diff --git "a/notebooks/03a_Llama3.1-8B-Chinese-Chat_analysis.ipynb" "b/notebooks/03a_Llama3.1-8B-Chinese-Chat_analysis.ipynb"
--- "a/notebooks/03a_Llama3.1-8B-Chinese-Chat_analysis.ipynb"
+++ "b/notebooks/03a_Llama3.1-8B-Chinese-Chat_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 = \"Llama3.1-8B-Chinese-Chat\"\n","result_csv = f\"data/{model_name}_results.csv\"\n","metrics_csv = f\"data/{model_name}_metrics.csv\""]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 11 columns):\n"," #   Column                                                                 Non-Null Count  Dtype \n","---  ------                                                                 --------------  ----- \n"," 0   text                                                                   3000 non-null   object\n"," 1   label                                                                  3000 non-null   object\n"," 2   title                                                                  3000 non-null   object\n"," 3   puzzle                                                                 3000 non-null   object\n"," 4   truth                                                                  3000 non-null   object\n"," 5   shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf                 3000 non-null   object\n"," 6   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf   3000 non-null   object\n"," 7   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf   3000 non-null   object\n"," 8   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf  3000 non-null   object\n"," 9   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf  3000 non-null   object\n"," 10  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf  3000 non-null   object\n","dtypes: object(11)\n","memory usage: 257.9+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(result_csv)\n","df.info()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_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>shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.fl...</td>\n","      <td>0.236667</td>\n","      <td>0.745718</td>\n","      <td>0.236667</td>\n","      <td>0.339624</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.2</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.625667</td>\n","      <td>0.827414</td>\n","      <td>0.625667</td>\n","      <td>0.693570</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.4</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.762000</td>\n","      <td>0.789946</td>\n","      <td>0.762000</td>\n","      <td>0.766701</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.6</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.680333</td>\n","      <td>0.798030</td>\n","      <td>0.680333</td>\n","      <td>0.721244</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.8</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.752333</td>\n","      <td>0.807426</td>\n","      <td>0.752333</td>\n","      <td>0.773644</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>1.0</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.737000</td>\n","      <td>0.809059</td>\n","      <td>0.737000</td>\n","      <td>0.763784</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   epoch                                              model  accuracy  \\\n","0    0.0  shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.fl...  0.236667   \n","1    0.2  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.625667   \n","2    0.4  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.762000   \n","3    0.6  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.680333   \n","4    0.8  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.752333   \n","5    1.0  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.737000   \n","\n","   precision    recall        f1  \n","0   0.745718  0.236667  0.339624  \n","1   0.827414  0.625667  0.693570  \n","2   0.789946  0.762000  0.766701  \n","3   0.798030  0.680333  0.721244  \n","4   0.807426  0.752333  0.773644  \n","5   0.809059  0.737000  0.763784  "]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n"]},{"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":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf\n","不是。         1355\n","是            505\n","是。           434\n","不是           289\n","回答正确         229\n","不重要           90\n","问法错误          64\n","不是重要          10\n","不重要。           9\n","回答正确。          5\n","问法错误。          4\n","不是重要。          3\n","是物品。           1\n","是小男孩的哭声。       1\n","問法错误           1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf\n","不是      1024\n","不重要      949\n","是        941\n","问法错误      45\n","回答正确      41\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf\n","不是      1686\n","是       1015\n","不重要      269\n","回答正确      23\n","问法错误       7\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf\n","不是      1289\n","是        998\n","不重要      675\n","回答正确      29\n","问法错误       9\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABqeElEQVR4nO3dd1yV9f//8SdD4AAC7gmONHOnqVjO3B/NFDMbWu6RI1dppqllzoYNzVG5ShuSuUdlmnvkKMs0BwFSOADZHNb1+8Of5+sJVDQujujjfrudW/F+v6/rvK5z3hx5nms5GYZhCAAAAAAAmMLZ0QUAAAAAAHA3I3gDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAiV0cXkFsyMzP1999/q2DBgnJycnJ0OQAAAACAu5xhGIqPj1fp0qXl7Hz9/dp3TfD++++/5e/v7+gyAAAAAAD3mPDwcJUtW/a6/XdN8C5YsKCkKxvs4+Pj4GoAAAAAAHe7uLg4+fv72/Lo9dw1wfvq4eU+Pj4EbwAAAABAnrnZ6c5cXA0AAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvGHz6KOPytnZWW+//bZd+65duxQYGCgfHx81bNhQ+/bts/VlZmZq8uTJKlu2rIoWLar+/fsrISHB1n/69Gm1b99evr6+qlKlipYvX55n2wMAAAAAdwKCN2y2bdumiRMn2rWdOnVK3bp109SpU3X+/HmNGTNGnTt31rlz5yRJ7777rg4fPqwDBw4oLCxMAQEBGjZsmCQpMTFR7dq1U5cuXRQZGakvv/xSr7/+urZu3Zrn2wYAAAAAjkLwxg3NmTNHo0aNUqtWrWSxWNSlSxf17NlTX3/9tSRp+/btGj58uEqXLi1PT0+NHTtWa9eulXRlT3mNGjXUr18/WSwW1alTRzNnztSSJUscuEUAAAAAkLcI3rihChUqqFOnTnZt/v7+On/+vCSpY8eOevPNNxUaGqr4+HiNGzdORYsWlSRlZGRku86YmBhziwYAAACAOwjBGzc0YsQIVa5c2a5t/fr1qlevniRpwIAB8vT0VPny5eXj46NFixZpwYIFkqTGjRvr4MGDWrx4sZKTk3XkyBGNHTtWTZs2zfPtAAAAAABHcXV0AchflixZosjISAUFBUmSxo4dq/T0dJ05c0aFCxfWp59+qr///luS5OPjo3Xr1mno0KEaNWqUnJyc5OrqqgEDBjhyEwAAAAAgTxG8kWMHDx7U2LFjtX37drm6uurixYtaunSpTp06JR8fH0nS6NGj1bFjR1WvXl21a9dW3bp1tWfPHsXFxemBBx7QW2+9JT8/P8duCAAAAADkIQ41R46EhYUpKChIn376qapWrSpJOnv2rKpVq2YL3VfVq1dPP/zwg13b+PHjVbduXXXv3j3PagYAAACAOwHBGzcVHx+vxx57TC+//LIee+wxW3uFChV05swZpaen240/fPiwSpYsafv50KFDWr58uebPn59nNQMAAADAnYLgjRvKyMhQt27d1LRpUw0fPtyur3jx4mrWrJkGDBigyMhIxcXFadasWTp69Kg6duwoScrMzNSgQYM0Y8YMlS1b1hGbAAAAAAAORfDGDQ0bNkybN2/W/Pnz5erqanu0bNlSkjRv3jy5uLioatWqqlChgnbt2qUff/zRdvh5cnKyOnXqxAXVAAAAANyznAzDMBxdRG6Ii4uTr6+vYmNjs5xzDAAAAABAbstpDuWq5neA8q9scHQJ95y/ZnRwdAkAAAAA7hEcag4AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJbit4P/roo3J2dtbbb79t175r1y4FBgbKx8dHDRs21L59++z633jjDZUoUUI+Pj7q06ePEhISbH1xcXHq3r27vL29Vbp0ac2cOfN2SgMAAAAA4I5yW8F727Ztmjhxol3bqVOn1K1bN02dOlXnz5/XmDFj1LlzZ507d06SNH/+fK1evVr79u3TuXPn5OTkpP79+9uWHzBggAoUKKCIiAjt3btXwcHBWrBgwX/YNAAAAAAAHM81t1Y0Z84cjRo1Sq1atZIkdenSRfv379fXX3+tUaNGafbs2VqxYoUqVKgg6UoQv++++3TmzBl5eHho27ZtCg0NlYeHh3x9fbVs2TL973//08CBA3OrRAAAAAAA8lyuBe8KFSqoQ4cOdm3+/v4KDw/XhQsXlJiYqIceesjWV6BAAT3++OP68ccf5evrq9atW8vDw8PWX7VqVXl7e+vUqVOqXLlybpUJAAAAAECeyrWLq40YMSJLQF6/fr3q1aunsLAwVapUKcsyVapU0dmzZ2/aDwAAAABAfmXaVc2XLFmiyMhIBQUFKTk5WZ6enlnGWCwWJScn37Q/O1arVXFxcXYPAAAAAADuNKYE74MHD2rs2LH64osv5OrqKovFopSUlCzjoqKi5OnpedP+7EyfPl2+vr62h7+/f65vBwAAAAAA/1WuB++wsDAFBQXp008/VdWqVSVJAQEBCgkJyTI2JCREFStWvGl/dsaNG6fY2FjbIzw8PHc3BAAAAACAXJCrwTs+Pl6PPfaYXn75ZT322GO29uLFi8vNzU0nT560taWnp2vNmjVq2bKlGjVqpK1btyo9Pd3W/9tvv8lqtWZ77rckubu7y8fHx+4BAAAAAMCdJteCd0ZGhrp166amTZtq+PDhWfpHjhypfv366dy5c4qPj9ewYcPUqlUrVahQQWXKlNEjjzyikSNHKiEhQeHh4erfv78mTJiQW+UBAAAAAOAQuRa8hw0bps2bN2v+/PlydXW1PVq2bClJGjRokFq3bq26deuqTJkySk1N1fz5823LL1iwQNHR0SpZsqQaNGigLl26qG/fvrlVHgAAAAAADuFkGIbh6CJyQ1xcnHx9fRUbG5vvDjsv/8oGR5dwz/lrRoebDwIAAACAG8hpDjXtdmIAAAAAAIDgDQAAAACAqQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOAN4J51+vRptW/fXr6+vqpSpYqWL19u61uxYoWqVasmHx8ftWnTRmfOnLH1ZWZmavLkySpbtqyKFi2q/v37KyEhwRGbAAAAgHyA4A3gnpSYmKh27dqpS5cuioyM1JdffqnXX39dW7du1aZNm/TGG29o+fLlioyMVNeuXdWhQwelpKRIkt59910dPnxYBw4cUFhYmAICAjRs2DAHbxEAAADuVK6OLgAAHGHXrl2qUaOG+vXrJ0mqU6eOZs6cqSVLlig9PV0zZsxQnTp1JEkDBgzQhg0btHv3brVs2VLbt2/XyJEjVbp0aUnS2LFjVapUKYdtCwAAAO5s7PEGcE/KyMjItj0mJuaGfZLUsWNHvfnmmwoNDVV8fLzGjRunokWLmlYrAAAA8jeCN4B7UuPGjXXw4EEtXrxYycnJOnLkiMaOHaumTZuqa9euGjdunH755RclJydr4cKF2rRpkx555BFJV/aAe3p6qnz58vLx8dGiRYu0YMECB28RAAAA7lQcag7gnuTj46N169Zp6NChGjVqlJycnOTq6qoBAwbIz89PERER6tSpk1JTU3X+/Hn16dPH7tDy9PR0nTlzRoULF9ann36qv//+28FbBAAAgDvVbe3xfvTRR+Xs7Ky3337brn337t168MEHZbFYVL9+fR04cMCuf+HChQoICJCXl5eCgoJ0/vx5W19aWppefPFFFSpUSEWKFNHLL7+s9PT02ykPAHKkbt262rNnj0JDQ+Xh4aHZs2fLz89PkjRy5Ej99ddfeu+991SsWDHNnDlTknTx4kUtXbpUK1euVMWKFeXn56fRo0friy++0C+//OLArQEAAMCd6raC97Zt2zRx4kS7tvPnzysoKEgTJ05UXFycxo8fr06dOikyMlKStHnzZk2bNk3r16/XpUuXVKNGDQUFBdmWf+211/Tnn3/qxIkTOnHihI4fP67XXnvtP2waAOTM+PHjVbduXXXv3t2uPT4+XiNHjtScOXNUuHBhSdLZs2dttxm7Vr169fTDDz/kWc0AAADIP3LtHO9FixbpqaeeUpcuXVSgQAF17txZPXv21EcffSRJmj17tt555x3VqlVLFotFU6ZMUWZmpn788Uelpqbq448/1pIlS1SiRAkVK1ZMy5Yt0yeffKLExMTcKhEAsjh06JCWL1+u+fPnZ+mbMGGCGjZsqK5du9raKlSooDNnzmQ5Iufw4cMqWbKk6fUCAAAg/8m14L1z50516tTJrq1r167aunWrDMPQ/v371aFDh2z7jx49qqpVq9r90VqkSBEFBgZqz549uVUiANjJzMzUoEGDNGPGDJUtW9au78iRI/riiy80d+5cu/bixYurWbNmGjBggCIjIxUXF6dZs2bp6NGj6tixY16WDwAAgHwi14J3WFiYKlWqZNdWpUoVnT17VlFRUfLz85OHh0e2/dkte21/dqxWq+Li4uweAHArkpOT1alTJw0YMCBLX2pqqhYsWJDtXux58+bJxcVFVatWVYUKFbRr1y79+OOPWQ4/BwAAAKRcvKp5cnKyPD097dosFouSk5Oz7buV/uxMnz5dr7/+eu4UD+Ce5OXlpQkTJmTbFxgYeN3lvL299fHHH+vjjz82qzQAAADcRXIteFssFqWkpNi1RUVFydPTM9u+nPYHBARk+3zjxo3TqFGjbD/HxcXJ39//P24FALOUf2WDo0u45/w1o8PNBwEAAMB0uXaoeUBAgEJCQuzaQkJCVLFiRRUpUkSXL19WWlpatv3ZLXttf3bc3d3l4+Nj9wAAAAAA4E6Ta8G7cePG2rx5s11bcHCwWrVqJScnJ9WrV08//vhjtv0PPvigjh8/rpiYGFtfdHS09u/fr0ceeSS3SgQAAAAAIM/lWvDu27evli5dqk2bNik9PV3r16/Xl19+qcGDB0uSRo0apREjRujEiRNKSUnRlClTZLFY1Lx5c7m5ual3797q37+/oqKidOnSJfXp00dDhw7N9txvAAAAAADyi1wL3iVKlNDKlSs1btw4eXt7a/LkyVq9erWKFy8uSWrXrp1GjBih1q1bq3Dhwjp8+LC++eYb2/JvvPGGSpUqpfvuu0/333+/KleurMmTJ+dWeQAAAAAAOISTYRiGo4vIDXFxcfL19VVsbGy+O9+bi07lPS46lfeY53mPeQ4AAGCunObQXNvjDQAAAAAAsiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgolwN3lFRUerRo4cKFy6sgIAAvfPOO7a+P/74Q40bN5bFYlH16tW1ceNGu2VXr16t+++/XxaLRS1atNCpU6dyszQAAAAAABwiV4N3z549ValSJYWHh+vgwYPauXOnli5dKqvVqvbt2+uZZ55RbGys5s+fr379+unYsWOSpGPHjmngwIH6+OOPFRsbq27duqldu3ZKSUnJzfIAAAAAAMhzuRq8d+zYoVdffVVeXl4qUaKEhg0bpm+//VarVq1SjRo1NGTIELm5ualJkyaaOHGi3nrrLUnSnDlzNGbMGDVr1kxubm4aNGiQ6tevrxUrVuRmeQAAAAAA5LlcDd4dOnTQmDFjFBcXp/DwcE2bNk0lSpTQzp071alTJ7uxXbt21datWyXppv0AAAAAAORXuRq8586dq2+++Ua+vr4KCAjQP//8o0mTJiksLEyVKlWyG1u0aFGlpKTIarUqIiJCFStWtOuvUqWKzp49e93nslqtiouLs3sAAAAAAHCnybXgnZ6ero4dO+rZZ59VVFSUQkND1a5dO124cEHJycny9PTMsozFYlFycrIyMzPl7Oycbd/1TJ8+Xb6+vraHv79/bm0KAAAAAAC5JteC9/r162WxWDRz5kzbVc2nTJmi3r17y83NLdsLpUVHR8vT01POzs4yDMOuLyoqKtuwftW4ceMUGxtre4SHh+fWpgAAAAAAkGtyLXifPHlSTZo0sWvz8vKSn5+fJCkkJMSuLzIyUoULF5abm5vKlCmjsLAwu/6QkJAsh59fy93dXT4+PnYPAAAAAADuNLkWvCtWrKgTJ07YtaWkpOiPP/5Qjx49tHnzZru+4OBgtWrVSpLUuHHjG/YDAAAAAJBf5Vrw7tixow4fPqy5c+cqPj5eERER6tmzpx5++GE98cQTOnDggJYtW6a0tDTt3btXs2bN0ssvvyxJGjZsmN58803t379faWlpWrRokX799Vc988wzuVUeAAAAAAAOkWvB28PDQ+vXr9fatWtVokQJBQYGqnjx4lq2bJk8PDy0bt06LVy4UAULFlTfvn21cOFCVa9eXZJUs2ZNffjhh3ruuefk4+Ojzz//XBs3bpS7u3tulQcAAAAAgEO45ubKKleurC1btmTbV61aNe3ateu6y3bu3FmdO3fOzXIAAAAAAHC4XL2PNwAAAAAAsEfwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAA7hGhoaFaunSpo8sAAOCeQ/AGAOAeMXz4cJ0/f16StGzZMrm6uto9nJ2d1alTJ9v4U6dOydnZ2W7M/v37HVU+AAD5FsEbAIB7wMaNG3XmzBmNGjVKkvT8888rPT3d9khNTVXVqlU1YcIE2zK///67evbsaTcuMDDQUZsAAEC+5eroAgAAgLmsVqtGjBihxYsXy9U1+3/6v/nmGwUEBKh+/fq2tt9//10PPPBAXpUJAMBdiz3eAADc5WbNmqWmTZuqUaNG2fYbhqGpU6fqtddes2s/fvy4qlSpkhclAgBwVyN4AwBwFwsPD9f06dO1ZcsWFSpUSKNHj1ZmZqbdmHXr1qlIkSJ65JFH7Np///13DR8+XIUKFVKbNm10+vTpvCwdAIC7BsEbAIC72JQpU9S6dWsdOnRIhw8f1q5duzR37ly7MW+++WaWvd2SNGHCBP388886d+6cunTponbt2slqteZV6QAA3DUI3gAA3MXWrFmjJUuWqHjx4qpQoYI+/fRTzZs3z9a/ZcsWubu7q3nz5lmW7dq1q4oVKyYvLy8NGjRItWrV0nfffZeH1QMAcHcgeAMAcJe6ePGivLy8VKhQIVtb9erVde7cOdvP2Z3bfT0VK1a0WxYAAOQMwRsAgLtUkSJFFBMTo5iYGFvb8ePHFRAQIEn66aefZLVa1aZNmyzLdunSReHh4XZtu3fv1v33329u0QAA3IUI3gAA3KWcnZ3Vq1cv9erVSxcuXFBISIj69eun4cOHS7py/ve19+2+1n333aeBAwfq77//VlRUlEaOHKmMjAw9+uijebkJAADcFQjeAADcxWbMmKEKFSqoRo0aatGihbp166b+/fsrPj5eRYoUUceOHbNdburUqbr//vv14IMPqnz58goLC9Pq1avl7MyfDgAA3ConwzAMRxeRG+Li4uTr66vY2Fj5+Pg4upxbUv6VDY4u4Z7z14wOji7hnsM8z3vM87zHPM97zHMAgCPlNIfytTUAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAiU4N3aGioli5dauZTAAAAAABwRzM1eA8fPlznz5+3/bx79249+OCDslgsql+/vg4cOGA3fuHChQoICJCXl5eCgoLslgUAAAAAID8yLXhv3LhRZ86c0ahRoyRJ58+fV1BQkCZOnKi4uDiNHz9enTp1UmRkpCRp8+bNmjZtmtavX69Lly6pRo0aCgoKMqs8AAAAAADyhCnB22q1asSIEZo/f75cXV0lSYsWLdJTTz2lLl26qECBAurcubN69uypjz76SJI0e/ZsvfPOO6pVq5YsFoumTJmizMxM/fjjj2aUCAAAAABAnjAleM+aNUtNmzZVo0aNbG07d+5Up06d7MZ17dpVW7dulWEY2r9/vzp06JBtPwAAAAAA+VWuB+/w8HBNnz5dW7ZsUaFChTR69GhlZmYqLCxMlSpVshtbpUoVnT17VlFRUfLz85OHh0e2/QAAAAAA5Fe5HrynTJmi1q1b69ChQzp8+LB27dqluXPnKjk5WZ6ennZjLRaLkpOTs+27tj87VqtVcXFxdg8AAAAAAO40rrm9wjVr1ujEiRMqVKiQJOnTTz9Vt27dZLFYlJKSYjc2KipKnp6e2fZd25+d6dOn6/XXX8/t8gEAAAAAyFW5usf74sWL8vLysoVuSapevbrOnTungIAAhYSE2I0PCQlRxYoVVaRIEV2+fFlpaWnZ9mdn3Lhxio2NtT3Cw8Nzc1MAAAAAAMgVuRq8ixQpopiYGMXExNjajh8/roCAADVu3FibN2+2Gx8cHKxWrVrJyclJ9erVy3IF86v92XF3d5ePj4/dAwAAAACAO02uBm9nZ2f16tVLvXr10oULFxQSEqJ+/fpp+PDh6tu3r5YuXapNmzYpPT1d69ev15dffqnBgwdLkkaNGqURI0boxIkTSklJ0ZQpU2SxWNS8efPcLBEAAAAAgDyV6+d4z5gxQ2PHjlWNGjXk5eWlF198Uf3795ckrVy5UkOGDFFQUJBq1Kih1atXq3jx4pKkdu3aKTQ0VK1bt1ZUVJTatm2rb775JrfLAwAAAAAgT+V68HZ3d9d7772n9957L0tfo0aNdPTo0esuO3DgQA0cODC3SwIAAAAAwGFy/XZiAAAAAADg/xC8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwkanB+6233tKlS5ckSX/88YcaN24si8Wi6tWra+PGjXZjV69erfvvv18Wi0UtWrTQqVOnzCwNAAAAAIA8YVrw/vXXX/Xaa69JkqxWq9q3b69nnnlGsbGxmj9/vvr166djx45Jko4dO6aBAwfq448/VmxsrLp166Z27dopJSXFrPIAAAAAAMgTpgTv1NRUPffcc0pPT5ckrVq1SjVq1NCQIUPk5uamJk2aaOLEiXrrrbckSXPmzNGYMWPUrFkzubm5adCgQapfv75WrFhhRnkAAAAAAOQZU4L3+PHjVbNmTZUtW1aStHPnTnXq1MluTNeuXbV169Yc9QMAAAAAkF/levDesWOHgoODNXfuXFtbWFiYKlWqZDeuaNGiSklJkdVqVUREhCpWrGjXX6VKFZ09eza3ywMAAAAAIE+55ubK4uLi1KtXLy1evFi+vr629uTkZHl6emYZb7FYlJycrMzMTDk7O2fbdz1Wq1VWq9XuuQEAAAAAuNPk6h7vF198UU888YSaN29u126xWLK9UFp0dLQ8PT3l7OwswzDs+qKiorIN61dNnz5dvr6+toe/v3+ubAMAAAAAALkp14L3mjVrtHz5cn344Yfy8PCQh4eHQkNDVbZsWf3+++8KCQmxGx8ZGanChQvLzc1NZcqUUVhYmF1/SEhIlsPPrzVu3DjFxsbaHuHh4bm1KQAAAAAA5JpcC96dOnVSWlqaUlJSbI9y5crp3Llzmjp1qjZv3mw3Pjg4WK1atZIkNW7c+Ib92XF3d5ePj4/dAwAAAACAO41p9/G+VpcuXXTgwAEtW7ZMaWlp2rt3r2bNmqWXX35ZkjRs2DC9+eab2r9/v9LS0rRo0SL9+uuveuaZZ/KiPAAAAAAATJMnwdvDw0Pr1q3TwoULVbBgQfXt21cLFy5U9erVJUk1a9bUhx9+qOeee04+Pj76/PPPtXHjRrm7u+dFeQAAAAAAmCZXr2r+b3/99Zft/6tVq6Zdu3Zdd2znzp3VuXNnM8sBAAAAACDP5ckebwAAAAAA7lUEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARLkavGNiYtSzZ08VK1ZM5cuX14wZM5SZmSlJ2r17tx588EFZLBbVr19fBw4csFt24cKFCggIkJeXl4KCgnT+/PncLA0AAAAAAIfI1eDdtWtXlSlTRmfOnNH333+v1atXa86cOTp//ryCgoI0ceJExcXFafz48erUqZMiIyMlSZs3b9a0adO0fv16Xbp0STVq1FBQUFBulgYAAAAAgEPkWvA+cuSILly4oKlTp8rHx0eVK1fW4sWL9cknn2jRokV66qmn1KVLFxUoUECdO3dWz5499dFHH0mSZs+erXfeeUe1atWSxWLRlClTlJmZqR9//DG3ygMAAAAAwCFyLXhnZGRo1KhRcnJysrX5+/vr/Pnz2rlzpzp16mQ3vmvXrtq6dasMw9D+/fvVoUOHbPsBAAAAAMjPXHNrRfXq1VO9evXs2tavX6969eopNDRUlSpVsuurUqWKzp49q6ioKPn5+cnDwyNL/4oVK677fFarVVar1fZzXFxcLmwFAAAAAAC5y7SrmkdGRmr06NGaOHGikpOT5enpaddvsViUnJycbd+1/dczffp0+fr62h7+/v65vg0AAAAAAPxXpgRvq9WqJ554QoMHD1ZgYKAsFotSUlLsxkRFRcnT0zPbvmv7r2fcuHGKjY21PcLDw3N9OwAAAAAA+K9y7VDza/Xt21f+/v569dVXJUkBAQEKCQlRQECAbUxISIgqVqyoIkWK6PLly0pLS1OBAgWy9F+Pu7u73N3dzSgfAAAAAIBck+t7vCdPnqyzZ89qyZIltgutNW7cWJs3b7YbFxwcrFatWsnJyUn16tXLcgXzq/0AAAAAAORnubrHe/ny5frss8+0d+9eu4ul9e3bV3Xq1FHTpk3VunVrbd68WV9++aUOHz4sSRo1apRGjBihb7/9VuXLl9dbb70li8Wi5s2b52Z5AAAAAADkuVwL3jt37lSfPn2Ulpam0qVL2/WdOXNGK1eu1JAhQxQUFKQaNWpo9erVKl68uCSpXbt2Cg0NVevWrRUVFaW2bdvqm2++ya3SAAAAAABwmFwL3k2aNLG7vde/lStXTkePHr1u/8CBAzVw4MDcKgcAAAAAgDuCabcTAwAAAAAABG8AAAAAAExF8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAwF0jJiZGPXv2VLFixVS+fHnNmDFDmZmZkqQVK1aoWrVq8vHxUZs2bXTmzBkHVwvgXuHq6AIAAACA3NK1a1cFBgbqzJkzOn/+vJ577jl5enqqcuXKeuONN/TFF1+oSpUq+vzzz9WhQwcdPXpUHh4eji4bwF2O4A0AAIC7wpEjR3ThwgVNnTpVTk5O8vHx0eLFi/XUU0+pevXqmjFjhurUqSNJGjBggDZs2KDdu3erZcuWDq4cwN2OQ80BAABwV8jIyNCoUaPk5ORka/P399f58+eVkZGR7TIxMTF5VR6AexjBGwAAAHeFevXqqXfv3nZt69evV7169dS1a1eNGzdOv/zyi5KTk7Vw4UJt2rRJjzzyiIOqBXAv4VBzAAAA3JUiIyM1evRorVq1SoGBgYqIiFCnTp2Umpqq8+fPq0+fPipdurSjywRwD2CPNwAAAO46VqtVTzzxhAYPHqzAwEBJ0siRI/XXX3/pvffeU7FixTRz5kwHVwngXkHwBgAAwF2nb9++8vf316uvvmrXHh8fr5EjR2rOnDkqXLiwg6oDcK8heAMAAOCuMnnyZJ09e1ZLliyxu9CaJE2YMEENGzZU165dHVQdkPtOnz6t9u3by9fXV1WqVNHy5csdXRL+hXO8AQAAcNdYvny5PvvsM+3duzfL/bmPHDmiL774Qr/++quDqgNyX2Jiotq1a6dXXnlF33zzjU6cOKGnnnpKJUuW5FZ5dxD2eAMAAOCusHPnTvXp00chISEqXbq0XF1dbY/Q0FClpqZqwYIFKlmypKNLBXLNrl27VKNGDfXr108Wi0V16tTRzJkztWTJEkeXhmuwxxsAAAB3hSZNmshqtV63v1y5cnlYDZA3uEd9/kDwBgAAQI6Vf2WDo0u45/w1o4OjS8AdrHHjxurfv78WL16sp59+WidOnNDYsWPVr18/R5eGa3CoOQAAAADkUz4+Plq3bp0+/vhjlS5dWi1bttTly5c1YMAAR5eGaxC8AQAAACAfq1u3rvbs2aPQ0FB5eHho9uzZ8vPzc3RZuAbBGwAAAADuAuPHj1fdunXVvXt3R5eCf7mjgndcXJy6d+8ub29vlS5dWjNnznR0SQAAAABwxzt06JCWL1+u+fPnO7oUZOOOurjagAED5OHhoYiICF2+fFldu3aVn5+fBg4c6OjSAAAAAOCOlJmZqUGDBmnGjBkqW7aso8tBNu6Y4B0REaFt27bZzkvw9fXVsmXL9L///Y/gDQAAACDP5Ler92empijO8oCmnS2jafms9qvu9qv33zGHmu/evVutW7eWh4eHra1q1ary9vbWqVOnHFgZAAAAANy5nN085PfI044uAzdwxwTvsLAwVapUKUt7lSpVdPbsWQdUBAAAAADAf3fHHGqenJwsT0/PLO0Wi0XJyclZ2q1Wq6xWq+3n2NhYSVcu0JbfZFqTHF3CPSc/zpP8jnme95jneY95nveY53mPeZ73mOd5j3me9/LrPL9at2EYNxx3xwRvi8WipKSsEzwqKirbQD59+nS9/vrrWdr9/f1NqQ93F9/3HF0BYD7mOe4FzHPcC5jnuBfk93keHx8vX1/f6/bfMcE7ICBAmzZtytIeEhKiihUrZmkfN26cRo0aZfs5MzNT0dHRKlKkiJycnEytFVfExcXJ399f4eHh8vHxcXQ5gCmY57gXMM9xL2Ce417APM97hmEoPj5epUuXvuG4OyZ4N2rUSC+99JLS09Pl6nqlrN9++01WqzXbc7/d3d3l7u5u1+bn55cXpeJffHx8+MXGXY95jnsB8xz3AuY57gXM87x1oz3dV90xF1crU6aMHnnkEY0cOVIJCQkKDw9X//79NWHCBEeXBgAAAADAbbtjgrckLViwQNHR0SpZsqQaNGigLl26qG/fvo4uCwAAAACA23bHHGouXdlFv3z5ckeXgRxyd3fXpEmTshzyD9xNmOe4FzDPcS9gnuNewDy/czkZN7vuOQAAAAAAuG131KHmAAAAAADcbQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3rhtiYmJqlWrltLT021t27dv1/jx4+3agPwsISFBPj4+dnN648aN6t69u1JTUx1YGXBrYmNjNXz48Ov2e3l56eLFi7afExMT86IsAADuCdxODLctPT1dHh4eSk5O1ooVK9SzZ09t375dLVu2VGxsrLy9vR1dIvCfZWRkyN3dXYmJiZo1a5Zee+017dy5U82bN2eeI1+Ji4tT9erVFR4ero8//lhJSUlycnKSxWJR//79VbRoUYWFhcnT01Pnz59X3bp1tWfPHpUrV87RpQP/ycaNG+Xp6Sln56z7m5ycnFSyZElVrlzZAZUBuS89PV0DBgzQ+++/r4IFC+rYsWNydnZW9erVHV3aPY/gjZtKTExUmzZt5O7uLkkyDEO+vr5avXq1vL29FR0drZIlSyo6OlpHjx7VQw89pLi4OHl5eTm4ciDnEhISVKVKFbt5XqRIEf38888qWLCgbZ5HRUXpl19+Ud26dZnnyFesVqtq1KihU6dO6YEHHlCTJk0kSdu2bdPp06dVrlw5hYaGSpLmzp2rTz/9VIcPH3ZkycB/EhYWpoCAAJUqVUr169eXYRj66aef1KxZMx06dEg1atSQm5ubdu7cqWPHjikgIMDRJQM5YrVaNW/ePFksFrm4uCgpKUlBQUFq2bKlDh8+LD8/P12+fFne3t569tlntWfPHp06dUoFChRwdOn3NA41x025u7srPDxcffv21enTp9WvXz/9+eefkiQPDw+5ubnJ1dXV9rMkubm5Oaxe4HZYLBZ5eHjos88+k5OTkz7//HMlJSVJuvI7UKBAAds8vzq/r4Z0ID9wdXW1m8Mff/yxPv74Y7m4uNjaHn/8cZ0/f17ffPONXnrpJUeWC/xnDz/8sD7//HN5enpq7dq1WrduncqWLat169YpMDBQS5Ys0fr169W7d2/b5z2QHxiGoVGjRmn58uVaunSpRo0aJavVqrNnz8rDw0Pu7u5yd3fXunXr9M033+iTTz4hdN8BXB1dAO58rq6u8vPzU/fu3TVz5kx1795d06dPt/VJsv0yp6WlqUCBAvxyI99xcXGRl5eXGjVqZPvv1cMS/x24U1NT5eHhYWsH8gMXFxedP39egwcPVmRkpAYPHixJdvO8RYsWatKkiWJiYvTEE084slzgP7NYLFqzZo1CQ0P1xhtvSJIuXbqkN954QydPntS7774rHx8feXp66oEHHnBwtUDOubu7y8XFRTt27JAkeXp62u0kcHZ21uLFizVhwgStWLFCrVq1cnDFkAjeuE1X/1CzWq164403lJCQoDfeeEMREREqWbKkg6sDcsfVeZ6cnKw+ffooJiZGffr00cWLF1WqVCkHVwfcOovFokaNGmnjxo1q1KiRDMPQtm3bJF0513XEiBGKj4/Xxo0bOaID+dbPP/+sdevWyd3dXStXrlS5cuVsR3Y4OTnJxcXF9l9nZ2dZrVYHVwzcGicnJzk5Odm1XZ3PEyZMUFpamnbv3q0DBw6ofPnyjikSWXCoOW7L1UsDZGZm6tSpU3r88cd16tQpHT16VLVr13ZwdUDuuDrPnZ2dVaZMGY0cOVJlypRRamqq6tWr5+DqgFvn6+ur7t27q1ChQurevbt69OghSRoxYoTi4uIkSX///bd+/fVXHTlyxJGlArctLS1N3333nUJDQ3Xu3Dk5OTmpT58+6tWrl3x9fdW7d2+VK1dOQ4cO1YQJE/TOO+84umTglv37Ml2ZmZkyDENnzpxRRkaG1qxZo88//zzLODgOe7xxW67+ElssFn322We29vbt29v+kAPyu6vz3M3NTVOmTLG1NWrUSKNGjXJkacBt+euvv9SgQQOdOnVKDRo0sLUXL15cMTEx2rRpk3766Sf1799fwcHBqlOnjgOrBW7Pww8/rL1792r27Nlq166dXF1d1bBhQ9tRTA8//LCio6NVpUoVtWzZUm+88QZzHflKZmZmlj3e6enpysjI0BdffKG1a9dq+/btev7553Xq1CktXbrUQZXiWuzxxk1lZGQoNTVVf/75p+2/V+9pnJ6ermPHjumPP/7QjBkzlJKSoieffNLBFQO3LiMjQwkJCfruu+9s/706zzMyMrRnzx5t2bJFQ4YMUYUKFdS2bVsHVwzcupIlS+qzzz5TQECAPv/8cy1btkyGYejVV19V6dKlNWHCBHl4eKhTp07avXu3o8sFbtvFixd14sQJffTRRzp9+rRCQ0MVEhKikJAQhYaGKj4+Xn/88YcaNGigFi1a6ODBg44uGcixlJQUpaen250uER8fr7S0NKWmpiotLU0PPPCAtm/frm3btmnhwoWOLhlijzdyICUlRX/++aeqVq0qwzD0wAMPqGzZspKunON95MgRDRw4UN7e3tq3b5+DqwVuT3JyslJSUjRw4EBJ0sCBA1W4cGFJV34Hrl6MKiMjQ5s3b3ZkqcBtyczMlKurq6pUqWI7x9XJyUmZmZmSrnyRunPnTn3//fcqXbq0fvnlFwdXDNw+Z2dnrV27VgsWLJAkBQYG6vz583b38rZarWrXrp2Cg4M5Dxb5iru7u44dO2b7LM/IyFDZsmX14YcfKjU1Venp6UpMTJTFYtHcuXPVu3dvde/enVugOhj38UaOXL1a+VWpqalydXWVh4eHUlNTFRUVpdmzZ2vevHmaMGGCRo4c6cBqgdyTkZEhDw8PpaWlKSMjQ4sXL9Yrr7yi7t27a9asWVyACvlGSkqKqlatqpCQEDVt2lTnz59XWlqaSpQoob1796ps2bL666+/5OrqqkuXLql48eKKiopSoUKFHF06cMsSEhIUEBCgJUuW6NFHH1WbNm3UrFkzDRs2TNKV04YaNGig48ePy8/Pz7HFArfpq6++UlBQUJbb+J4/f167du3S8OHDtWnTJv3+++96+umnHVQlriJ447YlJSXJ29tbaWlptquF7t27V3369NGuXbtUpEgRB1cI/HcJCQny8fGxfdkkSWfOnFHfvn21YcMGvj1GvhEdHa377rtPMTEx2fb7+voqPDxcPj4+io+P17JlyzRgwABuD4l8KS4uTqVLl1bjxo31yy+/KD4+XrVq1bK7MObixYvVu3dvSdIHH3zgqFKBWxYWFqYnnnhCR48eVXBwsJKSkjR9+nR5eHjYxhiGoT///FOurq76+uuv1bJlSwdWDIlDzZFDGRkZioiIkL+/v+1iDh4eHjp27JjdYVsPP/ywDh06JE9PT0eVCuQqb29vxcfH292z+7777tO2bduyXNgEuJMVLlz4uqFbkr788ktZLBZJUsGCBTVkyJC8Kg3IdYmJiXJ3d9fmzZuVkZGhH3/8UXPmzNGcOXPUoUMHde7cWe+9954SEhIUFRXl6HKBW1KyZEnVq1dPX375pe677z6tWLFCSUlJGj16tN24jIwM7d+/33ZKERyLPd7IkfDwcJUvX16RkZEqVqyYXV+/fv1Us2ZNDR8+3EHVAQAA/J+UlBQdPnxYjzzyiF37tm3b9Pnnn+vDDz9kJwHuGlu2bNH69ev14YcfOroU3ADBGzkSHR2tokWLKj4+3u7Q2kGDBmnx4sWaN2+e+vTp48AKAQA5cfHiRT300EP65Zdfrnv+dnh4uPr27avvvvsuj6sDAODuxO3EkCPu7u5ycnKyu3jDiy++qODgYP3www+EbgDIB+Lj42WxWHTu3DlZLBaFh4fr0qVLunjxosLCwnTx4kVNmzZNLi4u+vnnnx1dLmCqCxcuqG7dujp58qSjSwFuS3JyslatWiVJCggIUHh4uIMrwo0QvJEjVy+uc/U811WrVmnx4sXauHGjmjRp4sjSAAA5sHTpUr300kvy8PCQk5OTPDw8dP/996tEiRIqWbKkKlSooDVr1mj69Ony8fGxu0gPkN8cPXpUPj4++vvvvyVJsbGxGjNmjC5dumQbY7FYdPToUa7XgXwrLS1NQ4cOlSS5ubmpaNGi2r17t9q2bav27durffv2at26tR577DEHVwqJ4I0ccnFxkWEYWr58uSSpU6dO+uGHH9SgQQMHVwYAyIk///zTdi/vqxfFLF++vDIyMtSgQQMtWrRIXl5eKlKkiNzd3e0uKAjkN56enkpISLCdHufm5qZ33nlHSUlJtjFXv1z6962YgDtdRkaGqlevrscff1wxMTFq0aKF/vnnH7m7u8tisSgmJkYPPPCAWrRooSNHjujVV191dMkQVzXHLRo+fLjeffdd1ahRQ5I0d+5cu/709HRdvnxZGzdudER5AIDrqFWrljZs2CDp/4LGtfehv3o6UcGCBeXq6krwRr529ciOq1fqt1gsMgzDbl5f/f+rt0QF8ou0tDRNmDBBXl5eGjx4sMaOHau+ffvK2dlZFotFRYoU0QMPPKD77rtPbm5uWS4yCMdgjzdyzMnJSSdPnlSDBg20fPly7du3T2lpaXaP1NRUpaamOrpUAMC/VKxYUSEhIdqxY4ckaceOHUpKStKOHTsUFxenEydO6NSpU0pJSdHOnTvtbhUJ5DdXT5G79j70Tk5OdoeVX/1/5jryGw8PD7Vo0UIdOnSQp6en2rZta7tKP6dO3Ln4Ohs5cvXi90WLFtX8+fPVuHFjDRkyRP369VPLli0dXB0A4GZKlCihI0eOaPTo0UpNTdXo0aMVERGh0aNHKywsTF9++aVcXV31zz//aPTo0YQR5GvOzs4yDMPubxTDMNS1a9csR3oA+U1aWppKlSolV1dXZWRkqECBAsrMzFRaWppSUlKUnJysqKgoeXt7KyMjQ+Hh4fL393d02fc8gjdyJD09XdKVc0pcXFzUo0cP+fj4KCgoSN9//70CAwMdXCEA4EYKFy6sgIAAHTx4UN7e3jp48KAefPBBHTx4UA8//LBeeOEFFSpUSOPHj9fBgwd13333Obpk4D+79u+Tf/+tYhiGfvrpJ8I38h1nZ2eFh4fbrtFx5swZVa5cWQkJCYqKilJERISWLVsmSSpUqJAaNWqksLAwB1cNgjdyJC0tTdKVAH71XKjHH39cQ4cO1ZNPPnnD+8ECABzPYrHo8uXLkq58iXrtf6/KzMxUUlKSDMNQZmZmXpcI5BrDMOTk5KTp06ffcNysWbNsR/UB+YWLi4vKlCmj5ORkLVy4UF5eXurXr58tiL/99ttq166ddu/erRYtWji6XPx/HEeGHElJSZEkWa1Wu/YpU6bIYrGoZ8+ejigLAJBDLi4uSk5OlmEYti9To6OjNXHiRJ07d06rVq1ScnKyYmJiZLVabUc6AfnRtUfqSdLevXsVFhaW5eHk5ETwRr5lGIZ69+6tiIgIJSYmqmjRosrIyNCIESPk7u6uadOmaeXKlY4uE/8fe7yRI6mpqapWrZrtj7WrXFxcNHHiRG3atEmZmZmcEwgAd6i0tDRlZmYqJSVFhmEoIyNDvXr1kpOTk/r06aOUlBTbOYMJCQlZvmgF8pOr89dqtcpqtapRo0Z2Ifvq/zs5OWU58gO402VmZqpFixYaM2aMrW3Xrl1atmyZMjIylJKSomXLlumhhx5S3759Va1aNVWvXt2BFUMieCOHypQpo2PHjmXb9+yzz6pbt26EbgC4gxmGoeDgYCUmJsowDCUmJmrq1KlZxp0/f16hoaFKTEx0QJVA7khISJBhGEpISFDhwoV1+vRpu4uqSVe+jLrvvvs4ugP5TkJCgurUqaNu3brJxcVFiYmJCg8P17fffmub999++60kqVSpUlqwYIE++OADB1cNJ4PjawAAuCdkZGTo5MmT2rVrl3r27JkliFyVmJio3bt3q02bNnlcIZA7EhMT9dtvv6lu3bp2txS7VlRUlIoVK6Zff/1VNWrUyOMKgf/u3Llz6tu3r2JjYzVw4ED17t1b//zzj+rXr69z585JunLUqpubm4MrhUTwBgDgnhEeHq7y5csrMjJSxYoVs+vr16+fatasqeHDhzuoOiBvpaWl6c8//1SlSpWu+yUUkB+8//776tu3r7y9vZWSkqKTJ0+qdu3aji4L/8KxwQAA3CO8vLxkGIY8PT3t2gcNGqTPPvtMBQsWdFBlQN4rUKCAqlevTuhGvjd8+HB5e3tLkjw8PAjddyiCNwAA9wh3d3c5OTnZHXb44osvKjg4WD/88IP69OnjwOqA3FW4cOEsbV27dtWOHTscUA2Q+zIyMnT27FlJUlxcnHx8fBQZGWk35ty5cwoPD3dEefgXgjcAAPeIq+e6urpeubbqqlWrtHjxYm3cuFFNmjRxZGlArvPz85NhGAoLC5MkJScna+PGjVnu0ALkV3FxcapcubLS09Pl6emphIQEuyOXPvnkE9WoUUOTJ092XJGw4RxvAADuERkZGSpQoICWLVumHj16KCMjQz///LMCAwMdXRqQq+Lj41W5cmW5ubmpevXq2rRpkxYvXqxp06bpwIED6tWrl1xcXGQYhvz8/LR48WJHlwzcsrS0NHl7e9tun+fq6qqUlBQlJCSoT58+2rhxoypVqqRDhw5xSsUdgNuJAQBwjxk+fLjeffdd25Wc586da9efnp6uy5cva+PGjY4oD/hPzp8/r0aNGkmSNm/erGrVqikmJkYTJ07UkCFD5OTkpF27dundd9/VuHHj9NFHHzm4YuDWJSUlydPT0+7UIWdnZ7m6uio8PFzp6enau3evHnvsMUL3HYJDzQEAuIc4OTnp5MmTatCggZYvX659+/YpLS3N7pGamqrU1FRHlwrcFi8vL40ePVpubm768ssvFR8fr65du6pXr176+uuvFRUVJS8vL/Xs2VO+vr7q3Lmzo0sGbolhGKpQoYIaNGiglJQUNWjQQA0aNFBGRoa2bdsmDw8PrV27VnXq1FFUVJSSk5MdXTLEHm8AAO4ZV88uK1q0qObPn6/GjRtryJAh6tevn1q2bOng6oDc4e3trRdeeEE1a9bU3LlzVaFCBY0fP14jR47U+vXr2fuHfC8tLU2vvPKKChYsqCFDhmjIkCEyDEN9+/bVe++9pz179mjJkiXq0KGDSpYsqdOnT6tmzZqOLvueR/AGAOAekZ6eLunKud4uLi7q0aOHfHx8FBQUpO+//55zvXFX6d27t9avX6+TJ09q3759MgxDTk5OcnJycnRpwH/i5uamkSNHKj09XUOGDFHPnj1twfvrr79WcHCwhg0bps2bN6tw4cI6efIkwfsOwKHmAADcI65ezflqAJekxx9/XEOHDtWTTz6pmJgYR5UG5DoPDw9FRkbqrbfeUlxcnMaNGydJnEaBu0ZsbKzS0tJktVptn+9paWnq3r27jh8/LldXVx09elT79u1zcKWQCN4AANwzUlJSJMl2BdyrpkyZIovFop49ezqiLCDXfffdd5KkF154QSdOnNDKlSsVHBys+vXry8vLS8nJyVq7dq0SEhK0bt06B1cL3B6LxaLQ0FC5u7srOTlZpUuXVlJSkqQrXzzNnj1by5cv1wsvvODgSiFxOzEAAO4ZERERateunbZv364iRYrY9S1fvlybNm3SsmXL5OzM9/LIv5KSklSiRAmlpKTo4sWL8vPzkyRt2LBBgwYN0p49e/TMM8+oQIECysjIUFJSkn7++WfHFg3chueff15RUVHasGGDdu7cqSpVqsjLy0vvvfeennzySd1///2OLhHXIHgDAAAZhqH09HQVKFDA0aUA/9k///yj0aNHa9++fVqzZo3t/NbWrVurXr16mj59uoMrBP6bNWvWqH///tq/f78qVKig2rVrq1+/fgoMDNTEiRO1fft2VaxYUY899phatmyptm3bOrrkex7BGwAAAHelefPm6bPPPtOePXskXbmv9/PPP69//vlHLi4uDq4OuH3p6ek6ceKEatSooV9//VUdO3bU2bNnbfM6KipKixYt0pw5c9SnTx9NmjTJwRWD4A0AAIC7VnR0tAoXLmz7+dChQ3rooYccWBGQ+06fPq1KlSplaU9LS5OLiwunEN0BCN4AAAC4qyQkJGjbtm0qWLDgDQNHWlqa0tLS1K5duzysDvhvMjIy9N577+Xo1CBnZ2fVqlVLTZs2zYPKcCMEbwAAANxVIiMjVbp06SwXEfy36Oho3X///frjjz/yqDIgd7i6uqpBgwZyd3e/4bjIyEhFREQoJiaG0yscjOANAACAu0psbKwKFSqkhIQEeXp6ZjsmJSVFnp6eyszMzOPqgP/O09NTp0+fVunSpW847uTJk6patapOnDjBVc4dzNXRBQAAAAC5ydXVVU5OTpKuHHb+xRdf2PYMpqSk6Pnnn5eTk5NtDJDfXLv32mq1at68ebY5fXW/6pAhQ1S4cGHt3buX0H0HYI83AAAA7ipX92YnJCQoIyNDfn5+GjhwoAzD0KJFixQbGysnJyd5enoqIyPD0eUCt8zLy0unTp1S6dKlZbVaZbFY1KNHD7m4uMgwDH322WeyWq1ydWU/652C4A0AAIC7ytUgkpCQIA8PD7m7uystLU2SVLBgQcXHx8tqtRK8kW+5ubnp2LFjqlKligzDkIuLi+3UivT0dLm5uXEaxR2G68oDAADgruXs7Gx3SPm1h+IC+VF6erpKlCih5ORkSbIdYn51nnMaxZ2JYw8AAABwV7k2WKekpCgjI0PPPvusDMOQ1WpVcnIyV3hGvuXq6qrw8HDbHu3U1FQZhqExY8aoQIECtvb09HQONb+D8E4AAADgrpKRkWHb42cYhubMmWO7uvmjjz56w3t7A3e6hIQEvf7669q6dasOHjyojIwMvfbaa3J3d5ezs7MyMzM1YcIEDjW/w3CONwAAAO4qsbGxKly4sI4fPy6LxZLtGKvVqgceeEB//fWX/P3987hC4PYNHDhQP/30k15++WV1795dHh4eji4JOUDwBgAAwF3l77//VtmyZXN0PreTkxMXWEO+EhMTo4IFC8rV1VUHDhzQ//73P3l5ed1wmbCwsDyqDtfDoeYAAAC4qxQvXlyXLl2St7f3Dc/lTk1NVXR0dB5WBvx3hQoVsv1/+fLltWzZsuuey221WhUTE5NXpeEG2OMNAAAAAICJuLIEAAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAOCecfDgQW3atMm09b/77ruKiIgwbf2O8M477ygxMTFX1rV69Wrt2rUrV9YF5CcEbyAfmDx5st5++22HPX/58uV16dKl6/Z37dpVL730Uh5WZI4GDRpo27Ztkq6/zTd7LfLSkSNH1KhRI3l7e6tOnTraunXrDcdPmjRJLi4ueuyxx3K0/uDgYFWrVk0FCxZUmzZtdPr0aVvf5MmT5eLiIovFoipVqmjevHk5WqdhGFq6dKkeeeQR+fr6qnDhwmrWrJk+//xzu3F3w5zLrW3Nqb/++ks1atS4bv+18/u/ris35cXv1Icffqj69evneHxOt3/RokVydXXNdmxcXJy6d+8ub29vlS5dWjNnzswyplGjRnJ1dbU9hgwZkqP6evXqpeDg4ByN/S+WLFmioUOH3tIy3377rfz8/NSmTRtJkre3txmlZfsa5OQzLjMzU4MGDVJ8fPwtP09GRoaaNm2qQoUKacuWLdmOP3v2rGbOnKkSJUrkcEvyzt9//60OHTrI09NTFStW1JIlS3K03OrVq7Vs2TK5u7vb2qKiotSjRw8VLlxYAQEBeuedd+yW+eOPP9S4cWNZLBZVr15dGzdutPUlJSVp+vTpubJNQH5C8Abwn5UvX15lypRxdBn/yV9//aWwsDA1bdrU0aXkSGJiojp06KDBgwcrOjpa7733nnr06KHQ0NDrLvP666/fNJxftX//fk2YMEFffPGFoqKi9OKLL6pr165KS0uzjZk5c6aSkpK0fv16ffzxxzfdg5Senq6goCB9+OGHmjx5ss6fP6/w8HCNHz9eH3zwgZ544okc30v3Tp9zubmtuSG/ze/cVrx4cVWuXDnX19unTx+7L6SuNWDAABUoUEARERHau3evgoODtWDBArsxp06dUkpKitLT05Wenq65c+fmeo15bfHixVq6dKlWrFiR58+dk8+4+fPnq1ixYurWrdstr/+XX35RYmKiIiMj1bBhw2zHbNiwQUFBQde9tZMjPfHEE6pdu7aioqK0Zs0aTZkyRZs3b77hMsnJyRo1apTmz59vt009e/ZUpUqVFB4eroMHD2rnzp1aunSppCu3r2rfvr2eeeYZxcbGav78+erXr5+OHTsmSerUqZN27NihlJQU8zYWuAMRvAH8Z2+//bZGjhzp6DL+k+DgYAUFBd3wfq93kkuXLundd99V9+7d5ebmpmbNmikwMFAHDx7MlfXv3LlTTz75pGrXri03Nzc99thjKliwoH7//Xe7cU5OTqpcubKGDBmi77///obrnDRpkuLj47Vr1y61adNGHh4e8vLyUps2bbR7926VK1dOUVFROarvTp9zubmtuSG/ze/c9tRTT+VpEIyIiNC2bds0f/58+fr6qly5clq2bJndXr6IiAgVKVLkjgxo/0VcXJzKlCmjokWLOrqULC5duqSpU6fe9hcccXFxKlWqlNzd3eXr65vtmD179qh58+b/oUpz7N27V4mJiZo6daosFotq1qypuXPnatq0aTdcbtq0aWrVqpUefvhhu/YdO3bo1VdflZeXl0qUKKFhw4bp22+/lSStWrVKNWrU0JAhQ+Tm5qYmTZpo4sSJeuuttyRJXl5eqlGjhg4fPmzOxgJ3KII3cIeZPHmyChUqpCpVqmj79u12fQsXLlTFihXl4+OjPn36ZPm2ePbs2apYsaLc3d1VvXp1ffbZZ7a+q4dOHj9+XM2bN5enp6fq1atn+4dv48aNdoc8Ojs768EHH7Ttlbt8+bJ69uwpHx8flStXTsuXL7ete+jQodc9ZK1FixbauXOnXdsbb7yhy5cv27W1b9/e9s37xYsX9fzzz8vPz09+fn567rnn9Ndff6l8+fK28d7e3oqIiNDjjz8ub29vVa1aNUvwi4iI0DPPPCM/Pz8VKVJEw4YN06FDh7I9LHTlypV68skns92GG/nqq69Uo0YNeXh4qHr16vrqq6/00ksv2V6PyZMna9asWZo4caKKFi2qUqVKadGiRTIMQ1OmTFGJEiVUqlSpLK/f2bNn1blzZ3l7e6tYsWJ68cUXdeDAAdsfdOXKldPTTz8t6coeia+//loHDhzI8sfR7WrdurVWrFihffv2yWq1asWKFTp48KCKFSuW7fjY2NgbhrqEhATNnz9fS5YskYeHR5b+AgUK6N1331Xx4sVtbTmdc7169dLXX3+tqVOnqnTp0ipUqJDGjh2rzMxM2/i0tDSNHz9eZcqUkYeHh+rXr2+3hz45OVlBQUHy8vJSy5YtFRYWZus7ePCgmjdvLovFohIlSuiFF15QXFxcnm2rdPPfiY8++kiVKlXS77//LldXV61atcpu+ezm9z///KPevXurWLFi8vT0VGBgoL755hu7Mdf7vLiV18YwDL3//vuqWrWqPDw8VK5cOb3yyivZni968uRJVahQwbbnrHnz5tq1a5deeukllShRQl5eXmrfvr3++OMPu+WSk5M1evRolSxZUhaLRU2bNtW+ffts/cHBwerVq5ek/zt8evXq1apWrZq8vb3VuXNn2xchN3stc2L37t1q3bq13ftftWpVeXt769SpU7bXtkqVKre87pIlS2rZsmV66qmn9OCDD9raf/31V7Vt21aenp4qWrSoBg4cqNjYWFt/+fLl9cknn8jX11dff/21rf3AgQNq27atChYsKF9fX3Xs2FG//PKL3XNe77X6t06dOumnn35Sw4YN1bJly2zHLFiwQFWqVJG7u7uqVq2a7b8dN/tcvd5rcDNjx47VCy+8oPvuuy/Hy1x16NAhtWzZ0vZv5U8//ZTtuF9++UX16tWza9u6dasaNGggDw8P3XfffZozZ47mzJmjyZMn243LyXtxozFWq1UBAQFavXp1lrp27typxx9/XE5OTra21q1b67fffrvunufTp09r6dKl2Z4m0aFDB40ZM0ZxcXEKDw/XtGnTbIfX79y5U506dbIb37VrV7ujEerVq5dl24C7ngHgjvHHH38YtWvXNmJiYozt27cbixcvNgzDMCZNmmTUrFnTeOaZZ4wLFy4YkZGRxuOPP26MGTPGtuy4ceOMzp07G6dOnTKsVquxb98+o169esacOXMMwzCMkJAQo2TJkka9evWMffv2GUlJScbHH39slC1b1khNTbWrIz093ahTp46xc+dOwzAMo1y5ckb9+vWNJUuWGCkpKcbOnTuN4sWLG7/99pthGIYxZMgQW63/tmLFCqNXr162n1NTU43ixYsbH3zwga0tLCzMqFixopGRkWHEx8cbVatWNYYPH26Eh4cbMTExxrx584y6desa5cqVsy3j7u5uNGzY0Ni4caORkpJirFmzxihUqJBx8eJFwzAM48KFC0aFChWMCRMmGP/8849x6dIlY+bMmUaNGjWM6tWr29UYGhpqFC9e3EhPT7e1lStXzraua13b/sknnxgVKlQwvvvuOyMpKcn49ddfjUcffdR44IEH7N67cuXKGePGjTMSEhKMw4cPG8WKFTMGDRpkvPrqq0ZCQoLx66+/GqVKlTLOnDljGIZhnDt3zihTpowxdepU48KFC8b58+eNKVOmGNWrVzeaNWuWpSY/Pz9DkvHqq69m+x5ca9u2bUaHDh1uOs4wDGPmzJmGJEOS4ezsbLzzzju2vkmTJhlvvfWWkZSUZPzwww9G2bJljcOHD193XT/88EO2tV/Prcy5nj17GjVr1jRGjx5txMXFGWfPnjXq169vfPTRR7b1PfPMM8aAAQOMc+fOGSkpKcb3339vVK5c2Vi7dq1hGIYxb948o2/fvkZiYqLxySefGPv37zcMwzCOHDliVKxY0diyZYuRkpJiREREGKNGjTIaNmxoN1/M3Nac/k6EhIRkmduGkf38vnDhglGxYkVj/PjxRnh4uJGammrs2LHDqFWrlvH555/bPi8eeughY8+ePUZSUpLx6aefGv7+/rbPi5y+Ni+88ILRpEkT48CBA4bVajVCQ0ONIUOGGK1atbJt/8WLF40jR44YZcuWNVatWmVbtlmzZkb16tWNSZMmGf/8848RFRVlvP/++0bJkiWNU6dOGYZhGBkZGUbr1q2Nrl27GqdPnzbi4uKMZcuWGcWLFzf27t1rGIZhrFy50ujZs6dhGIaxePFio3r16kbr1q2N8PBwIzo62ujfv7/RrVu3m76W2clu7FtvvWVMmjQpy9guXboYmzdvNgzDMGbPnm0UKVLEKFKkiFGlShVj2bJlOXo+w7gy51euXGn7+ffffzdKlChhzJs3z7h8+bIRGhpq9OnTx2jQoIFhtVoNw7jyOjdu3Ni4dOmSkZGRYRiGYezYscMoVaqUsWTJEiM6OtpISEgwli9fbpQpU8Y4deqU7bVq1aqVERoaakRHRxuDBg2ye63+rVmzZsbBgwdtP3t5edn+f8qUKUatWrWMvXv3GklJScZPP/1kVKlSxZg9e7ZtTE4+V7N7Da663mfcgQMHDCcnJ8Pf398oWrSoMWvWrJu/0P96npx8fvr4+BhpaWm2nzdv3myUKFHCWLlypREfH2+cPn3a6Nq1q1G1alW7OXKz9yInY9LT042WLVsaO3bsyFLX9f6drlu3rnHixIlst6VDhw5G4cKFDT8/P6Nx48a2f6MMwzCioqKMsmXL2v6NqFq1qhEREWFbbtu2bVnWV7hwYSMlJcUwDMN4//33jZdffvmGryVwtyF4A3eQP//806hXr16WIDxp0iSjWrVqRmZmpq3txIkTRrVq1QzDMIyIiAijQoUKtj+wrrpw4YJRqlQpIz093QgJCTEkGfv27bMbU79+fePAgQN2bXPmzDF69Ohh+7lcuXLGjBkz7Ma88sortj9cbhS8U1JSjICAACM+Pt4wDMP48ssvjebNmxs1a9a0jZk8ebLx5ptvGoZhGLNmzTKefvrpLOt5//337UKGJOPLL7+0G/Pkk08aX3/9tWEYhjFixAjjxRdfzLKeMWPGZPkj+Z133jEGDBhg13az4J2SkmIUL17cOHbsmF1/fHy84e/vbxe8AwMD7cYMGDDAaNiwoV3b4MGDbX94Dx482HjllVeyPPfIkSOzDXQJCQnGd999Z1SuXNn4/PPPs/RfK6fBe926dUalSpWMXbt2GYmJicbKlSuNSZMm2ebgpEmTDFdXV8PJycmQZDz88MNGeHj4dde3fPly49lnn73p8151K3OuZ8+eRrt27ezGbtiwwWjfvr1hGFf+4P73e2AYhvHLL78YtWrVMgzDMBYuXJjtfGnfvr2xcePGLO1BQUF2AfFaub2tOf2duF5YzG5+jxgxwhg3blyWsTExMUZycvJ1Py8aNmxo+7zIyWtz9OhRo1KlSkZiYmKWcf/8849t+9euXWuUKVPG+P777+3GNGvWzBg2bFiWZd9++23jqaeeMgzDML755hsjMDDQFiav+uqrr4yHH37YMIyswbtIkSJGQkKCbWxsbKzh5+dnm9//NXi/8cYbxsyZM7OM7d69u/Htt98ahmEYO3fuNH7//XfDarUaBw8eNCpVqmR89913OXrOf4fOjh072r5kvdb//vc/Y8GCBYZhXHmdr34+XvXggw8aW7ZsybLc1fcmu9cqPj7eKFSokN2/R9e6XvD+559/jGLFitnC2VVnz541ihYtasTExOT4czW71+Cq633GtW7d2hg4cKARExNjm5dXv3i7kVsJ3rGxsUapUqXs2qpVq2b7suWq9PR0o169enbB+2bvRU7HXE+fPn2Mr776Kkt7o0aNjCNHjmRp3717t1G8eHFjx44dRnx8vDF58mTjoYceMjIzM420tDTjkUceMcaMGWNERUUZoaGhxsiRI23radGihe3Ly2uVKVPGiImJMQzDMIKDg43nnnvupnUDdxMONQfuIJUrV1bbtm0VGBioPXv22PV17tzZ7hCxihUrKjIyUtKVc8pCQ0Pl4+MjDw8P28Pf318XL15USEiIJKl06dIKDAy0W2+lSpVs65GunAP31ltv2c7FuqpLly52P1/7/Dfi7u6uoKAgffXVV5KuHGY4ffp0lSxZUrt371ZmZqY+++wz9enTR5L0008/qUePHlnW89RTT9n97OTkpKCgoOtuy9atW23rvFZ2h5PfzmHmx44dU0BAQJbD1r29vdWhQwe7tn+f71esWDE1adLErq1IkSK2wzdz+hpc5eXlpdatW2vJkiW5dvX7CRMmaPHixWrUqJE8PT3VtWtXeXp62p0bOX36dGVkZOjixYvq3LmzAgMDr3t16qJFi+rChQu3VMOtzLl/j712Lvz000/6+eef7X43PDw81KBBAx0/flypqanq0aOHTpw4oSeeeELh4eG29ezYsUNBQUFZlt2wYcN1z0/M7W291fnwb9nN761bt2a7Tj8/P9vh0dl9XlxbV05em61btyooKEienp5ZnqtkyZK2/+/evbtWrlypVq1aZRl39ZSKa3Xv3t12qO+2bdvUvXt3OTvb/0nzxBNP6Ndff832MNq2bdvKy8vL9rOPj48sFosSEhKyjL0dFosl2+eNioqyvRaNGzdWtWrV5Obmpnr16umdd97R/Pnzb+v5tm/frueeey5L+3PPPWd3ytK1h2VHR0crIiLCdvXxa1373vz7tfL29r6t12r37t1q0qSJSpcubddeoUIF1a1bVwcOHLilz9VbER0drePHj+vDDz+Un5+fateurdmzZ+f4bgw5lZiYaHcV90uXLunChQtq27at3TgXFxd17drVrr6bvRc5fb+uJydz8lpfffWVJk2apCZNmsjb21uTJk2SdOX0kvXr18tisWjmzJm2q5pPmTJFvXv3ltVqve5zRUdH257L29tbSUlJN60buJsQvIE7zJtvvqmPPvpIL7zwgpYtW2Zr//eFXAoUKCCr1Wr7+cknn1RKSkqWR1pamipVqpTtOiTJzc3Nbj2vvPKKXnzxxSz/kN/s+SXZzom8+hg7dqwkqV+/flq8eLH+/PNPXb58WQ0bNtTAgQO1YMECff/996pVq5ZKlSol6UqgNgzjpq+Th4eH3NzcrrstGRkZslgsWZb794WMwsPDdebMmVu+GE5O65SkQoUKZamhcOHCdm3Ozs5KT0/P8bpPnDih6Ohou7batWvrn3/+yVFN13rqqafs3rfExESdOXNGjzzyiN24wMDALLfQcXJyUtGiRTVmzBg1b95cX3/9dZbrBXz00Udq2LChDh06pIsXL+a4rpzMueuN/fe8fumll677++Hm5iaLxaItW7YoKChIzZs312+//WZbNjo6OstyVqtVU6ZMyZNtvZW59m/Xm98ZGRm2+ZbTmv5dl3Tj1yanzyNdCV9r167Ntu9m256ZmZntBcqcnJyu+9rl5LPwWg0bNrS9xzkJOQEBAbYvPK8VEhKiihUrZrtMxYoVde7cuZuu+3qyu8aCi4uL3bUOfHx8bP+fkZGRoyvr52Qe5MT13qdr6/wvc/1Gzpw5o/vvv18FChSwtdWqVeuGd4G4Henp6Xbvw7Vflt9ITt6LnL5f15PdnExLS1NkZKTKlSuXZfzp06ezfAFy9TU7efJkli+Pvby85Ofnp99++y3b54qMjFThwoVt/267uLjk6LMBuJsQvIE7UMOGDfXVV1/Z7b38996caz388MPatWtXlvuSRkREaMyYMTlah3Tlm+z9+/frxRdfzNJ3s2UlqXr16rbb4qSnp9suyFKjRg1lZmZq9OjRGjBggKQrF+HZtWuX3n77bVubdGXv8L/vcyzJtsc8p/U0btw424sirVmzxu7n4OBgde7c+ZavLFyzZk2dO3fOLqBJVy6sde39SqXs/yC+0fPl5DX45ptvstw39eDBg6pWrVqO6v/3eq9937y8vBQQEGC7CNRVhw8fvmHo8PHxkbOzs9q3b2+3vsGDB9suCDhgwIBs/3jMyMjQ1KlT7S66l5M5l5OxjRs31saNG7M875EjR7Ic2dGjRw+9/PLLWrhwoaQr91nesGFDlnWOHTtW4eHhebKtOf2dyM715nfTpk21ePHiLOMvX75s21N1s9f/Zq/N1ef55ptvsr1n8rVfEq1Zs0Z79+7V6NGjs4zLbjuXL1+uZs2aSZKaNWuW7T2t169fr2rVqmX7BdytzC1J2rdvn+09zsmRPo0aNdLWrVvtgsVvv/0mq9WqSpUq6ZNPPslya7Fdu3bp/vvvv6W6rrre592XX35pe50k+8+iYsWKqXjx4lk+EyXZbeOtvlbX88gjj2jnzp1ZvjCMiIjQzz//rAYNGtzS5+qtKFu2rE6ePGl3O8Rjx46pQoUKt73O7Hh4eNjtxS1SpIhKliyZ5ZZdGRkZdnM2J+9FTt+v62ncuHGWOrZs2aLatWvb3Z/7qrJly2Z5H3777TdVqFBBFStW1IkTJ+z6UlJS9Mcff6hkyZLZPldwcLDdES1JSUnZ/m4CdzOCN3AH2b59u+bOnaukpCRt3Lgx22+hs1OmTBl1795dQUFBtkNnd+/erbZt2+b4DznDMDR06FC9//77ptzepm/fvtq+fbu6d+8u6UrwfPbZZ3X69Gm7Q+cGDRqk3377TSNGjFBERIQuX76sefPm3fKtgMaPH68PP/xQc+bMUXR0tKKiovTBBx/oiy++sNu+lStX2h3yl1Nubm6aMWOGHn/8cX3//fdKTk7WsWPH1KlTJxUsWPCW13etV199VcuXL9e0adN06dIlXbx4UW+++aa2bdtmG9OrVy8tXbpUGzdulNVq1c8//6yBAwfqtddek3RlT2Tjxo2zhOecGjVqlJ5//nn9/vvvSklJ0dq1azVt2jQNHDgwy9ikpCQtWbJEq1atuuHhoFOnTlVycrIeffRRbdu2zbaHdPv27Xr00Uf1/fffZ/sH4H/VsGFDVa1aVT169NBff/0lq9WqzZs3KygoSLVq1ZIkffDBB9q6dasSEhK0detW2+/etGnTNHr0aK1atUpJSUk6d+6cBg0apH379t3wPuK5ua05/Z1wdna2CxbS9ef3hAkT9NVXX+mVV15ReHi40tLStH37djVu3DjbP+yzk5PXJjAwUE2aNFGbNm104MABpaamKjQ0VAMHDrQ7FcTb21ubNm3SsWPHNHToULu9njt37rTdCz06OloffPCBZs2aZdurfvWe6P369VNYWJgSEhL01VdfaeDAgbd96kV2r+WtKFOmjB555BGNHDlSCQkJCg8PV//+/TVhwgRJV67oPHHiRP3000+236/XXnst2y8eclLf9OnT9corr+izzz5TfHy8zp07p6FDhyokJES9e/e+7npmz56tvn37avHixYqOjlZiYqKWLVum+vXr68yZMzmqZfbs2Xr55ZdvOq5MmTLq06ePHnvsMR05ckQpKSnas2eP/ve//2n06NG2vaE5/Vy9lfeoVKlSatCggYYNG6bLly/r119/1ahRozR8+PAcLZ9Tfn5+Wb5YmD17tnr37q2VK1fajiZ6+umnlZqammXczd6Lm43JyMhQ69ats9xJRJLtCKbp06crJSVFx48f1+jRozV+/HhJyrLsoEGD9Oabb2rnzp1KSEjQlClT5O7uroceekgdO3bU4cOHNXfuXMXHxysiIkI9e/bUww8/rDJlyqhLly46cOCAli1bprS0NO3du1ezZs2ymycXL17McjQYcLcjeAN3kFq1amnLli0qWrSoVq5cqffeey/Hy86YMUPt2rXTY489Jh8fHw0aNEivvvqq+vXrl6PlP/30Ux04cEBt2rSxHVKZ3a2QbtfTTz+tF154we6PpwEDBmjgwIF2e1S8vLy0fft2xcTEqEaNGipfvrwOHTqU5TZHNxMQEKDvv/9e69evV9myZfXAAw/oxIkTmjt3ru3QyYiICJ06dUotWrTIdh0lS5a84eGlvXr10syZMzVq1CgVKlRI3bt314gRI9SuXbtbqvXfSpUqpR07dujgwYOqUKGCqlWrpri4OH3yySe2MWXKlFFwcLCmTJlie+7XX39djz76qKQrex9OnDhhdzuhW9G3b189+eSTateunYoUKaKpU6fqiy++sLtNztixY+Xq6qrixYtr0aJFWrt2rfz9/a+7Tnd3d61fv15PP/20xowZo6JFi6pYsWJ6+eWX1bVrV/3www+m7QH57LPPVL58eTVq1Eh+fn6aOHGiFi5caDv3smnTpho1apRKliwpFxcXDRkyRJJUt25dff3113r//fdVpEgRPfTQQ3J1ddWGDRtuuCcwN7c1p78TpUqVkqurq/z8/CTdeH6XKVNGe/bsUUhIiGrWrKlChQppwoQJmj59eo7PHc/pa7N06VJ17NhRTz/9tAoWLKhHH31UxYoVy7KH1mKxaN26dfrrr780cOBAW/j+6KOPlJmZqTp16qhs2bJav369tm7dqsqVK0u6shd3w4YN8vLyUv369VW0aFF98MEH+vrrr7McDptT/34tb8eCBQsUHR2tkiVLqkGDBurSpYv69u0r6cq51gsXLtTgwYPl5+enCRMmaNGiRTm+NVaTJk3Ut29f2xcLtWvX1rp167R06VKVKFFCtWvXVnJysrZu3XrDz/F27dopODhYixcvVpkyZeTv76/Vq1dry5YtOb7l1rlz53Ic0t988009++yz6tatm3x8fNS7d28NHTrUdlqSlPPP1X+/BjezZMkSJSYmqmLFiurWrZsmTZqk1q1b52jZnCpQoIAKFixod5pJq1attGLFCr3zzjsqUqSI2rZtq//973/q37+/3bI5eS9uNiY9PV0nTpy47u3egoODtWvXLhUuXFgdOnTQ+PHjba/Bv5etU6eO5s+fr4EDB8rf31/Hjh3TqlWr5OTkJA8PD61fv15r165ViRIlFBgYqOLFi9tOj/Pw8NC6deu0cOFCFSxYUH379tXChQtVvXp1Wy1hYWEqW7Zs7r34QD7gZJhxMg0AONj69evl7++v2rVr27UvWLBAv//+uz744AO9//77OnbsmF2gBe4Wd8P8bt68ud5+++0s90UG7lStWrXSK6+8ku2FAvF/OnXqpN69e6tz586OLgXIM+zxBnBXKliwoDp37qytW7fKMAxlZmbaDpe+ujezZMmS2Z7PDtwNmN/50xtvvGF3wb5rHx988IGjy7vr5Pbrnd1dSWAvMzNT+/btU4MGDRxdCpCn2OMN4K61fft2vf766zp+/LjS0tIUGBio2bNn64EHHnB0aQBygD3eyG92796tYcOGXfd2g7jyGg0ePFi//PKLo0sB8hTBGwAAAAAAE3GoOQAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAm+n+5UXv6EV+zOgAAAABJRU5ErkJggg==","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf\n","不是      1421\n","是       1101\n","不重要      385\n","问法错误      62\n","回答正确      31\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf\n","不是      1409\n","是       1047\n","不重要      469\n","问法错误      44\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"}],"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":25,"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":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n","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":26,"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":27,"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":28,"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":28,"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":29,"metadata":{},"outputs":[],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":30,"metadata":{},"outputs":[],"source":["model_name = \"Llama3.1-8B-Chinese-Chat\"\n","result_csv = f\"data/{model_name}_results.csv\"\n","metrics_csv = f\"data/{model_name}_metrics.csv\""]},{"cell_type":"code","execution_count":31,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 16 columns):\n"," #   Column                                                                 Non-Null Count  Dtype \n","---  ------                                                                 --------------  ----- \n"," 0   text                                                                   3000 non-null   object\n"," 1   label                                                                  3000 non-null   object\n"," 2   title                                                                  3000 non-null   object\n"," 3   puzzle                                                                 3000 non-null   object\n"," 4   truth                                                                  3000 non-null   object\n"," 5   shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf                 3000 non-null   object\n"," 6   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf   3000 non-null   object\n"," 7   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf   3000 non-null   object\n"," 8   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf  3000 non-null   object\n"," 9   shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf  3000 non-null   object\n"," 10  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf  3000 non-null   object\n"," 11  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-210_torch.float16_lf  3000 non-null   object\n"," 12  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-245_torch.float16_lf  3000 non-null   object\n"," 13  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-280_torch.float16_lf  3000 non-null   object\n"," 14  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-315_torch.float16_lf  3000 non-null   object\n"," 15  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-350_torch.float16_lf  3000 non-null   object\n","dtypes: object(16)\n","memory usage: 375.1+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(result_csv)\n","df.info()"]},{"cell_type":"code","execution_count":32,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-210_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-245_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-280_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-315_torch.float16_lf',\n"," 'shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-350_torch.float16_lf']"]},"execution_count":32,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":33,"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","  # Plot accuracy and f1 on the same chart with different markers\n"]},{"data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>epoch</th>\n","      <th>model</th>\n","      <th>accuracy</th>\n","      <th>precision</th>\n","      <th>recall</th>\n","      <th>f1</th>\n","      <th>ratio_valid_classifications</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0.0</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.fl...</td>\n","      <td>0.707000</td>\n","      <td>0.763109</td>\n","      <td>0.707000</td>\n","      <td>0.724394</td>\n","      <td>0.392333</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0.2</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.709000</td>\n","      <td>0.798722</td>\n","      <td>0.709000</td>\n","      <td>0.742796</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0.4</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.716333</td>\n","      <td>0.805866</td>\n","      <td>0.716333</td>\n","      <td>0.748781</td>\n","      <td>0.999333</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0.6</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.699667</td>\n","      <td>0.802722</td>\n","      <td>0.699667</td>\n","      <td>0.737094</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>0.8</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.771667</td>\n","      <td>0.809219</td>\n","      <td>0.771667</td>\n","      <td>0.786429</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>1.0</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.780000</td>\n","      <td>0.810583</td>\n","      <td>0.780000</td>\n","      <td>0.792465</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>1.2</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.731333</td>\n","      <td>0.815778</td>\n","      <td>0.731333</td>\n","      <td>0.762881</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>1.4</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.751000</td>\n","      <td>0.812586</td>\n","      <td>0.751000</td>\n","      <td>0.774542</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>1.6</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.739000</td>\n","      <td>0.809738</td>\n","      <td>0.739000</td>\n","      <td>0.766233</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>1.8</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.723667</td>\n","      <td>0.814553</td>\n","      <td>0.723667</td>\n","      <td>0.758043</td>\n","      <td>1.000000</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>2.0</td>\n","      <td>shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...</td>\n","      <td>0.729333</td>\n","      <td>0.815118</td>\n","      <td>0.729333</td>\n","      <td>0.761670</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["    epoch                                              model  accuracy  \\\n","0     0.0  shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.fl...  0.707000   \n","1     0.2  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.709000   \n","2     0.4  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.716333   \n","3     0.6  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.699667   \n","4     0.8  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.771667   \n","5     1.0  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.780000   \n","6     1.2  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.731333   \n","7     1.4  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.751000   \n","8     1.6  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.739000   \n","9     1.8  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.723667   \n","10    2.0  shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...  0.729333   \n","\n","    precision    recall        f1  ratio_valid_classifications  \n","0    0.763109  0.707000  0.724394                     0.392333  \n","1    0.798722  0.709000  0.742796                     1.000000  \n","2    0.805866  0.716333  0.748781                     0.999333  \n","3    0.802722  0.699667  0.737094                     1.000000  \n","4    0.809219  0.771667  0.786429                     1.000000  \n","5    0.810583  0.780000  0.792465                     1.000000  \n","6    0.815778  0.731333  0.762881                     1.000000  \n","7    0.812586  0.751000  0.774542                     1.000000  \n","8    0.809738  0.739000  0.766233                     1.000000  \n","9    0.814553  0.723667  0.758043                     1.000000  \n","10   0.815118  0.729333  0.761670                     1.000000  "]},"execution_count":33,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":34,"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":35,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":37,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.float16_lf\n","不是。         1355\n","是            495\n","是。           430\n","不是           288\n","回答正确         233\n","不重要           94\n","问法错误          67\n","不是重要          13\n","不重要。           9\n","回答正确。          6\n","不是重要。          4\n","问法错误。          4\n","是物品。           1\n","是小男孩的哭声。       1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-35_torch.float16_lf\n","不是      1245\n","是       1150\n","不重要      538\n","问法错误      38\n","回答正确      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":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-70_torch.float16_lf\n","不是              1227\n","是               1185\n","不重要              544\n","回答正确              26\n","问法错误              16\n","小男孩                1\n","破旧帽子是小男孩的爷爷的       1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-105_torch.float16_lf\n","不是      1206\n","是       1124\n","不重要      602\n","回答正确      36\n","问法错误      32\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABmJElEQVR4nO3dd3gUVf/+8TuFJJuEBAi9gyC9qDSlSn9EgSiiAkoXpBcbgsADSrGhUqQoJQgiRQFDfxCUDgooikGEQEKkJiGNZNPm9we/7JclAQLsZAO8X9e1l2TO2d3P7J6suXfOzHExDMMQAAAAAAAwhauzCwAAAAAA4H5G8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwETuzi7AUdLT0/Xvv/8qb968cnFxcXY5AAAAAID7nGEYiouLU/HixeXqeuPj2vdN8P73339VqlQpZ5cBAAAAAHjAhIeHq2TJkjdsv2+Cd968eSVd3WE/Pz8nVwMAAAAAuN/FxsaqVKlStjx6I/dN8M6YXu7n50fwBgAAAADkmFud7szF1QAAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvJFjTp8+rUWLFjm7DAAAAADIUQRv2Dz55JNydXXVRx99ZLd9586dql+/vvz8/NSgQQPt3bvXrn3ChAkqUqSI/Pz81KtXL8XHx2f5+EOHDtX58+dNqx8AAAAAciOCN2y2bdumsWPH2m07fvy4OnfurPfff1/nz5/Xm2++qY4dO+rMmTOSpNmzZ2v16tXau3evzpw5IxcXF/Xt2zfTY69fv14nTpzQiBEjcmRfAAAAACC3IHjjpmbMmKERI0aoZcuWslgsevbZZ9W9e3ctX75ckjRt2jTNmzdP5cqVk5+fn2bPnq1du3bpxIkTtsewWq0aNmyYZs+eLXd3d2ftCgAAAAA4BcEbN1WuXDl16NDBblupUqV0/vx5XbhwQQkJCXrsscdsbXny5FH79u31448/2rZ98MEHatKkiRo2bJhjdQMAAABAbkHwxk0NGzZMFStWtNsWHBysOnXqKCwsTBUqVMh0n0qVKunkyZOSpPDwcE2ePFmbNm1S/vz5NXLkSKWnp+dI7QAAAACQGxC8cVsWLlyoc+fOKTAwUImJifL29s7Ux2KxKDExUZI0ceJEtWrVSr/++qsOHjyonTt3aubMmTldNgAAAAA4DSfcItsOHDigt956S9u3b5e7u7ssFouSkpIy9YuMjLQF8jVr1igkJET58+eXJH311Vfq3LmzBg8enKO1AwAAAICzcMQb2RIWFqbAwEB99dVXqlKliiSpdOnSCg0NzdQ3NDRU5cuX18WLF+Xj42ML3ZJUrVo12xXRAQAAAOBBcEfB24z1nmNjY9W1a1f5+vqqePHimjp16p2UBhPExcXp6aef1htvvKGnn37atr1w4cLy8PDQsWPHbNtSU1O1Zs0atWjRQgEBAYqOjlZ0dLSt/ejRoypdunSO1g8AAAAAznRHwduM9Z5fffVV5cmTRxEREdqzZ49WrlypOXPm3MWuwRHS0tLUuXNnNWnSREOHDs3UPnz4cPXp00dnzpxRXFycBg8erJYtW6pcuXJydXVVjx491KNHD124cEGhoaHq06dPlo8DAAAAAPcrh001v5v1niMiIrRt2zbNnj1b/v7+KlOmjIKCgjR58mRHlYc7NHjwYG3cuNG2BnfGrUWLFpKk/v37q1WrVnr00UdVokQJJScna/bs2bb7T5kyReXKlVP16tXVvHlzde7c2e4LFwAAAAC437kYhmHcyR3Hjx8vX19fvf7665KkTz/9VO3atbNbemrGjBkKDw/XyJEj9eijj2Y6t3fQoEGqVauW/P39tXbtWn399dd27dWrV9f333+faTmrrMTGxsrf318xMTHy8/O7k10CAAAAACDbsptDHXZV82HDhmXaFhwcrN69e99yveeAgICbtmcneN/Lyr69ztklPHBOTWnn7BIAAAAAPCBMu6r57az3nJ31oK9ntVoVGxtrdwMAAAAAILcxJXhnrPf8zTffZGu95+ysB329yZMny9/f33YrVaqUw/cDAAAAAIC75fDgfSfrPd+qPSujRo1STEyM7RYeHu7YHQEAAAAAwAEcGrzvdL3nhg0bauvWrUpNTbW1//HHH7JarVme+y1Jnp6e8vPzs7sBAAAAAJDbOCx43816zyVKlNATTzyh4cOHKz4+XuHh4erbt6/GjBnjqPIAAAAAAHAKhwXvu13vec6cOYqKilLRokVVr149Pfvss+rdu7ejygMAAAAAwCnueB3v3OZeXseb5cRyHsuJAQAAALhb2c2hpi0nBgAAAAAACN4AAAAAAJiK4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDeCB8uSTT8rV1VUfffSR3faQkBB5e3vLxcVFly5dsmtLS0vTe++9p7Jly6pQoULq1auXYmJibvgcb731lim1AwAA4N5E8AbwQNm2bZvGjh2baXvlypV15coVlSlTJlPb+++/r507d2rXrl06duyY3Nzc1LNnzywff9OmTZo1a5bD6wYAAMC9y93ZBQBAbvfZZ5/p6NGjKlKkiCTpiy++UJkyZRQVFaUCBQrY+kVFRalv374yDMNZpQIAACAX4og3ANxEfHy8+vTpYwvdkuTu7q5ixYrp/Pnzdn379++vV155JadLBAAAQC5H8AaAm/D19dXUqVPttoWFhenMmTMqX768bdvixYt18uRJjRs3LqdLBAAAQC7HVHMAuA1paWnq2bOnXn/9dXl6ekq6GsTfeust/fjjj8qTJ4+TKwQAAEBuwxFvALgNb731lvLkyaMRI0ZIkgzDUI8ePTR69GhVrlzZydUBAAAgNyJ4A0A2zZs3T8HBwfrmm2/k6nr143P69On6+eefNXLkSHl5ecnLy0sJCQny8vLS77//7uSKAQAAkBsQvAEgG/73v/9p7NixWrdunfLnz2/bPmTIEKWmpiopKcl28/HxUVJSkmrWrOnEigEAAJBbcI43ANzC0aNH1bVrV61atUoPPfSQs8sBAADAPYYj3gBwExcuXFC7du104cIFNWvWTO7u7rZbUFCQs8sDAADAPcDFMAzD2UU4QmxsrPz9/RUTEyM/Pz9nl3Nbyr69ztklPHBOTWnn7BIeOIzznMc4BwAAMFd2cyhHvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAw0R0F7yeffFKurq766KOP7Lbv2rVLtWvXlsViUd26dbV//3679rlz56p06dLy8fFRYGCgzp8/b2tLSUnRkCFDlD9/fgUEBOiNN95QamrqnZQHAAAAAECucUfBe9u2bRo7dqzdtvPnzyswMFBjx45VbGysRo8erQ4dOujcuXOSpI0bN2rSpEkKDg7WpUuXVL16dQUGBtru/+677+rvv/9WSEiIQkJCdPToUb377rt3sWsAAAAAADifw6aaz58/Xy+88IKeffZZ5cmTRx07dlT37t01a9YsSdK0adP08ccfq2bNmrJYLJo4caLS09P1448/Kjk5WfPmzdPChQtVpEgRFSpUSEFBQfryyy+VkJDgqBIBAAAAAMhxDgveO3bsUIcOHey2derUSVu3bpVhGNq3b5/atWuXZfvhw4dVpUoVFS1a1NYWEBCg+vXra/fu3Y4qEQAAAACAHOew4B0WFqYKFSrYbatUqZJOnjypyMhI5cuXT15eXlm2Z3Xfa9sBAAAAALhXuTvqgRITE+Xt7W23zWKxKDExMcu222nPitVqldVqtf0cGxt7l3sAAAAAAIDjOeyIt8ViUVJSkt22yMhIeXt7Z9l2O+1ZmTx5svz9/W23UqVKOWZHAAAAAABwIIcF79KlSys0NNRuW2hoqMqXL6+AgABdvnxZKSkpWbZndd9r27MyatQoxcTE2G7h4eGO2hUAAAAAABzGYcG7UaNG2rhxo922lStXqmXLlnJxcVGdOnX0448/Ztleu3ZtHT16VNHR0ba2qKgo7du3T0888USWz+fp6Sk/Pz+7GwAAAAAAuY3Dgnfv3r21aNEibdiwQampqQoODtayZcs0YMAASdKIESM0bNgwhYSEKCkpSRMnTpTFYlGzZs3k4eGhnj17qm/fvoqMjNSlS5fUq1cvDRo06IZTzQEAAAAAuBc4LHgXKVJEK1as0KhRo+Tr66vx48dr9erVKly4sCSpbdu2GjZsmFq1aqUCBQro4MGDWrVqle3+EyZMULFixfTQQw/p4YcfVsWKFTV+/HhHlQcAAAAAgFO4GIZhOLsIR4iNjZW/v79iYmLuuWnnZd9e5+wSHjinprS7dSc4FOM85zHOAQAAzJXdHOqwI94AAAAAACAzgjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAihwbvyMhIdevWTQUKFFDp0qX18ccf29r++usvNWrUSBaLRdWqVdP69evt7rt69Wo9/PDDslgsat68uY4fP+7I0gAAAAAAcAqHBu/u3burQoUKCg8P14EDB7Rjxw4tWrRIVqtVTz31lF566SXFxMRo9uzZ6tOnj44cOSJJOnLkiPr166d58+YpJiZGnTt3Vtu2bZWUlOTI8gAAAAAAyHEODd4///yz3nnnHfn4+KhIkSIaPHiwvv/+e3333XeqXr26Bg4cKA8PDzVu3Fhjx47Vhx9+KEmaMWOG3nzzTTVt2lQeHh7q37+/6tatq6VLlzqyPAAAAAAAcpxDg3e7du305ptvKjY2VuHh4Zo0aZKKFCmiHTt2qEOHDnZ9O3XqpK1bt0rSLdsBAAAAALhXOTR4z5w5U6tWrZK/v79Kly6ts2fPaty4cQoLC1OFChXs+hYsWFBJSUmyWq2KiIhQ+fLl7dorVaqkkydPOrI8AAAAAABynMOCd2pqqp555hl16dJFkZGROn36tNq2basLFy4oMTFR3t7eme5jsViUmJio9PR0ubq6Ztl2I1arVbGxsXY3AAAAAAByG4cF7+DgYFksFk2dOtV2VfOJEyeqZ8+e8vDwyPJCaVFRUfL29parq6sMw7Bri4yMzDKsZ5g8ebL8/f1tt1KlSjlqVwAAAAAAcBiHBe9jx46pcePGdtt8fHyUL18+SVJoaKhd27lz51SgQAF5eHioRIkSCgsLs2sPDQ3NNP38WqNGjVJMTIztFh4e7pgdAQAAAADAgRwWvMuXL6+QkBC7bUlJSfrrr7/UrVs3bdy40a5t5cqVatmypSSpUaNGN23Piqenp/z8/OxuAAAAAADkNg4L3s8884wOHjyomTNnKi4uThEREerevbsef/xxPffcc9q/f7+CgoKUkpKiPXv26IMPPtAbb7whSRo8eLDee+897du3TykpKZo/f75+//13vfTSS44qDwAAAAAAp3BY8Pby8lJwcLDWrl2rIkWKqH79+ipcuLCCgoLk5eWlH374QXPnzlXevHnVu3dvzZ07V9WqVZMk1ahRQ9OnT9fLL78sPz8/ff3111q/fr08PT0dVR4AAAAAAE7h7sgHq1ixojZt2pRlW9WqVbVz584b3rdjx47q2LGjI8sBAAAAAMDpHLqONwAAAAAAsEfwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYA4AFx+vRpLVq0yNllAADwwCF4AwDwgBg6dKjOnz9v+3nXrl2qXbu2LBaL6tatq/3799v1nzt3ripVqqT8+fPr2Wef1b///pvTJQMAcF8geAMA8ABYv369Tpw4oREjRkiSzp8/r8DAQI0dO1axsbEaPXq0OnTooHPnzkmSgoKCNGfOHK1du1ZhYWGqWbOmOnTooPT0dGfuBgAA9ySCNwAA9zmr1aphw4Zp9uzZcnd3lyTNnz9fL7zwgp599lnlyZNHHTt2VPfu3TVr1ixJ0scff6w5c+aoUqVKyps3r8aPHy9XV1cdPnzYiXsCAMC9ieANAMB97oMPPlCTJk3UsGFD27YdO3aoQ4cOdv06deqkrVu3SpIaN26sxx57zK69VKlSdlPVAQBA9hC8AQC4j4WHh2vy5MnatGmT8ufPr5EjRyo9PV1hYWGqUKGCXd9KlSrp5MmTkqQZM2bIxcXF1hYfH6+dO3eqdu3aOVk+AAD3BYI3AAD3sYkTJ6pVq1b69ddfdfDgQe3cuVMzZ85UYmKivL297fpaLBYlJiZm+TiDBg1Sp06dVKxYsZwoGwCA+4q7mQ9++vRpbd++Xd27dzfzaQAAwA2sWbNGISEhyp8/vyTpq6++UufOnWWxWJSUlGTXNzIyMlMYl64e/T506JD27NmTIzUDAHC/MfWI950sW1K6dGn5+PgoMDCQ88gAALgLFy9elI+Pjy10S1K1atV05swZlS5dWqGhoXb9Q0NDVb58ebttGzZs0OTJk7VmzZosQzkAALg104L37S5bsnHjRk2aNEnBwcG6dOmSqlevrsDAQLPKAwDgvhcQEKDo6GhFR0fbth09elSlS5dWo0aNtHHjRrv+K1euVMuWLW0/HzlyRD169NCqVatUtmzZnCobAID7jinB+06WLZk2bZo+/vhj1axZUxaLRRMnTlR6erp+/PFHM0oEAOC+5+rqqh49eqhHjx66cOGCQkND1adPHw0dOlS9e/fWokWLtGHDBqWmpio4OFjLli3TgAEDJElnz57VM888o+nTp6tBgwZO3hMAAO5tpgTv2122xDAM7du3T+3atcuyHQAA3JkpU6aoXLlyql69upo3b67OnTurb9++KlKkiFasWKFRo0bJ19dX48eP1+rVq1W4cGFduXJF7du31+nTp9WlSxe5u7vbbhMmTHD2LgEAcM9x+MXVMpYtCQgIUP78+dWrVy99+OGHN122JDIyUvny5ZOXl1em9qVLlzq6RAAAHhienp769NNP9emnn2Zqa9iwoQ4fPpxpu7e3tw4cOGB+cQAAPCAcHrwzli2ZN2+eEhIS9OKLL95y2ZKs2q5tz4rVapXVarX9HBsb69gdAQDgNpV9e52zS3jgnJrS7tadAABwMocH7ztZtiSrtmvbszJ58mT997//dXT5AAAAAAA4lEPP8b7TZUsCAgJ0+fJlpaSkZNmelVGjRikmJsZ2Cw8Pd+SuAAAAAADgEA4N3ne6bImLi4vq1KmT6Qrm1y9rci1PT0/5+fnZ3QAAAAAAyG0cGrzvZtmSESNGaNiwYQoJCVFSUpImTpwoi8WiZs2aObJEAAAAAABylMPP8Z4yZYreeustVa9eXT4+PhoyZIj69u0rSVqxYoUGDhyowMBAVa9e3bZsiSS1bdtWp0+fVqtWrRQZGak2bdpo1apVji4PAAAAAIAc5fDgfSfLlmTo16+f+vXr5+iSAAAAAABwGodONQcAAAAAAPYI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIlMDd4ffvihLl26JEn666+/1KhRI1ksFlWrVk3r16+367t69Wo9/PDDslgsat68uY4fP25maQAAAAAA5AjTgvfvv/+ud999V5JktVr11FNP6aWXXlJMTIxmz56tPn366MiRI5KkI0eOqF+/fpo3b55iYmLUuXNntW3bVklJSWaVBwAAAABAjjAleCcnJ+vll19WamqqJOm7775T9erVNXDgQHl4eKhx48YaO3asPvzwQ0nSjBkz9Oabb6pp06by8PBQ//79VbduXS1dutSM8gAAAAAAyDGmBO/Ro0erRo0aKlmypCRpx44d6tChg12fTp06aevWrdlqBwAAAADgXuXw4P3zzz9r5cqVmjlzpm1bWFiYKlSoYNevYMGCSkpKktVqVUREhMqXL2/XXqlSJZ08edLR5QEAAAAAkKPcHflgsbGx6tGjhxYsWCB/f3/b9sTERHl7e2fqb7FYlJiYqPT0dLm6umbZdiNWq1VWq9XuuQEAAAAAyG0cesR7yJAheu6559SsWTO77RaLJcsLpUVFRcnb21uurq4yDMOuLTIyMsuwnmHy5Mny9/e33UqVKuWQfQAAAAAAwJEcFrzXrFmjJUuWaPr06fLy8pKXl5dOnz6tkiVL6s8//1RoaKhd/3PnzqlAgQLy8PBQiRIlFBYWZtceGhqaafr5tUaNGqWYmBjbLTw83FG7AgAAAACAwzgseHfo0EEpKSlKSkqy3cqUKaMzZ87o/fff18aNG+36r1y5Ui1btpQkNWrU6KbtWfH09JSfn5/dDQAAAACA3Ma0dbyv9eyzz2r//v0KCgpSSkqK9uzZow8++EBvvPGGJGnw4MF67733tG/fPqWkpGj+/Pn6/fff9dJLL+VEeQAAAAAAmCZHgreXl5d++OEHzZ07V3nz5lXv3r01d+5cVatWTZJUo0YNTZ8+XS+//LL8/Pz09ddfa/369fL09MyJ8gAAAAAAMI1Dr2p+vVOnTtn+XbVqVe3cufOGfTt27KiOHTuaWQ4AAAAAADkuR454AwAAAADwoCJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJnJo8I6Ojlb37t1VqFAhlS1bVlOmTFF6erokadeuXapdu7YsFovq1q2r/fv329137ty5Kl26tHx8fBQYGKjz5887sjQAAAAAAJzCocG7U6dOKlGihE6cOKEtW7Zo9erVmjFjhs6fP6/AwECNHTtWsbGxGj16tDp06KBz585JkjZu3KhJkyYpODhYly5dUvXq1RUYGOjI0gAAAAAAcAqHBe9Dhw7pwoULev/99+Xn56eKFStqwYIF+vLLLzV//ny98MILevbZZ5UnTx517NhR3bt316xZsyRJ06ZN08cff6yaNWvKYrFo4sSJSk9P148//uio8gAAAAAAcAqHBe+0tDSNGDFCLi4utm2lSpXS+fPntWPHDnXo0MGuf6dOnbR161YZhqF9+/apXbt2WbYDAAAAAHAvc1jwrlOnjnr27Gm3LTg4WHXq1FFYWJgqVKhg11apUiWdPHlSkZGRypcvn7y8vLJsBwAAAADgXmbaVc3PnTunkSNHauzYsUpMTJS3t7ddu8ViUWJiYpZt17bfiNVqVWxsrN0NAAAAAIDcxpTgbbVa9dxzz2nAgAGqX7++LBaLkpKS7PpERkbK29s7y7Zr229k8uTJ8vf3t91KlSrl8P0AAAAAAOBumRK8e/furVKlSumdd96RJJUuXVqhoaF2fUJDQ1W+fHkFBATo8uXLSklJybL9RkaNGqWYmBjbLTw83PE7AgAAAADAXXJ48B4/frxOnjyphQsX2i601qhRI23cuNGu38qVK9WyZUu5uLioTp06ma5gntF+I56envLz87O7AQAAAACQ27g78sGWLFmixYsXa8+ePXYXS+vdu7ceeeQRNWnSRK1atdLGjRu1bNkyHTx4UJI0YsQIDRs2TN9//73Kli2rDz/8UBaLRc2aNXNkeQAAAAAA5DiHBe8dO3aoV69eSklJUfHixe3aTpw4oRUrVmjgwIEKDAxU9erVtXr1ahUuXFiS1LZtW50+fVqtWrVSZGSk2rRpo1WrVjmqNAAAAAAAnMZhwbtx48ayWq03bC9TpowOHz58w/Z+/fqpX79+jioHAAAAAIBcwbTlxAAAAAAAAMEbAAAAAABTEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAA+cpUuX6vjx484uA8ADguANAACA+0ZoaKjatm2rvHnzqlKlSlq2bFmmPhERERo+fLjy5MnjhAoBPIgI3gAAALgvGIah9u3bq3nz5rp06ZKWL1+uUaNGae/evXb9hg8fruHDh6ts2bLOKRS4Szf7gmnnzp2qX7++/Pz81KBBg0zjH87h7uwCAAAAAEe4fPmyBg0apH79+kmSatWqpQ4dOmjnzp1q0KCBJGnr1q06evSolixZ4sxSgTuW8QXTyy+/rDVr1igkJEQdO3ZU2bJlFRAQoM6dOysoKEgNGzbUhg0b1LFjR/3yyy8qWbKks0t/oBG8AQAAcF/Inz+/LXQnJyfrp59+0qpVq7RmzRpJUkpKioYMGaLZs2czzRz3rJt9wRQeHq4RI0aoZcuWkqRnn31W+/bt0/LlyzVixAhnlv3AY6o5AAAA7jv169dX69at1axZMz3yyCOSpM8++0wnTpzQ888/r4oVK2rz5s1OrhK4fdd/wbRlyxatWrVKzZs3V7ly5dShQwe7/qVKldL58+edUSquQfAGAADAfWfPnj3as2ePjh07pkmTJikhIUFTpkzRzJkzdeLECX344Yfq2rWrzp496+xSgTt2/RdMw4YNU8WKFe36BAcHq06dOk6qEBkI3gAAALjveHl5qUGDBvr+++/1ySefaPPmzWrevLl69+4tHx8fdezYUd27d9fixYudXSpwx67/gul6Cxcu1Llz5xQYGOiE6nAtgjcAAADuC6dOncp0BLtEiRJyc3PTH3/8oerVq9u11axZU6dPn87JEgGHuv4LpmsdOHBAb731lr755hu5u3NpL2cjeAMAAOC+sGvXLr3++ut2206dOqW8efOqQoUK+uOPP+zajhw5onLlyuVkicBdu9kXTImJiZKksLAwBQYG6quvvlKVKlWcUSauQ/AGAADAfaFjx47av3+/Fi1apMTERIWEhOjFF1/Uu+++q/bt22vfvn366quvdOXKFa1du1ZLly5V9+7dnV02cFtu9gWTxWJRXFycnn76ab3xxht6+umnnVQlrkfwBgAAwH3Bx8dHwcHB+vrrr1WoUCG1bt1aXbp0UY8ePeTj46NNmzYpKChIRYsW1ZQpUxQcHKxChQo5u2zgttzsC6a0tDR17txZTZo00dChQ51dKq7hYhiG4ewiHCE2Nlb+/v6KiYmRn5+fs8u5LWXfXufsEh44p6a0c3YJDxzGec5jnOc8xnnOY5znPMZ5zmOc43rHjh3ToEGDtGfPHhUoUECvv/66hgwZogEDBuiLL76Qm5ubXf+mTZtq69atTqr2/pbdHMpZ9gAAAABwD6lUqZK2bNmSafusWbM0a9YsJ1SEWyF4AwAAAMA1mNmR8+73mR2c4w0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJclXwjo2NVdeuXeXr66vixYtr6tSpzi4JAAAAAIC7kquWE3v11Vfl5eWliIgIXb58WZ06dVK+fPnUr18/Z5cGAAAAAMAdyTXBOyIiQtu2bdPp06fl5eUlf39/BQUF6T//+Q/BGwAAAABwz8o1U8137dqlVq1aycvLy7atSpUq8vX11fHjx51YGQAAAAAAdy7XBO+wsDBVqFAh0/ZKlSrp5MmTTqgIAAAAAIC7l2ummicmJsrb2zvTdovFosTExEzbrVarrFar7eeYmBhJVy/Qdq9Jt15xdgkPnHtxnNzrGOc5j3Ge8xjnOY9xnvMY5zmPcZ7zGOc5714d5xl1G4Zx0365JnhbLBZduZJ5gEdGRmYZyCdPnqz//ve/mbaXKlXKlPpwf/H/1NkVAOZjnONBwDjHg4BxjgfBvT7O4+Li5O/vf8P2XBO8S5curQ0bNmTaHhoaqvLly2faPmrUKI0YMcL2c3p6uqKiohQQECAXFxdTa8VVsbGxKlWqlMLDw+Xn5+fscgBTMM7xIGCc40HAOMeDgHGe8wzDUFxcnIoXL37TfrkmeDds2FCvv/66UlNT5e5+taw//vhDVqs1y3O/PT095enpabctX758OVEqruPn58cvNu57jHM8CBjneBAwzvEgYJznrJsd6c6Qay6uVqJECT3xxBMaPny44uPjFR4err59+2rMmDHOLg0AAAAAgDuWa4K3JM2ZM0dRUVEqWrSo6tWrp2effVa9e/d2dlkAAAAAANyxXDPVXLp6iH7JkiXOLgPZ5OnpqXHjxmWa8g/cTxjneBAwzvEgYJzjQcA4z71cjFtd9xwAAAAAANyxXDXVHAAAAACA+w3BGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRt3LCEhQTVr1lRqaqpt2/bt2zV69Gi7bcC9LD4+Xn5+fnZjev369eratauSk5OdWBlwe2JiYjR06NAbtvv4+OjixYu2nxMSEnKiLAAAHggsJ4Y7lpqaKi8vLyUmJmrp0qXq3r27tm/frhYtWigmJka+vr7OLhG4a2lpafL09FRCQoI++OADvfvuu9qxY4eaNWvGOMc9JTY2VtWqVVN4eLjmzZunK1euyMXFRRaLRX379lXBggUVFhYmb29vnT9/Xo8++qh2796tMmXKOLt04K6sX79e3t7ecnXNfLzJxcVFRYsWVcWKFZ1QGeB4qampevXVV/XZZ58pb968OnLkiFxdXVWtWjVnl/bAI3jjlhISEtS6dWt5enpKkgzDkL+/v1avXi1fX19FRUWpaNGiioqK0uHDh/XYY48pNjZWPj4+Tq4cyL74+HhVqlTJbpwHBATol19+Ud68eW3jPDIyUr/99pseffRRxjnuKVarVdWrV9fx48dVuXJlNW7cWJK0bds2/fPPPypTpoxOnz4tSZo5c6a++uorHTx40JklA3clLCxMpUuXVrFixVS3bl0ZhqGffvpJTZs21a+//qrq1avLw8NDO3bs0JEjR1S6dGlnlwxki9Vq1RdffCGLxSI3NzdduXJFgYGBatGihQ4ePKh8+fLp8uXL8vX1VZcuXbR7924dP35cefLkcXbpDzSmmuOWPD09FR4ert69e+uff/5Rnz599Pfff0uSvLy85OHhIXd3d9vPkuTh4eG0eoE7YbFY5OXlpcWLF8vFxUVff/21rly5Iunq70CePHls4zxjfGeEdOBe4O7ubjeG582bp3nz5snNzc22rX379jp//rxWrVql119/3ZnlAnft8ccf19dffy1vb2+tXbtWP/zwg0qWLKkffvhB9evX18KFCxUcHKyePXvaPu+Be4FhGBoxYoSWLFmiRYsWacSIEbJarTp58qS8vLzk6ekpT09P/fDDD1q1apW+/PJLQncu4O7sApD7ubu7K1++fOrataumTp2qrl27avLkybY2SbZf5pSUFOXJk4dfbtxz3Nzc5OPjo4YNG9r+mzEt8frAnZycLC8vL9t24F7g5uam8+fPa8CAATp37pwGDBggSXbjvHnz5mrcuLGio6P13HPPObNc4K5ZLBatWbNGp0+f1oQJEyRJly5d0oQJE3Ts2DF98skn8vPzk7e3typXruzkaoHs8/T0lJubm37++WdJkre3t91BAldXVy1YsEBjxozR0qVL1bJlSydXDIngjTuU8Yea1WrVhAkTFB8frwkTJigiIkJFixZ1cnWAY2SM88TERPXq1UvR0dHq1auXLl68qGLFijm5OuD2WSwWNWzYUOvXr1fDhg1lGIa2bdsm6eq5rsOGDVNcXJzWr1/PjA7cs3755Rf98MMP8vT01IoVK1SmTBnbzA4XFxe5ubnZ/uvq6iqr1erkioHb4+LiIhcXF7ttGeN5zJgxSklJ0a5du7R//36VLVvWOUUiE6aa445kXBogPT1dx48fV/v27XX8+HEdPnxYtWrVcnJ1gGNkjHNXV1eVKFFCw4cPV4kSJZScnKw6deo4uTrg9vn7+6tr167Knz+/unbtqm7dukmShg0bptjYWEnSv//+q99//12HDh1yZqnAHUtJSdHmzZt1+vRpnTlzRi4uLurVq5d69Oghf39/9ezZU2XKlNGgQYM0ZswYffzxx84uGbht11+mKz09XYZh6MSJE0pLS9OaNWv09ddfZ+oH5+GIN+5Ixi+xxWLR4sWLbdufeuop2x9ywL0uY5x7eHho4sSJtm0NGzbUiBEjnFkacEdOnTqlevXq6fjx46pXr55te+HChRUdHa0NGzbop59+Ut++fbVy5Uo98sgjTqwWuDOPP/649uzZo2nTpqlt27Zyd3dXgwYNbLOYHn/8cUVFRalSpUpq0aKFJkyYwFjHPSU9PT3TEe/U1FSlpaXpm2++0dq1a7V9+3a98sorOn78uBYtWuSkSnEtjnjjltLS0pScnKy///7b9t+MNY1TU1N15MgR/fXXX5oyZYqSkpL0/PPPO7li4PalpaUpPj5emzdvtv03Y5ynpaVp9+7d2rRpkwYOHKhy5cqpTZs2Tq4YuH1FixbV4sWLVbp0aX399dcKCgqSYRh65513VLx4cY0ZM0ZeXl7q0KGDdu3a5exygTt28eJFhYSEaNasWfrnn390+vRphYaGKjQ0VKdPn1ZcXJz++usv1atXT82bN9eBAwecXTKQbUlJSUpNTbU7XSIuLk4pKSlKTk5WSkqKKleurO3bt2vbtm2aO3eus0uGOOKNbEhKStLff/+tKlWqyDAMVa5cWSVLlpR09RzvQ4cOqV+/fvL19dXevXudXC1wZxITE5WUlKR+/fpJkvr166cCBQpIuvo7kHExqrS0NG3cuNGZpQJ3JD09Xe7u7qpUqZLtHFcXFxelp6dLuvpF6o4dO7RlyxYVL15cv/32m5MrBu6cq6ur1q5dqzlz5kiS6tevr/Pnz9ut5W21WtW2bVutXLmS82BxT/H09NSRI0dsn+VpaWkqWbKkpk+fruTkZKWmpiohIUEWi0UzZ85Uz5491bVrV5ZAdTLW8Ua2ZFytPENycrLc3d3l5eWl5ORkRUZGatq0afriiy80ZswYDR8+3InVAo6TlpYmLy8vpaSkKC0tTQsWLNDbb7+trl276oMPPuACVLhnJCUlqUqVKgoNDVWTJk10/vx5paSkqEiRItqzZ49KliypU6dOyd3dXZcuXVLhwoUVGRmp/PnzO7t04LbFx8erdOnSWrhwoZ588km1bt1aTZs21eDBgyVdPW2oXr16Onr0qPLly+fcYoE79O233yowMDDTMr7nz5/Xzp07NXToUG3YsEF//vmnXnzxRSdViQwEb9yxK1euyNfXVykpKbarhe7Zs0e9evXSzp07FRAQ4OQKgbsXHx8vPz8/25dNknTixAn17t1b69at49tj3DOioqL00EMPKTo6Ost2f39/hYeHy8/PT3FxcQoKCtKrr77K8pC4J8XGxqp48eJq1KiRfvvtN8XFxalmzZp2F8ZcsGCBevbsKUn6/PPPnVUqcNvCwsL03HPP6fDhw1q5cqWuXLmiyZMny8vLy9bHMAz9/fffcnd31/Lly9WiRQsnVgyJqebIprS0NEVERKhUqVK2izl4eXnpyJEjdtO2Hn/8cf3666/y9vZ2VqmAQ/n6+iouLs5uze6HHnpI27Zty3RhEyA3K1CgwA1DtyQtW7ZMFotFkpQ3b14NHDgwp0oDHC4hIUGenp7auHGj0tLS9OOPP2rGjBmaMWOG2rVrp44dO+rTTz9VfHy8IiMjnV0ucFuKFi2qOnXqaNmyZXrooYe0dOlSXblyRSNHjrTrl5aWpn379tlOKYJzccQb2RIeHq6yZcvq3LlzKlSokF1bnz59VKNGDQ0dOtRJ1QEAAPyfpKQkHTx4UE888YTd9m3btunrr7/W9OnTOUiA+8amTZsUHBys6dOnO7sU3ATBG9kSFRWlggULKi4uzm5qbf/+/bVgwQJ98cUX6tWrlxMrBABkx8WLF/XYY4/pt99+u+H52+Hh4erdu7c2b96cw9UBAHB/YjkxZIunp6dcXFzsLt4wZMgQrVy5Uv/73/8I3QBwD4iLi5PFYtGZM2dksVgUHh6uS5cu6eLFiwoLC9PFixc1adIkubm56ZdffnF2uYCpLly4oEcffVTHjh1zdinAHUlMTNR3330nSSpdurTCw8OdXBFuhuCNbMm4uE7Gea7fffedFixYoPXr16tx48bOLA0AkA2LFi3S66+/Li8vL7m4uMjLy0sPP/ywihQpoqJFi6pcuXJas2aNJk+eLD8/P7uL9AD3msOHD8vPz0///vuvJCkmJkZvvvmmLl26ZOtjsVh0+PBhrteBe1ZKSooGDRokSfLw8FDBggW1a9cutWnTRk899ZSeeuoptWrVSk8//bSTK4VE8EY2ubm5yTAMLVmyRJLUoUMH/e9//1O9evWcXBkAIDv+/vtv21reGRfFLFu2rNLS0lSvXj3Nnz9fPj4+CggIkKenp90FBYF7jbe3t+Lj422nx3l4eOjjjz/WlStXbH0yvly6fikmILdLS0tTtWrV1L59e0VHR6t58+Y6e/asPD09ZbFYFB0drcqVK6t58+Y6dOiQ3nnnHWeXDHFVc9ymoUOH6pNPPlH16tUlSTNnzrRrT01N1eXLl7V+/XpnlAcAuIGaNWtq3bp1kv4vaFy7Dn3G6UR58+aVu7s7wRv3tIyZHRlX6rdYLDIMw25cZ/w7Y0lU4F6RkpKiMWPGyMfHRwMGDNBbb72l3r17y9XVVRaLRQEBAapcubIeeugheXh4ZLrIIJyDI97INhcXFx07dkz16tXTkiVLtHfvXqWkpNjdkpOTlZyc7OxSAQDXKV++vEJDQ/Xzzz9Lkn7++WdduXJFP//8s2JjYxUSEqLjx48rKSlJO3bssFsqErjXZJwid+069C4uLnbTyjP+zVjHvcbLy0vNmzdXu3bt5O3trTZt2tiu0s+pE7kXX2cjWzIufl+wYEHNnj1bjRo10sCBA9WnTx+1aNHCydUBAG6lSJEiOnTokEaOHKnk5GSNHDlSERERGjlypMLCwrRs2TK5u7vr7NmzGjlyJGEE9zRXV1cZhmH3N4phGOrUqVOmmR7AvSYlJUXFihWTu7u70tLSlCdPHqWnpyslJUVJSUlKTExUZGSkfH19lZaWpvDwcJUqVcrZZT/wCN7IltTUVElXzylxc3NTt27d5Ofnp8DAQG3ZskX169d3coUAgJspUKCASpcurQMHDsjX11cHDhxQ7dq1deDAAT3++ON67bXXlD9/fo0ePVoHDhzQQw895OySgbt27d8n1/+tYhiGfvrpJ8I37jmurq4KDw+3XaPjxIkTqlixouLj4xUZGamIiAgFBQVJkvLnz6+GDRsqLCzMyVWD4I1sSUlJkXQ1gGecC9W+fXsNGjRIzz///E3XgwUAOJ/FYtHly5clXf0S9dr/ZkhPT9eVK1dkGIbS09NzukTAYQzDkIuLiyZPnnzTfh988IFtVh9wr3Bzc1OJEiWUmJiouXPnysfHR3369LEF8Y8++kht27bVrl271Lx5c2eXi/+PeWTIlqSkJEmS1Wq12z5x4kRZLBZ1797dGWUBALLJzc1NiYmJMgzD9mVqVFSUxo4dqzNnzui7775TYmKioqOjZbVabTOdgHvRtTP1JGnPnj0KCwvLdHNxcSF4455lGIZ69uypiIgIJSQkqGDBgkpLS9OwYcPk6empSZMmacWKFc4uE/8fR7yRLcnJyapatartj7UMbm5uGjt2rDZs2KD09HTOCQSAXColJUXp6elKSkqSYRhKS0tTjx495OLiol69eikpKcl2zmB8fHymL1qBe0nG+LVarbJarWrYsKFdyM74t4uLS6aZH0Bul56erubNm+vNN9+0bdu5c6eCgoKUlpampKQkBQUF6bHHHlPv3r1VtWpVVatWzYkVQyJ4I5tKlCihI0eOZNnWpUsXde7cmdANALmYYRhauXKlEhISZBiGEhIS9P7772fqd/78eZ0+fVoJCQlOqBJwjPj4eBmGofj4eBUoUED//POP3UXVpKtfRj300EPM7sA9Jz4+Xo888og6d+4sNzc3JSQkKDw8XN9//71t3H///feSpGLFimnOnDn6/PPPnVw1XAzm1wAA8EBIS0vTsWPHtHPnTnXv3j1TEMmQkJCgXbt2qXXr1jlcIeAYCQkJ+uOPP/Too4/aLSl2rcjISBUqVEi///67qlevnsMVAnfvzJkz6t27t2JiYtSvXz/17NlTZ8+eVd26dXXmzBlJV2etenh4OLlSSARvAAAeGOHh4SpbtqzOnTunQoUK2bX16dNHNWrU0NChQ51UHZCzUlJS9Pfff6tChQo3/BIKuBd89tln6t27t3x9fZWUlKRjx46pVq1azi4L12FuMAAADwgfHx8ZhiFvb2+77f3799fixYuVN29eJ1UG5Lw8efKoWrVqhG7c84YOHSpfX19JkpeXF6E7lyJ4AwDwgPD09JSLi4vdtMMhQ4Zo5cqV+t///qdevXo5sTrAsQoUKJBpW6dOnfTzzz87oRrA8dLS0nTy5ElJUmxsrPz8/HTu3Dm7PmfOnFF4eLgzysN1CN4AADwgMs51dXe/em3V7777TgsWLND69evVuHFjZ5YGOFy+fPlkGIbCwsIkSYmJiVq/fn2mFVqAe1VsbKwqVqyo1NRUeXt7Kz4+3m7m0pdffqnq1atr/PjxzisSNpzjDQDAAyItLU158uRRUFCQunXrprS0NP3yyy+qX7++s0sDHCouLk4VK1aUh4eHqlWrpg0bNmjBggWaNGmS9u/frx49esjNzU2GYShfvnxasGCBs0sGbltKSop8fX1ty+e5u7srKSlJ8fHx6tWrl9avX68KFSro119/5ZSKXIDlxAAAeMAMHTpUn3zyie1KzjNnzrRrT01N1eXLl7V+/XpnlAfclfPnz6thw4aSpI0bN6pq1aqKjo7W2LFjNXDgQLm4uGjnzp365JNPNGrUKM2aNcvJFQO378qVK/L29rY7dcjV1VXu7u4KDw9Xamqq9uzZo6effprQnUsw1RwAgAeIi4uLjh07pnr16mnJkiXau3evUlJS7G7JyclKTk52dqnAHfHx8dHIkSPl4eGhZcuWKS4uTp06dVKPHj20fPlyRUZGysfHR927d5e/v786duzo7JKB22IYhsqVK6d69eopKSlJ9erVU7169ZSWlqZt27bJy8tLa9eu1SOPPKLIyEglJiY6u2SII94AADwwMs4uK1iwoGbPnq1GjRpp4MCB6tOnj1q0aOHk6gDH8PX11WuvvaYaNWpo5syZKleunEaPHq3hw4crODiYo3+456WkpOjtt99W3rx5NXDgQA0cOFCGYah379769NNPtXv3bi1cuFDt2rVT0aJF9c8//6hGjRrOLvuBR/AGAOABkZqaKunqud5ubm7q1q2b/Pz8FBgYqC1btnCuN+4rPXv2VHBwsI4dO6a9e/fKMAy5uLjIxcXF2aUBd8XDw0PDhw9XamqqBg4cqO7du9uC9/Lly7Vy5UoNHjxYGzduVIECBXTs2DGCdy7AVHMAAB4QGVdzzgjgktS+fXsNGjRIzz//vKKjo51VGuBwXl5eOnfunD788EPFxsZq1KhRksRpFLhvxMTEKCUlRVar1fb5npKSoq5du+ro0aNyd3fX4cOHtXfvXidXCongDQDAAyMpKUmSbFfAzTBx4kRZLBZ1797dGWUBDrd582ZJ0muvvaaQkBCtWLFCK1euVN26deXj46PExEStXbtW8fHx+uGHH5xcLXBnLBaLTp8+LU9PTyUmJqp48eK6cuWKpKtfPE2bNk1LlizRa6+95uRKIbGcGAAAD4yIiAi1bdtW27dvV0BAgF3bkiVLtGHDBgUFBcnVle/lce+6cuWKihQpoqSkJF28eFH58uWTJK1bt079+/fX7t279dJLLylPnjxKS0vTlStX9Msvvzi3aOAOvPLKK4qMjNS6deu0Y8cOVapUST4+Pvr000/1/PPP6+GHH3Z2ibgGwRsAAMgwDKWmpipPnjzOLgW4a2fPntXIkSO1d+9erVmzxnZ+a6tWrVSnTh1NnjzZyRUCd2fNmjXq27ev9u3bp3LlyqlWrVrq06eP6tevr7Fjx2r79u0qX768nn76abVo0UJt2rRxdskPPII3AAAA7ktffPGFFi9erN27d0u6uq73K6+8orNnz8rNzc3J1QF3LjU1VSEhIapevbp+//13PfPMMzp58qRtXEdGRmr+/PmaMWOGevXqpXHjxjm5YhC8AQAAcN+KiopSgQIFbD//+uuveuyxx5xYEeB4//zzjypUqJBpe0pKitzc3DiFKBcgeAMAAOC+Eh8fr23btilv3rw3DRwpKSlKSUlR27Ztc7A64O6kpaXp008/zdapQa6urqpZs6aaNGmSA5XhZgjeAAAAuK+cO3dOxYsXz3QRwetFRUXp4Ycf1l9//ZVDlQGO4e7urnr16snT0/Om/c6dO6eIiAhFR0dzeoWTEbwBAABwX4mJiVH+/PkVHx8vb2/vLPskJSXJ29tb6enpOVwdcPe8vb31zz//qHjx4jftd+zYMVWpUkUhISFc5dzJ3J1dAAAAAOBI7u7ucnFxkXR12vk333xjOzKYlJSkV155RS4uLrY+wL3m2qPXVqtVX3zxhW1MZxxXHThwoAoUKKA9e/YQunMBjngDAADgvpJxNDs+Pl5paWnKly+f+vXrJ8MwNH/+fMXExMjFxUXe3t5KS0tzdrnAbfPx8dHx48dVvHhxWa1WWSwWdevWTW5ubjIMQ4sXL5bVapW7O8dZcwuCNwAAAO4rGUEkPj5eXl5e8vT0VEpKiiQpb968iouLk9VqJXjjnuXh4aEjR46oUqVKMgxDbm5utlMrUlNT5eHhwWkUuQzXlQcAAMB9y9XV1W5K+bVTcYF7UWpqqooUKaLExERJsk0xzxjnnEaROzH3AAAAAPeVa4N1UlKS0tLS1KVLFxmGIavVqsTERK7wjHuWu7u7wsPDbUe0k5OTZRiG3nzzTeXJk8e2PTU1lanmuQjvBAAAAO4raWlptiN+hmFoxowZtqubP/nkkzdd2xvI7eLj4/Xf//5XW7du1YEDB5SWlqZ3331Xnp6ecnV1VXp6usaMGcNU81yGc7wBAABwX4mJiVGBAgV09OhRWSyWLPtYrVZVrlxZp06dUqlSpXK4QuDO9evXTz/99JPeeOMNde3aVV5eXs4uCdlA8AYAAMB95d9//1XJkiWzdT63i4sLF1jDPSU6Olp58+aVu7u79u/fr//85z/y8fG56X3CwsJyqDrcCFPNAQAAcF8pXLiwLl26JF9f35uey52cnKyoqKgcrAy4e/nz57f9u2zZsgoKCrrhudxWq1XR0dE5VRpugiPeAAAAAACYiCtLAAAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAeGAcOHNCGDRtMe/xPPvlEERERpj3+vW779u0KDg52dhlAjiN4A/eA8ePH66OPPnLa85ctW1aXLl26YXunTp30+uuv52BF5qhXr562bdsm6cb7fKvXIicdOnRIDRs2lK+vrx555BFt3br1pv3HjRsnNzc3Pf3009l6/JUrV6pq1arKmzevWrdurX/++cfWNn78eLm5uclisahSpUr64osvsvWYhmFo0aJFeuKJJ+Tv768CBQqoadOm+vrrr+363Q9jzlH7ml2nTp1S9erVb9h+7fi+28dypJz4nZo+fbrq1q2b7f7Z3f/58+fL3d09y76xsbHq2rWrfH19Vbx4cU2dOjVTn4YNG8rd3d12GzhwYLbq69Gjh1auXJmtvndj4cKFGjRo0G3d5/vvv1e+fPnUunVrSZKvr68ZpWX5GmTnMy49PV39+/dXXFzcbT9PWlqamjRpovz582vTpk1Z9j958qSmTp2qIkWKZHNPcs6///6rdu3aydvbW+XLl9fChQtv2Ld37952Y9Pd3V0uLi6aNm2aJCklJUVDhgxR/vz5FRAQoDfeeEOpqanZei4PDw+99dZbZu0mkGsRvAHctbJly6pEiRLOLuOunDp1SmFhYWrSpImzS8mWhIQEtWvXTgMGDFBUVJQ+/fRTdevWTadPn77hff773//eMpxn2Ldvn8aMGaNvvvlGkZGRGjJkiDp16qSUlBRbn6lTp+rKlSsKDg7WvHnzbnkEKTU1VYGBgZo+fbrGjx+v8+fPKzw8XKNHj9bnn3+u5557Lttr6eb2MefIfXWEe218O1rhwoVVsWJFhz9ur1697L6Qutarr76qPHnyKCIiQnv27NHKlSs1Z84cuz7Hjx9XUlKSUlNTlZqaqpkzZzq8xpy2YMECLVq0SEuXLs3x587OZ9zs2bNVqFAhde7c+bYf/7ffflNCQoLOnTunBg0aZNln3bp1CgwMvOHSTs703HPPqVatWoqMjNSaNWs0ceJEbdy4Mcu+X331lW1cpqam6uTJkypRooT69esnSXr33Xf1999/KyQkRCEhITp69KjefffdbD3XE088ocuXLys0NNT8nQZyEYI3gLv20Ucfafjw4c4u466sXLlSgYGBN13vNTe5dOmSPvnkE3Xt2lUeHh5q2rSp6tevrwMHDjjk8Xfs2KHnn39etWrVkoeHh55++mnlzZtXf/75p10/FxcXVaxYUQMHDtSWLVtu+pjjxo1TXFycdu7cqdatW8vLy0s+Pj5q3bq1du3apTJlyigyMjJb9eX2MefIfXWEe218O9oLL7yQo0EwIiJC27Zt0+zZs+Xv768yZcooKChIkydPtusTEBCQKwPa3YiNjVWJEiVUsGBBZ5eSyaVLl/T+++/f8RccsbGxKlasmDw9PeXv759ln927d6tZs2Z3UaU59uzZo4SEBL3//vuyWCyqUaOGZs6cqUmTJmXr/lOnTtXgwYPl7e2t5ORkzZs3TwsXLlSRIkVUqFAhBQUF6csvv1RCQkK2nqtJkybas2ePWbsL5EoEbyCXGT9+vPLnz69KlSpp+/btdm1z585V+fLl5efnp169eikpKcmufdq0aSpfvrw8PT1VrVo1LV682NaWMXXy6NGjatasmby9vVWnTh0dPHhQkrR+/Xq7KWWurq6qXbu27ajc5cuX1b17d/n5+alMmTJasmSJ7bEHDRp0wylrzZs3144dO+y2TZgwQZcvX7bb9tRTT9m+Db948aJeeeUV5cuXT/ny5dPLL7+sU6dOqWzZsrb+vr6+ioiIUPv27eXr66sqVapkCn4RERF66aWXlC9fPgUEBGjw4MH69ddfs5wWumLFCj3//PNZ7sPNfPvtt6pevbq8vLxUrVo1ffvtt3r99ddtr8f48eP1wQcfaOzYsSpYsKCKFSum+fPnyzAMTZw4UUWKFFGxYsUyvX4nT55Ux44d5evrq0KFCmnIkCHav3+/7Q+6MmXK6MUXX5QkJSYmavny5dq/f78ef/zx296HrLRq1UpLly7V3r17ZbVatXTpUh04cECFChXKsn9MTMxNQ118fLxmz56thQsXysvLK1N7njx59Mknn6hw4cK2bdkdcz169NDy5cv1/vvvq3jx4sqfP7/eeustpaen2/qnpKRo9OjRKlGihLy8vFS3bl27I/SJiYkKDAyUj4+PWrRoobCwMFvbgQMH1KxZM1ksFhUpUkSvvfaaYmNjc2xfpVv/TsyaNUsVKlTQn3/+KXd3d3333Xd2989qfJ89e1Y9e/ZUoUKF5O3trfr162vVqlV2fW70eXE7r41hGPrss89UpUoVeXl5qUyZMnr77beVkJCQ6bU5duyYypUrp0WLFkmSmjVrpp07d+r1119XkSJF5OPjo6eeekp//fWX3f0SExM1cuRIFS1aVBaLRU2aNNHevXtt7StXrlSPHj0k/d/06dWrV6tq1ary9fVVx44dbV+E3Oq1zI5du3apVatWdu9/lSpV5Ovrq+PHj9te20qVKt32YxctWlRBQUF64YUXVLt2bdv233//XW3atJG3t7cKFiyofv36KSYmxtZetmxZffnll/L399fy5ctt2/fv3682bdoob9688vf31zPPPKPffvvN7jlv9Fpdr0OHDvrpp5/UoEEDtWjRIss+c+bMUaVKleTp6akqVapk+f+OW32u3ug1uJW33npLr732mh566KFs3yfDr7/+qhYtWtj+X/nTTz9l2e+3335TnTp17LZt3bpV9erVk5eXlx566CHNmDFDM2bM0Pjx4+36Zee9uFkfq9Wq0qVLa/Xq1Znq2rFjh9q3by8XFxfbtlatWumPP/7I9LfE9c6ePavVq1drwIABkqTDhw+rSpUqKlq0qK1PQECA6tevr927d2fruerUqZNp34D7HcEbyEVCQkK0evVqhYaGau7cuTp16pStLSgoSNu3b9e+fft0/PhxRUZGaty4cbb2d955Rz///LM2b96suLg4zZ8/X59//rndN/uRkZHq3r27pk6dqsjISPXv318dOnRQSkqKnnrqKduUMqvVqtq1a2vGjBm2MNWlSxc1b95cFy9e1JIlSzRixIhMRz+z0rdvX82fP9/2c0pKimbOnGn3pUB4eLiOHTum1q1bKz4+Xk2bNlWBAgX0xx9/6NSpU2rYsKGee+45u8dNTU1Vp06d9NprrykyMlJTp07VCy+8YDtX9OLFi2rcuLEqVKigkJAQ/f333ypVqpTtj+9rhYWF6dSpU2ratOkt9+daX331lUaNGqVp06YpOjpay5Yt05w5c7Ru3Tq7frNmzVJqaqpOnz6t9evX6+2339aAAQOUlJSkkydPavPmzXrnnXd08uRJSVe/MGjSpInq1aun0NBQ/fnnnypcuLB69eqVZR3FixfXCy+8oJ49ezps+nWtWrXUr18/Pf744/Ly8tLLL7+sSZMmZXr8xMREbd26VdOmTVOXLl1u+Hj79u1TjRo1VKpUqWzXcDtj7r333lN0dLSOHTumgwcPatu2bXbTert3765Lly5p//79iomJ0eTJkzV06FD98MMPkqRFixYpICBAFy9eVJcuXXTu3DlJV//AfPHFF/XOO+/o8uXLOnTokLy9vdWmTZsbThV39L5m53diwIAB+ueff1StWjWlpqbq2WeftbVlNb4vXryoRo0aqUSJEjp06JBiYmL00UcfacKECbbQHxkZqVdeeUWTJ09WZGSkBgwYoI4dO9pON8juazNw4ECtWrVKQUFBio2N1Y4dOxQfH6+OHTvavQaHDx9Wy5Yt9cknn6h79+627f3795evr69+++03hYeHq23btmrevLltind6ero6dOigsLAw7dq1SxcuXFDfvn3VoUMHu/B9re3bt2vWrFnavHmzwsPDVbhwYVuouNlrmV1hYWGqUKFCpu2VKlWy/Z7/+eef2rlzpwoWLKjKlSvbfSbezLlz5/TKK6/o22+/1eHDhyVdDfGtW7dWYGCgzp49q4MHDyo1NVWtW7dWcnKy7b6LFi3SyZMn1alTJ0lXw1jHjh3VpUsXhYWF6d9//9VLL72kdu3a2V7f7du3a+bMmdq4caPCw8NVrFgx22t1vTVr1qhp06bau3dvllO+33vvPc2aNUuLFi3S5cuXNWfOHE2ZMkWffvqprU92Plezeg1u5cCBA1qwYIHmzp2rQoUK6cMPP8zW/TI89thj2rp1q+3/lTf6/0VERITdl8SbNm1S165d9eabb+rSpUvavHmzfvrpJ82aNcvuftl5L27Vx93dXQ8//LACAgIy1ZXVmHRzc1O5cuVueoqSJH344Yfq37+/8ubNe8PHkv5vfGfnuSpWrMhUczx4DAC5xt9//23UqVPHSE5Otts+btw4o2rVqkZ6erptW0hIiFG1alXDMAwjIiLCKFeunGG1Wu3ud+HCBaNYsWJGamqqERoaakgy9u7da9enbt26xv79++22zZgxw+jWrZvt5zJlyhhTpkyx6/P2228bH3zwgWEYhjFw4EBjwYIFWe5TUlKSUbp0aSMuLs4wDMNYtmyZ0axZM6NGjRq2PuPHjzfee+89wzAM44MPPjBefPHFTI/z2WefGWXKlLH9LMlYtmyZXZ/nn3/eWL58uWEYhjFs2DBjyJAhmR7nzTffNKpVq2a37eOPPzZeffVVu21lypQxLl68mOn+GduTkpKMwoULG0eOHLFrj4uLM0qVKmV7PcaNG2fUr1/frs+rr75qNGjQwG7bgAEDjKCgINu/33777UzPPXz4cKNp06aZtsfHxxubN282KlasaHz99deZ2q+1bds2o127djftYxiG8cMPPxgVKlQwdu7caSQkJBgrVqwwxo0bZxuD48aNM9zd3Q0XFxdDkvH4448b4eHhN3y8JUuWGF26dLnl82a4nTHXvXt3o23btnZ9161bZzz11FOGYRjG/v37M70HhmEYv/32m1GzZk3DMAxj7ty5WY6Xp556yli/fn2m7YGBgcZ3332XZe2O3tfs/k6EhoZmGtuGkfX4HjZsmDFq1KhMfaOjo43ExMQbfl40aNDA9nmRndfm8OHDRoUKFYyEhIRM/c6ePWvb/7Vr1xolSpQwtmzZYtenadOmxuDBgzPd96OPPjJeeOEFwzAMY9WqVUb9+vWNtLQ0uz7ffvut8fjjjxuGYRgrVqwwunfvbhiGYSxYsMAICAgw4uPjbX1jYmKMfPny2cb3jV7LrGTVd8KECcbUqVMz9e3atavx/fffG4ZhGDt27DD+/PNPw2q1GgcOHDAqVKhgbN68OVvP2b17d2PFihW2n5955hljxowZmfr95z//MebMmWMYxtXXOePzMUPt2rWNTZs2ZbpfxnuT1WsVFxdn5M+f3+7/R9dq2rSpceDAAdvPPj4+tscsVKiQERERYdf/5MmTRsGCBY3o6Ohsf65m9RpkuNFnXKtWrYx+/foZ0dHRtnG5du3aLPfhWtc+z60+P2NiYoxixYrZbatataqxceNGu22pqalGnTp1jHHjxtm23eq9yG6fG+nVq5fx7bffZtresGFD49ChQze834ULF4zixYsbly9ftm0LCgoyXnvttUx9R48ebUybNi1bz/XLL78YjRs3vmXdwP2EI95ALlKxYkW1adPGNl3rWh07drSbtlW+fHnbUbndu3fr9OnT8vPzk5eXl+1WqlQpXbx40fatcvHixVW/fn27x61QoYLtcaSr58B9+OGHmY4GXH/U59rnvxlPT08FBgbq22+/lXR1muHkyZNVtGhR7dq1S+np6Vq8eLHtaO5PP/2kbt26ZXqcF154we5nFxcXBQYG3nBftm7dmuUR4qymk9/JNPMjR46odOnSmaat+/r6ql27dnbbrj/fr1ChQmrcuLHdtoCAANv0zey+Bhl8fHzUqlUrLVy40GFXvx8zZowWLFighg0bytvbW506dZK3t7fdDIrJkycrLS1NFy9eVMeOHVW/fv0bXp26YMGCunDhwm3VcDtj7vq+146Fn376Sb/88ovd74aXl5fq1auno0ePKjk5Wd26dVNISIiee+45hYeH2x7n559/VmBgYKb7rlu3LtO0a7P29XbHw/WyGt9bt27N8jHz5ctnmx6d1efFtXVl57XZunWrAgMD5e3tnem5rp2m2rVrV61YsUItW7bM1C/jlIprde3a1TbVd9u2beratatcXe3/pHnuuef0+++/ZzmNtk2bNvLx8bH97OfnJ4vFovj4+Ex974TFYsnyeSMjI22vRaNGjVS1alV5eHioTp06+vjjjzV79uw7er7t27fr5ZdfzrT95Zdftjtl6dpp2VFRUYqIiLBdffxa1743179Wvr6+d/Ra7dq1S40bN1bx4sXttpcrV06PPvqo9u/ff1ufq7cjKipKR48e1fTp05UvXz7VqlVL06ZNy/ZqDNmVkJBgdxX3S5cu6cKFC2rTpo1dPzc3N9usg4z6bvVeZPf9upHsjMmsfPLJJ+rVq5fdOe23eqzsPJevr6+uXLlyy7qB+wnBG8hlMqbivfbaawoKCrJtv/5CLnny5JHVarX9/PzzzyspKSnTLSUlxTblK6uLwXh4eNg9zttvv60hQ4Zk+h/5rZ5fku2cyIxbxnIhffr00YIFC/T333/r8uXLatCggfr166c5c+Zoy5YtqlmzpooVKybpaqA2DOOWr5OXl5c8PDxuuC9paWmyWCyZ7nf9hYzCw8N14sSJ274YTnbrlKT8+fNnqqFAgQJ221xdXW1LsWTnsUNCQhQVFWW3rVatWjp79my2arrWCy+8YPe+JSQk6MSJE3riiSfs+tWvXz/TEjouLi4qWLCg3nzzTTVr1kzLly/PdL2AWbNmqUGDBvr111918eLFbNeVnTF3o77Xj+vXX3/9hr8fHh4eslgs2rRpkwIDA9WsWTP98ccftvtGRUVlup/VatXEiRNzZF9vZ6xd70bjOy0tzW7pn+zUdH1d0s1fm+w+j3Q1fK1duzbLtlvte3p6epYXKHNxcbnha5edz8JrNWjQwPYeZyfklC5dOstptKGhoSpfvnyW9ylfvrzOnDlzy8e+kayuseDm5mZ3rQM/Pz/bv9PS0rJ1Zf3sjIPsuNH7dG2ddzPWb+bEiRN6+OGHlSdPHtu2mjVr3nKK9e1KTU21ex+u/bL8ZrLzXmT3/bqRrMZkSkqKzp07pzJlymR5n+joaAUFBWnYsGG3fCzp/8Z3dp7Lzc0tW58NwP2E4A3kQg0aNNC3335rd/Ty+qM513r88ce1c+fOTOuSRkRE6M0338zWY0hXz4Hbt2+fhgwZkqntVveVZDsnMuOWsW5t9erVlZ6erpEjR+rVV1+VdPUiPDt37tRHH31k2yZdPTp8/TrHkmxHzLNbT6NGjbK8KNKaNWvsfl65cqU6dux421cWrlGjhs6cOWMX0KSr5+OuX7/ebltWfxDf7Pmy8xqsWrVKH3/8sV37gQMHVLVq1WzVf/3jXvu++fj4qHTp0raLQGU4ePDgTUOHn5+fXF1d7a4XkJqaqgEDBtguCPjqq69m+cdjWlqa3n//fbuL7mVnzGWnb6NGjbR+/fpMz3vo0KFMMzu6deumN954Q3PnzpV0dZ3l68/Zl65epCk8PDxH9jW7vxNZudH4btKkiRYsWJCp/+XLl21Hqm71+t/qtcl4nlWrVmW5ZvK1XxKtWbNGe/bs0ciRIzP1y2o/lyxZYjvHtmnTplmuaR0cHKyqVatm+QXc7YwtSdq7d6/tPc7OTJ+GDRtq69atdsHijz/+kNVqVYUKFfTll19mWlps586devjhh2+rrgw3+rxbtmyZ3bnI134WFSpUSIULF870mSjJbh9v97W6kSeeeEI7duzI9IVhRESEfvnlF9WrV++2PldvR8mSJXXs2DG75RCPHDmicuXK3fFjZsXLy8vuKG5AQICKFi2aacmutLQ0uzGbnfciu+/XjTRq1ChTHZs2bVKtWrXk6emZ5X0+//xzde3aNdM547Vr19bRo0cVHR1t2xYVFaV9+/bpiSeeyNZzXblyJcvfTeB+RvAGcpGMi9hcuXJF69evv+G30NcrUaKEunbtqsDAQNvU2V27dqlNmzbZ/kPOMAwNGjRIn332mSnL2/Tu3Vvbt29X165dJV0Nnl26dNE///xjN3Wuf//++uOPPzRs2DBFRETo8uXL+uKLL257KaDRo0dr+vTpmjFjhqKiohQZGanPP/9c33zzjd3+rVixwm7KX3Z5eHhoypQpat++vbZs2aLExEQdOXJEHTp0sF2A5k698847WrJkiSZNmqRLly7p4sWLeu+997Rt2zZbnx49emjRokVav369rFarfvnlF/Xr18+2jmpUVJQaNWqUKTxn14gRI/TKK6/ozz//VFJSktauXatJkybZ1nC91pUrV7Rw4UJ99913N50O+v777ysxMVFPPvmktm3bZjtCun37dj355JPasmXLDf8AvBsNGjRQlSpV1K1bN506dUpWq1UbN25UYGCgatasKenqH5hbt25VfHy8tm7davvdmzRpkkaOHKnvvvtOV65c0ZkzZ9S/f3/t3bv3pheyc+S+Zvd3wtXV1S5YSDce32PGjNG3336rt99+W+Hh4UpJSdH27dvVqFGjLP+wz0p2Xpv69eurcePGat26tfbv36/k5GSdPn1a/fr1szsVxNfXVxs2bNCRI0c0aNAgu6OeO3bssK2FHhUVpc8//1wffPCB7ah6xproffr0UVhYmOLj4/Xtt9+qX79+d3zqRVav5e0oUaKEnnjiCQ0fPlzx8fEKDw9X3759NWbMGElXr+g8duxY/fTTT7bfr3fffTfLLx6yU9/kyZP19ttva/HixYqLi9OZM2c0aNAghYaGqmfPnjd8nGnTpql3795asGCBoqKilJCQoKCgINWtW1cnTpzIVi3Tpk3TG2+8cct+JUqUUK9evfT000/r0KFDSkpK0u7du/Wf//xHI0eOVIECBW7rc/V23qNixYqpXr16Gjx4sC5fvqzff/9dI0aM0NChQ7N1/+zKly9fpi8Wpk2bpp49e2rFihW22UQvvvii3UXvMvrd6r24VZ+0tDS1atUq00oikmwzmCZPnqykpCQdPXpUI0eO1OjRoyUp033j4uI0b968LMekh4eHevbsqb59+yoyMlKXLl1Sr169NGjQIHl7e9/yuaSrF3i8fjYYcL8jeAO5SM2aNbVp0yYVLFhQK1assLvS661MmTJFbdu21dNPPy0/Pz/1799f77zzjvr06ZOt+3/11Vfav3+/WrdubZtSmdVSSHfqxRdf1GuvvWb3x9Orr76qfv362R1R8fHx0fbt2xUdHa3q1aurbNmy+vXXXzMtc3QrpUuX1pYtWxQcHKySJUuqcuXKCgkJ0cyZM21TJyMiInT8+HE1b948y8coWrToTaeX9ujRQ1OnTtWIESOUP39+de3aVcOGDVPbtm1vq9brFStWTD///LMOHDigcuXKqWrVqoqNjdWXX35p61OiRAmtXLlSEydOtD33f//7Xz355JOSpKSkJIWEhNgtJ3Q7evfureeff15t27ZVQECA3n//fX3zzTd2y+S89dZbcnd3V+HChTV//nytXbv2plfy9vT0VHBwsF588UW9+eabKliwoAoVKqQ33nhDnTp10v/+9z/TjoAsXrxYZcuWVcOGDZUvXz6NHTtWc+fOtZ172aRJE40YMUJFixaVm5ubBg4cKEl69NFHtXz5cn322WcKCAjQY489Jnd3d61bt+6mRwIdua/Z/Z0oVqyY3N3dlS9fPkk3H98lSpTQ7t27FRoaqho1aih//vwaM2aMJk+enO1zx7P72ixatEjPPPOMXnzxReXNm1dPPvmkChUqlOkIrcVi0Q8//KBTp06pX79+tvA9a9Yspaen65FHHlHJkiUVHBysrVu3qmLFipKuHsVdt26dfHx8VLduXRUsWFCff/65li9fnulaCtl1/Wt5J+bMmaOoqCgVLVpU9erV07PPPqvevXtLunrEcO7cuRowYIDy5cunMWPGaP78+dleGqtx48bq3bu37YuFWrVq6YcfftCiRYtUpEgR1apVy7biwM0+x9u2bauVK1dqwYIFKlGihEqVKqXVq1dr06ZN2V5y68yZM9kO6e+99566dOmizp07y8/PTz179tSgQYNspyVJ2f9cvf41uJWFCxcqISFB5cuXV+fOnTVu3Di1atUqW/fNrjx58ihv3rx2p5m0bNlSS5cu1ccff6yAgAC1adNG//nPf9S3b1+7+2bnvbhVn9TUVIWEhNxwubeVK1dq586dKlCggNq1a6fRo0fbXoPr73v06FH16dNHRYoUyfKxJkyYoGLFiumhhx7Sww8/rIoVK9otj3az55KuXhm9ZMmSt/8iA/cwF8OMk2kAwMmCg4NVqlQp1apVy277nDlz9Oeff+rzzz/XZ599piNHjtgFWuB+cT+M72bNmumjjz7KtC4ykFu1bNlSb7/9dpYXCsT/GTp0qMqVK5fp/HHgfsYRbwD3pbx586pjx47aunWrDMNQenq6bbp0xtHMokWLZnk+O3A/YHzfmyZMmGB3wb5rb59//rmzy7vvOPr1zmpVEmS2a9cu1atXz9llADmKI94A7lvbt2/Xf//7Xx09elQpKSmqX7++pk2bpsqVKzu7NADZwBFv3Gt27dqlwYMH33C5QVw9PaF27do6f/58lhcfBe5XBG8AAAAAAEzEVHMAAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATPT/AMCnenqG3UHIAAAAAElFTkSuQmCC","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-140_torch.float16_lf\n","不是      1458\n","是       1131\n","不重要      315\n","问法错误      59\n","回答正确      37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf\n","不是      1483\n","是       1150\n","不重要      287\n","问法错误      49\n","回答正确      31\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABryElEQVR4nO3deXhMZ//H8c8kkWSSSEIsIcRetXeJrShtabXaEnSltYRS+9JNrU8V1RZPlS7a2lrdREuLUo/SoraWllajShApQRLZZ7Kd3x8u8zMSBHMylvfruuYi932fme+ZuTOZz5zNYhiGIQAAAAAAYAoPdxcAAAAAAMD1jOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJvNxdgKvk5+fr33//VcmSJWWxWNxdDgAAAADgOmcYhtLS0lSxYkV5eJx/u/Z1E7z//fdfVa5c2d1lAAAAAABuMHFxcapUqdJ5+6+b4F2yZElJp1c4MDDQzdUAAAAAAK53qampqly5siOPns91E7zP7F4eGBhI8AYAAAAAFJuLHe7MydUAAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsOd911lzw8PPTmm2+ed0xOTo7Gjh3r1PbOO++oevXqCg4O1iOPPKKEhARH38mTJ/XYY48pODhYVapU0cyZM02rHwAAAACuRgRvOKxbt07jxo274Jhx48Zp586djp+jo6O1cOFCff/990pISND999+vJ554wtHfo0cPhYaGKj4+Xj/88IPmz5+vxYsXm7YOAAAAAHC1IXijyDZt2qTp06c7ta1fv159+/ZVzZo15ePjo969e2vfvn06deqU8vLydO+992ratGny9/dXjRo19PTTT+vHH3900xoAAAAAQPEjeKNI0tPT1aNHDz333HNO7R06dNDMmTP1559/KisrS9OnT1dqaqqsVqs8PT01dOhQeXl5KTc3V1u3btV7772ne++9101rAQAAAADFz8vdBeDaMHToUHXo0EHt2rXT77//7mi///779e2336p+/fqSJF9fX82bN08+Pj5Oyz/yyCNaunSp7rrrLrVv375YawcAAAAAd2KLNy5q2bJl2rJli6ZOnVqg75133tG2bdu0a9cupaWlafbs2U4nVzvjyy+/1O+//y4fHx8NHDiwOMoGAAAAgKsCwRsXdPz4cQ0cOFCffPKJfH19nfry8vI0YcIELVmyRA0aNFBAQIB69+6tvXv3avny5U5jS5QooYYNGyo6OlpLly5VUlJSca4GAAAAALgNu5rjgp599lklJCSoefPmkqT8/Hzl5eUpNDRUv//+u/z9/VWlShWnZZo2barVq1fr9ttvl81mU7Vq1Rx9/v7+qlq1qo4fP67SpUsX67oAAAAAgDuwxRsXtGTJEuXk5Mhms8lms+n777/X/fffr2PHjqlcuXJKT09XSkqK0zI7duxQaGioDhw4oO7duzv1paam6vDhw6pevXpxrgYAAAAAuA3BG5fNYrGof//+evLJJxUbG6uMjAzNnz9fn376qZ566ik1b95c+fn5eu2115Senq64uDh169ZNzz77rLy9vd1dPgAAAAAUC4I3rsj48eNVv359NWvWTBUqVNDChQu1evVqhYeHy8PDQ0uWLNH27dtVqVIlRUREqFGjRho7dqy7ywYAAACAYmMxDMNwdxGukJqaqqCgIKWkpCgwMNDd5QAAAAAArnNFzaGcXO0qUPWlFe4u4YZz8LUO7i4BAAAAwA2CXc0BAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATXVbwvuuuu+Th4aE333zzvGNycnI0duxYp7Y5c+YoPDxc/v7+ioyMVEJCgtP4IUOGqFSpUgoJCdHzzz+v3NzcyykPAAAAAICrxmUF73Xr1mncuHEXHDNu3Djt3LnT8fOqVas0efJkLV++XCdPnlT9+vUVGRnp6B87dqz+/vtvxcTEKCYmRnv27CkQ3AEAAAAAuNaYsqv5pk2bNH36dKe2GTNmaNq0aWrYsKGsVqsmTpyo/Px8/fDDD8rOztYHH3yg+fPnq3z58ipbtqwWLlyoDz/8UBkZGWaUCAAAAABAsXB58E5PT1ePHj303HPPOdoMw9DWrVvVoUMHp7Fdu3bV2rVr9dtvv6lOnToKDQ119IWEhKhp06b6+eefXV0iAAAAAADFxuXBe+jQoerQoYPatWvnaEtMTFRwcLB8fX2dxtauXVsHDhzQ4cOHVbNmzQL3daa/MHa7XampqU43AAAAAACuNi4N3suWLdOWLVs0depUp/asrCz5+fkVGG+1WpWVlXXR/sJMmTJFQUFBjlvlypVdsxIAAAAAALiQy4L38ePHNXDgQH3yyScFtmxbrVbZbLYCyyQmJsrPz++i/YUZNWqUUlJSHLe4uDjXrAgAAAAAAC7k5ao7evbZZ5WQkKDmzZtLkvLz85WXl6fQ0FAdPXpUp06dUk5OjkqUKOFYJjY2VtWrV1d4eLhiY2ML3GdsbKy6dOlS6OP5+PjIx8fHVeUDAAAAAGAKl23xXrJkiXJycmSz2WSz2fT999/r/vvv17Fjx2SxWBQREaEffvjBaZno6Gi1bdtWt9xyi/bs2aPk5GRHX1JSkrZu3ao77rjDVSUCAAAAAFDsTLmcWGFGjBihYcOGKSYmRjabTRMnTpTValWbNm3k7e2tXr16qW/fvkpMTNTJkyfVu3dvDRo06Ly7mgMAAAAAcC0otuDdvn17DRs2TO3atVPp0qW1Y8cOLVmyxNH/yiuvqEKFCqpRo4Zuuukm1apVSxMmTCiu8gAAAAAAMIXFMAzD3UW4QmpqqoKCgpSSkqLAwEB3l3NJqr60wt0l3HAOvtbh4oMAAAAA4AKKmkOLbYs3AAAAAAA3IoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYKLLCt533XWXPDw89Oabbzq1b9y4UU2bNlVgYKCaNWumLVu2OPW/8sorKl++vAIDA9W7d2+lp6c7+lJTU9WtWzcFBASoYsWKmjp16uWUBgAAAADAVeWygve6des0btw4p7Z9+/bp0Ucf1aRJk5SQkKAXXnhBnTp10pEjRyRJ7733npYuXaotW7boyJEjslgs6tu3r2P5Z555RiVKlFB8fLw2b96s6Ohovf/++1ewagAAAAAAuJ+Xq+5o1qxZGjFihNq2bStJ6ty5s7Zu3aovv/xSI0aM0IwZM/Tpp5+qWrVqkk4H8Ro1amj//v3y9fXVunXrdOjQIfn6+iooKEgLFy7U/fffr379+rmqRAAAAAAAip3Lgne1atXUoUMHp7bKlSsrLi5Ox48fV0ZGhm6//XZHX4kSJfTwww/rhx9+UFBQkNq1aydfX19Hf506dRQQEKB9+/apVq1arioTAAAAAIBi5bKTqw0bNqxAQF6+fLkiIiJ0+PBh1axZs8AytWvX1oEDBy7aXxi73a7U1FSnGwAAAAAAVxvTzmo+f/58HTt2TJGRkcrKypKfn1+BMVarVVlZWRftL8yUKVMUFBTkuFWuXNnl6wAAAAAAwJUyJXhv375dL774oj777DN5eXnJarXKZrMVGJeYmCg/P7+L9hdm1KhRSklJcdzi4uJcvh4AAAAAAFwplx3jfcbhw4cVGRmpjz76SHXq1JEkhYeHKzY2tsDY2NhYRUREKDAwUN99912h/dWrVy/0cXx8fOTj4+Pa4gEAAAAAcDGXbvFOS0vTgw8+qOeff14PPvigo71cuXLy9vbW3r17HW25ublatmyZ7rnnHrVo0UJr165Vbm6uo/+PP/6Q3W4v9NhvAAAAAACuFS4L3nl5eXr00Ud15513aujQoQX6hw8frj59+ujIkSNKS0vT4MGD1bZtW1WrVk1hYWG64447NHz4cKWnpysuLk59+/bVmDFjXFUeAEiS7rrrLnl4eOjNN990ao+JiZGfn58sFotOnjxZYLk1a9bIw8NDXl5ejltCQoIkKTU1Vd26dVNAQIAqVqyoqVOnFsu6AAAA4NrgsuA9ePBgrVq1Su+9957TB9N77rlHktS/f3+1a9dOt912m8LCwpSdna333nvPsfz777+vpKQkhYaGqkmTJurcubOioqJcVR4ASJLWrVuncePGFWi/+eablZmZqSpVqhS63J9//qnx48crNzfXcStfvrwk6ZlnnlGJEiUUHx+vzZs3Kzo6Wu+//76p6wEAAIBrh8UwDMPdRbhCamqqgoKClJKSosDAQHeXc0mqvrTC3SXccA6+1uHig3DdmjBhggICAvTcc88V6Ktatap++eUXlSlTxqm9b9++atu2rR577DGn9vj4eN122206dOiQfH19JUl//fWX7r//fh08eNC0dQAAAID7FTWHmnY5MQC4nuzZs0e1a9cu0L5p0ya1a9fOEbolqU6dOgoICNC+ffuKs0QAAABcpQjeAFAEf/75pzp37qyQkBB17dpVx48fl3T6Sg6FnQSydu3aOnDgQHGXCQAAgKsQwRsALsJms2nevHnasWOHDhw4oLp166pz586SpKysLPn5+RVYxmq1Kisrq7hLBQAAwFWI4A0AF+Hr66vIyEgFBwcrKChIr7zyijIzM7V7925ZrVbZbLYCyyQmJhYayAEAAHDjIXgDwGWoXr26jhw5ovDwcMXGxhboj42NVfXq1d1QGQAAAK42BG8AuIDs7Gy1a9fOabdxu92u7du366abblKLFi20du1a5ebmOvr/+OMP2e32Qo/9BgAAwI2H4A0AF+Dt7a3g4GANHDhQycnJ+vfff9WjRw81btxYNWrUUFhYmO644w4NHz5c6enpiouLU9++fTVmzBh3lw4AAICrBMEbAC7igw8+UF5enmrUqKF69erJz89Pc+fOdfS///77SkpKUmhoqJo0aaLOnTsrKirKjRUDAADgamIxDMNwdxGuUNQLl1+Nqr60wt0l3HAOvtbB3SXccJjnxY95DgAAYK6i5lC2eAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJrqs4H3XXXfJw8NDb775plP7pk2bdMstt8hqtapx48batm2bU/+cOXMUHh4uf39/RUZGKiEhwdGXk5OjIUOGqFSpUgoJCdHzzz+v3NzcyykPAAAAAICrxmUF73Xr1mncuHFObQkJCYqMjNS4ceOUmpqq0aNHq2PHjjp27JgkadWqVZo8ebKWL1+ukydPqn79+oqMjHQsP3bsWP3999+KiYlRTEyM9uzZo7Fjx17BqgEAAAAA4H4u29V87ty5euyxx9S5c2eVKFFCnTp1Uo8ePfTOO+9IkmbMmKFp06apYcOGslqtmjhxovLz8/XDDz8oOztbH3zwgebPn6/y5curbNmyWrhwoT788ENlZGS4qkQAAAAAAIqdy4L3hg0b1LFjR6e2rl27au3atTIMQ1u3blWHDh0K7f/tt99Up04dhYaGOvpCQkLUtGlT/fzzz64qEQAAAACAYuey4H348GHVrFnTqa127do6cOCAEhMTFRwcLF9f30L7C1v27H4AAAAAAK5VXq66o6ysLPn5+Tm1Wa1WZWVlFdp3Kf2Fsdvtstvtjp9TU1OvcA0AAAAAAHA9l23xtlqtstlsTm2JiYny8/MrtO9S+gszZcoUBQUFOW6VK1d2zYoAAAAAAOBCLgve4eHhio2NdWqLjY1V9erVFRISolOnTiknJ6fQ/sKWPbu/MKNGjVJKSorjFhcX56pVAQAAAADAZVwWvFu2bKlVq1Y5tUVHR6tt27ayWCyKiIjQDz/8UGj/Lbfcoj179ig5OdnRl5SUpK1bt+qOO+4o9PF8fHwUGBjodAMAAAAA4GrjsuAdFRWlBQsW6LvvvlNubq6WL1+uzz//XAMGDJAkjRgxQsOGDVNMTIxsNpsmTpwoq9WqNm3ayNvbW7169VLfvn2VmJiokydPqnfv3ho0aNB5dzUHAAAAAOBa4LLgXb58eS1evFijRo1SQECAJkyYoKVLl6pcuXKSpPbt22vYsGFq166dSpcurR07dmjJkiWO5V955RVVqFBBNWrU0E033aRatWppwoQJrioPAAAAAAC3sBiGYbi7CFdITU1VUFCQUlJSrrndzqu+tMLdJdxwDr7W4eKD4FLM8+LHPAcAADBXUXOoy7Z4AwAAAACAggjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmMilwTsxMVHdu3dX6dKlFR4ermnTpjn6/vrrL7Vs2VJWq1X16tXTypUrnZZdunSpbrrpJlmtVt19993at2+fK0sDAAAAAMAtXBq8e/TooZo1ayouLk7bt2/Xhg0btGDBAtntdj3wwAN64oknlJKSovfee099+vTR7t27JUm7d+9Wv3799MEHHyglJUWPPvqo2rdvL5vN5sryAAAAAAAodi4N3j/99JNefvll+fv7q3z58ho8eLC+/vprffXVV6pfv74GDhwob29vtWrVSuPGjdMbb7whSZo1a5ZeeOEFtW7dWt7e3urfv78aN26sTz/91JXlAQAAAABQ7FwavDt06KAXXnhBqampiouL0+TJk1W+fHlt2LBBHTt2dBrbtWtXrV27VpIu2g8AAAAAwLXKpcF79uzZWrJkiYKCghQeHq6jR49q/PjxOnz4sGrWrOk0tkyZMrLZbLLb7YqPj1f16tWd+mvXrq0DBw6c97HsdrtSU1OdbgAAAAAAXG1cFrxzc3P10EMP6cknn1RiYqIOHTqk9u3b6/jx48rKypKfn1+BZaxWq7KyspSfny8PD49C+85nypQpCgoKctwqV67sqlUBAAAAAMBlXBa8ly9fLqvVqqlTpzrOaj5x4kT16tVL3t7ehZ4oLSkpSX5+fvLw8JBhGE59iYmJhYb1M0aNGqWUlBTHLS4uzlWrAgAAAACAy7gseO/du1etWrVyavP391dwcLAkKTY21qnv2LFjKl26tLy9vRUWFqbDhw879cfGxhbY/fxsPj4+CgwMdLoBAAAAAHC1cVnwrl69umJiYpzabDab/vrrL3Xv3l2rVq1y6ouOjlbbtm0lSS1btrxgPwAAAAAA1yqXBe+HHnpIO3bs0OzZs5WWlqb4+Hj16NFDzZs3V5cuXbRt2zYtXLhQOTk52rx5s15//XU9//zzkqTBgwfr1Vdf1datW5WTk6O5c+dq165deuKJJ1xVHgAAAAAAbuGy4O3r66vly5frm2++Ufny5dW0aVOVK1dOCxculK+vr7799lvNmTNHJUuWVFRUlObMmaN69epJkho0aKC3335bTz31lAIDA/XJJ59o5cqV8vHxcVV5AAAAAAC4hZcr76xWrVpavXp1oX1169bVxo0bz7tsp06d1KlTJ1eWAwAAAACA27n0Ot4AAAAAAMAZwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAE5kavA8dOqQFCxaY+RAAAAAAAFzVTA3eQ4cOVUJCguPnTZs26ZZbbpHValXjxo21bds2p/Fz5sxReHi4/P39FRkZ6bQsAAAAAADXItOC98qVK7V//36NGDFCkpSQkKDIyEiNGzdOqampGj16tDp27Khjx45JklatWqXJkydr+fLlOnnypOrXr6/IyEizygMAAAAAoFiYErztdruGDRum9957T15eXpKkuXPn6rHHHlPnzp1VokQJderUST169NA777wjSZoxY4amTZumhg0bymq1auLEicrPz9cPP/xgRokAAAAAABQLU4L366+/rjvvvFMtWrRwtG3YsEEdO3Z0Gte1a1etXbtWhmFo69at6tChQ6H9AAAAAABcq1wevOPi4jRlyhStXr1apUqV0siRI5Wfn6/Dhw+rZs2aTmNr166tAwcOKDExUcHBwfL19S20vzB2u12pqalONwAAAAAArjYuD94TJ05Uu3bt9Ouvv2rHjh3auHGjZs+eraysLPn5+TmNtVqtysrKKrTv7P7CTJkyRUFBQY5b5cqVXb0qAAAAAABcMS9X3+GyZcsUExOjUqVKSZI++ugjPfroo7JarbLZbE5jExMT5efnV2jf2f2FGTVqlOPEbZKUmppK+AYAAAAAXHVcusX7xIkT8vf3d4RuSapXr56OHDmi8PBwxcbGOo2PjY1V9erVFRISolOnTiknJ6fQ/sL4+PgoMDDQ6QYAAAAAwNXGpcE7JCREycnJSk5OdrTt2bNH4eHhatmypVatWuU0Pjo6Wm3btpXFYlFERESBM5if6QcAAAAA4Frl0uDt4eGhnj17qmfPnjp+/LhiY2PVp08fDR06VFFRUVqwYIG+++475ebmavny5fr88881YMAASdKIESM0bNgwxcTEyGazaeLEibJarWrTpo0rSwQAAAAAoFi5/Bjv1157TS+++KLq168vf39/DRkyRH379pUkLV68WAMHDlRkZKTq16+vpUuXqly5cpKk9u3b69ChQ2rXrp0SExN13333acmSJa4uDwAAAACAYmUxDMNwdxGukJqaqqCgIKWkpFxzx3tXfWmFu0u44Rx8rcPFB8GlmOfFj3kOAABgrqLmUJdfTgwAAAAAAPw/gjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIlOD9xtvvKGTJ09Kkv766y+1bNlSVqtV9erV08qVK53GLl26VDfddJOsVqvuvvtu7du3z8zSAAAAAAAoFqYF7127dmns2LGSJLvdrgceeEBPPPGEUlJS9N5776lPnz7avXu3JGn37t3q16+fPvjgA6WkpOjRRx9V+/btZbPZzCoPAAAAAIBiYUrwzs7O1lNPPaXc3FxJ0ldffaX69etr4MCB8vb2VqtWrTRu3Di98cYbkqRZs2bphRdeUOvWreXt7a3+/furcePG+vTTT80oDwAAAACAYmNK8B49erQaNGigSpUqSZI2bNigjh07Oo3p2rWr1q5dW6R+AAAAAACuVS4P3j/99JOio6M1e/ZsR9vhw4dVs2ZNp3FlypSRzWaT3W5XfHy8qlev7tRfu3ZtHThwwNXlAQAAAABQrLxceWepqanq2bOn5s2bp6CgIEd7VlaW/Pz8Coy3Wq3KyspSfn6+PDw8Cu07H7vdLrvd7vTYAAAAAABcbVy6xXvIkCHq0qWL2rRp49RutVoLPVFaUlKS/Pz85OHhIcMwnPoSExMLDetnTJkyRUFBQY5b5cqVXbIOAAAAAAC4ksuC97Jly7Ro0SK9/fbb8vX1la+vrw4dOqRKlSrpzz//VGxsrNP4Y8eOqXTp0vL29lZYWJgOHz7s1B8bG1tg9/OzjRo1SikpKY5bXFycq1YFAAAAAACXcVnw7tixo3JycmSz2Ry3KlWq6MiRI5o0aZJWrVrlND46Olpt27aVJLVs2fKC/YXx8fFRYGCg0w0AAAAAgKuNadfxPlvnzp21bds2LVy4UDk5Odq8ebNef/11Pf/885KkwYMH69VXX9XWrVuVk5OjuXPnateuXXriiSeKozwAAAAAAExTLMHb19dX3377rebMmaOSJUsqKipKc+bMUb169SRJDRo00Ntvv62nnnpKgYGB+uSTT7Ry5Ur5+PgUR3kAAAAAAJjGpWc1P9fBgwcd/69bt642btx43rGdOnVSp06dzCwHAAAAAIBiVyxbvAEAAAAAuFERvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAIDrVHJysnr06KGyZcuqatWqeu2115Sfny9JWr9+vSIiIhQQEKDmzZvrl19+cSwXFRUlLy8vp5vFYtGMGTPctSoAAFzTCN4AAFynunbtqrCwMO3fv19r1qzR0qVLNWvWLB0+fFg9evTQjBkzlJycrGnTpunpp59WYmKiJOmjjz5Sbm6u43bgwAGFhYWpX79+bl4jAACuTV7uLgAAALjezp07dfz4cU2aNEkWi0WBgYGaN2+eHnvsMVWsWFF33nmnWrVqJUm64447dPvtt2vDhg3q1KlTgfuaOnWqBg8eLD8/v2JeCwAArg9s8QYA4DqUl5enESNGyGKxONoqV66shIQEtWjRQhs2bNB3332n7Oxsff/99/rmm29Uvnz5Avdz9OhRLV26VAMGDCjO8gEAuK6wxRsAgOtQRESEIiIinNqWL1+uiIgIVahQQa+//roeeOABR9/QoUPVvHnzAvfzxhtvqH///ipZsqTpNQMAcL1iizcAADeAY8eOaeTIkRo3bpx+/fVXPffcc1qxYoUyMzP1/fffy8vLS3a73WmZEydO6IsvvtCQIUPcVDUAANcHgjcAANc5u92uLl26aMCAAWratKkmTpyoyZMn64EHHpDValW7du3UpEkTjR492mm56dOnq3fv3goKCnJT5QAAXB8I3gAAXOeioqJUuXJlvfzyy5KkvXv3Ok6sdkbTpk21evVqx8/JyclauHChhg0bVpylAgBwXSJ4AwBwHZswYYIOHDig+fPnO060Vr16dcXExDiN27Fjh0JDQx0/z5w5U926dVNISEix1gsAwPWIk6sBAHCdWrRokT7++GNt3rxZvr6+jvbhw4drwIABWrhwoW699VZt3bpVQ4cO1cyZMyVJaWlp+uCDD/Trr7+6q3QAAK4rBG8AAK5DGzZsUO/evZWTk6OKFSs69e3fv19jxozRU089pSNHjuimm27S66+/7riG9549e9SnT59CLy8GAAAuncUwDMPdRbhCamqqgoKClJKSosDAQHeXc0mqvrTC3SXccA6+1sHdJdxwmOfFj3le/JjnxY95DgBwp6LmUI7xBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABM5NLgnZycrB49eqhs2bKqWrWqXnvtNeXn50uSNm3apFtuuUVWq1WNGzfWtm3bnJadM2eOwsPD5e/vr8jISCUkJLiyNAAAAAAA3MKlwbtr164KCwvT/v37tWbNGi1dulSzZs1SQkKCIiMjNW7cOKWmpmr06NHq2LGjjh07JklatWqVJk+erOXLl+vkyZOqX7++IiMjXVkaAAAAAABu4bLgvXPnTh0/flyTJk1SYGCgatWqpXnz5unDDz/U3Llz9dhjj6lz584qUaKEOnXqpB49euidd96RJM2YMUPTpk1Tw4YNZbVaNXHiROXn5+uHH35wVXkAAAAAALiFy4J3Xl6eRowYIYvF4mirXLmyEhIStGHDBnXs2NFpfNeuXbV27VoZhqGtW7eqQ4cOhfYDAAAAAHAt83LVHUVERCgiIsKpbfny5YqIiNChQ4dUs2ZNp77atWvrwIEDSkxMVHBwsHx9fQv0f/rpp+d9PLvdLrvd7vg5NTXVBWsBAAAAAIBrmXZW82PHjmnkyJEaN26csrKy5Ofn59RvtVqVlZVVaN/Z/eczZcoUBQUFOW6VK1d2+ToAAAAAAHClTAnedrtdXbp00YABA9S0aVNZrVbZbDanMYmJifLz8yu07+z+8xk1apRSUlIct7i4OJevBwAAAAAAV8plu5qfLSoqSpUrV9bLL78sSQoPD1dsbKzCw8MdY2JjY1W9enWFhITo1KlTysnJUYkSJQr0n4+Pj498fHzMKB8AAAAAAJdx+RbvCRMm6MCBA5o/f77jRGstW7bUqlWrnMZFR0erbdu2slgsioiIKHAG8zP9AAAAAABcy1y6xXvRokX6+OOPtXnzZqeTpUVFRenWW2/VnXfeqXbt2mnVqlX6/PPPtWPHDknSiBEjNGzYMH399deqWrWq3njjDVmtVrVp08aV5QEAAAAAUOxcFrw3bNig3r17KycnRxUrVnTq279/vxYvXqyBAwcqMjJS9evX19KlS1WuXDlJUvv27XXo0CG1a9dOiYmJuu+++7RkyRJXlQYAAAAAgNu4LHi3atXK6fJe56pSpYp+++238/b369dP/fr1c1U5AAAAAABcFUy7nBgAAAAAACB4AwAAAABgKoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAArltvvPGGTp48KUlas2aNbr/9dpUsWVJ33HGHfv31VzdXB+BGQfAGAADAdWnXrl0aO3asJOn3339X7969NX36dJ04cULPP/+8OnXqpBMnTri5SgA3AoI3AAAArjvZ2dl66qmnlJubK0n6/PPPNXLkSLVu3Vq+vr6KjIxU586d9c0337i5UgA3Ai93FwAAAAC42ujRo9WgQQOlpKRIkvLy8godl5ycXJxlAbhBEbwBAABwXfnpp58UHR2t3377TY0aNZIkde7cWV26dFFERIQaN26slStXas6cOfrxxx/dXC2AGwHBGwAAANeN1NRU9ezZU/PmzVNQUJCjvVmzZnrjjTcUFRWl5ORkpaamqlWrVmrSpIkbqwVwo+AYbwAAAFw3hgwZoi5duqhNmzYF+p588knt3btX3377rby8vPTOO+8Uf4GAC8TGxqp9+/YqWbKkateurc8//9zRFxMTIz8/P1ksFscZ/eF+BG8AAABcF5YtW6ZFixbp7bfflq+vr3x9fXXo0CFVqlRJ3377raTTx3r3799fEyZMUK1atdxcMXDpDMPQww8/rLvvvlsnT57Ul19+qVGjRmnLli2SpJtvvlmZmZmqUqWKmyvF2djVHAAAANeFjh07Kicnx6mtatWq+uWXX1SmTBlJ0syZM1WiRAkNHz7cHSUCV+zUqVMaNGiQ+vXrJ0lq1KiROnbsqI0bN6pZs2Zurg7nQ/AGAADADSE+Pl6TJk3S+vXr5enp6e5ygMtSqlQpR+jOzs7Wjz/+qCVLlmjZsmVurgwXwq7mAAAAuCFkZmZq6tSpql+/vrtLAVyiadOmuvfee9WmTRvdeuut7i4HF0DwBgAAwHXr4MGDjt3Ma9WqpaioKDdXBLjO5s2btXnzZu3du1eTJ092dzm4AHY1BwAAQJFVfWmFu0u44Rx8rYO7S8BVytfXV82aNdPXX3+thg0bavTo0e4uCefBFm8AAAAAuEYcPHhQR48edWoLCwuTp6ensrKy3FQVLobgDQAAAADXiE2bNum5555zajt48KBKliwpq9XqpqpwMQRvAAAAALhGdOrUSdu2bdOCBQuUlZWlmJgYPf744xo7dqy7S8MFELwBAAAA4Brh7++v5cuX65NPPlHZsmV177336sknn1TPnj3dXRougJOrAQAAAMBZromTCN4+TGVuHyZJmv6vNP3cmh+frYg3txZ/XZfpej+JIFu8AQAAAAAwEcEbAAAAAAATEbwBAAAAADDRVRW8U1NT1a1bNwUEBKhixYqaOnWqu0sCAAAAAOCKXFUnV3vmmWfk6+ur+Ph4nTp1Sl27dlVwcLD69evn7tIAAAAAALgsV03wjo+P17p163To0CH5+voqKChICxcu1P3330/wBgAAAABcs66aXc03bdqkdu3aydfX19FWp04dBQQEaN++fW6sDAAAAACAy3fVBO/Dhw+rZs2aBdpr166tAwcOuKEiAAAAAACu3FWzq3lWVpb8/PwKtFutVmVlZRVot9vtstvtjp9TUlIknT5B27Um357p7hJuONfiPLnWMc+LH/O8+DHPix/zvPgxz4sf87z4Mc+L37U6z8/UbRjGBcddNcHbarUqM7PgBE9MTCw0kE+ZMkX/+c9/CrRXrlzZlPpwfQn6r7srAMzHPMeNgHmOGwHzHDeCa32ep6WlKSgo6Lz9V03wDg8P13fffVegPTY2VtWrVy/QPmrUKI0YMcLxc35+vpKSkhQSEiKLxWJqrTgtNTVVlStXVlxcnAIDA91dDmAK5jluBMxz3AiY57gRMM+Ln2EYSktLU8WKFS847qoJ3i1atNBzzz2n3NxceXmdLuuPP/6Q3W4v9NhvHx8f+fj4OLUFBwcXR6k4R2BgIL/YuO4xz3EjYJ7jRsA8x42AeV68LrSl+4yr5uRqYWFhuuOOOzR8+HClp6crLi5Offv21ZgxY9xdGgAAAAAAl+2qCd6S9P777yspKUmhoaFq0qSJOnfurKioKHeXBQAAAADAZbtqdjWXTm+iX7RokbvLQBH5+Pho/PjxBXb5B64nzHPcCJjnuBEwz3EjYJ5fvSzGxc57DgAAAAAALttVtas5AAAAAADXG4I3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNy5bRkaGGjZsqNzcXEfb+vXrNXr0aKc24FqWnp6uwMBApzm9cuVKdevWTdnZ2W6sDLg0KSkpGjp06Hn7/f39deLECcfPGRkZxVEWAAA3BC4nhsuWm5srX19fZWVl6dNPP1WPHj20fv163XPPPUpJSVFAQIC7SwSuWF5ennx8fJSRkaHXX39dY8eO1YYNG9SmTRvmOa4pqampqlevnuLi4vTBBx8oMzNTFotFVqtVffv2VZkyZXT48GH5+fkpISFBt912m37++WdVqVLF3aUDLpGbm6tnnnlGb731lkqWLKndu3fLw8ND9erVc3dpwBVbuXKl/Pz85OFRcLuqxWJRaGioatWq5YbKcAbBGxeVkZGhe++9Vz4+PpIkwzAUFBSkpUuXKiAgQElJSQoNDVVSUpJ+++033X777UpNTZW/v7+bKweKLj09XbVr13aa5yEhIfrll19UsmRJxzxPTEzU77//rttuu415jmuK3W5X/fr1tW/fPt18881q1aqVJGndunX6559/VKVKFR06dEiSNHv2bH300UfasWOHO0sGLpndbte7774rq9UqT09PZWZmKjIyUvfcc4927Nih4OBgnTp1SgEBAXryySf1888/a9++fSpRooS7Swcuy+HDhxUeHq4KFSqocePGMgxDP/74o1q3bq1ff/1V9evXl7e3tzZs2KDdu3crPDzc3SXfsNjVHBfl4+OjuLg4RUVF6Z9//lGfPn30999/S5J8fX3l7e0tLy8vx8+S5O3t7bZ6gcthtVrl6+urjz/+WBaLRZ988okyMzMlnf4dKFGihGOen5nfZ0I6cC3w8vJymsMffPCBPvjgA3l6ejraHn74YSUkJGjJkiV67rnn3FkucFkMw9CIESO0aNEiLViwQCNGjJDdbteBAwfk6+srHx8f+fj46Ntvv9WSJUv04YcfErpxTWvevLk++eQT+fn56ZtvvtG3336rSpUq6dtvv1XTpk01f/58LV++XL169XJ8roF7eLm7AFz9vLy8FBwcrG7dumnq1Knq1q2bpkyZ4uiT5PijlZOToxIlSvBHDNccT09P+fv7q0WLFo5/z+yudW7gzs7Olq+vr6MduBZ4enoqISFBAwYM0LFjxzRgwABJcprnd999t1q1aqXk5GR16dLFneUCl8XHx0eenp766aefJEl+fn5OX556eHho3rx5GjNmjD799FO1bdvWzRUDV8ZqtWrZsmU6dOiQXnnlFUnSyZMn9corr2jv3r2aPn26AgMD5efnp5tvvtnN1d7Y+NSIy3Lmg5rdbtcrr7yi9PR0vfLKK4qPj1doaKibqwNc48w8z8rKUu/evZWcnKzevXvrxIkTqlChgpurAy6d1WpVixYttHLlSrVo0UKGYWjdunWSTh8DOGzYMKWlpWnlypXs0YFrksVikcVicWrz9PSUh4eHxowZo5ycHG3atEnbtm1T1apV3VMk4AK//PKLvv32W/n4+Gjx4sWqUqWKYw8mi8UiT09Px78eHh6y2+1urhjsao7LcubUAPn5+dq3b58efvhh7du3T7/99psaNWrk5uoA1zgzzz08PBQWFqbhw4crLCxM2dnZioiIcHN1wKULCgpSt27dVKpUKXXr1k3du3eXJA0bNkypqamSpH///Ve7du3Szp073VkqcNnOPX1Rfn6+DMPQ/v37lZeXp2XLlumTTz4pMA64luTk5Oj777/XoUOHdOTIEVksFvXu3Vs9e/ZUUFCQevXqpSpVqmjQoEEaM2aMpk2b5u6Sb3hs8cZlOfPHymq16uOPP3a0P/DAA44PcsC17sw89/b21sSJEx1tLVq00IgRI9xZGnBZDh48qCZNmmjfvn1q0qSJo71cuXJKTk7Wd999px9//FF9+/ZVdHS0br31VjdWC1y6/Pz8Alu8c3NzlZeXp88++0zffPON1q9fr6efflr79u3TggUL3FQpcGWaN2+uzZs3a8aMGWrfvr28vLzUrFkzx956zZs3V1JSkmrXrq177rlHr7zyCu/pbsYWb1xUXl6esrOz9ffffzv+PXNN49zcXO3evVt//fWXXnvtNdlsNj3yyCNurhi4dHl5eUpPT9f333/v+PfMPM/Ly9PPP/+s1atXa+DAgapWrZruu+8+N1cMXLrQ0FB9/PHHCg8P1yeffKKFCxfKMAy9/PLLqlixosaMGSNfX1917NhRmzZtcne5wCWz2WzKzc112r02LS1NOTk5ys7OVk5Ojm6++WatX79e69at05w5c9xdMnDZTpw4oZiYGL3zzjv6559/dOjQIcXGxio2NlaHDh1SWlqa/vrrLzVp0kR33323tm/f7u6Sb2hs8cZF2Ww2/f3336pTp44Mw9DNN9+sSpUqSTp9jPfOnTvVr18/BQQEaMuWLW6uFrg8WVlZstls6tevnySpX79+Kl26tKTTvwNnTkaVl5enVatWubNU4LLk5+fLy8tLtWvXdhz7Z7FYlJ+fL+n0F6kbNmzQmjVrVLFiRf3+++9urhi4dD4+Ptq9e7djjufl5alSpUp6++23lZ2drdzcXGVkZMhqtWr27Nnq1auXunXrxqUhcU3y8PDQN998o/fff1+S1LRpUyUkJDhdy9tut6t9+/aKjo7mvAZuxnW8USRnzlZ+RnZ2try8vOTr66vs7GwlJiZqxowZevfddzVmzBgNHz7cjdUCrpOXlydfX1/l5OQoLy9P8+bN00svvaRu3brp9ddf5wRUuGbYbDbVqVNHsbGxuvPOO5WQkKCcnByVL19emzdvVqVKlXTw4EF5eXnp5MmTKleunBITE1WqVCl3lw5csi+++EKRkZEFLm+akJCgjRs3aujQofruu+/0559/6vHHH3dTlcCVSU9PV3h4uObPn6+77rpL9957r1q3bq3BgwdLOn14XJMmTbRnzx4FBwe7t1gQvHH5MjMzFRAQoJycHMdZFDdv3qzevXtr48aNCgkJcXOFwJVLT09XYGCg48smSdq/f7+ioqK0YsUKtpLgmpGUlKQaNWooOTm50P6goCDFxcUpMDBQaWlpWrhwoZ555hkuD4lryuHDh9WlSxf99ttvio6OVmZmpqZMmSJfX1/HGMMw9Pfff8vLy0tffvml7rnnHjdWDFy+1NRUVaxYUS1bttTvv/+utLQ0NWzY0OkEsPPmzVOvXr0kSTNnznRXqRC7mqOI8vLyFB8fr8qVKztOWuLr66vdu3c77c7SvHlz/frrr/Lz83NXqYBLBQQEKC0tzema3TVq1NC6desKnMAHuJqVLl36vKFbkj7//HNZrVZJUsmSJTVw4MDiKg1wmdDQUEVEROjzzz9XjRo19OmnnyozM1MjR450GpeXl6etW7c6DrUArkUZGRny8fHRqlWrlJeXpx9++EGzZs3SrFmz1KFDB3Xq1En//e9/lZ6ersTERHeXe8NjizeKJC4uTlWrVtWxY8dUtmxZp74+ffqoQYMGGjp0qJuqAwAAKGj16tVavny53n77bXeXAriczWbTjh07dMcddzi1r1u3Tp988onefvttNoZdRQjeKJKkpCSVKVNGaWlpTrvW9u/fX/PmzdO7776r3r17u7FCAEBRnDhxQrfffrt+//338x6/HRcXp6ioKH3//ffFXB0AANcnLieGIvHx8ZHFYnE6ScmQIUMUHR2t//3vf4RuALgGpKWlyWq16siRI7JarYqLi9PJkyd14sQJHT58WCdOnNDkyZPl6empX375xd3lApctKytLX331lSQpPDxccXFxbq4IcI/jx4/rtttu0969e91dyg2P4I0iOXNynTPHuX711VeaN2+eVq5cqVatWrmzNABAESxYsEDPPfecfH19ZbFY5Ovrq5tuuknly5dXaGioqlWrpmXLlmnKlCkKDAx0OhkVcK3JycnRoEGDJEne3t4qU6aMNm3apPvuu08PPPCAHnjgAbVr104PPvigmysFLt9vv/2mwMBA/fvvv5KklJQUvfDCCzp58qRjjNVq1W+//cZ5aa4CBG8UiaenpwzD0KJFiyRJHTt21P/+9z81adLEzZUBAIri77//dlzL+8xJMatWraq8vDw1adJEc+fOlb+/v0JCQuTj4+N0QkHgWpGXl6d69erp4YcfVnJysu6++24dPXpUPj4+slqtSk5O1s0336y7775bO3fu1Msvv+zukoHL5ufnp/T0dMdhoN7e3po2bZoyMzMdY858iXrupfVQ/PiriksydOhQTZ8+XfXr15ckzZ4926k/NzdXp06d0sqVK91RHgDgPBo2bKgVK1ZI+v8PYGdfh/7M4UQlS5aUl5cXwRvXpJycHI0ZM0b+/v4aMGCAXnzxRUVFRcnDw0NWq1UhISG6+eabVaNGDXl7exc4KRVwLTmzB9OZK1JYrVYZhuH0/n3m/2cu/Qv3YYs3isxisWjv3r1q0qSJFi1apC1btignJ8fplp2drezsbHeXCgA4R/Xq1RUbG6uffvpJkvTTTz8pMzNTP/30k1JTUxUTE6N9+/bJZrNpw4YNTpeKBK4Vvr6+uvvuu9WhQwf5+fnpvvvuc5zVmV1tcb05cyjomX+l0/P87Ll+5v+8p7sfX2ejSM6c/L5MmTJ677331LJlSw0cOFB9+vTRPffc4+bqAAAXU758ee3cuVMjR45Udna2Ro4cqfj4eI0cOVKHDx/W559/Li8vLx09elQjR47kQxquSTk5OapQoYK8vLyUl5enEiVKKD8/Xzk5ObLZbMrKylJiYqICAgKUl5enuLg4Va5c2d1lA5fFw8NDhmE4fRY3DENdu3YtsEcT3I/gjSLJzc2VdPrYKU9PT3Xv3l2BgYGKjIzUmjVr1LRpUzdXCAC4kNKlSys8PFzbt29XQECAtm/frltuuUXbt29X8+bN9eyzz6pUqVIaPXq0tm/frho1ari7ZOCSeXh4KC4uznHugv3796tWrVpKT09XYmKi4uPjtXDhQklSqVKl1KJFCx0+fNjNVQNX5uzP4ed+JjcMQz/++CPh+ypA8EaR5OTkSDodwM8cI/Lwww9r0KBBeuSRRy54PVgAgPtZrVadOnVK0ukvUc/+94z8/HxlZmbKMAzl5+cXd4nAFfP09FRYWJiysrI0Z84c+fv7q0+fPo4g/uabb6p9+/batGmT7r77bneXC1wRwzBksVg0ZcqUC457/fXXHXuvwn3YjwxFYrPZJEl2u92pfeLEibJarerRo4c7ygIAFJGnp6eysrJkGIbjy9SkpCSNGzdOR44c0VdffaWsrCwlJyfLbrc79nQCrkWGYahXr16Kj49XRkaGypQpo7y8PA0bNkw+Pj6aPHmyFi9e7O4ygSty9h6pkrR582YdPny4wM1isRC8rwJs8UaRZGdnq27duo4Pa2d4enpq3Lhx+u6775Sfn88xgQBwlcrJyVF+fr5sNpsMw1BeXp569uwpi8Wi3r17y2azOY6NTU9PL/BFK3AtyM/P1913360XXnjB0bZx40YtXLhQeXl5stlsWrhwoW6//XZFRUWpbt26qlevnhsrBi7fmfdpu90uu92uFi1aOIXsM/+3WCwF9nBC8SN4o0jCwsK0e/fuQvuefPJJPfroo4RuALiKGYah6OhoZWRkyDAMZWRkaNKkSQXGJSQk6NChQ8rIyHBDlcCVSU9P16233qpHH31Unp6eysjIUFxcnL7++msZhqH09HR9/fXXkqQKFSro/fff18yZM91cNXB50tPTHfO6dOnS+ueff5xOqiad/tK1Ro0a7MV0FbAY7HcAAMANIS8vT3v37tXGjRvVo0ePAh/QzsjIyNCmTZt07733FnOFgGscOXJEUVFRSklJUb9+/dSrVy8dPXpUjRs31pEjRySd3pvvzDXtgWtRRkaG/vjjD912221OlxQ7W2JiosqWLatdu3apfv36xVwhzkbwBgDgBhEXF6eqVavq2LFjKlu2rFNfnz591KBBAw0dOtRN1QGu99ZbbykqKkoBAQGy2Wzau3evGjVq5O6ygGKTk5Ojv//+WzVr1jzvl60oHuwbDADADcLf31+GYcjPz8+pvX///vr4449VsmRJN1UGmGPo0KEKCAiQJPn6+hK6ccMpUaKE6tWrR+i+ChC8AQC4Qfj4+MhisTjtXjtkyBBFR0frf//7n3r37u3G6gDXycvL04EDByRJqampCgwM1LFjx5zGHDlyRHFxce4oD3CZ0qVLF2jr2rWrfvrpJzdUgwsheAMAcIM4cwygl9fpc6t+9dVXmjdvnlauXKlWrVq5szTApVJTU1WrVi3l5ubKz89P6enpTnt0fPjhh6pfv74mTJjgviIBFwgODpZhGDp8+LAkKSsrSytXrixwJSK4H8d4AwBwg8jLy1OJEiW0cOFCde/eXXl5efrll1/UtGlTd5cGuFROTo4CAgIcl1vy8vKSzWZTenq6evfurZUrV6pmzZr69ddf2QUX16y0tDTVqlVL3t7eqlevnr777jvNmzdPkydP1rZt29SzZ095enrKMAwFBwdr3rx57i75hsblxAAAuMEMHTpU06dPd5zhdvbs2U79ubm5OnXqlFauXOmO8oArkpmZKT8/P6dDKjw8POTl5aW4uDjl5uZq8+bNevDBBwnduGYlJCSoRYsWkqRVq1apbt26Sk5O1rhx4zRw4EBZLBZt3LhR06dP16hRo/TOO++4uWKwqzkAADcQi8WivXv3qkmTJlq0aJG2bNminJwcp1t2drays7PdXSpwyQzDULVq1dSkSRPZbDY1adJETZo0UV5entatWydfX1998803uvXWW5WYmKisrCx3lwxcFn9/f40cOVLe3t76/PPPlZaWpq5du6pnz5768ssvlZiYKH9/f/Xo0UNBQUHq1KmTu0u+4bHFGwCAG8SZo8vKlCmj9957Ty1bttTAgQPVp08f3XPPPW6uDrhyOTk5eumll1SyZEkNHDhQAwcOlGEYioqK0n//+1/9/PPPmj9/vjp06KDQ0FD9888/atCggbvLBi5ZQECAnn32WTVo0ECzZ89WtWrVNHr0aA0fPlzLly9nb46rEMEbAIAbRG5urqTTx3p7enqqe/fuCgwMVGRkpNasWcOx3rjmeXt7a/jw4crNzdXAgQPVo0cPR/D+8ssvFR0drcGDB2vVqlUqXbq09u7dS/DGNa1Xr15avny59u7dqy1btsgwDFksFlksFneXhnOwqzkAADeIM2e5PRPAJenhhx/WoEGD9Mgjjyg5OdldpQEulZKSopycHNntdse8z8nJUbdu3bRnzx55eXnpt99+05YtW9xcKXBlfH19dezYMb3xxhtKTU3VqFGjJInDha5CBG8AAG4QNptNkhxnej5j4sSJslqt6tGjhzvKAlzOarXq0KFD8vHxUVZWlipWrKjMzExJp4PKjBkztGjRIj377LNurhS4fN9//70k6dlnn1VMTIwWL16s6OhoNW7cWP7+/srKytI333yj9PR0ffvtt26uFlxODACAG0R8fLzat2+v9evXKyQkxKlv0aJF+u6777Rw4UJ5ePC9PK5tTz/9tBITE7VixQpt2LBBtWvXlr+/v/773//qkUce0U033eTuEoErkpmZqfLly8tms+nEiRMKDg6WJK1YsUL9+/fXzz//rCeeeEIlSpRQXl6eMjMz9csvv7i36BscwRsAAMgwDOXm5qpEiRLuLgW4IsuWLVPfvn21detWVatWTY0aNVKfPn3UtGlTjRs3TuvXr1f16tX14IMP6p577tF9993n7pKBy3L06FGNHDlSW7Zs0bJlyxznK2jXrp0iIiI0ZcoUN1eIsxG8AQAAcN3Izc1VTEyM6tevr127dumhhx7SgQMH5OnpKUlKTEzU3LlzNWvWLPXu3Vvjx493c8XAlXn33Xf18ccf6+eff5Z0+rreTz/9tI4ePeqY93A/gjcAAACuW//8849q1qxZoD0nJ0eenp4cWoHrQlJSkkqXLu34+ddff9Xtt9/uxopwLoI3AAAArgt5eXn673//W6RDJjw8PNSwYUPdeeedxVAZ4Hrp6elat26dSpYsecEvkHJycpSTk6P27dsXY3U4F8EbAAAA1w0vLy81adJEPj4+Fxx37NgxxcfHKzk5md1xcU06duyYKlasWOBkmedKSkrSTTfdpL/++quYKkNhCN4AAAC4bvj5+emff/5RxYoVLzhu7969qlOnjmJiYjjLOa5JKSkpKlWqlNLT0+Xn51foGJvNJj8/P+Xn5xdzdTiXl7sLAAAAAFzl7K3Xdrtd7777riwWiywWi85sbxo4cKBKly6tzZs3E7pxzfLy8pLFYpF0erfzzz77zLGnh81m09NPP+2Y+3A/tngDAADguuHv7699+/apYsWKstvtslqt6t69uzw9PWUYhj7++GPZ7XZ5ebH9Cde2M1uz09PTlZeXp+DgYPXr10+GYWju3LlKSUmRxWKRn5+f8vLy3F3uDY/gDQAAgOuGt7e3du/erdq1a8swDHl6ejp2xc3NzZW3tze73eK6cOaLpfT0dPn6+srHx0c5OTmSpJIlSyotLU12u53gfZXg+gkAAAC4LuTm5qp8+fLKysqSJMdutmd2tWW3W1yvPDw8nOb22YdW4OrAPjYAAAC4Lnh5eSkuLs6xRTs7O1uGYeiFF15QiRIlHO25ubnsao5r3tnB2mazKS8vT08++aQMw5DdbldWVhZn7L+K8I4DAACA60J6err+85//aO3atdq+fbvy8vI0duxY+fj4yMPDQ/n5+RozZgy7muO6kJeX59jKbRiGZs2a5Ti7+V133XXBa3uj+HGMNwAAAK4L/fr1048//qjnn39e3bp1k6+vr7tLAkyTkpKi0qVLa8+ePbJarYWOsdvtuvnmm3Xw4EFVrly5mCvE2QjeAAAAuC4kJyerZMmS8vLy0rZt23T//ffL39//gsscPny4mKoDXOvff/9VpUqVinQ8t8Vi4QRrbsau5gAAALgulCpVyvH/qlWrauHChec9lttutys5Obm4SgNcrly5cjp58qQCAgIueCx3dna2kpKSirEyFIYt3gAAAAAAmIgj7gEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAN4zt27fru+++M+3+p0+frvj4eNPu/1q3fv16LV++3N1lAMWO4A1cAyZMmKA333zTbY9ftWpVnTx58rz9Xbt21XPPPVeMFZmjSZMmWrdunaTzr/PFnovitHPnTrVo0UIBAQG69dZbtXbt2guOHz9+vDw9PfXggw8W6f6jo6NVt25dlSxZUvfee6/++ecfR9+ECRPk6ekpq9Wq2rVr69133y3SfRqGoQULFuiOO+5QUFCQSpcurdatW+uTTz5xGnc9zDlXrWtRHTx4UPXr1z9v/9nz+0rvy5WK43fq7bffVuPGjYs8vqjrP3fuXHl5eRU61svLq8DNarXq6NGjjjEtWrRw6h84cGCR6uvZs6eio6OLvD6Xa/78+Ro0aNAlLfP1118rODhY9957ryQpICDAjNIKfQ6K8h6Xn5+v/v37Ky0t7ZIfJy8vT3feeadKlSql1atXFzr+wIEDmjp1qsqXL1/ENSk+//77rzp06CA/Pz9Vr15d8+fPP+/YqKioAvPXYrFoxowZkqSsrCwNHjxY5cqVU2hoqF588UXl5uYW6bG8vb314osvmrWawFWL4A3gilWtWlVhYWHuLuOKHDx4UIcPH9add97p7lKKJCMjQx06dNCAAQOUlJSk//73v+revbsOHTp03mX+85//XDScn7F161aNGTNGn332mRITEzVkyBB17dpVOTk5jjFTp05VZmamli9frg8++OCiW5Byc3MVGRmpt99+WxMmTFBCQoLi4uI0evRozZw5U126dCnyNUav9jnnynV1hWttfrtauXLlVKtWLZffb+/evZ2+kDpbbm6u0+3VV19VVFSUKlSo4Bizb98+2Ww2x5jZs2e7vMbiNm/ePC1YsECffvppsT92Ud7j3nvvPZUtW1aPPvroJd//77//royMDB07dkzNmjUrdMyKFSsUGRl53kuYuVOXLl3UqFEjJSYmatmyZZo4caJWrVpV6NiPPvrIaf4eOHBAYWFh6tevnyTp+eefl91u1969exUTE6OUlBRNmjSpSI91xx136NSpU4qNjTV/pYGrCMEbwBV78803NXz4cHeXcUWio6MVGRl5wetgXk1Onjyp6dOnq1u3bvL29lbr1q3VtGlTbd++3SX3v2HDBj3yyCNq1KiRvL299eCDD6pkyZL6888/ncZZLBbVqlVLAwcO1Jo1ay54n+PHj1daWpo2btyoe++9V76+vvL399e9996rTZs2qUqVKkpMTCxSfVf7nHPlurrCtTa/Xe2xxx5zSxA8IzMzU7NmzXLayhcfH6+QkJCrMqBdidTUVIWFhalMmTLuLqWAkydPatKkSZf9BUdqaqoqVKggHx8fBQUFFTrm559/Vps2ba6gSnNs3rxZGRkZmjRpkqxWqxo0aKDZs2dr8uTJRVp+6tSpGjx4sPz8/CSd3l38xRdfVKlSpRQcHKznn39eX3/9dZEf684779TmzZtdv6LAVYzgDVxlJkyYoFKlSql27dpav369U9+cOXNUvXp1BQYGqnfv3rLZbE79M2bMUPXq1eXj46N69erp448/dvSd2XVyz549atOmjfz8/BQREaEdO3ZIklauXOm0S5mHh4duueUWx1a5U6dOqUePHgoMDFSVKlW0aNEix30PGjTovLus3X333dqwYYNT2yuvvKJTp045tT3wwAOOb8NPnDihp59+WsHBwQoODtZTTz2lgwcPqmrVqo7xAQEBio+P18MPP6yAgADVqVOnQPCLj4/XE088oeDgYIWEhGjw4MH69ddfC90tdPHixXrkkUcKXYcL+eKLL1S/fn35+vqqXr16+uKLL/Tcc885no8JEybo9ddf17hx41SmTBlVqFBBc+fOlWEYmjhxosqXL68KFSoUeP4OHDigTp06KSAgQGXLltWQIUO0bds2xwe6KlWq6PHHH5d0epe/L7/8Utu2bVPz5s0veR0K065dO3366afasmWL7Ha7Pv30U23fvl1ly5YtdHxKSsoFQ116erree+89zZ8/X76+vgX6S5QooenTp6tcuXKOtqLOuZ49e+rLL7/UpEmTVLFiRZUqVUovvvii8vPzHeNzcnI0evRohYWFydfXV40bN3baQp+VlaXIyEj5+/vrnnvu0eHDhx1927dvV5s2bWS1WlW+fHk9++yzSk1NLbZ1lS7+O/HOO++oZs2a+vPPP+Xl5aWvvvrKafnC5vfRo0fVq1cvlS1bVn5+fmratKmWLFniNOZ87xeX8twYhqG33npLderUka+vr6pUqaKXXnpJGRkZBZ6bvXv3qlq1alqwYIEkqU2bNtq4caOee+45lS9fXv7+/nrggQf0119/OS2XlZWlkSNHKjQ0VFarVXfeeae2bNni6I+OjlbPnj0l/f/u00uXLlXdunUVEBCgTp06Ob4IudhzeTnef/99PfDAA6pcubKjbc+ePapdu/Yl31doaKgWLlyoxx57TLfccoujfdeuXbrvvvvk5+enMmXKqF+/fkpJSXH0V61aVR9++KGCgoL05ZdfOtq3bdum++67TyVLllRQUJAeeugh/f77706Peb7n6lwdO3bUjz/+qGbNmumee+4573NRu3Zt+fj4qE6dOoX+7bjY++r5noOLefHFF/Xss8+qRo0aRV7mjF9//VX33HOP42/ljz/+WOi433//XREREU5ta9euVZMmTeTr66saNWpo1qxZmjVrliZMmOA0riivxYXG2O12hYeHa+nSpQXq2rBhgx5++GFZLBZHW7t27fTHH38U+CxxrqNHj2rp0qUaMGCAo+2hhx7Syy+/rOPHj+vkyZMaO3asY/f6ojxWREREgXUDrnsGgKvGX3/9ZTRq1MhITk421q9fb8ybN88wDMMYP3680aBBA+OJJ54wjh8/bhw7dsx4+OGHjRdeeMGx7KhRo4xOnToZ+/btM+x2u7FlyxYjIiLCmDVrlmEYhhEbG2uEhoYaERERxpYtW4zMzEzjgw8+MCpVqmRkZ2c71ZGbm2vceuutxoYNGwzDMIwqVaoYjRs3NubPn2/YbDZjw4YNRrly5Yw//vjDMAzDGDhwoKPWc3366adGz549HT9nZ2cb5cqVM2bOnOloO3z4sFG9enUjLy/PSEtLM+rUqWMMHTrUiIuLM5KTk413333XuO2224wqVao4lvHx8TGaNWtmrFy50rDZbMayZcuMUqVKGSdOnDAMwzCOHz9uVKtWzRgzZoxx9OhR4+TJk8bUqVON+vXrG/Xq1XOq8dChQ0a5cuWM3NxcR1uVKlUc93W2s9s//PBDo1q1asb3339vZGZmGrt27TLuuusu4+abb3Z67apUqWKMGjXKSE9PN3bs2GGULVvW6N+/v/Hyyy8b6enpxq5du4wKFSoY+/fvNwzDMI4cOWKEhYUZkyZNMo4fP24kJCQYEydONOrVq2e0bt26QE3BwcGGJOPll18u9DU427p164wOHTpcdJxhGMbUqVMNSYYkw8PDw5g2bZqjb/z48cYbb7xhZGZmGv/73/+MSpUqGTt27Djvff3vf/8rtPbzuZQ516NHD6NBgwbGyJEjjdTUVOPAgQNG48aNjXfeecdxf0888YTxzDPPGEeOHDFsNpuxZs0ao1atWsY333xjGIZhvPvuu0ZUVJSRkZFhfPjhh8bWrVsNwzCMnTt3GtWrVzdWr15t2Gw2Iz4+3hgxYoTRrFkzp/li5roW9XciNja2wNw2jMLn9/Hjx43q1asbo0ePNuLi4ozs7Gzjp59+Mho2bGh88sknjveL22+/3fj555+NzMxM46OPPjIqV67seL8o6nPz7LPPGq1atTK2bdtm2O1249ChQ8bAgQONtm3bOtb/xIkTxs6dO41KlSoZX331lWPZ1q1bG/Xq1TPGjx9vHD161EhMTDTeeustIzQ01Ni3b59hGIaRl5dntGvXzujatavxzz//GKmpqcbChQuNcuXKGZs3bzYMwzAWL15s9OjRwzAMw5g3b55Rr149o127dkZcXJyRlJRk9O3b13j00Ucv+lwW5mJjbTabER4ebhw4cMCpfcaMGUZISIgREhJi1K5d21i4cGGRHs8wTs/5xYsXO37+888/jfLlyxvvvvuucerUKePQoUNG7969jSZNmhh2u90wjNPPc8uWLY2TJ08aeXl5hmEYxk8//WRUqFDBmD9/vpGUlGSkp6cbixYtMsLCwox9+/Y5nqu2bdsahw4dMpKSkoz+/fs7PVfnat26tbF9+3bHz/7+/o7/T5w40WjYsKGxefNmIzMz0/jxxx+N2rVrGzNmzHCMKcr7amHPwRnne4/btm2bYbFYjMqVKxtlypQxXn/99Ys/0ec8TlHePwMDA42cnBzHz6tWrTLKly9vLF682EhLSzP++ecfo2vXrkadOnWM8ePHO8Zd7LUoypjc3FzjnnvuMX766acCdZ3v7/Rtt91mxMTEXHCdhg8fbrzyyitObTabzbjlllscfyPCwsIu+png7MdatmyZ8cgjj1zwcYHrDcEbuIr8/fffRkRERIEgPH78eKNu3bpGfn6+oy0mJsaoW7euYRiGER8fb1SrVs3xAeuM48ePGxUqVDByc3ON2NhYQ5KxZcsWpzGNGzc2tm3b5tQ2a9Yso3v37o6fq1SpYrz22mtOY1566SXHB5cLBe8zHzrT0tIMwzCMzz//3GjTpo3RoEEDx5gJEyYYr776qmEYhvH6668bjz/+eIH7eeutt5xChiTj888/dxrzyCOPGF9++aVhGIYxbNgwY8iQIQXu54UXXijwIXnatGnGM88849R2seBts9mMcuXKGbt373bqT0tLMypXruwUvJs2beo05plnnjGaNWvm1DZgwADHB+8BAwYYL730UoHHHj58eKGBLj093fj++++NWrVqGZ988kmB/rMVNXh/++23Rs2aNY2NGzcaGRkZxuLFi43x48c75uD48eMNLy8vw2KxGJKM5s2bG3Fxcee9v0WLFhlPPvnkRR/3jEuZcz169DDat2/vNHbFihXGAw88YBjG6Q/c574GhmEYv//+u9GwYUPDMAxjzpw5hc6XBx54wFi5cmWB9sjISKeAeDZXr2tRfyfOFwALm9/Dhg0zRo0aVWBscnKykZWVdd73i2bNmjneL4ry3Pz2229GzZo1jYyMjALjjh496lj/b775xggLCzPWrFnjNKZ169bG4MGDCyz75ptvGo899phhGIaxZMkSo2nTpo4wecYXX3xhNG/e3DCMgsE7JCTESE9Pd4xNSUkxgoODHfPblcF79uzZjsc+24YNG4w///zTsNvtxvbt242aNWsa33//fZEe89zQ+dBDDzm+ZD3b/fffb7z//vuGYZx+ns+8P55xyy23GKtXry6w3JnXprDnKi0tzShVqpTT36OznS94Hz161ChbtqwRHx/vNP7AgQNGmTJljOTk5CK/rxb2HJxxvve4du3aGf369TOSk5Md8/LMF28XcinBOyUlxahQoYJTW926dY1Vq1Y5teXm5hoRERFOwftir0VRx5xP7969jS+++KJAe4sWLYydO3eed7njx48bFStWNE6dOuXU/sgjjxhPPfWUcfToUSMhIcEYM2aM4/e3KI/1yy+/GK1atbpo3cD1hF3NgatIrVq1dN9996lp06b6+eefnfo6derktNtW9erVdezYMUmnjyk7dOiQAgMD5evr67hVrlxZJ06ccJzApGLFimratKnT/dasWdNxP9LpY+DeeOMNvfHGG07jOnfu7PTz2Y9/IT4+PoqMjNQXX3wh6fRuhlOmTFFoaKg2bdqk/Px8ffzxx+rdu7ck6ccff1T37t0L3M9jjz3m9LPFYlFkZOR512Xt2rWO+zxbYbuTX85u5rt371Z4eHiB3dYDAgLUoUMHp7Zzj/crW7asWrVq5dQWEhLi2H2zqM/BGf7+/mrXrp3mz5/vsrPfjxkzRvPmzVOLFi3k5+enrl27ys/Pz+nYyClTpigvL08nTpxQp06d1LRp0/OenbpMmTI6fvz4JdVwKXPu3LFnz4Uff/xRv/zyi9Pvhq+vr5o0aaI9e/YoOztb3bt3V0xMjLp06aK4uDjH/fz000+KjIwssOyKFSsK7HZt1rpe6nw4V2Hze+3atYXeZ3BwsGP3+MLeL86uqyjPzdq1axUZGek4LvRsoaGhjv9369ZNixcvVtu2bQuMO3NIxdm6devm2NV33bp16tatmzw8nD/SdOnSRbt27Sp0N9r77rtP/v7+jp8DAwNltVqVnp5eYOyVyMnJ0ZtvvqmXX365QF/Lli1Vt25deXt7KyIiQtOmTdN77713WY+zfv16PfXUUwXan3rqKadDls7eLTspKUnx8fGOs4+f7ezX5tznKiAg4LKeq02bNqlVq1aqWLGiU3u1atV02223adu2bZf0vnopkpKStGfPHr399tsKDg5Wo0aNNGPGjCJfjaGoMjIynM7ifvLkSR0/flz33Xef0zhPT0917drVqb6LvRZFfb3Ox2q1Fvq7kJiYWOjv5xnTp09X7969nY5p/+2337Rr1y7NnTtXoaGhKleunP7zn/9ozJgxSkhIKNJjBQQEKDMz86J1A9cTgjdwlXn11Vf1zjvv6Nlnn9XChQsd7eeeyKVEiRKy2+2Onx955BHZbLYCt5ycHNWsWbPQ+5BOX9bj7Pt56aWXNGTIkAJ/yC/2+JIcx0SeuZ05kVCfPn00b948/f333zp16pSaNWumfv366f3339eaNWvUsGFDx5l+LRaLDMO46PPk6+srb2/v865LXl6erFZrgeXOPZFRXFyc9u/ff8knwylqnZJUqlSpAjWULl3aqc3Dw8NxKZai3HdMTIySkpKc2ho1auR0qaKieuyxx5xet4yMDO3fv1933HGH07imTZsWuISOxWJRmTJl9MILL6hNmzb68ssvC5wv4J133lGzZs3066+/6sSJE0Wuqyhz7nxjz53Xzz333Hl/P7y9vWW1WrV69WpFRkaqTZs2+uOPPxzLJiUlFVjObrdr4sSJxbKulzLXznW++Z2Xl+d06Z+i1HRuXdKFn5uiPo50Onx98803hfZdbN3z8/MLPUGZxWI573NXlPfCszVr1szxGhcl5JyxcOFCNWvWTDfddNNFx1avXl1Hjhwp8n2fq7BzLHh6ejqd6yAwMNDx/7y8vCKdWb8o86Aozvc6nV3nlcz1C9m/f79uuukmlShRwtHWsGHDC14F4nLk5uY6vQ5nf1l+IUV5LYr6ep1PeHh4gbOI5+Tk6NixY6pSpUqhyyQnJ2vhwoUaNmyYU/vevXvVvHlzp9fTw8NDderU0caNG4v0WJ6enkV6bwCuJwRv4CrUrFkzffHFF05bL8/dmnO25s2ba+PGjQWuSxofH68XXnihSPchnT5R0tatWzVkyJACfRdbVpLq1avndPmRqVOnSpLq16+v/Px8jRw5Us8884yk0yfh2bhxo958801Hm3R66/C51zmW5NhiXtR6WrZsWehJkZYtW+b0c3R0tDp16nTJZxZu0KCBjhw54hTQpNMn1lq5cqVTW2EfiC/0eEV5DpYsWaJp06Y59W/fvl1169YtUv3n3u/Zr5u/v7/Cw8O1b98+p3E7duy4YOgIDAyUh4eHHnjgAaf7GzBggOOEgM8880yhHx7z8vI0adIkp5PuFWXOFWVsy5YttXLlygKPu3PnzgJ7dnTv3l3PP/+85syZI+n0dZZXrFhR4D5ffPFFxcXFFcu6FvV3ojDnm9933nmn5s2bV2D8qVOnHFuqLvb8X+y5OfM4S5YsKfSayWd/SbRs2TJt3rxZI0eOLDCusPVctGiRWrduLUlq3bp1ode0Xr58uerWrVvoF3CXMrckacuWLY7XuCh7+kinX+epU6dq9OjRBfo+/PBDvf/++05tGzduLFJAL8z53u8+//xzx/MkOb8XlS1bVuXKlSvwnijJaR0v9bk6nzvuuEMbNmwo8IVhfHy8fvnlFzVp0uSS3lcvRaVKlbR3716nyyHu3r1b1apVu+z7LIyvr6/TVtyQkBCFhoYWuGRXXl6e05wtymtR1NfrfFq2bFmgjtWrV6tRo0by8fEpdJmZM2eqW7duCgkJcWqvXr26YmJinNoMw9Bvv/2m0NDQIj1WZmZmob+bwPWM4A1cRdavX6/Zs2crMzNTK1euPO+30OcKCwtTt27dFBkZ6dh1dtOmTbrvvvuK/EHOMAwNGjRIb731limXt4mKitL69evVrVs3SaeD55NPPql//vnHade5/v37648//tCwYcMUHx+vU6dO6d13373kSwGNHj1ab7/9tmbNmqWkpCQlJiZq5syZ+uyzz5zWb/HixU67/BWVt7e3XnvtNT388MNas2aNsrKytHv3bnXs2FElS5a85Ps728svv6xFixZp8uTJOnnypE6cOKFXX31V69atc4zp2bOnFixYoJUrV8put+uXX35Rv379NHbsWEmnt0S2bNmyQHguqhEjRujpp5/Wn3/+KZvNpm+++UaTJ092XMP1bJmZmZo/f76++uqrC+4OOmnSJGVlZemuu+7SunXrHFtI169fr7vuuktr1qw57wfAK9GsWTPVqVNH3bt318GDB2W327Vq1SpFRkaqYcOGkk5/wFy7dq3S09O1du1ax+/e5MmTNXLkSH311VfKzMzUkSNH1L9/f23ZsuWC1xF35boW9XfCw8PDKVhI55/fY8aM0RdffKGXXnpJcXFxysnJ0fr169WyZctCP9gXpijPTdOmTdWqVSvde++92rZtm7Kzs3Xo0CH169fP6VCQgIAAfffdd9q9e7cGDRrktNVzw4YNjmuhJyUlaebMmXr99dcdW9XPXBO9T58+Onz4sNLT0/XFF1+oX79+l33oRWHP5aX67LPP1KBBA9WrV69AX0REhMaNG6cff/zR8fs1duzYQr94KEp9U6ZM0UsvvaSPP/5YaWlpOnLkiAYNGqTY2Fj16tXrvPczY8YMRUVFad68eUpKSlJGRoYWLlyoxo0ba//+/UWqZcaMGXr++ecvOi4sLEy9e/fWgw8+qJ07d8pms+nnn3/W/fffr5EjR6p06dKX9L56Ka9RhQoV1KRJEw0ePFinTp3Srl27NGLECA0dOrRIyxdVcHBwgS8WZsyYoV69emnx4sWOvYkef/xxZWdnFxh3sdfiYmPy8vLUrl27AlcSkeTYg2nKlCmy2Wzas2ePRo4c6fhi6Nxl09LS9MEHHxQ6JyMiIlSiRAmNGTNGSUlJOnnypIYPHy4vLy81bdr0oo8lnb5Sw7l7gwHXO4I3cBVp2LChVq9erTJlymjx4sX673//W+RlX3vtNbVv314PPvigAgMD1b9/f7388svq06dPkZb/6KOPtG3bNt17772OXSoLuxTS5Xr88cf17LPPOn14euaZZ9SvXz+nLSr+/v5av369kpOTVb9+fVWtWlW//vprgcscXUx4eLjWrFmj5cuXq1KlSrr55psVExOj2bNnO3adjI+P1759+3T33XcXeh+hoaEX3L20Z8+emjp1qkaMGKFSpUqpW7duGjZsmNq3b39JtZ6rQoUK+umnn7R9+3ZVq1ZNdevWVWpqqj788EPHmLCwMEVHR2vixImOx/7Pf/6ju+66S5Jks9kUExPjdDmhSxEVFaVHHnlE7du3V0hIiCZNmqTPPvvM6TI5L774ory8vFSuXDnNnTtX33zzjdPlks7l4+Oj5cuX6/HHH9cLL7ygMmXKqGzZsnr++efVtWtX/e9//zNtC8jHH3+sqlWrqkWLFgoODta4ceM0Z84cx7GXd955p0aMGKHQ0FB5enpq4MCBkqTbbrtNX375pd566y2FhITo9ttvl5eXl1asWHHBLYGuXNei/k5UqFBBXl5eCg4OlnTh+R0WFqaff/5ZsbGxatCggUqVKqUxY8ZoypQpRT52vKjPzYIFC/TQQw/p8ccfV8mSJXXXXXepbNmyBbbQWq1Wffvttzp48KD69evnCN/vvPOO8vPzdeutt6pSpUpavny51q5dq1q1akk6vRV3xYoV8vf3V+PGjVWmTBnNnDlTX375ZYFzKRTVuc/l5dizZ4/GjBlTaN8tt9yiOXPmaMCAAQoODtaYMWM0d+7cIl8aq1WrVoqKinJ8sdCoUSN9++23WrBggcqXL69GjRopKytLa9euveD7ePv27RUdHa158+YpLCxMlStX1tKlS7V69eoiX3LryJEjRQ7pr776qp588kk9+uijCgwMVK9evTRo0CCn65sX9X313OfgYubPn6+MjAxVr15djz76qMaPH6927doVadmiKlGihEqWLOl0mEnbtm316aefatq0aQoJCdF9992n+++/X3379nVatiivxcXG5ObmKiYm5ryXe4uOjtbGjRtVunRpdejQQaNHj3Y8B+cuu2fPHvXp08dxibCzWSwWLV68WHv37lWVKlVUr149nTx5UsuXL3d8sX2hx5Kkw4cPq1KlSlfwbAPXHothxsE0AOBmy5cvV+XKldWoUSOn9vfff19//vmnZs6cqbfeeku7d+92CrTA9eJ6mN9t2rTRm2++WeC6yMDVqm3btnrppZcKPVEg/t/QoUNVrVq1AsePA9cztngDuC6VLFlSnTp10tq1a2UYhvLz8x27S5/ZmhkaGlro8ezA9YD5fW165ZVXnE7Yd/Zt5syZ7i7vuuPq57uwq5KgoE2bNqlJkybuLgMoVmzxBnDdWr9+vf7zn/9oz549ysnJUdOmTTVjxgzdfPPN7i4NQBGwxRvXmk2bNmnw4MHnvdwgTh+ecMsttyghIaHQk48C1yuCNwAAAAAAJmJXcwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABM9H/ESnmdcJ8s6QAAAABJRU5ErkJggg==","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-210_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-210_torch.float16_lf\n","不是      1260\n","是       1141\n","不重要      482\n","问法错误      83\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":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-245_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-245_torch.float16_lf\n","不是      1348\n","是       1161\n","不重要      431\n","问法错误      31\n","回答正确      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":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-280_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-280_torch.float16_lf\n","不是      1359\n","是       1103\n","不重要      459\n","问法错误      47\n","回答正确      32\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAI3CAYAAABtUYPVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABtWElEQVR4nO3dd3QU1f/G8SeFZDedXgKh92ahKSBIFxQIYgWlKihVUBSpgoKoiAUUQWkKIgSliShfBOlFUUExiBBIiNQkpG/q/P7gZH8sCRBwJ0t5v87ZA7n3zuQzm8lmn507M26GYRgCAAAAAACmcHd1AQAAAAAA3MoI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmMjT1QU4S3Z2tv7991/5+/vLzc3N1eUAAAAAAG5xhmEoMTFRZcqUkbv75Y9r3zLB+99//1W5cuVcXQYAAAAA4DYTFRWlsmXLXrb/lgne/v7+ki5scEBAgIurAQAAAADc6hISElSuXDl7Hr2cWyZ450wvDwgIIHgDAAAAAArM1U53vq6Lq91///1yd3fXO++8c9kxGRkZGjdunEPbnDlzFBISIl9fX4WGhur06dMO44cOHarChQuraNGieumll5SZmXk95QEAAAAAcMO4ruC9adMmjR8//opjxo8fr19//dX+9fr16zVlyhStXbtW586dU506dRQaGmrvHzdunP7++2+Fh4crPDxcBw8ezBXcAQAAAAC42ZhyO7Ht27fr3XffdWibMWOGpk+frnr16slqtWry5MnKzs7Wjz/+qPT0dM2dO1cLFixQyZIlVbx4cS1atEiffvqpkpOTzSgRAAAAAIAC4fTgnZSUpF69eunFF1+0txmGod27d6tTp04OY7t3766NGzfqt99+U82aNVWqVCl7X9GiRdW4cWPt2LHD2SUCAAAAAFBgnB68hw0bpk6dOqlt27b2tpiYGAUFBclisTiMrV69uo4eParIyEhVqVIl17py+vOSlpamhIQEhwcAAAAAADcapwbvVatWadeuXZo2bZpDe2pqqnx8fHKNt1qtSk1NvWp/XqZOnarAwED7g3t4AwAAAABuRE4L3mfOnNGgQYP0xRdf5DqybbVaZbPZci0TExMjHx+fq/bnZfTo0YqPj7c/oqKinLMhAAAAAAA4kdOC93PPPafTp0/rnnvukcViUbt27fTdd9+pVKlSKlq0qM6fP6+MjAyHZSIiIlSpUiWFhIQoIiIi1zpz+vPi7e1tv2c39+52jsvdJm7p0qWqXr26/P399cADD+Sa/r9hwwa5u7vL09PT/si5Vdw///yjjh07KjAwUNWrV9fixYsLbHsAAAAA4EbgtOC9YsUKZWRkyGazyWaz6YcfftADDzygU6dOyc3NTQ0aNNCPP/7osExYWJjatGmjO+64QwcPHlRcXJy9LzY2Vrt379a9997rrBJxFXndJm737t0aOXKklixZonPnzunBBx/UQw895DDmzz//1IQJE5SZmWl/lCxZUsnJyerQoYO6deumU6dOaenSpXrttde0cePGgtwsAAAAAHApU24nlpcRI0Zo+PDhCg8Pl81m0+TJk2W1WtWyZUt5eXmpT58+euaZZxQTE6Nz586pb9++Gjx48GWnmqNgZGRkaNmyZbr77rvl7e2tQYMG6d9//9W5c+fsY/7880/VqFEj17Lbtm1TnTp11L9/f1mtVt15552aNm2aFixYUIBbAAAAAACuVWDBu0OHDho+fLjatm2rIkWKaN++fVqxYoW9f9KkSSpdurQqV66satWqqWrVqpo4cWJBlYfLaNasmZo2bSrpwiyECRMmqHLlyipatKh9zMGDB1W9evVcy2ZlZeW5zotnNgAAAADArc7NMAzD1UU4Q0JCggIDAxUfH8/53v/BxIkT5efn53Afdkn6/fffdccdd8jd3V3r1q1T+/bt7X1BQUEqUqSI4uPjdf/99+ujjz5SiRIllJCQoJo1a+r111/X448/rvDwcD322GPq37+/Ro0aVdCbBgAAAABOld8cWmBHvHFzq1+/vs6ePau5c+fq6aef1t9//y1Jstlsmj9/vvbt26ejR4+qVq1a6tatmyQpICBAa9as0dy5c1WmTBm1bt1a58+f17PPPuvKTQEAAACAAkXwRr4VK1ZMffv21bBhw/Txxx9LkiwWi0JDQxUUFKTAwEBNmjRJKSkpOnDggCTprrvu0o4dO3T8+HFZLBbNmDFDQUFBLtwKAAAAAChYBG9c0e7du3Odq12/fn2dPHnysstUqlRJJ06ccGgbM2aM7rrrLvXo0cOUOgEAAADgRkXwxhWNHTs2123g9u7dq1q1aik9PV1t27ZVamqqvS8tLU179+5VtWrV7G2//PKLFi9erNmzZxdY3QAAAABwoyB444peeOEFDR8+XAcOHJDNZtPy5cs1f/58Pf/88/Ly8lJQUJAGDRqkuLg4/fvvv+rVq5caNmyoypUrS5Kys7M1cOBAvfnmmypbtqyLtwYAAAAACh7BG1fUsWNHvfTSS+rWrZuCgoL0/vvva+XKlSpWrJgkae7cucrKylLlypVVu3Zt+fj4aN68efblU1NT1aVLFy6oBgAAAOC2xe3EAAAAAAC4DvnNoZ4FWBMuo8Ir37q6hNvOsTc7uboEAAAAALcJppoDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACa6ruB9//33y93dXe+8845D+7Zt29S4cWMFBASoSZMm2rVrl0P/pEmTVLJkSQUEBKhv375KSkqy9yUkJKhHjx7y8/NTmTJlNG3atOspDQAAAACAG8p1Be9NmzZp/PjxDm2HDx/Wo48+qjfeeEOnT5/WqFGj1LVrV504cUKSNHv2bK1cuVK7du3SiRMn5Obmpmeeeca+/LPPPqtChQopOjpaO3fuVFhYmD755JP/sGkAAAAAALiep7NWNHPmTI0YMUJt2rSRJHXr1k27d+/WsmXLNGLECM2YMUNLlixRxYoVJV0I4pUrV9aRI0dksVi0adMmHT9+XBaLRYGBgVq0aJEeeOABDRgwwFklAgAAAABQ4JwWvCtWrKhOnTo5tJUrV05RUVE6c+aMkpOTdffdd9v7ChUqpM6dO+vHH39UYGCg2rZtK4vFYu+vWbOm/Pz8dPjwYVWtWtVZZQIAAAAAUKCcdnG14cOH5wrIa9euVYMGDRQZGakqVarkWqZ69eo6evToVfsBAAAAALhZmXZV8wULFujUqVMKDQ1VamqqfHx8co2xWq1KTU29an9e0tLSlJCQ4PAAAAAAAOBGY0rw3rt3r15++WV9+eWX8vT0lNVqlc1myzUuJiZGPj4+V+3Py9SpUxUYGGh/lCtXzunbAQAAAADAf+X04B0ZGanQ0FB99tlnqlmzpiQpJCREERERucZGRESoUqVKV+3Py+jRoxUfH29/REVFOXdDAAAAAABwAqcG78TERD344IN66aWX9OCDD9rbS5QoIS8vLx06dMjelpmZqVWrVql169Zq2rSpNm7cqMzMTHv/H3/8obS0tDzP/ZYkb29vBQQEODwAAAAAALjROC14Z2Vl6dFHH9V9992nYcOG5ep/4YUX1L9/f504cUKJiYkaMmSI2rRpo4oVKyo4OFj33nuvXnjhBSUlJSkqKkrPPPOMxo4d66zyAAAAAABwCacF7yFDhmj9+vWaPXu2PD097Y/WrVtLkgYOHKi2bdvqrrvuUnBwsNLT0zV79mz78p988oliY2NVqlQpNWrUSN26dVO/fv2cVR4AAAAAAC7hZhiG4eoinCEhIUGBgYGKj4+/6aadV3jlW1eXcNs59manqw8CAAAAgCvIbw417XZiAAAAAACA4A0AAAAAgKkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gBuK/fff7/c3d31zjvvOLSHh4fLx8dHbm5uOnfuXK7lJk2apJIlSyogIEB9+/ZVUlKSvS8iIkIdOnSQv7+/qlevrqVLl5q+HQAAALh5ELwB3FY2bdqk8ePH52qvUaOGUlJSVL58+Vx9s2fP1sqVK7Vr1y6dOHFCbm5ueuaZZyRJhmGoc+fOatWqlc6dO6dly5Zp9OjR2rVrl+nbAgAAgJuDp6sLAIAb3YwZM7RkyRJVrFhR0oUgXrlyZR05ckRFihTR4MGDNWDAAElS/fr11aVLF23btk1NmjRxZdkAAAC4QXDEGwCu4MyZM0pOTtbdd99tbytUqJA6d+6sH3/8UYULF7aH7vT0dG3YsEErVqxQq1atXFUyAAAAbjAEbwC4gsjISFWpUiVXe/Xq1XX06FGHtsaNG6tdu3Zq2bKl7rzzzoIqEQAAADc4gjcAXEFqaqp8fHxytVutVqWmpjq07dy5Uzt37tShQ4c0ZcqUgioRAAAANziCNwBcgdVqlc1my9UeExOTK5BbLBY1adJE33zzjd59992CKhEAAAA3OII3AFxBSEiIIiIicrVHRESoUqVKOnbsmE6ePOnQFxwcLA8Pj1xHxAEAAHB7IngDwBWUKFFCXl5eOnTokL0tMzNTq1atUuvWrbV9+3a9+OKLDsscO3ZM/v7+slqtBV0uAAAAbkAEbwC4ihdeeEH9+/fXiRMnlJiYqCFDhqhNmzaqWLGiunbtqj179mjhwoVKTU1VeHi4Hn/8cY0bN87VZQMAAOAGQfAGgKsYOHCg2rZtq7vuukvBwcFKT0/X7NmzJUm+vr5au3atvvjiCxUvXlzt2rXTk08+qd69e7u2aAAAANww3AzDMFxdhDMkJCQoMDBQ8fHxCggIcHU516TCK9+6uoTbzrE3O7m6hNsO+3nBYz8HAAAwV35zKEe8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADDRdQXv+++/X+7u7nrnnXcc2rdv36477rhDVqtVDRs21J49exz658yZo5CQEPn6+io0NFSnT5+292VkZGjo0KEqXLiwihYtqpdeekmZmZnXUx4AAAAAADeM6wremzZt0vjx4x3aTp8+rdDQUI0fP14JCQkaM2aMunTpolOnTkmS1q9frylTpmjt2rU6d+6c6tSpo9DQUPvy48aN099//63w8HCFh4fr4MGDGjdu3H/YNAAAAAAAXM9pU83nzZunxx57TN26dVOhQoXUtWtX9erVSx999JEkacaMGZo+fbrq1asnq9WqyZMnKzs7Wz/++KPS09M1d+5cLViwQCVLllTx4sW1aNEiffrpp0pOTnZWiQAAAAAAFDinBe+tW7eqS5cuDm3du3fXxo0bZRiGdu/erU6dOuXZ/9tvv6lmzZoqVaqUva9o0aJq3LixduzY4awSAQAAAAAocE4L3pGRkapSpYpDW/Xq1XX06FHFxMQoKChIFoslz/68lr24HwAAAACAm5Wns1aUmpoqHx8fhzar1arU1NQ8+66lPy9paWlKS0uzf52QkPAftwAAAAAAAOdz2hFvq9Uqm83m0BYTEyMfH588+66lPy9Tp05VYGCg/VGuXDnnbAgAAAAAAE7ktOAdEhKiiIgIh7aIiAhVqlRJRYsW1fnz55WRkZFnf17LXtyfl9GjRys+Pt7+iIqKctamAAAAAADgNE4L3s2aNdP69esd2sLCwtSmTRu5ubmpQYMG+vHHH/Psv+OOO3Tw4EHFxcXZ+2JjY7V7927de++9eX4/b29vBQQEODwAAAAAALjROC149+vXTwsXLtR3332nzMxMrV27VkuXLtXzzz8vSRoxYoSGDx+u8PBw2Ww2TZ48WVarVS1btpSXl5f69OmjZ555RjExMTp37pz69u2rwYMHX3aqOQAAAAAANwOnBe+SJUtq+fLlGj16tPz8/DRx4kStXLlSJUqUkCR16NBBw4cPV9u2bVWkSBHt27dPK1assC8/adIklS5dWpUrV1a1atVUtWpVTZw40VnlAQAAAADgEm6GYRiuLsIZEhISFBgYqPj4+Jtu2nmFV751dQm3nWNvdrr6IDgV+3nBYz8HAAAwV35zqNOOeAMAAAAAgNwI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJnBq8Y2Ji1LNnTxUpUkQhISGaPn26ve+vv/5Ss2bNZLVaVbt2ba1bt85h2ZUrV6patWqyWq1q1aqVDh8+7MzSAAAAAABwCacG7169eqlKlSqKiorS3r17tXXrVi1cuFBpaWnq2LGjnnjiCcXHx2v27Nnq37+/Dhw4IEk6cOCABgwYoLlz5yo+Pl6PPvqoOnToIJvN5szyAAAAAAAocE4N3lu2bNGrr74qX19flSxZUkOGDNE333yjr7/+WnXq1NGgQYPk5eWl5s2ba/z48Xr77bclSTNnztSoUaPUokULeXl5aeDAgWrYsKGWLFnizPIAAAAAAChwTg3enTp10qhRo5SQkKCoqChNmTJFJUuW1NatW9WlSxeHsd27d9fGjRsl6ar9AAAAAADcrJwavGfNmqUVK1YoMDBQISEhOnnypCZMmKDIyEhVqVLFYWyxYsVks9mUlpam6OhoVapUyaG/evXqOnr06GW/V1pamhISEhweAAAAAADcaJwWvDMzM/XQQw/pySefVExMjI4fP64OHTrozJkzSk1NlY+PT65lrFarUlNTlZ2dLXd39zz7Lmfq1KkKDAy0P8qVK+esTQEAAAAAwGmcFrzXrl0rq9WqadOm2a9qPnnyZPXp00deXl55XigtNjZWPj4+cnd3l2EYDn0xMTF5hvUco0ePVnx8vP0RFRXlrE0BAAAAAMBpnBa8Dx06pObNmzu0+fr6KigoSJIUERHh0Hfq1CkVKVJEXl5eCg4OVmRkpEN/RERErunnF/P29lZAQIDDAwAAAACAG43TgnelSpUUHh7u0Gaz2fTXX3+pZ8+eWr9+vUNfWFiY2rRpI0lq1qzZFfsBAAAAALhZOS14P/TQQ9q3b59mzZqlxMRERUdHq1evXrrnnnv08MMPa8+ePVq0aJEyMjK0c+dOvfXWW3rppZckSUOGDNHrr7+u3bt3KyMjQ/PmzdP+/fv1xBNPOKs8AAAAAABcwmnB22KxaO3atVq9erVKliypxo0bq0SJElq0aJEsFovWrFmjOXPmyN/fX/369dOcOXNUu3ZtSVLdunX14Ycf6qmnnlJAQIC++OILrVu3Tt7e3s4qDwAAAAAAl/B05sqqVq2q77//Ps++WrVqadu2bZddtmvXrurataszywEAAAAAwOWceh9vAAAAAADgiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIkI3gAAAAAAmIjgDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJiI4A0AAAAAgIlMDd7Hjx/XwoULzfwWAAAAAADc0EwN3sOGDdPp06ftX2/fvl133HGHrFarGjZsqD179jiMnzNnjkJCQuTr66vQ0FCHZQEAAAAAuBmZFrzXrVunI0eOaMSIEZKk06dPKzQ0VOPHj1dCQoLGjBmjLl266NSpU5Kk9evXa8qUKVq7dq3OnTunOnXqKDQ01KzyAAAAAAAoEKYE77S0NA0fPlyzZ8+Wp6enJGnevHl67LHH1K1bNxUqVEhdu3ZVr1699NFHH0mSZsyYoenTp6tevXqyWq2aPHmysrOz9eOPP5pRIgAAAAAABcKU4P3WW2/pvvvuU9OmTe1tW7duVZcuXRzGde/eXRs3bpRhGNq9e7c6deqUZz8AAAAAADcrpwfvqKgoTZ06Vd9//70KFy6skSNHKjs7W5GRkapSpYrD2OrVq+vo0aOKiYlRUFCQLBZLnv15SUtLU0JCgsMDAAAAAIAbjdOD9+TJk9W2bVv98ssv2rdvn7Zt26ZZs2YpNTVVPj4+DmOtVqtSU1Pz7Lu4Py9Tp05VYGCg/VGuXDlnbwoAAAAAAP+Zp7NXuGrVKoWHh6tw4cKSpM8++0yPPvqorFarbDabw9iYmBj5+Pjk2Xdxf15Gjx5tv3CbJCUkJBC+AQAAAAA3HKce8T579qx8fX3toVuSateurRMnTigkJEQREREO4yMiIlSpUiUVLVpU58+fV0ZGRp79efH29lZAQIDDAwAAAACAG41Tg3fRokUVFxenuLg4e9vBgwcVEhKiZs2aaf369Q7jw8LC1KZNG7m5ualBgwa5rmCe0w8AAAAAwM3KqcHb3d1dvXv3Vu/evXXmzBlFRESof//+GjZsmPr166eFCxfqu+++U2ZmptauXaulS5fq+eeflySNGDFCw4cPV3h4uGw2myZPniyr1aqWLVs6s0QAAAAAAAqU08/xfvPNN/Xyyy+rTp068vX11dChQ/XMM89IkpYvX65BgwYpNDRUderU0cqVK1WiRAlJUocOHXT8+HG1bdtWMTExat++vVasWOHs8gAAAAAAKFBuhmEYri7CGRISEhQYGKj4+Pib7nzvCq986+oSbjvH3ux09UFwKvbzgsd+DgAAYK785lCn304MAAAAAAD8P4I3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAALeJt99+W+fOnbN/3bRpU3l6etofgwYNsve99957qly5sgoXLqxHHnlEZ86ccUXJAADcEgjeAADcBvbv369x48Y5tB0+fFg2m02ZmZnKzMzUrFmzJEkff/yxli1bpu+//15RUVGqVauWHnnkERmG4YrSAQC46RG8AQC4xaWnp+upp55SZmamvS06OlpFixaVp6dnrvGLFi3SRx99pCpVqsjPz0+vvfaazp8/r6NHjxZk2QAA3DJy/7UFAAC3lDFjxqhu3bqKj4+3tx08eFDVq1fPc3xWVlae7XFxcabUBwDArY4j3gAA3MK2bNmisLAw+zTyHH/++ae2bdumYsWKqUaNGvr888/tfd27d9eQIUN05MgRJSUlaeLEiYqMjFTdunULunwAAG4JHPEGAOAWlZCQoN69e2v+/PkKDAx06GvQoIG2bNmiKlWqaP/+/XriiSdUqlQptW3bViNGjFBcXJyaN28ud3d3RUdH6/XXX5e3t7eLtgQAgJsbR7wBALhFDR06VA8//LBatmyZq69Zs2aqVauWvLy81KBBA02fPl2zZ8+WJHl6emrq1Kn6999/NXToUNWqVUsvvfRSAVcPAMCtg+ANAMAtaNWqVVq8eLE+/PBDWSwWWSwWHT9+XGXLltWaNWtyja9UqZJOnDjh0BYZGak33nhD8+bNk5eXV0GVDgDALYfgDQDALahLly7KyMiQzWazP8qXL68TJ07o9OnT+uSTTxzGb9u2TdWqVXNoGzJkiPr376/GjRsXZOkAANxyOMcbAIDbTIMGDdS+fXvVqFFDjRs31g8//KBx48Zpw4YN9jGrV6/Wn3/+qS+//NKFlQIAcGsgeAMAcJu54447NGfOHD3//PM6cuSIqlWrpnnz5umOO+6wj/Hw8ND8+fPl4+PjukIBALhFELwBALhNHDt2zP7/Ll26qEuXLpcd26lTpwKoCACA2wPBGwAAJ6nwyreuLuG2c+xNPiAAANz4uLgaAAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIoI3AAAAAAAmIngDAAAAAGAigjcAAAAAACYieAMAAAAAYCKCNwAAAAAAJiJ4AwAAAABgIlOD99tvv61z585Jkv766y81a9ZMVqtVtWvX1rp16xzGrly5UtWqVZPValWrVq10+PBhM0sDAAAAAKBAmBa89+/fr3HjxkmS0tLS1LFjRz3xxBOKj4/X7Nmz1b9/fx04cECSdODAAQ0YMEBz585VfHy8Hn30UXXo0EE2m82s8gAAAAAAKBCmBO/09HQ99dRTyszMlCR9/fXXqlOnjgYNGiQvLy81b95c48eP19tvvy1JmjlzpkaNGqUWLVrIy8tLAwcOVMOGDbVkyRIzygMAAAAAoMCYErzHjBmjunXrqmzZspKkrVu3qkuXLg5junfvro0bN+arHwAAAACAm5XTg/eWLVsUFhamWbNm2dsiIyNVpUoVh3HFihWTzWZTWlqaoqOjValSJYf+6tWr6+jRo84uDwAAAACAAuXpzJUlJCSod+/emj9/vgIDA+3tqamp8vHxyTXearUqNTVV2dnZcnd3z7PvctLS0pSWlubwvQEAAAAAuNE49Yj30KFD9fDDD6tly5YO7VarNc8LpcXGxsrHx0fu7u4yDMOhLyYmJs+wnmPq1KkKDAy0P8qVK+eUbQAAAAAAwJmcFrxXrVqlxYsX68MPP5TFYpHFYtHx48dVtmxZ/fnnn4qIiHAYf+rUKRUpUkReXl4KDg5WZGSkQ39ERESu6ecXGz16tOLj4+2PqKgoZ20KAAAAAABO47Tg3aVLF2VkZMhms9kf5cuX14kTJ/TGG29o/fr1DuPDwsLUpk0bSVKzZs2u2J8Xb29vBQQEODwAAAAAALjRmHYf74t169ZNe/bs0aJFi5SRkaGdO3fqrbfe0ksvvSRJGjJkiF5//XXt3r1bGRkZmjdvnvbv368nnniiIMoDAAAAAMA0BRK8LRaL1qxZozlz5sjf31/9+vXTnDlzVLt2bUlS3bp19eGHH+qpp55SQECAvvjiC61bt07e3t4FUR4AAAAAAKZx6lXNL3Xs2DH7/2vVqqVt27ZddmzXrl3VtWtXM8sBAAAAAKDAFcgRbwAAAAAAblcEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBETg3ecXFx6tWrl4oXL64KFSrozTffVHZ2tiRp+/btuuOOO2S1WtWwYUPt2bPHYdk5c+YoJCREvr6+Cg0N1enTp51ZGgAAAAAALuHU4N29e3cFBwfryJEj2rBhg1auXKmZM2fq9OnTCg0N1fjx45WQkKAxY8aoS5cuOnXqlCRp/fr1mjJlitauXatz586pTp06Cg0NdWZpAAAAAAC4hNOC96+//qozZ87ojTfeUEBAgKpWrar58+fr008/1bx58/TYY4+pW7duKlSokLp27apevXrpo48+kiTNmDFD06dPV7169WS1WjV58mRlZ2frxx9/dFZ5AAAAAAC4hNOCd1ZWlkaMGCE3Nzd7W7ly5XT69Glt3bpVXbp0cRjfvXt3bdy4UYZhaPfu3erUqVOe/QAAAAAA3MycFrwbNGigPn36OLStXbtWDRo0UGRkpKpUqeLQV716dR09elQxMTEKCgqSxWLJsx8AAAAAgJuZaVc1P3XqlEaOHKnx48crNTVVPj4+Dv1Wq1Wpqal59l3cfzlpaWlKSEhweAAAAAAAcKMxJXinpaXp4Ycf1vPPP6/GjRvLarXKZrM5jImJiZGPj0+efRf3X87UqVMVGBhof5QrV87p2wEAAAAAwH9lSvDu16+fypUrp1dffVWSFBISooiICIcxERERqlSpkooWLarz588rIyMjz/7LGT16tOLj4+2PqKgo528IAAAAAAD/kdOD98SJE3X06FEtWLDAfqG1Zs2aaf369Q7jwsLC1KZNG7m5ualBgwa5rmCe03853t7eCggIcHgAAAAAAHCj8XTmyhYvXqzPP/9cO3fudLhYWr9+/XTnnXfqvvvuU9u2bbV+/XotXbpU+/btkySNGDFCw4cP1zfffKMKFSro7bffltVqVcuWLZ1ZHgAAAAAABc5pwXvr1q3q27evMjIyVKZMGYe+I0eOaPny5Ro0aJBCQ0NVp04drVy5UiVKlJAkdejQQcePH1fbtm0VExOj9u3ba8WKFc4qDQAAAAAAl3Fa8G7evLnS0tIu21++fHn99ttvl+0fMGCABgwY4KxyAAAAAAC4IZh2OzEAAAAAAEDwBgAAAADAVARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG8AAAAAAExE8AYAAAAAwEQEbwAAAAAATETwBgAAAADARARvAAAA3LLefvttnTt3Tj/99JM8PT0dHh4eHrrjjjtkGIarywRwiyN4AwAA4Ja0f/9+jRs3TpLUokULZWZmOjzatm2rsWPHys3NzcWVArjVEbwBAABwy0lPT9dTTz2lzMzMPPv37t2rqKgoPfzwwwVcGYDbkaerCwAAAACcbcyYMapbt67i4+Pz7H/99dc1ZswYjnYDKBAEbwAAANxStmzZorCwMP3222+qX79+rv79+/crPDxcjz32mAuqA3A7Yqo5AAAAbhkJCQnq3bu35s+fr8DAwDzHvP766xo9erQ8PDwKuDrAOSIiItShQwf5+/urevXqWrp0qb1v27Ztaty4sQICAtSkSRPt2rXLhZUiB0e8AQAAcMsYOnSoHn74YbVs2TLP/r/++kv79u3TkiVLCrYwwEkMw1Dnzp311FNPadWqVQoPD1fXrl1VoUIFFS1aVI8++qgWLVqkpk2b6rvvvlPXrl31888/q2zZsq4u/bbGEW8AAADcElatWqXFixfrww8/lMVikcVi0fHjx1W2bFmtWbNGkjRlyhSNGjVKnp4cf8LN6fz58xo8eLBGjRolb29v1a9fX126dNG2bds0c+ZMjRgxQm3atJHValW3bt3Uq1cvLVu2zNVl3/Z4xQEAAMAtoUuXLsrIyHBoq1Chgn7++WcVK1ZMR44c0bZt2/TZZ5+5qELgvytcuLAGDBgg6cLV+3/66SetWLFCq1at0pYtW9SpUyeH8eXKlVNUVJQrSsVFCN4AAAC4LUydOlUjRoyQl5eXq0sBnKJx48b67bff1LNnT91555266667co1Zu3at+vXr54LqcDGmmgMAAOCWl52drbi4OD3zzDOuLgVwmp07d2rnzp06dOiQpkyZkqt/wYIFOnXqlEJDQ11QHS7GEW8AAADkW4VXvnV1Cdfm8Vlq8M7uC/+v2lc1Jm50bT3X4dibna4+CLcli8WiJk2a6JtvvlG9evU0ZswYe9/evXv18ssva/PmzVzT4AbAEW8AAAAAuEkcO3ZMJ0+edGgLDg6Wh4eHUlNTJUmRkZEKDQ3VZ599ppo1a7qiTFyC4A0AAAAAN4nt27frxRdfdGg7duyY/P39ZbValZiYqAcffFAvvfSSHnzwQRdViUsRvAEAAADgJtG1a1ft2bNHCxcuVGpqqsLDw/X4449r3LhxysrK0qOPPqr77rtPw4YNc3WpuAjBGwAAAABuEr6+vlq7dq2++OILFS9eXO3atdOTTz6p3r17a8iQIVq/fr1mz54tT09P+6N169auLvu2x1n2AAAAAHCRm+IigncPV7G7h0uS3v1XeveVb6WATir/cu6L8R3Rjb9Nt/pFBDniDQAAAACAiQjeAAAAAACYiOANAAAAAICJCN4AAAAAAJjohgreCQkJ6tGjh/z8/FSmTBlNmzbN1SUBAAAAAPCf3FBXNX/22WdlsVgUHR2t8+fPq3v37goKCtKAAQNcXRoAAAAAANflhgne0dHR2rRpk44fPy6LxaLAwEAtWrRIDzzwAMEbAAAAAHDTumGmmm/fvl1t27aVxWKxt9WsWVN+fn46fPiwCysDAAAAAOD63TDBOzIyUlWqVMnVXr16dR09etQFFQEAAAAA8N/dMFPNU1NT5ePjk6vdarUqNTU1V3taWprS0tLsX8fHx0u6cIG2m012WoqrS7jt3Iz7yc2O/bzgsZ8XPPbzgsd+XvDYzwse+3nBYz8veDfrfp5Tt2EYVxx3wwRvq9WqlJTcO3hMTEyegXzq1Kl67bXXcrWXK1fOlPpwawl8z9UVAOZjP8ftgP0ctwP2c9wObvb9PDExUYGBgZftv2GCd0hIiL777rtc7REREapUqVKu9tGjR2vEiBH2r7OzsxUbG6uiRYvKzc3N1FpxQUJCgsqVK6eoqCgFBAS4uhzAFOznuB2wn+N2wH6O2wH7ecEzDEOJiYkqU6bMFcfdMMG7adOmevHFF5WZmSlPzwtl/fHHH0pLS8vz3G9vb295e3s7tAUFBRVEqbhEQEAAv9i45bGf43bAfo7bAfs5bgfs5wXrSke6c9wwF1cLDg7WvffeqxdeeEFJSUmKiorSM888o7Fjx7q6NAAAAAAArtsNE7wl6ZNPPlFsbKxKlSqlRo0aqVu3burXr5+rywIAAAAA4LrdMFPNpQuH6BcvXuzqMpBP3t7emjBhQq4p/8CthP0ctwP2c9wO2M9xO2A/v3G5GVe77jkAAAAAALhuN9RUcwAAAAAAbjUEbwAAAAAATETwBgAAAADARARvAAAAAABMRPAGAAAAAMBEBG9ct+TkZNWrV0+ZmZn2ts2bN2vMmDEObcDNLCkpSQEBAQ779Lp169SjRw+lp6e7sDLg2sTHx2vYsGGX7ff19dXZs2ftXycnJxdEWQAA3Ba4nRiuW2ZmpiwWi1JTU7VkyRL16tVLmzdvVuvWrRUfHy8/Pz9Xlwj8Z1lZWfL29lZycrLeeustjRs3Tlu3blXLli3Zz3FTSUhIUO3atRUVFaW5c+cqJSVFbm5uslqteuaZZ1SsWDFFRkbKx8dHp0+f1l133aUdO3aofPnyri4dcIrMzEw9++yzev/99+Xv768DBw7I3d1dtWvXdnVpwH+2bt06+fj4yN0993FVNzc3lSpVSlWrVnVBZchB8MZVJScnq127dvL29pYkGYahwMBArVy5Un5+foqNjVWpUqUUGxur3377TXfffbcSEhLk6+vr4sqB/EtKSlL16tUd9vOiRYvq559/lr+/v30/j4mJ0e+//6677rqL/Rw3lbS0NNWpU0eHDx9WjRo11Lx5c0nSpk2b9M8//6h8+fI6fvy4JGnWrFn67LPPtG/fPleWDFyztLQ0ffzxx7JarfLw8FBKSopCQ0PVunVr7du3T0FBQTp//rz8/Pz05JNPaseOHTp8+LAKFSrk6tKB6xIZGamQkBCVLl1aDRs2lGEY+umnn9SiRQv98ssvqlOnjry8vLR161YdOHBAISEhri75tsVUc1yVt7e3oqKi1K9fP/3zzz/q37+//v77b0mSxWKRl5eXPD097V9LkpeXl8vqBa6H1WqVxWLR559/Ljc3N33xxRdKSUmRdOF3oFChQvb9PGf/zgnpwM3A09PTYR+eO3eu5s6dKw8PD3tb586ddfr0aa1YsUIvvviiK8sFrothGBoxYoQWL16shQsXasSIEUpLS9PRo0dlsVjk7e0tb29vrVmzRitWrNCnn35K6MZN7Z577tEXX3whHx8frV69WmvWrFHZsmW1Zs0aNW7cWAsWLNDatWvVp08f+/sauIanqwvAjc/T01NBQUHq0aOHpk2bph49emjq1Kn2Pkn2P1oZGRkqVKgQf8Rw0/Hw8JCvr6+aNm1q/zdnutalgTs9PV0Wi8XeDtwMPDw8dPr0aT3//PM6deqUnn/+eUly2M9btWql5s2bKy4uTg8//LArywWui7e3tzw8PLRlyxZJko+Pj8OHp+7u7po/f77Gjh2rJUuWqE2bNi6uGPhvrFarVq1apePHj2vSpEmSpHPnzmnSpEk6dOiQ3n33XQUEBMjHx0c1atRwcbW3N9414rrkvFFLS0vTpEmTlJSUpEmTJik6OlqlSpVycXWAc+Ts56mpqerbt6/i4uLUt29fnT17VqVLl3ZxdcC1s1qtatq0qdatW6emTZvKMAxt2rRJ0oVzAIcPH67ExEStW7eOGR24Kbm5ucnNzc2hzcPDQ+7u7ho7dqwyMjK0fft27dmzRxUqVHBNkYAT/Pzzz1qzZo28vb21fPlylS9f3j6Dyc3NTR4eHvZ/3d3dlZaW5uKKwVRzXJecSwNkZ2fr8OHD6ty5sw4fPqzffvtN9evXd3F1gHPk7Ofu7u4KDg7WCy+8oODgYKWnp6tBgwYurg64doGBgerRo4cKFy6sHj16qGfPnpKk4cOHKyEhQZL077//av/+/fr1119dWSpw3S69fFF2drYMw9CRI0eUlZWlVatW6Ysvvsg1DriZZGRk6IcfftDx48d14sQJubm5qW/fvurdu7cCAwPVp08flS9fXoMHD9bYsWM1ffp0V5d82+OIN65Lzh8rq9Wqzz//3N7esWNH+xs54GaXs597eXlp8uTJ9ramTZtqxIgRriwNuC7Hjh1To0aNdPjwYTVq1MjeXqJECcXFxem7777TTz/9pGeeeUZhYWG68847XVgtcO2ys7NzHfHOzMxUVlaWvvzyS61evVqbN2/W008/rcOHD2vhwoUuqhT4b+655x7t3LlTM2bMUIcOHeTp6akmTZrYZ+vdc889io2NVfXq1dW6dWtNmjSJ13QX44g3riorK0vp6en6+++/7f/m3NM4MzNTBw4c0F9//aU333xTNptNjzzyiIsrBq5dVlaWkpKS9MMPP9j/zdnPs7KytGPHDn3//fcaNGiQKlasqPbt27u4YuDalSpVSp9//rlCQkL0xRdfaNGiRTIMQ6+++qrKlCmjsWPHymKxqEuXLtq+fburywWumc1mU2ZmpsP02sTERGVkZCg9PV0ZGRmqUaOGNm/erE2bNmnOnDmuLhm4bmfPnlV4eLg++ugj/fPPPzp+/LgiIiIUERGh48ePKzExUX/99ZcaNWqkVq1aae/eva4u+bbGEW9clc1m099//62aNWvKMAzVqFFDZcuWlXThHO9ff/1VAwYMkJ+fn3bt2uXiaoHrk5qaKpvNpgEDBkiSBgwYoCJFiki68DuQczGqrKwsrV+/3pWlAtclOztbnp6eql69uv3cPzc3N2VnZ0u68EHq1q1btWHDBpUpU0a///67iysGrp23t7cOHDhg38ezsrJUtmxZffjhh0pPT1dmZqaSk5NltVo1a9Ys9enTRz169ODWkLgpubu7a/Xq1frkk08kSY0bN9bp06cd7uWdlpamDh06KCwsjOsauBj38Ua+5FytPEd6ero8PT1lsViUnp6umJgYzZgxQx9//LHGjh2rF154wYXVAs6TlZUli8WijIwMZWVlaf78+XrllVfUo0cPvfXWW1yACjcNm82mmjVrKiIiQvfdd59Onz6tjIwMlSxZUjt37lTZsmV17NgxeXp66ty5cypRooRiYmJUuHBhV5cOXLOvvvpKoaGhuW5vevr0aW3btk3Dhg3Td999pz///FOPP/64i6oE/pukpCSFhIRowYIFuv/++9WuXTu1aNFCQ4YMkXTh9LhGjRrp4MGDCgoKcm2xIHjj+qWkpMjPz08ZGRn2qyju3LlTffv21bZt21S0aFEXVwj8d0lJSQoICLB/2CRJR44cUb9+/fTtt99ylAQ3jdjYWFWuXFlxcXF59gcGBioqKkoBAQFKTEzUokWL9Oyzz3J7SNxUIiMj9fDDD+u3335TWFiYUlJSNHXqVFksFvsYwzD0999/y9PTU8uWLVPr1q1dWDFw/RISElSmTBk1a9ZMv//+uxITE1WvXj2HC8DOnz9fffr0kSR98MEHrioVYqo58ikrK0vR0dEqV66c/aIlFotFBw4ccJjOcs899+iXX36Rj4+Pq0oFnMrPz0+JiYkO9+yuXLmyNm3alOsCPsCNrEiRIpcN3ZK0dOlSWa1WSZK/v78GDRpUUKUBTlOqVCk1aNBAS5cuVeXKlbVkyRKlpKRo5MiRDuOysrK0e/du+6kWwM0oOTlZ3t7eWr9+vbKysvTjjz9q5syZmjlzpjp16qSuXbvqvffeU1JSkmJiYlxd7m2PI97Il6ioKFWoUEGnTp1S8eLFHfr69++vunXratiwYS6qDgAAILfvv/9ea9eu1YcffujqUgCns9ls2rdvn+69916H9k2bNumLL77Qhx9+yMGwGwjBG/kSGxurYsWKKTEx0WFq7cCBAzV//nx9/PHH6tu3rwsrBADkx9mzZ3X33Xfr999/v+z521FRUerXr59++OGHAq4OAIBbE7cTQ754e3vLzc3N4SIlQ4cOVVhYmP73v/8RugHgJpCYmCir1aoTJ07IarUqKipK586d09mzZxUZGamzZ89qypQp8vDw0M8//+zqcoHrlpqaqq+//lqSFBISoqioKBdXBLjGmTNndNddd+nQoUOuLuW2R/BGvuRcXCfnPNevv/5a8+fP17p169S8eXNXlgYAyIeFCxfqxRdflMVikZubmywWi6pVq6aSJUuqVKlSqlixolatWqWpU6cqICDA4WJUwM0mIyNDgwcPliR5eXmpWLFi2r59u9q3b6+OHTuqY8eOatu2rR588EEXVwpcv99++00BAQH6999/JUnx8fEaNWqUzp07Zx9jtVr122+/cV2aGwDBG/ni4eEhwzC0ePFiSVKXLl30v//9T40aNXJxZQCA/Pj777/t9/LOuShmhQoVlJWVpUaNGmnevHny9fVV0aJF5e3t7XBBQeBmkZWVpdq1a6tz586Ki4tTq1atdPLkSXl7e8tqtSouLk41atRQq1at9Ouvv+rVV191dcnAdfPx8VFSUpL9NFAvLy9Nnz5dKSkp9jE5H6Jeems9FDz+quKaDBs2TO+++67q1KkjSZo1a5ZDf2Zmps6fP69169a5ojwAwGXUq1dP3377raT/fwN28X3oc04n8vf3l6enJ8EbN6WMjAyNHTtWvr6+ev755/Xyyy+rX79+cnd3l9VqVdGiRVWjRg1VrlxZXl5euS5KBdxMcmYw5dyRwmq1yjAMh9fvnP/n3PoXrsMRb+Sbm5ubDh06pEaNGmnx4sXatWuXMjIyHB7p6elKT093dakAgEtUqlRJERER2rJliyRpy5YtSklJ0ZYtW5SQkKDw8HAdPnxYNptNW7dudbhVJHCzsFgsatWqlTp16iQfHx+1b9/eflVnptriVpNzKmjOv9KF/fzifT3n/7ymux4fZyNfci5+X6xYMc2ePVvNmjXToEGD1L9/f7Vu3drF1QEArqZkyZL69ddfNXLkSKWnp2vkyJGKjo7WyJEjFRkZqaVLl8rT01MnT57UyJEjeZOGm1JGRoZKly4tT09PZWVlqVChQsrOzlZGRoZsNptSU1MVExMjPz8/ZWVlKSoqSuXKlXN12cB1cXd3l2EYDu/FDcNQ9+7dc81ogusRvJEvmZmZki6cO+Xh4aGePXsqICBAoaGh2rBhgxo3buziCgEAV1KkSBGFhIRo79698vPz0969e3XHHXdo7969uueee/Tcc8+pcOHCGjNmjPbu3avKlSu7umTgmrm7uysqKsp+7YIjR46oatWqSkpKUkxMjKKjo7Vo0SJJUuHChdW0aVNFRka6uGrgv7n4ffil78kNw9BPP/1E+L4BELyRLxkZGZIuBPCcc0Q6d+6swYMH65FHHrni/WABAK5ntVp1/vx5SRc+RL343xzZ2dlKSUmRYRjKzs4u6BKB/8zDw0PBwcFKTU3VnDlz5Ovrq/79+9uD+DvvvKMOHTpo+/btatWqlavLBf4TwzDk5uamqVOnXnHcW2+9ZZ+9CtdhHhnyxWazSZLS0tIc2idPniyr1apevXq5oiwAQD55eHgoNTVVhmHYP0yNjY3V+PHjdeLECX399ddKTU1VXFyc0tLS7DOdgJuRYRjq06ePoqOjlZycrGLFiikrK0vDhw+Xt7e3pkyZouXLl7u6TOA/uXhGqiTt3LlTkZGRuR5ubm4E7xsAR7yRL+np6apVq5b9zVoODw8PjR8/Xt99952ys7M5JxAAblAZGRnKzs6WzWaTYRjKyspS79695ebmpr59+8pms9nPjU1KSsr1QStwM8jOzlarVq00atQoe9u2bdu0aNEiZWVlyWazadGiRbr77rvVr18/1apVS7Vr13ZhxcD1y3mdTktLU1pampo2beoQsnP+7+bmlmuGEwoewRv5EhwcrAMHDuTZ9+STT+rRRx8ldAPADcwwDIWFhSk5OVmGYSg5OVlvvPFGrnGnT5/W8ePHlZyc7IIqgf8mKSlJd955px599FF5eHgoOTlZUVFR+uabb2QYhpKSkvTNN99IkkqXLq1PPvlEH3zwgYurBq5PUlKSfb8uUqSI/vnnH4eLqkkXPnStXLkys5huAG4G8w4AALgtZGVl6dChQ9q2bZt69eqV6w1ajuTkZG3fvl3t2rUr4AoB5zhx4oT69eun+Ph4DRgwQH369NHJkyfVsGFDnThxQtKF2Xw597QHbkbJycn6448/dNdddzncUuxiMTExKl68uPbv3686deoUcIW4GMEbAIDbRFRUlCpUqKBTp06pePHiDn39+/dX3bp1NWzYMBdVBzjf+++/r379+snPz082m02HDh1S/fr1XV0WUGAyMjL0999/q0qVKpf9sBUFg7nBAADcJnx9fWUYhnx8fBzaBw4cqM8//1z+/v4uqgwwx7Bhw+Tn5ydJslgshG7cdgoVKqTatWsTum8ABG8AAG4T3t7ecnNzc5heO3ToUIWFhel///uf+vbt68LqAOfJysrS0aNHJUkJCQkKCAjQqVOnHMacOHFCUVFRrigPcJoiRYrkauvevbu2bNnigmpwJQRvAABuEznnAHp6Xri26tdff6358+dr3bp1at68uStLA5wqISFBVatWVWZmpnx8fJSUlOQwo+PTTz9VnTp1NHHiRNcVCThBUFCQDMNQZGSkJCk1NVXr1q3LdSciuB7neAMAcJvIyspSoUKFtGjRIvXs2VNZWVn6+eef1bhxY1eXBjhVRkaG/Pz87Ldb8vT0lM1mU1JSkvr27at169apSpUq+uWXX5iCi5tWYmKiqlatKi8vL9WuXVvfffed5s+frylTpmjPnj3q3bu3PDw8ZBiGgoKCNH/+fFeXfFvjdmIAANxmhg0bpnfffdd+hdtZs2Y59GdmZur8+fNat26dK8oD/pOUlBT5+Pg4nFLh7u4uT09PRUVFKTMzUzt37tSDDz5I6MZN6/Tp02ratKkkaf369apVq5bi4uI0fvx4DRo0SG5ubtq2bZveffddjR49Wh999JGLKwZTzQEAuI24ubnp0KFDatSokRYvXqxdu3YpIyPD4ZGenq709HRXlwpcM8MwVLFiRTVq1Eg2m02NGjVSo0aNlJWVpU2bNslisWj16tW68847FRMTo9TUVFeXDFwXX19fjRw5Ul5eXlq6dKkSExPVvXt39e7dW8uWLVNMTIx8fX3Vq1cvBQYGqmvXrq4u+bbHEW8AAG4TOWeXFStWTLNnz1azZs00aNAg9e/fX61bt3ZxdcB/l5GRoVdeeUX+/v4aNGiQBg0aJMMw1K9fP7333nvasWOHFixYoE6dOqlUqVL6559/VLduXVeXDVwzPz8/Pffcc6pbt65mzZqlihUrasyYMXrhhRe0du1aZnPcgAjeAADcJjIzMyVdONfbw8NDPXv2VEBAgEJDQ7VhwwbO9cZNz8vLSy+88IIyMzM1aNAg9erVyx68ly1bprCwMA0ZMkTr169XkSJFdOjQIYI3bmp9+vTR2rVrdejQIe3atUuGYcjNzU1ubm6uLg2XYKo5AAC3iZyr3OYEcEnq3LmzBg8erEceeURxcXGuKg1wqvj4eGVkZCgtLc2+32dkZKhHjx46ePCgPD099dtvv2nXrl0urhT4bywWi06dOqW3335bCQkJGj16tCRxutANiOANAMBtwmazSZL9Ss85Jk+eLKvVql69ermiLMDprFarjh8/Lm9vb6WmpqpMmTJKSUmRdCGozJgxQ4sXL9Zzzz3n4kqB6/fDDz9Ikp577jmFh4dr+fLlCgsLU8OGDeXr66vU1FStXr1aSUlJWrNmjYurBbcTAwDgNhEdHa0OHTpo8+bNKlq0qEPf4sWL9d1332nRokVyd+dzedzcnn76acXExOjbb7/V1q1bVb16dfn6+uq9997TI488omrVqrm6ROA/SUlJUcmSJWWz2XT27FkFBQVJkr799lsNHDhQO3bs0BNPPKFChQopKytLKSkp+vnnn11b9G2O4A0AAGQYhjIzM1WoUCFXlwL8J6tWrdIzzzyj3bt3q2LFiqpfv7769++vxo0ba/z48dq8ebMqVaqkBx98UK1bt1b79u1dXTJwXU6ePKmRI0dq165dWrVqlf16BW3btlWDBg00depUF1eIixG8AQAAcMvIzMxUeHi46tSpo/379+uhhx7S0aNH5eHhIUmKiYnRvHnzNHPmTPXt21cTJkxwccXAf/Pxxx/r888/144dOyRduK/3008/rZMnT9r3e7gewRsAAAC3rH/++UdVqlTJ1Z6RkSEPDw9OrcAtITY2VkWKFLF//csvv+juu+92YUW4FMEbAAAAt4SsrCy99957+Tplwt3dXfXq1dN9991XAJUBzpeUlKRNmzbJ39//ih8gZWRkKCMjQx06dCjA6nApgjcAAABuGZ6enmrUqJG8vb2vOO7UqVOKjo5WXFwc03FxUzp16pTKlCmT62KZl4qNjVW1atX0119/FVBlyAvBGwAAALcMHx8f/fPPPypTpswVxx06dEg1a9ZUeHg4VznHTSk+Pl6FCxdWUlKSfHx88hxjs9nk4+Oj7OzsAq4Ol/J0dQEAAACAs1x89DotLU0ff/yx3Nzc5ObmppzjTYMGDVKRIkW0c+dOQjduWp6ennJzc5N0Ydr5l19+aZ/pYbPZ9PTTT9v3fbgeR7wBAABwy/D19dXhw4dVpkwZpaWlyWq1qmfPnvLw8JBhGPr888+VlpYmT0+OP+HmlnM0OykpSVlZWQoKCtKAAQNkGIbmzZun+Ph4ubm5ycfHR1lZWa4u97ZH8AYAAMAtw8vLSwcOHFD16tVlGIY8PDzsU3EzMzPl5eXFtFvcEnI+WEpKSpLFYpG3t7cyMjIkSf7+/kpMTFRaWhrB+wbB/RMAAABwS8jMzFTJkiWVmpoqSfZptjlTbZl2i1uVu7u7w7598akVuDEwxwYAAAC3BE9PT0VFRdmPaKenp8swDI0aNUqFChWyt2dmZjLVHDe9i4O1zWZTVlaWnnzySRmGobS0NKWmpnLF/hsIrzgAAAC4JSQlJem1117Txo0btXfvXmVlZWncuHHy9vaWu7u7srOzNXbsWKaa45aQlZVlP8ptGIZmzpxpv7r5/ffff8V7e6PgcY43AAAAbgkDBgzQTz/9pJdeekk9evSQxWJxdUmAaeLj41WkSBEdPHhQVqs1zzFpaWmqUaOGjh07pnLlyhVwhbgYwRsAAAC3hLi4OPn7+8vT01N79uzRAw88IF9f3ysuExkZWUDVAc7177//qmzZsvk6n9vNzY0LrLkYU80BAABwSyhcuLD9/xUqVNCiRYsuey53Wlqa4uLiCqo0wOlKlCihc+fOyc/P74rncqenpys2NrYAK0NeOOINAAAAAICJOOMeAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAHDb2Lt3r7777jvT1v/uu+8qOjratPXf7BYsWKA//vjD1WUABY7gDdwEJk6cqHfeecdl379ChQo6d+7cZfu7d++uF198sQArMkejRo20adMmSZff5qs9FwXp119/VdOmTeXn56c777xTGzduvOL4CRMmyMPDQw8++GC+1h8WFqZatWrJ399f7dq10z///GPvmzhxojw8PGS1WlW9enV9/PHH+VqnYRhauHCh7r33XgUGBqpIkSJq0aKFvvjiC4dxt8I+56xtza9jx46pTp06l+2/eP/+r+typoL4nfrwww/VsGHDfI/P7/bPmTNH1atXV+HChdWtWzf9+++/9r6YmBj17NlTRYoUUUhIiKZPn+6w7F9//aVmzZrJarWqdu3aWrduXb7r6927t8LCwvI9/notWLBAgwcPvqZlvvnmGwUFBaldu3aSJD8/PzNKy/M5yM9rXHZ2tgYOHKjExMRr/j5ZWVm67777VLhwYX3//fd5jj969KimTZumkiVL5nNLCs6///6rTp06ycfHR5UqVdKCBQsuO7Zfv37y9PR0eLi5uWnGjBmSpHPnzumxxx5TUFCQypcvrw8++MBh+Q0bNujuu++Wv7+/7r33Xv3yyy8OdeT3bwZwKyF4A/jPKlSooODgYFeX8Z8cO3ZMkZGRuu+++1xdSr4kJyerU6dOev755xUbG6v33ntPPXv21PHjxy+7zGuvvXbVcJ5j9+7dGjt2rL788kvFxMRo6NCh6t69uzIyMuxjpk2bppSUFK1du1Zz58696hGkzMxMhYaG6sMPP9TEiRN1+vRpRUVFacyYMfrggw/08MMP5/seozf6PufMbXWGm23/drYSJUqoatWqTl3nokWL9Mknn2j16tWKjIxUvXr11KVLF2VnZ0uSevXqpSpVqigqKkp79+7V1q1btXDhQkkXbmPVsWNHPfHEE4qPj9fs2bPVv39/HThwwKk1usL8+fO1cOFCLVmypMC/d35e42bPnq3ixYvr0Ucfveb1//7770pOTtapU6fUpEmTPMd8++23Cg0NvewtzFzp4YcfVv369RUTE6NVq1Zp8uTJWr9+fZ5jP/vsM2VmZtofR48eVXBwsAYMGCDpwv5dqlQpRUdH68cff9SCBQu0fPlySReep759++rdd9/V2bNn9dJLL6lr1646e/aspAsfnK5du7ZgNhq4gRC8Afxn77zzjl544QVXl/GfhIWFKTQ09Ir3wbyRnDt3Tu+++6569OghLy8vtWjRQo0bN9bevXudsv6tW7fqkUceUf369eXl5aUHH3xQ/v7++vPPPx3Gubm5qWrVqho0aJA2bNhwxXVOmDBBiYmJ2rZtm9q1ayeLxSJfX1+1a9dO27dvV/ny5RUTE5Ov+m70fc6Z2+oMN9v+7WyPPfaY04Pg9OnT9cknn6h69ery9/fXxIkT5e7urt9++02StGXLFr366qvy9fVVyZIlNWTIEH3zzTeSpK+//lp16tTRoEGD5OXlpebNm2v8+PF6++23nVqjKyQkJCg4OFjFihVzdSm5nDt3Tm+88YZmzZp1XcsnJCSodOnS8vb2VmBgYJ5jduzYoZYtW/6HKs2xc+dOJScn64033pDValXdunU1a9YsTZkyJV/LT5s2TUOGDJGPj4+ysrLUrl07TZ8+Xb6+vqpcubKefvpp/fTTT5KkpUuXauTIkWrRooUsFotCQ0PVrVs3rV69WpJUrVo1paen6+TJk6ZtL3AjIngDN5iJEyeqcOHCql69ujZv3uzQN2fOHFWqVEkBAQHq27evbDabQ/+MGTNUqVIleXt7q3bt2vr888/tfTlTJw8ePKiWLVvKx8dHDRo00L59+yRJ69atc5hS5u7urjvuuMN+VO78+fPq1auXAgICVL58eS1evNi+7sGDB192ylqrVq20detWh7ZJkybp/PnzDm0dO3a0f/J+9uxZPf300woKClJQUJCeeuopHTt2TBUqVLCP9/PzU3R0tDp37iw/Pz/VrFkzV/CLjo7WE088oaCgIBUtWlRDhgzRL7/8kucU0uXLl+uRRx7Jcxuu5KuvvlKdOnVksVhUu3ZtffXVV3rxxRftz8fEiRP11ltvafz48SpWrJhKly6tefPmyTAMTZ48WSVLllTp0qVzPX9Hjx5V165d5efnp+LFi2vo0KHas2eP/Q1d+fLl9fjjj0uSUlNTtWzZMu3Zs0f33HPPNW9DXtq2baslS5Zo165dSktL05IlS7R3714VL148z/Hx8fFXDHVJSUmaPXu2FixYIIvFkqu/UKFCevfdd1WiRAl7W373ud69e2vZsmV64403VKZMGRUuXFgvv/yy/cijJGVkZGjMmDEKDg6WxWJRw4YNHY7Qp6amKjQ0VL6+vmrdurUiIyPtfXv37lXLli1ltVpVsmRJPffcc0pISCiwbZWu/jvx0UcfqUqVKvrzzz/l6empr7/+2mH5vPbvkydPqk+fPipevLh8fHzUuHFjrVixwmHM5V4vruW5MQxD77//vmrWrCmLxaLy5cvrlVdeUXJycq7n5tChQ6pYsaL9yHDLli21bds2vfjiiypZsqR8fX3VsWNH/fXXXw7LpaamauTIkSpVqpSsVqvuu+8+7dq1y94fFham3r17S/r/6dMrV65UrVq15Ofnp65du9o/CLnac5mjefPmuvvuux3aypUrp9OnT0uSOnXqpFGjRikhIUFRUVGaMmWKffrx1q1b1aVLF4dlu3fvnq8ZKaVKldKiRYv02GOP6Y477rC379+/X+3bt5ePj4+KFSumAQMGKD4+3t5foUIFffrppwoMDNSyZcvs7Xv27FH79u3l7++vwMBAPfTQQ/r9998dvuflnqtLdenSRT/99JOaNGmi1q1b5zkm58MKb29v1axZM8+/HVd7Xb3cc3A1L7/8sp577jlVrlw538vk+OWXX9S6dWv738qckHmp33//XQ0aNHBo27hxoxo1aiSLxaLKlStr5syZmjlzpiZOnOgwLj8/iyuNSUtLU0hIiFauXJmrrq1bt6pz585yc3Ozt7Vt21Z//PFHrvcSlzp58qRWrlyp559/XpLk4eGhYcOGydPTU5mZmdq9e7dmz55tP73gcrN54uLi7P9v0KCB/UMq4LZhALhh/PXXX0b9+vWNuLg4Y/Pmzcb8+fMNwzCMCRMmGHXr1jWeeOIJ48yZM8apU6eMzp07G6NGjbIvO3r0aKNr167G4cOHjbS0NGPXrl1GgwYNjJkzZxqGYRgRERFGqVKljAYNGhi7du0yUlJSjLlz5xply5Y10tPTHerIzMw07rzzTmPr1q2GYRhG+fLljYYNGxoLFiwwbDabsXXrVqNEiRLGH3/8YRiGYQwaNMhe66WWLFli9O7d2/51enq6UaJECeODDz6wt0VGRhqVKlUysrKyjMTERKNmzZrGsGHDjKioKCMuLs74+OOPjbvuussoX768fRlvb2+jSZMmxrp16wybzWasWrXKKFy4sHH27FnDMAzjzJkzRsWKFY2xY8caJ0+eNM6dO2dMmzbNqFOnjlG7dm2HGo8fP26UKFHCyMzMtLeVL1/evq6LXdz+6aefGhUrVjR++OEHIyUlxdi/f79x//33GzVq1HD42ZUvX94YPXq0kZSUZOzbt88oXry4MXDgQOPVV181kpKSjP379xulS5c2jhw5YhiGYZw4ccIIDg423njjDePMmTPG6dOnjcmTJxu1a9c2WrRokaumoKAgQ5Lx6quv5vkzuNimTZuMTp06XXWcYRjGtGnTDEmGJMPd3d2YPn26vW/ChAnG22+/baSkpBj/+9//jLJlyxr79u277Lr+97//5Vn75VzLPterVy+jbt26xsiRI42EhATj6NGjRsOGDY2PPvrIvr4nnnjCePbZZ40TJ04YNpvN2LBhg1G1alVj9erVhmEYxscff2z069fPSE5ONj799FNj9+7dhmEYxq+//mpUqlTJ+P777w2bzWZER0cbI0aMMJo0aeKwv5i5rfn9nYiIiMi1bxtG3vv3mTNnjEqVKhljxowxoqKijPT0dGPLli1GvXr1jC+++ML+enH33XcbO3bsMFJSUozPPvvMKFeunP31Ir/PzXPPPWc0b97c2LNnj5GWlmYcP37cGDRokNGmTRv79p89e9b49ddfjbJlyxpff/21fdkWLVoYtWvXNiZMmGCcPHnSiImJMd5//32jVKlSxuHDhw3DMIysrCyjbdu2Rvfu3Y1//vnHSEhIMBYtWmSUKFHC2Llzp2EYhrF8+XKjV69ehmEYxvz5843atWsbbdu2NaKioozY2FjjmWeeMR599NGrPpdXkpiYaJQsWdL4999/DcMwjJiYGKNs2bL236GaNWsa0dHRhmEYRqdOnYxNmzblWkeRIkUMm8121e/Vq1cvY/ny5fav//zzT6NkyZLGxx9/bJw/f944fvy40bdvX6NRo0ZGWlqaYRgXnudmzZoZ586dM7KysgzDMIwtW7YYpUuXNhYsWGDExsYaSUlJxuLFi43g4GDj8OHD9ueqTZs2xvHjx43Y2Fhj4MCBDs/VpVq0aGHs3bvX/rWvr6/9/5MnTzbq1atn7Ny500hJSTF++ukno3r16saMGTPsY/LzuprXc5Djcq9xe/bsMdzc3Ixy5coZxYoVM956662rPs+Xfp/8vH4GBAQYGRkZ9q/Xr19vlCxZ0li+fLmRmJho/PPPP0b37t2NmjVrGhMmTLCPu9rPIj9jMjMzjdatWxtbtmzJVdfl/k7fddddRnh4+BW36YUXXjAmTZqUZ1/Xrl0NScb9999v39d27txplClTxti6daths9mMr7/+2rBYLPbX1Zx1zpo164rfF7jVELyBG8jff/9tNGjQIFcQnjBhglGrVi0jOzvb3hYeHm7UqlXLMAzDiI6ONipWrGj/o5fjzJkzRunSpY3MzEwjIiLCkGTs2rXLYUzDhg2NPXv2OLTNnDnT6Nmzp/3r8uXLG2+++abDmFdeecX+xuVKwdtmsxkhISFGYmKiYRiGsXTpUqNly5ZG3bp17WMmTpxovP7664ZhGMZbb71lPP7447nW8/777zuEDEnG0qVLHcY88sgjxrJlywzDMIzhw4cbQ4cOzbWeUaNG5XpDPX36dOPZZ591aLta8LbZbEaJEiWMAwcOOPQnJiYa5cqVcwjejRs3dhjz7LPPGk2aNHFoe/75541FixbZ///KK6/k+t4vvPBCnoEuKSnJ+OGHH4yqVasaX3zxRa7+i+U3eK9Zs8aoUqWKsW3bNiM5OdlYvny5MWHCBPs+OGHCBMPT09Nwc3MzJBn33HOPERUVddn1LV682HjyySev+n1zXMs+16tXL6NDhw4OY7/99lujY8eOhmFceMN96c/AMAzj999/N+rVq2cYhmHMmTMnz/2lY8eOxrp163K1h4aGOgTEizl7W/P7O3G5sJjX/j18+HBj9OjRucbGxcUZqampl329aNKkif31Ij/PzW+//WZUqVLFSE5OzjXu5MmT9u1fvXq1ERwcbGzYsMFhTIsWLYwhQ4bkWvadd94xHnvsMcMwDGPFihVG48aN7WEyx1dffWXcc889hmHkDt5FixY1kpKS7GPj4+ONoKAg+/59PcG7V69exqBBgwzDMIyMjAzj3nvvNUaNGmXExMQYx48fN1544QXj119/NQzDMFq1auUQQnIEBwcbcXFx+fpeF4fOhx56yP4h68UeeOAB45NPPjEM48LznPP6mOOOO+4wvv/++1zL5fxs8nquEhMTjcKFCzv8PbrY5YL3yZMnjeLFi9s/fMhx9OhRo1ixYkZcXFy+X1fzeg5yXO41rm3btsaAAQOMuLg4+36Z88HblVxL8I6PjzdKly7t0FarVi1j/fr1Dm2ZmZlGgwYNHIL31X4W+R1zOX379jW++uqrXO1Nmza175d5OXPmjFGmTBnj/Pnzefanp6cbv//+u9GhQwejf//+9vbFixcb1apVM4oXL254e3vbP2jL8c477xjjxo27at3ArYSp5sANpGrVqmrfvr0aN26sHTt2OPR17drVYYpYpUqVdOrUKUkXzik7fvy4AgICZLFY7I9y5crp7NmzioiIkCSVKVNGjRs3dlhvlSpV7OuRLpwD9/bbb+c617Bbt24OX1/8/a/E29tboaGh+uqrryRdmGY4depUlSpVStu3b1d2drY+//xz9e3bV5L0008/qWfPnrnW89hjjzl87ebmptDQ0Mtuy8aNG+3rvFhe08mvZ5r5gQMHFBISkmvaup+fnzp16uTQdun5fsWLF1fz5s0d2ooWLWqfvpnf5yCHr6+v2rZtqwULFjjt6vdjx47V/Pnz1bRpU/n4+Kh79+7y8fFxODdy6tSpysrK0tmzZ9W1a1c1btz4slenLlasmM6cOXNNNVzLPnfp2Iv3hZ9++kk///yzw++GxWJRo0aNdPDgQaWnp6tnz54KDw/Xww8/rKioKPt6tmzZotDQ0FzLfvvtt7mmXZu1rde6P1wqr/1748aNea4zKCjIPj0+r9eLi+vKz3OzceNGhYaGysfHJ9f3KlWqlP3/PXr00PLly9WmTZtc43JOqbhYjx497FN9N23apB49esjd3fEtzcMPP6z9+/fnOY22ffv28vX1tX8dEBAgq9WqpKSkXGPzY+bMmfr111/11ltvSZLWrl0rq9WqadOm2a9qPnnyZPXp00dpaWmyWq151hUbG5vnc3U1mzdv1lNPPZWr/amnnnI4ZeniadmxsbGKjo62Tw++2MU/m0ufKz8/v+t6rrZv367mzZurTJkyDu0VK1bUXXfdpT179lzT6+q1iI2N1cGDB/Xhhx8qKChI9evX14wZM5x+Ze3k5GSHq7ifO3dOZ86cUfv27R3GeXh4qHv37g71Xe1nkd+f1+Vcbp+LiYm54j737rvvqm/fvpc9p71QoUKqV6+ewsLCtHLlSsXGxkqSnnzySR06dEhr1qyRp6enPvroI4fl/Pz8lJKSctW6gVsJwRu4wbz++uv66KOP9Nxzz2nRokX29kv/6BUqVEhpaWn2rx955BHZbLZcj4yMDFWpUiXPdUiSl5eXw3peeeUVDR06NNcf8qt9f0n2cyJzHi+//LIkqX///po/f77+/vtvnT9/Xk2aNNGAAQP0ySefaMOGDapXr55Kly4t6UKgNgzjqs+TxWKRl5fXZbclKytLVqs113KXXmk2KipKR44cueaL4eS3TkkqXLhwrhqKFCni0Obu7q7MzMx8rzs8PNz+BidH/fr1r+tiNY899pjDzy05OVlHjhzRvffe6zCucePGuW6h4+bmpmLFimnUqFFq2bKlli1blut6AR999JGaNGmiX375xX5V2/zIzz53ubGX7tcvvvjiZX8/vLy8ZLVa9f333ys0NFQtW7Z0uMdsbGxsruXS0tI0efLkAtnWa9nXLnW5/TsrK8u+v+W3pkvrkq783OT3+0gXwlfOhZcudbVtz87OzvMK0m5ubpd97vLzWnixJk2a2H/Gl742fvfdd5o6dapWrVplDzCHDh3K9eGar6+vgoKC9McffygkJMT+gWiOU6dOqUiRIrle1/Irr2sseHh4OFzrICAgwP7/rKysfF1ZPz/7QX5c7ud0cZ3/ZV+/kiNHjqhatWoqVKiQva1evXpXvAvE9cjMzHT4OVz8YfmV5Odnkd+f1+Xktc9lZGTo1KlTKl++fJ7LxMXFadGiRRo+fLhD+8mTJ3Oty9fXVxUqVHD40DErK0sDBw7UxIkTc91VwMPDI1+vDcCthOAN3ICaNGmir776yuHo5aVHcy52zz33aNu2bbnuSxodHa1Ro0blax3ShQsl7d69W0OHDs3Vd7VlJal27doOtx+ZNm2aJKlOnTrKzs7WyJEj9eyzz0q6cBGebdu26Z133rG3SReODl96n2NJ9iPm+a2nWbNmeV4UadWqVQ5fh4WFqWvXrtd865e6devqxIkTDgFNunBhrUvvx5vXG+Irfb/8PAcrVqzIdV/gvXv3qlatWvmq/9L1Xvxz8/X1VUhIiA4fPuwwbt++fVc8shIQECB3d3d17NjRYX3PP/+8/YKAzz77bJ5vHrOysvTGG284XHQvP/tcfsY2a9ZM69aty/V9f/3111wzO3r27KmXXnpJc+bMkSQ1bdpU3377ba51vvzyy4qKiiqQbc3v70ReLrd/33fffZo/f36u8efPn7cfFbva83+15ybn+6xYsSLPeyZf/CHRqlWrtHPnTo0cOTLXuLy2c/HixWrRooUkqUWLFnne03rt2rWqVatWnh/AXcu+JUm7du2y/4wvnnVx4MAB9e7dWytWrHC4+GOlSpUUHh7usA6bzaa//vpLpUqVUrNmzXLdxiksLCzPI/75cbnXu6VLl9qfJ8nxtah48eIqUaJErtdESQ7beK3P1eXce++92rp1a64PDKOjo/Xzzz+rUaNG1/S6ei3Kli2rQ4cOOdwO8cCBA6pYseJ1rzMvFovF4Shu0aJFVapUqVw/66ysLId9Nj8/i/z+vC4nr33u+++/V/369eXt7Z3nMh988IF69OihokWLOrQfPXo014yZhIQERUZGqlKlSg7LFypUKM87UKSkpOT5uwncygjewA1k8+bNmjVrllJSUrRu3brLfgp9qeDgYPXo0UOhoaH2qbPbt29X+/btVa1atXytwzAMDR48WO+//74p9x/t16+fNm/erB49eki6EDyffPJJ/fPPPw5T5wYOHKg//vhDw4cPV3R0tM6fP6+PP/74mm8FNGbMGH344YeaOXOmYmNjFRMTow8++EBffvmlw/YtX77cYcpffnl5eenNN99U586dtWHDBqWmpurAgQPq0qWL/P39r3l9F3v11Ve1ePFiTZkyRefOndPZs2f1+uuva9OmTfYxvXv31sKFC7Vu3TqlpaXp559/1oABAzRu3DhJF45ENmvWLFd4zq8RI0bo6aef1p9//imbzabVq1drypQp9nu4XiwlJUULFizQ119/fcXpoG+88YZSU1N1//33a9OmTfYjpJs3b9b999+vDRs2XPYN4H/RpEkT1axZUz179tSxY8eUlpam9evXKzQ0VPXq1ZN04Q3ixo0blZSUpI0bN9p/96ZMmaKRI0fq66+/VkpKik6cOKGBAwdq165dV7yPuDO3Nb+/E+7u7g7BQrr8/j127Fh99dVXeuWVVxQVFaWMjAxt3rxZzZo1y/ONfV7y89w0btxYzZs3V7t27bRnzx6lp6fr+PHjGjBggMOpIH5+fvruu+904MABDR482OGo59atW+33Qo+NjdUHH3ygt956y35UPeee6P3791dkZKSSkpL01VdfacCAAdd96kVez+WlTp48qYceekgffvhhrns6P/TQQ9q3b59mzZqlxMRERUdHq1evXrrnnnsUHBysbt26ac+ePVq0aJEyMjK0c+dOvfXWW3rppZeuq76pU6fqlVde0eeff67ExESdOHFCgwcPVkREhPr06XPZ9cyYMUP9+vXT/PnzFRsbq+TkZC1atEgNGzbUkSNH8lXLjBkz8lV3cHCw+vbtqwcffFC//vqrbDabduzYoQceeEAjR460H+3P7+tqfn5GOUqXLq1GjRppyJAhOn/+vPbv368RI0Zo2LBh+Vo+v4KCgnJ9sDBjxgz16dNHy5cvt88mevzxx5Wenp5r3NV+Flcbk5WVpbZt2+a6k4gk+wymqVOnymaz6eDBgxo5cqTGjBkjSbmWTUxM1Ny5c/P8MOyee+5Rdna23nzzTSUlJSkqKko9evTQc889Z5+xER0drTfeeEPz5s3L88Pns2fP5poNBtzqCN7ADaRevXr6/vvvVaxYMS1fvlzvvfdevpd988031aFDBz344IMKCAjQwIED9eqrr6p///75Wv6zzz7Tnj171K5dO/uUyrxuhXS9Hn/8cT333HMOb56effZZDRgwwOGIiq+vrzZv3qy4uDjVqVNHFSpU0C+//JLrNkdXExISog0bNmjt2rUqW7asatSoofDwcM2aNcs+dTI6OlqHDx9Wq1at8lxHqVKlLju9VLoQfqdNm6YRI0aocOHC6tGjh4YPH64OHTpcU62XKl26tLZs2aK9e/eqYsWKqlWrlhISEvTpp5/axwQHByssLEyTJ0+2f+/XXntN999/v6QLR9fCw8Mdbid0Lfr166dHHnlEHTp0UNGiRfXGG2/oyy+/dLhNzssvvyxPT0+VKFFC8+bN0+rVq1WuXLnLrtPb21tr167V448/rlGjRqlYsWIqXry4XnrpJXXv3l3/+9//TDsC8vnnn6tChQpq2rSpgoKCNH78eM2ZM8d+7uV9992nESNGqFSpUvLw8NCgQYMkSXfddZeWLVum999/X0WLFtXdd98tT09Pffvtt1c8EujMbc3v70Tp0qXl6empoKAgSVfev4ODg7Vjxw5FRESobt26Kly4sMaOHaupU6fm+9zx/D43Cxcu1EMPPaTHH39c/v7+uv/++1W8ePFcR2itVqvWrFmjY8eOacCAAfbw/dFHHyk7O1t33nmnypYtq7Vr12rjxo32qaseHh769ttv5evrq4YNG6pYsWL64IMPtGzZslzTvfPr0ufyUikpKercubOOHz+uJ5980uF0g0mTJslisWjt2rVavXq1SpYsqcaNG6tEiRL204csFovWrFmjOXPmyN/fX/369dOcOXNUu3btfNXXvHlz9evXz/7BQv369bVmzRotXLhQJUuWVP369ZWamqqNGzde8XW8Q4cOCgsL0/z58xUcHKxy5cpp5cqV+v777/N9y60TJ07kO6S//vrrevLJJ/Xoo48qICBAffr00eDBg+2nJUn5f1299Dm4mgULFig5OVmVKlXSo48+qgkTJqht27b5Wja/ChUqJH9/f4fTTNq0aaMlS5Zo+vTpKlq0qNq3b68HHnhAzzzzjMOy+flZXG1MZmamwsPDL3u7t7CwMG3btk1FihRRp06dNGbMGPtzcOmyBw8eVP/+/e23wLuYu7u7VqxYob1796ps2bJq0KCB6tevb//gV7rwOzJt2rQ8b98pSZGRkSpbtuw1PLvAzc/NMONkGgBwsbVr16pcuXKqX7++Q/snn3yiP//8Ux988IHef/99HThwwCHQAreKW2H/btmypd55551c90UGblRt2rTRK6+8ct2nDdwu6tevr4ULF17TfdiBmx1HvAHckvz9/dW1a1dt3LhRhmEoOzvbPl0652hmqVKl8jyfHbgVsH/fnCZNmuRwBP3ixwcffODq8m45zn6+87orCRzFx8fr2LFj+Z7hAdwqOOIN4Ja1efNmvfbaazp48KAyMjLUuHFjzZgxQzVq1HB1aQDygSPeuNls375dQ4YMueztBnHh4ojLli3L9/UkgFsFwRsAAAAAABMx1RwAAAAAABMRvAEAAAAAMBHBGwAAAAAAExG8AQAAAAAwEcEbAAAAAAATEbwBAAAAADARwRsAAAAAABMRvAEAAAAAMBHBGwAAAAAAE/0fhO7MlDswT9gAAAAASUVORK5CYII=","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-315_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-315_torch.float16_lf\n","不是      1302\n","是       1079\n","不重要      538\n","问法错误      46\n","回答正确      35\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-350_torch.float16_lf **********\n","shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-350_torch.float16_lf\n","不是      1309\n","是       1091\n","不重要      522\n","问法错误      43\n","回答正确      35\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["<Figure size 1200x600 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"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}