAAAAAAVEYGCgVq5cqXnz5ql06dK6//779fTTT6tHjx6eLg1XwDXeAAAAAFCA1KhRQ99+++1Vx7Vu3VqtW7e2viBcFcEbAAAAAC5S6dVVni6h0Dn6ZkdPl2ApppoDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFrqpgndSUpK6deumoKAglStXTm+99ZanSwIAAAAA4G+5qVY179u3r2w2m44fP65z586pa9euKlasmPr16+fp0gAAAAAAuC43TfA+fvy41q9fr+joaNlsNoWEhGjOnDl68MEHCd4AAAAAgALrpplqvmXLFrVv3142m83VdueddyooKEiHDh3yYGUAAAAAAFy/myZ4x8TEqGrVqrnaa9SooSNHjnigIgAAAAAA/r6bZqp5WlqaAgICcrXb7XalpaXlak9PT1d6errr68TEREkXFmgraLLTUz1dQqFTEI+Tgo7j/MbjOL/xOM5vPI7zG4/j/MbjOL/xOM5vvIJ6nOfUbYy54ribJnjb7XalpuY+wOPj4/MM5JGRkfr3v/+dqz0sLMyS+nBrCXnf0xUA1uM4R2HAcY7CgOMchUFBP86Tk5MVEhJy2f6bJniHh4drzZo1udqjoqJUpUqVXO0jR47UsGHDXF9nZ2fr7NmzKlmypLy8vCytFRckJSUpLCxMsbGxCg4O9nQ5gCU4zlEYcJyjMOA4R2HAcX7jGWOUnJyscuXKXXHcTRO8mzVrppdeekmZmZny9b1Q1s8//6z09PQ8r/329/eXv7+/W1uxYsVuRKm4RHBwMN/YuOVxnKMw4DhHYcBxjsKA4/zGutKZ7hw3zeJq5cuXV9OmTTV06FClpKQoNjZWffr00ejRoz1dGgAAAAAA1+2mCd6SNG3aNJ09e1ahoaFq1KiRunTpol69enm6LAAAAAAArttNM9VcunCKfv78+Z4uA9fI399fr732Wq4p/8CthOMchQHHOQoDjnMUBhznNy8vc7V1zwEAAAAAwHW7qaaaAwAAAABwqyF4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieOO6nT9/XnXr1lVmZqarbcOGDRo1apRbG1CQpaSkKDg42O2YXr16tbp166aMjAwPVgb8NYmJiRo8ePBl+wMDA3X69GnX1+fPn78RZQEAUChwOzFct8zMTNlsNqWlpenzzz9X9+7dtWHDBrVt21aJiYkKCgrydInA35aVlSV/f3+dP39eb7/9tsaMGaNNmzapdevWHOcoUJKSklSrVi3Fxsbq008/VWpqqry8vGS329WnTx+VKlVKMTExCggI0MmTJ1W/fn1t3bpVFStW9HTpQL7IzMxU37599cEHH6ho0aLav3+/vL29VatWLU+XBvxtq1evVkBAgLy9c59X9fLyUmhoqKpVq+aBypCD4I2rOn/+vO6//375+/tLkowxCgkJ0dKlSxUUFKSzZ88qNDRUZ8+e1b59+3TPPfcoKSlJgYGBHq4cuHYpKSmqUaOG23FesmRJ/fDDDypatKjrOI+Pj9ePP/6o+vXrc5yjQElPT1ft2rV16NAh3XHHHWrRooUkaf369Tp8+LAqVqyo6OhoSdLUqVP1n//8R3v27PFkycBflp6ero8//lh2u10+Pj5KTU1VRESE2rZtqz179qhYsWI6d+6cgoKC9PTTT2vr1q06dOiQihQp4unSgesSExOj8PBw3XbbbWrYsKGMMfr+++/VqlUr7d69W7Vr15afn582bdqk/fv3Kzw83NMlF1pMNcdV+fv7KzY2Vr169dLhw4fVu3dv/f7775Ikm80mPz8/+fr6ur6WJD8/P4/VC1wPu90um82muXPnysvLS/PmzVNqaqqkC98DRYoUcR3nOcd3TkgHCgJfX1+3Y/jTTz/Vp59+Kh8fH1fbo48+qpMnT2rJkiV66aWXPFkucF2MMRo2bJjmz5+v2bNna9iwYUpPT9eRI0dks9nk7+8vf39/rVixQkuWLNFnn31G6EaBdu+992revHkKCAjQ8uXLtWLFClWoUEErVqxQ48aNNWvWLK1cuVLPPfec6+caeIavpwvAzc/X11fFihVTt27d9NZbb6lbt26KjIx09Uly/afldDpVpEgR/hNDgePj46PAwEA1a9bM9WfOdK1LA3dGRoZsNpurHSgIfHx8dPLkST3//POKi4vT888/L0lux3mbNm3UokULJSQk6LHHHvNkucB18ff3l4+PjzZu3ChJCggIcPvlqbe3t2bOnKnRo0fr888/V7t27TxcMfD32O12LVu2TNHR0Ro/frwk6cyZMxo/frwOHjyo9957T8HBwQoICNAdd9zh4WoLN35qxHXJ+UEtPT1d48ePV0pKisaPH6/jx48rNDTUw9UB+SPnOE9LS1PPnj2VkJCgnj176vTp07rttts8XB3w19ntdjVr1kyrV69Ws2bNZIzR+vXrJV24BnDIkCFKTk7W6tWrmdGBAsnLy0teXl5ubT4+PvL29tbo0aPldDq1ZcsW7dy5U5UqVfJMkUA++OGHH7RixQr5+/tr0aJFqlixomsGk5eXl3x8fFx/ent7Kz093cMVg6nmuC45SwNkZ2fr0KFDevTRR3Xo0CHt27dP9erV83B1QP7IOc69vb1Vvnx5DR06VOXLl1dGRoYaNGjg4eqAvy4kJETdunVT8eLF1a1bNz3zzDOSpCFDhigpKUmS9Oeff+qnn37S3r17PVkqcN0uXb4oOztbxhj98ccfysrK0rJlyzRv3rxc44CCxOl06ptvvlF0dLSOHTsmLy8v9ezZUz169FBISIiee+45VaxYUS+88IJGjx6tSZMmebrkQo8z3rguOf9Z2e12zZ0719X+0EMPuX6QAwq6nOPcz89PEyZMcLU1a9ZMw4YN82RpwHU5evSoGjVqpEOHDqlRo0au9jJlyighIUFr1qzR999/rz59+mjx4sW6++67PVgt8NdlZ2fnOuOdmZmprKws/fe//9Xy5cu1YcMGPfvsszp06JBmz57toUqBv+fee+/Vtm3bNHnyZHXo0EG+vr5q0qSJa7bevffeq7Nnz6pGjRpq27atxo8fz7/pHsYZb1xVVlaWMjIy9Pvvv7v+zLmncWZmpvbv36/ffvtNb775phwOh/7xj394uGLgr8vKylJKSoq++eYb1585x3lWVpa2bt2qr7/+WgMHDlTlypX1wAMPeLhi4K8LDQ3V3LlzFR4ernnz5mnOnDkyxuhf//qXypUrp9GjR8tms6lTp07asmWLp8sF/jKHw6HMzEy36bXJyclyOp3KyMiQ0+nUHXfcoQ0bNmj9+vWaPn26p0sGrtvp06d14MABffTRRzp8+LCio6MVFRWlqKgoRUdHKzk5Wb/99psaNWqkNm3aaNeuXZ4uuVDjjDeuyuFw6Pfff9edd94pY4zuuOMOVahQQdKFa7z37t2rfv36KSgoSNu3b/dwtcD1SUtLk8PhUL9+/SRJ/fr1U4kSJSRd+B7IWYwqKytLa9eu9WSpwHXJzs6Wr6+vatSo4br2z8vLS9nZ2ZIu/CJ106ZN+vbbb1WuXDn9+OOPHq4Y+Ov8/f21f/9+1zGelZWlChUq6MMPP1RGRoYyMzN1/vx52e12TZ06Vc8995y6devGrSFRIHl7e2v58uWaNm2aJKlx48Y6efKk272809PT1aFDBy1evJh1DTyM+3jjmuSsVp4jIyNDvr6+stlsysjIUHx8vCZPnqyPP/5Yo0eP1tChQz1YLZB/srKyZLPZ5HQ6lZWVpZkzZ+rVV19Vt27d9Pbbb7MAFQoMh8OhO++8U1FRUWrZsqVOnjwpp9OpsmXLatu2bapQoYKOHj0qX19fnTlzRmXKlFF8fLyKFy/u6dKBv2zhwoWKiIjIdXvTkydPavPmzRo8eLDWrFmjX375RU8++aSHqgT+npSUFIWHh2vWrFm67777dP/996tVq1YaNGiQpAuXxzVq1Ei//vqrihUr5tliQfDG9UtNTVVQUJCcTqdrFcVt27apZ8+e2rx5s0qWLOnhCoG/LyUlRcHBwa5fNknSH3/8oV69emnVqlWcJUGBcfbsWd1+++1KSEjIsz8kJESxsbEKDg5WcnKy5syZo759+3J7SBQoMTExeuyxx7Rv3z4tXrxYqampioyMlM1mc40xxuj333+Xr6+vvvjiC7Vt29aDFQPXLykpSeXKlVPz5s31448/Kjk5WXXr1nVbAHbmzJl67rnnJEn/93//56lSIaaa4xplZWXp+PHjCgsLcy1aYrPZtH//frfpLPfee692796tgIAAT5UK5KugoCAlJye73bP79ttv1/r163Mt4APczEqUKHHZ0C1JCxYskN1ulyQVLVpUAwcOvFGlAfkmNDRUDRo00IIFC3T77bfr888/V2pqqoYPH+42LisrSzt27HBdagEUROfPn5e/v7/Wrl2rrKwsfffdd5oyZYqmTJmijh07qnPnznr//feVkpKi+Ph4T5db6HHGG9ckNjZWlSpVUlxcnEqXLu3W17t3b9WpU0eDBw/2UHUAAAC5ff3111q5cqU+/PBDT5cC5DuHw6E9e/aoadOmbu3r16/XvHnz9OGHH3Iy7CZC8MY1OXv2rEqVKqXk5GS3qbX9+/fXzJkz9fHHH6tnz54erBAAcC1Onz6te+65Rz/++ONlr9+OjY1Vr1699M0339zg6gAAuDVxOzFcE39/f3l5ebktUvLiiy9q8eLF+t///kfoBoACIDk5WXa7XceOHZPdbldsbKzOnDmj06dPKyYmRqdPn9bEiRPl4+OjH374wdPlAtctLS1NX375pSQpPDxcsbGxHq4I8IxTp06pfv36OnjwoKdLKfQI3rgmOYvr5Fzn+uWXX2rmzJlavXq1WrRo4cnSAADXYPbs2XrppZdks9nk5eUlm82m6tWrq2zZsgoNDVXlypW1bNkyRUZGKjg42G0xKqCgcTqdeuGFFyRJfn5+KlWqlLZs2aIHHnhADz30kB566CG1b99eDz/8sIcrBa7fvn37FBwcrD///FOSlJiYqBEjRujMmTOuMXa7Xfv27WNdmpsAwRvXxMfHR8YYzZ8/X5LUqVMn/e9//1OjRo08XBkA4Fr8/vvvrnt55yyKWalSJWVlZalRo0aaMWOGAgMDVbJkSfn7+7stKAgUFFlZWapVq5YeffRRJSQkqE2bNjpx4oT8/f1lt9uVkJCgO+64Q23atNHevXv1r3/9y9MlA9ctICBAKSkprstA/fz8NGnSJKWmprrG5PwS9dJb6+HG439V/CWDBw/We++9p9q1a0uSpk6d6tafmZmpc+fOafXq1Z4oDwBwGXXr1tWqVask/f8fwC6+D33O5URFixaVr68vwRsFktPp1OjRoxUYGKjnn39er7zyinr16iVvb2/Z7XaVLFlSd9xxh26//Xb5+fnlWpQKKEhyZjDl3JHCbrfLGOP273fO33Nu/QvP4Yw3rpmXl5cOHjyoRo0aaf78+dq+fbucTqfbIyMjQxkZGZ4uFQBwiSpVqigqKkobN26UJG3cuFGpqanauHGjkpKSdODAAR06dEgOh0ObNm1yu1UkUFDYbDa1adNGHTt2VEBAgB544AHXqs5MtcWtJudS0Jw/pQvH+cXHes7f+Tfd8/h1Nq5JzuL3pUqV0ieffKLmzZtr4MCB6t27t9q2bevh6gAAV1O2bFnt3btXw4cPV0ZGhoYPH67jx49r+PDhiomJ0YIFC+Tr66sTJ05o+PDh/JCGAsnpdOq2226Tr6+vsrKyVKRIEWVnZ8vpdMrhcCgtLU3x8fEKCgpSVlaWYmNjFRYW5umygevi7e0tY4zbz+LGGHXt2jXXjCZ4HsEb1yQzM1PShWunfHx89Mwzzyg4OFgRERH69ttv1bhxYw9XCAC4khIlSig8PFy7du1SUFCQdu3apbvuuku7du3SvffeqwEDBqh48eIaNWqUdu3apdtvv93TJQN/mbe3t2JjY11rF/zxxx+qVq2aUlJSFB8fr+PHj2vOnDmSpOLFi6tZs2aKiYnxcNXA33Pxz+GX/kxujNH3339P+L4JELxxTZxOp6QLATznGpFHH31UL7zwgv7xj39c8X6wAADPs9vtOnfunKQLv0S9+M8c2dnZSk1NlTFG2dnZN7pE4G/z8fFR+fLllZaWpunTpyswMFC9e/d2BfF3331XHTp00JYtW9SmTRtPlwv8LcYYeXl5KTIy8orj3n77bdfsVXgO88hwTRwOhyQpPT3drX3ChAmy2+3q3r27J8oCAFwjHx8fpaWlyRjj+mXq2bNnNXbsWB07dkxffvml0tLSlJCQoPT0dNdMJ6AgMsboueee0/Hjx3X+/HmVKlVKWVlZGjJkiPz9/TVx4kQtWrTI02UCf8vFM1Iladu2bYqJicn18PLyInjfBDjjjWuSkZGhmjVrun5Yy+Hj46OxY8dqzZo1ys7O5ppAALhJOZ1OZWdny+FwyBijrKws9ejRQ15eXurZs6ccDofr2tiUlJRcv2gFCoLs7Gy1adNGI0aMcLVt3rxZc+bMUVZWlhwOh+bMmaN77rlHvXr1Us2aNVWrVi0PVgxcv5x/p9PT05Wenq5mzZq5heycv3t5eeWa4YQbj+CNa1K+fHnt378/z76nn35ajz/+OKEbAG5ixhgtXrxY58+flzFG58+f1xtvvJFr3MmTJxUdHa3z5897oErg70lJSdHdd9+txx9/XD4+Pjp//rxiY2P11VdfyRijlJQUffXVV5Kk2267TdOmTdP//d//ebhq4PqkpKS4jusSJUro8OHDbouqSRd+6Xr77bczi+km4GWYdwAAQKGQlZWlgwcPavPmzerevXuuH9BynD9/Xlu2bNH9999/gysE8sexY8fUq1cvJSYmql+/fnruued04sQJNWzYUMeOHZN0YTZfzj3tgYLo/Pnz+vnnn1W/fn23W4pdLD4+XqVLl9ZPP/2k2rVr3+AKcTGCNwAAhURsbKwqVaqkuLg4lS5d2q2vd+/eqlOnjgYPHuyh6oD898EHH6hXr14KCgqSw+HQwYMHVa9ePU+XBdwwTqdTv//+u6pWrXrZX7bixmBuMAAAhURgYKCMMQoICHBr79+/v+bOnauiRYt6qDLAGoMHD1ZQUJAkyWazEbpR6BQpUkS1atUidN8ECN4AABQS/v7+8vLycpte++KLL2rx4sX63//+p549e3qwOiD/ZGVl6ciRI5KkpKQkBQcHKy4uzm3MsWPHFBsb64nygHxTokSJXG1du3bVxo0bPVANroTgDQBAIZFzDaCv74W1Vb/88kvNnDlTq1evVosWLTxZGpCvkpKSVK1aNWVmZiogIEApKSluMzo+++wz1a5dW+PGjfNckUA+KFasmIwxiomJkSSlpaVp9erVue5EBM/jGm8AAAqJrKwsFSlSRHPmzNEzzzyjrKws/fDDD2rcuLGnSwPyldPpVFBQkOt2S76+vnI4HEpJSVHPnj21evVqVa1aVbt372YKLgqs5ORkVatWTX5+fqpVq5bWrFmjmTNnauLEidq5c6d69OghHx8fGWNUrFgxzZw509MlF2rcTgwAgEJm8ODBeu+991wr3E6dOtWtPzMzU+fOndPq1as9UR7wt6SmpiogIMDtkgpvb2/5+voqNjZWmZmZ2rZtmx5++GFCNwqskydPqlmzZpKktWvXqmbNmkpISNDYsWM1cOBAeXl5afPmzXrvvfc0cuRIffTRRx6uGEw1BwCgEPHy8tLBgwfVqFEjzZ8/X9u3b5fT6XR7ZGRkKCMjw9OlAn+ZMUaVK1dWo0aN5HA41KhRIzVq1EhZWVlav369bDabli9frrvvvlvx8fFKS0vzdMnAdQkMDNTw4cPl5+enBQsWKDk5WV27dlWPHj30xRdfKD4+XoGBgerevbtCQkLUuXNnT5dc6HHGGwCAQiLn6rJSpUrpk08+UfPmzTVw4ED17t1bbdu29XB1wN/ndDr16quvqmjRoho4cKAGDhwoY4x69eql999/X1u3btWsWbPUsWNHhYaG6vDhw6pTp46nywb+sqCgIA0YMEB16tTR1KlTVblyZY0aNUpDhw7VypUrmc1xEyJ4AwBQSGRmZkq6cK23j4+PnnnmGQUHBysiIkLffvst13qjwPPz89PQoUOVmZmpgQMHqnv37q7g/cUXX2jx4sUaNGiQ1q5dqxIlSujgwYMEbxRozz33nFauXKmDBw9q+/btMsbIy8tLXl5eni4Nl2CqOQAAhUTOKrc5AVySHn30Ub3wwgv6xz/+oYSEBE+VBuSrxMREOZ1Opaenu457p9Opbt266ddff5Wvr6/27dun7du3e7hS4O+x2WyKi4vTO++8o6SkJI0cOVKSuFzoJkTwBgCgkHA4HJLkWuk5x4QJE2S329W9e3dPlAXkO7vdrujoaPn7+ystLU3lypVTamqqpAtBZfLkyZo/f74GDBjg4UqB6/fNN99IkgYMGKADBw5o0aJFWrx4sRo2bKjAwEClpaVp+fLlSklJ0YoVKzxcLbidGAAAhcTx48fVoUMHbdiwQSVLlnTrmz9/vtasWaM5c+bI25vfy6Nge/bZZxUfH69Vq1Zp06ZNqlGjhgIDA/X+++/rH//4h6pXr+7pEoG/JTU1VWXLlpXD4dDp06dVrFgxSdKqVavUv39/bd26VU899ZSKFCmirKwspaam6ocffvBs0YUcwRsAAMgYo8zMTBUpUsTTpQB/y7Jly9SnTx/t2LFDlStXVr169dS7d281btxYY8eO1YYNG1SlShU9/PDDatu2rR544AFPlwxclxMnTmj48OHavn27li1b5lqvoH379mrQoIEiIyM9XCEuRvAGAADALSMzM1MHDhxQ7dq19dNPP+mRRx7RkSNH5OPjI0mKj4/XjBkzNGXKFPXs2VOvvfaahysG/p6PP/5Yc+fO1datWyVduK/3s88+qxMnTriOe3gewRsAAAC3rMOHD6tq1aq52p1Op3x8fLi0AreEs2fPqkSJEq6vd+/erXvuuceDFeFSBG8AAADcErKysvT+++9f0yUT3t7eqlu3rlq2bHkDKgPyX0pKitavX6+iRYte8RdITqdTTqdTHTp0uIHV4VIEbwAAANwyfH191ahRI/n7+19xXFxcnI4fP66EhASm46JAiouLU7ly5XItlnmps2fPqnr16vrtt99uUGXIC8EbAAAAt4yAgAAdPnxY5cqVu+K4gwcP6s4779SBAwdY5RwFUmJioooXL66UlBQFBATkOcbhcCggIEDZ2dk3uDpcytfTBQAAAAD55eKz1+np6fr444/l5eUlLy8v5ZxvGjhwoEqUKKFt27YRulFg+fr6ysvLS9KFaef//e9/XTM9HA6Hnn32WdexD8/jjDcAAABuGYGBgTp06JDKlSun9PR02e12PfPMM/Lx8ZExRnPnzlV6erp8fTn/hIIt52x2SkqKsrKyVKxYMfXr10/GGM2YMUOJiYny8vJSQECAsrKyPF1uoUfwBgAAwC3Dz89P+/fvV40aNWSMkY+Pj2sqbmZmpvz8/Jh2i1tCzi+WUlJSZLPZ5O/vL6fTKUkqWrSokpOTlZ6eTvC+SXD/BAAAANwSMjMzVbZsWaWlpUmSa5ptzlRbpt3iVuXt7e12bF98aQVuDsyxAQAAwC3B19dXsbGxrjPaGRkZMsZoxIgRKlKkiKs9MzOTqeYo8C4O1g6HQ1lZWXr66adljFF6errS0tJYsf8mwr84AAAAuCWkpKTo3//+t9atW6ddu3YpKytLY8aMkb+/v7y9vZWdna3Ro0cz1Ry3hKysLNdZbmOMpkyZ4lrd/L777rvivb1x43GNNwAAAG4J/fr10/fff6+XX35Z3bp1k81m83RJgGUSExNVokQJ/frrr7Lb7XmOSU9P1x133KGjR48qLCzsBleIixG8AQAAcEtISEhQ0aJF5evrq507d+rBBx9UYGDgFbeJiYm5QdUB+evPP/9UhQoVrul6bi8vLxZY8zCmmgMAAOCWULx4cdffK1WqpDlz5lz2Wu709HQlJCTcqNKAfFemTBmdOXNGQUFBV7yWOyMjQ2fPnr2BlSEvnPEGAAAAAMBCXHEPAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAMhlzZo12rlzpyX7zsrK0vjx43X+/HlL9u8JWVlZeuutt/Jt5ehZs2bp559/zpd9AfA8gjeAG2bevHlq2rSpihYtqpIlS6p9+/Zas2aNp8vK5fHHH9fMmTPd2m7m2o8dO6bOnTurWLFiql69eq7aL1W1alX5+vq6Pby8vLRnzx5JF1YC9vX1VfHixdW2bVv9+OOPV9zfrFmz9MILL/zt19GjRw8tXrz4b+/nao4eParatWtftr9Ro0Zav359vuwrP1WqVElnzpyx9Dk+/PBDNWzY8JrHX8vrz87O1qhRoxQaGqpSpUppwIABSk1NdRtz3333ydvbW++++26e+yhfvrzb8fr2229fU32tW7fWDz/8cG0v5m8YN27cZWu/nA8//FDBwcHq3bu3pcdRXu9B9+7d5ePjc8Xv25SUFPXv31/Z2dl/+XkSEhJUp04dlS5d+rLB8fvvv9fSpUuveqsvT/jtt9/UvHlz2e121apVS6tXr76m7T788EN9//33rtWlo6Ojc/1b6+Pjo9DQUKWlpUmSNmzYoAYNGigoKEj33nuv22f1559/6uOPP87/FwjAIwjeAG6IXr166Z133tGYMWN06tQpHTt2TEOGDNHLL7+skSNHero8l9TUVH377bfq3Lmzq+1mrj0jI0Pt27dX+/btdfz4cS1YsECRkZFavnz5Zbc5fPiwMjMzXY958+apY8eOql+/vmtMXFycTp48qYEDByoiIkLp6ek34uV43NGjRxUTE6OWLVt6uhSPKFOmjKpVq5av+5w0aZI2bdqkPXv26PDhw0pNTdXLL7/sNmb9+vUaO3ZsntufO3dO/v7+bsfsiBEj8rVGT/j000+1ceNGvfnmmzf8uWfPnq3//Oc/Vxwzfvx4Pfjgg2rSpMlf3v/69etVrVo1RUdHq0qVKnmOWbVqlR5//PG/vG+rpaen66GHHtJTTz2lxMREffLJJ+rdu7f2799/xe3i4uL01ltvaerUqa62ihUruh23mZmZ6tOnj1566SXZ7XbFxMSoe/fumjx5shISEjRp0iQ9++yzio+PlyR17dpVK1eutPT1ArhxCN4ALPfxxx/rp59+0tatW/Xggw/KbrfLbrerY8eO2r59u77++mstXLjQ02VKklavXq0mTZq47gV7s9e+atUq3X777Ro4cKACAwNVv359ffDBB/rss8+uaXtjjN544w2NGTMmV5+fn5+6dOmi8uXL6+DBg/ld+k1p8eLFioiIuOL9UG9lTzzxhD7//PN83WeFChU0b948lStXTsWKFdPQoUP1/fffX/P2v/zyi2rUqJGvNd0MkpKSVKFCBZUqVcrTpeRy4MAB/fe//73uXwokJSWpXLlyCggIUEBAQJ5jtm7dqtatW/+NKq3x5Zdfqnbt2ho4cKD8/PzUokULjR07Vu+8884Vt3v55Zc1aNAgVa5c+bJjjh8/rhUrVmjAgAGSpJ07d6ply5Zq0aKFihQpoqZNm+qee+7Rpk2bJEnVq1dXRkaGTpw4kX8vEIDHELwBWMoYo4kTJ2r69Ol5TikMCgrSp59+qokTJ0qS2rRp4/qhI8f48eN17tw5t7aHHnpIa9eulXThTEO3bt1UrFgxFS1aVI888ohbUMyZBjp9+nRVqVJFwcHB6tmzpxwOR656Fi1apH/84x8Fpna73a5+/fq57T8sLEwnT57MVW9eli5dqttuu02NGze+7JjExMRrDqI5086XLl2qmjVrKigoSJ07d3adwcl5TcWLF1eNGjW0YcMGSVJoaKjmzJmjJ554QnfddZekC+/vRx99pMDAQO3YseOy03mDgoLcvk5KStLgwYNVvnx52e121a1bV9OnT5cxRh999JGqVq2qX375Rb6+vvryyy/dtr34889x4sQJPffccypdurQCAgLUuHFjLVmyxG3Mr7/+qtatWysgIEANGjRwTdvPsWvXLrVu3Vp2u11ly5bVgAEDlJSU5DbGGKMPPvhAd955p2w2mypWrKhXX301z2tgDx48qMqVK2v27NmSLkzz3bx5s1566SWVLVtWgYGBeuihh/Tbb7+5bZeWlqbhw4crNDRUdrtdLVu21Pbt2139ixcvVo8ePSRd/bO82nuZ46mnnlJ4eLiMMTpy5IjGjRunBx54IM+xefn111//cvA+f/68fH199f3336tJkybq1KmTq+/7779X06ZNZbPZVK5cOb366qvKyMhw9V963OX4+uuv1axZMwUEBKhUqVJ6+umndfToUbfnvZZ/YyTprrvuUnR0tEJDQ9WrV69c/dnZ2XrjjTdUsWJF2Ww21a9fX6tWrco17sMPP1TVqlVlt9vVsGFDrVu3Tl27dtWGDRuu+B5czQsvvKDIyEgVK1bsmrfJ8eWXX6pXr1766KOP5Ovrq+jo6DzH/fLLL26zbCRp4cKFql27tmw2m2rVqqWFCxfqpZde0qxZs9zGXctncaUxf/75p0qXLp3nZQibNm3K9V517dpV69atu+xrzpnRcelMjku9/fbbrl+SSlKzZs20adMmrVmzRhkZGfrmm2+0fPlylS1b1rVNgwYNtG/fvivuF0ABYQDAQgcPHjSVK1e+6rhKlSqZU6dOmc8//9z06NHD1Z6RkWHKlClj/u///s/VFhMTY6pUqWKysrJMUlKSqVmzppkyZYpJTEw0iYmJ5rPPPjMVKlQw0dHRxhhjXnvtNVOnTh3z9NNPm9OnT5u4uDjTsWNHM2LECLcaUlNTTbFixUx8fHyBq/1ikZGR5vnnn79q3cYYU79+fbNx40a3tooVK5rTp0+b06dPm3//+9/mnnvuueI+Zs6caQYOHOj6e61atUz79u1NbGysOXv2rOnTp495/PHHjTHG/Pbbb6ZevXomISHBbNiwwcycOdO1n+7du5tFixa5vvbx8TGdO3c2iYmJrvfinXfeyfX8gYGBrr+npaWZ+vXrm759+5rDhw+bjIwMs3fvXtO6dWvz+uuvG2OMiYqKMrVq1cq1n+joaFOmTBmTmZnpajt16pSpUqWKGTVqlImNjTUZGRlm48aNpm7dumbevHkmKirKhIaGmnvuucds3brVpKammv/85z8mLCzMZGRkGGOM2bt3r6lSpYr5+uuvjcPhMMePHzfDhg0zTZo0cXuuAQMGmBYtWpidO3ea9PR0Ex0dbQYOHGjatWvn9rns3bvXVKhQwXz55ZeubVu1amVq1aplXnvtNXPixAkTHx9vPvjgAxMaGmoOHTpkjDEmKyvLtG/f3nTt2tUcPnzYJCUlmTlz5pgyZcqYbdu2GWOMWbRokenevfs1fZZXei/z8v777xtJpkyZMubYsWO5+i/3+Q4ePNiULVvWFC9e3NSrV8+sXbv2mp4v533ZtWuX6+t169aZsmXLmoULF5rk5GRz4MAB8/DDD5tOnTq5xlx63BljzIIFC0zFihXN0qVLTXJysjl79qyZMmWKCQsLM2fPnnV9nz711FPm1KlTJi4uzjz66KNX/D7N+TyNyf0+9urVy7Rq1cr89NNPJiUlxaxYscJUqFDBLFmyxDVm9OjR5q677jLbt283qampZuvWraZBgwbm9ttvN+vXr7/se5Dj4u/biy1atMh4eXmZsLAwU758eTNnzpwrv8l5PM/l9p0jLi7OVKpUya3ts88+M5UrVzbffPONSU1NNT/99JO57777zB133OH278TVPotrGRMfH2+aNm1qfv/991y1dezY0e39y1GiRAnjcDhytWdlZZm6deuaMmXKmODgYPPwww+bM2fO5Pmay5Ur53ZcGWPMwoULjSTXY/DgwW79Q4cONVOnTr3cWwmgACF4A7DUli1bTNOmTa86rmnTpuann34yDofDhIeHm+TkZGPMhR+gWrduberUqeMaO27cOFeIevvtt/P84faDDz4wL774ojHmwg/0NWvWNNnZ2a7+X375xdSsWdNtmyVLlpj777+/QNZ+cV+ZMmVMVFTUVetetWqVadWqVa72ihUrmiJFirh+EHzttdfcAuKlLg3eJUuWNCkpKa7+xMREU6xYMZOdnW1+//1306BBA1covdilwVuS2blzp+vrawne77//vnnqqadyjUlLSzMJCQnGmMuHxUmTJpm+ffu6tQ0ZMsSMHDky19iEhASTlpZmoqKijCSzfft2t/4mTZq4an/ooYfM6tWrc+0jIiLCFZ737dtnqlatas6fP59r3IkTJ4wxFz6X5cuXm/Lly5tvv/3WbUyrVq3MoEGDcm377rvvmieeeMIYc+H4bty4scnKynIbs3DhQnPvvfcaY3IH7yt9lsb8teCdnZ1tYmJizPDhw03NmjVNenq6W//lPt9vvvnG/PHHHyY9Pd3873//M+XKlTO//PLLNT3npaGzTp06ZuXKlW5jMjIyTN26dc3XX39tjMl93GVkZJjy5cub/fv359p/zmeT1/fpgQMHLvt9aszlg/fu3btNpUqV3N53Y4zZtm2bCQsLM1lZWeb48eOmdOnSJi4uzm1MbGysKVq06HUH7+zsbFO9enUzfvx4k5ycbL7//ntTtmxZs2/fvsu+jrye52rB+8cff3Qdc8YY43A4TJkyZXK9x8nJySYsLMwVvK/ls7iWMVfSpk0bs2PHjlzt5cuXd/0bcrH58+eb6tWrmx9//NEkJCSYPn36mC5duuQa9/LLL5vXXnvNre2HH34wYWFhZtWqVSY1NdV88803Zvjw4W4B/9133zVjxoy5at0Abn5MNQdgqRIlSuSa9myM0ZgxY7Rt2zZX24kTJ1SmTBn5+/srIiLCdd30tGnTFBkZqdDQUG3ZskXZ2dmaO3euevbsKenCtNHJkyfLZrO5PUaMGKG9e/e69t+5c2d5eXm5vq5atari4uLc6rp0mnFBql26sJJw586dNWnSJFWqVCmvj8PN66+/nue13dKFqZiZmZnav3+/tm3bpv79+191fzkeeOABt6n5wcHBstvtSklJUbVq1fTAAw+ocePG2rp161X3Va9evSv2X7ri8rp16/TMM8/kGmez2a46bTavaeaX21+xYsVks9kkSeXKlcs1Vb9KlSquz2jjxo2KiIjI9TmvWrXKNSV93bp1ioiIyPN62NDQUNffu3XrpkWLFqldu3a5xj355JO52rp16+a6nnr9+vXq1q2bvL3d/+t/7LHH9NNPP+U5LfpKn+Vf5eXlpbCwML377rsqX778Nd8VoH379qpSpYr8/PzUtm1bvfLKK1ddGCwv8fHxOn78uDp27OjWXqRIET355JOuyx4k9+Nu//79KleuXJ6rjl/82Vz6fXrxMfBXrF+/Xl26dMl1eUuTJk1kt9t1+PBhbd26Va1atXKbkixduJ6+WbNmf/k5c+zbt08hISEaM2aMgoKC1LJlS40ePVrTpk277n3m5fz5826XiOzfv1/h4eG53uOgoCC3z+taPotr/bwux2635/m9cPbs2Ty/PxcuXKjJkyerbt26KlasmKZMmaJt27a5/d8RHx+v+fPna/DgwW7bTpgwQRMnTtRDDz0ku92u9u3bq1GjRho1apTbe3DpXQAAFEwEbwCWqlGjhhwOh9stqby8vNS2bVs9+eSTOnPmjPbt26egoCDXD5G9e/fWzJkz9fvvv+vcuXNq0qSJ+vXrp2nTpunbb79V3bp1ddttt7n2t3z5cjkcjlyPjRs3usaEhIS41eXn5+e2UrfD4dDatWsVERFR4GqXJKfTqS5duigiIsIVFHOu8cx5PPHEE67xOdcrtm3bNu8PTpKPj49q166tL7/8UnPnzlVKSoqeeOIJt33mdf3xpfVeWvPrr7+ujz76SAMGDNCcOXMu+/w2m01+fn6ur/39/eV0Ot3GXHqddFZWljIzMy+7z8uJjY3VH3/8kWuxp2vZX16vt0iRIm6f0dmzZ3N9xunp6ZowYcJfqrty5cqXXbHeGHPFbbOzs+Xr65ur3cvLS15eXnluf7XP8lJNmjRxHRuhoaFKTU3N8/rUevXqXfeCUVWqVNGxY8f+8naXe/3ShWM955c4lx531/rZXPpeXXoM5Gedl/u8/q7Dhw/nCqx169a97HXa1yszM9Nt3YhrfT3X8llc778BOcLDwxUVFeXWFhcXpxIlSrgdFzkufc/8/Px0xx13KCYmxtX2/vvvq3v37q5FO3McPHhQLVq0cGtr3Lixvv76a9fXPj4+f+v1ALh5ELwBWMrLy0ujR49Wr169lJyc7Gpv3bq1+vbtq27duql///4aN26cq6927drKzs7W8OHD1bdvX0lSp06dtHnzZr377ruuNklq3ry5VqxYket5Z86cqf/973+ury89y3epNWvWqGHDhipZsmSBq12S+vbtqxIlSritQhwYGOh2G5uLV19//fXXNXr06KvuV7oQIOx2u7y8vLRw4UK3fea16Ny11NukSRMtXLjwivc+vnRBt9DQUB05csSt7dIFvVq2bJnnfczT0tJyLXJ3scWLF6tz5865As/l9nfu3DnXWbGrvd5mzZrluTDWK6+8otjYWNfzLFmyxO04y3FxQF22bJm2bdum4cOH5xqX1+r68+fPV6tWrSRJrVq1yvM+6StXrlTNmjVlt9tz9V3LZ3mx7du3u46NuLg4+fj46P7778/1C5Jdu3apZs2aV93fhAkTcv2iYfPmzapevfpfqkuSSpcurZIlS+ZaADErK0uLFi1yvU+XHnd16tRRbGysdu/enWufF382f/W9upxWrVpp+fLlbgu+SdLevXuVnJys6tWrq1mzZtq4cWOuM+rHjx/Xli1brvu5K1SokOu+2/v377/iSt3Xw2azuZ3FrVOnjo4dO5bruVNSUtzuoX0tn8W1fl6X07x5c9filzkWL16c5ywTKfd75nQ69fvvv7tmHSUmJmrGjBkaNmxYrm2rVKmiAwcOuLXt2bPH7cx8ampqnt+bAAoegjcAy/Xv318NGzZUw4YNtXDhQsXFxenYsWOqWLGiNmzYoOLFi6tLly5u2/Tq1UsbNmxQt27dJEm+vr56+umndfjwYd1///2ucc8//7zWrVunN998U/Hx8UpKStKUKVM0duxY1apV65prXLRokbp27Voga3/jjTf0yy+/aO7cuW5TXS9ny5YtSk5O1kMPPXTVsSdOnNCzzz6r++67L8+Q/Vdt2LBBU6dOVWpqqlavXq2KFSu6+ry9vXOd0b5Yu3bt9NVXX2ndunXKyMjQihUrcoXi559/XgcOHFDPnj31xx9/KDMzU7t379b999/vmi6b1/Nc7vMfPXq0Fi5cqFdffVWxsbFyOp3asGGDmjdvrmXLll3Ta544caKGDx+uL7/8UqmpqTp27Jj69++v7du3q3z58pIunOVq0aKF7r//fu3cuVMZGRmKjo5Wv379XJcmSBemna5Zs0b79+/XCy+84HaWcNOmTRo3bpxOnjyps2fP6v/+7//09ttvu86qP/bYY8rKylLv3r0VExOjlJQULVy4UP369bviL0Cu5Gqfmb+/v3r06KGePXsqLi5OiYmJeu211yTpmu6VXr9+fQ0ZMkT79u1TamqqZs2apf/85z+u2zH91fomT56sZ555RitXrlRqaqoOHz6sJ598UqVLl1aHDh3y3IfNZlNkZKQ6deqkr776SsnJyUpISNAHH3ygpk2bXvEXOhd76aWX9P777191XKNGjXTPPfeoa9euOnjwoFJTU7V27Vp16dJF77zzjry9vRUaGqrnn39eDz74oHbs2CGHw6Ft27apS5cuuaZTX+0zuljjxo2VnZ2tCRMmKCUlRZs2bVJkZKSef/75a9r+WhUvXlxnzpxxfe3n56c333xTjz76qL799lulpaVp//796tSpk4oWLeoady2fxbWMOXv2rJo3b65Dhw7lqq1Lly7auXOn5syZI6fTqW3btuntt992rVh+6bbPP/+8hgwZop9++knnzp3ToEGD1KpVK5UuXVrShZXnn3zyyTxvGzd06FANGjRI27dvV3p6ujZu3KjBgwdr4MCBrjGnT5/OdaYcQAHlwevLARQyixYtMq1atTJFixY1ISEhpkWLFmbOnDmmcuXK5vvvv3cbm5KSYl5++WW3tujoaBMZGZlrv8ePHzdPPvmkCQkJMcHBweaRRx5xW632aotypaWlmeLFi5tTp04VuNoXLFhgvLy8jLe3t/Hx8XF7XM7UqVPNsmXLLttfsWJF4+PjY7y9vU1oaKjp169fnosK5bh0cbW8FlXKWUgqPj7ePPLII8Zut5smTZqYw4cPu8bMmDHD2O121+u9eNG0HEuXLjW33367CQgIMF26dDFxcXG5xp0+fdr07t3blCpVythsNnP33Xe7rYqckZFhatasaUJCQowxxhw7dsyUKlXKOJ3OPF9fVFSUefzxx01ISIgJDAw0zZo1M8uXL3f15bW42KULxW3bts20bNnS2Gw2U6ZMGTNw4EDXInw5MjMzzRtvvGEqV65s/Pz8TOXKlc2oUaNMamqq23tozIXFqDp27Gj69OljsrOzTatWrczWrVvNmDFjzG233Wbsdrtp3759rgWmUlJSzIsvvmjKlClj/P39TdOmTd1Wtb90cbUrfZZ5vZd5SU9PNy+99JIJDQ01QUFB5sknn3Rtf7HLHevTp083VapUMf7+/qZJkyZmy5Ytl32uS/373/82drvdLFy40NX2v//9zzRu3Nj4+fmZ0NBQM2zYMJOWlubqz+u4M8aYxYsXm/r16xt/f39TunRp8+yzz5rY2Ngr1n7xvrp06WKGDh3q+vpKq5o7nU4zbtw4U6FCBePn52fq1atnvvrqq1z7nzJliqlatarx9/c3jRs3Nlu3bjWPPfaY2+Jqeb0Hxlz+8z1+/Lh5+OGHTXBwsKlXr16uhfwu568srpaWlmaCgoJytX/xxRemdu3axt/f39SpU8csX77cDB8+3O3715grfxbXMub48eOmZMmSeS46Z8yFRSqbNWtm/P39zZ133mnWrFnj9v5cuu306dNN5cqVTalSpUzfvn3dFsbr0aOH+fPPPy/7XsyePdtUrVrV2Gw2U7duXfPf//7Xrf/ZZ5818+fPv+z2AAoOL2MsuEgIAP6CvXv36ocfflCfPn088vzLli3Thx9+6Da9+1p5unb8fR988IH279+vzz77zNOlXLfWrVvr3XffVYMGDTxdCnBNqlatqrVr16pq1aqeLuWmVq9ePc2ePVt33XWXp0sB8Dcx1RyAx919990eDa42m01jx469rm09XTv+vtDQUL344oueLgN/Ua9evdwW+rv4cbkF6HD98vv9vtY7GxRmiYmJOnr06F+69AjAzYsz3gAAFHCc8UZBM3/+fC1ZsiTXAon4/+bPn68vvvjimteTAHBzI3gDAAAAAGAhppoDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYKH/B9s0BTHSOSkdAAAAAElFTkSuQmCC","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf\n","不是      1412\n","是        919\n","不重要      561\n","问法错误      74\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"}],"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}