diff --git "a/competition/00b_InternLM_2.5_Perf_vs_RPP.ipynb" "b/competition/00b_InternLM_2.5_Perf_vs_RPP.ipynb" --- "a/competition/00b_InternLM_2.5_Perf_vs_RPP.ipynb" +++ "b/competition/00b_InternLM_2.5_Perf_vs_RPP.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","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":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 25 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 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_epoch_6_NV4080 3000 non-null object\n"," 6 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_epoch_6_M3 3000 non-null object\n"," 7 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080 3000 non-null object\n"," 8 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_M3 3000 non-null object\n"," 9 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1 3000 non-null object\n"," 10 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0 3000 non-null object\n"," 11 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01 3000 non-null object\n"," 12 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02 3000 non-null object\n"," 13 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03 3000 non-null object\n"," 14 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04 3000 non-null object\n"," 15 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05 3000 non-null object\n"," 16 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06 3000 non-null object\n"," 17 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07 3000 non-null object\n"," 18 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08 3000 non-null object\n"," 19 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09 3000 non-null object\n"," 20 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11 3000 non-null object\n"," 21 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12 3000 non-null object\n"," 22 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1300000000000001 3000 non-null object\n"," 23 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1400000000000001 3000 non-null object\n"," 24 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1500000000000001 3000 non-null object\n","dtypes: object(25)\n","memory usage: 586.1+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(\"results/mgtv-results_merged_model.csv\")\n","df.info()"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_epoch_6_NV4080',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_epoch_6_M3',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_M3',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1300000000000001',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1400000000000001',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1500000000000001']"]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[{"data":{"text/plain":["['llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1300000000000001',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1400000000000001',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1500000000000001']"]},"execution_count":14,"metadata":{},"output_type":"execute_result"}],"source":["columns = df.columns[10:20].to_list()\n","columns.append(df.columns.to_list()[9])\n","columns += df.columns[20:].to_list()\n","columns"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[],"source":["import matplotlib.pyplot as plt\n","from matplotlib import rcParams\n","\n","\n","def plot_value_counts(df, column):\n"," font_family = rcParams[\"font.family\"]\n"," # Set the font to SimHei to support Chinese characters\n"," rcParams[\"font.family\"] = \"STHeiti\"\n"," rcParams[\"axes.unicode_minus\"] = (\n"," False # This is to support the minus sign in Chinese.\n"," )\n","\n"," plt.figure(figsize=(12, 6))\n"," df[column].value_counts().plot(kind=\"bar\")\n"," # add values on top of bars\n"," for i, v in enumerate(df[column].value_counts()):\n"," plt.text(i, v + 0.1, str(v), ha=\"center\")\n"," plt.show()\n","\n"," rcParams[\"font.family\"] = font_family"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08\n","不是 1511\n","是 1076\n","不重要 256\n","是的 66\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09\n","不是 1510\n","是 675\n","是的 465\n","不重要 256\n","问法错误 54\n","回答正确 37\n","重要 2\n","有 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1\n","不是 1502\n","是的 775\n","是 288\n","不重要 254\n","重要 84\n","问法错误 54\n","回答正确 37\n","有 2\n","是小男孩的 2\n","为他的爷爷而哭 1\n","是小男孩 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA+UAAAJuCAYAAADWw6MlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAACwLUlEQVR4nOzdd3QUddvG8Ws32SQbQgdRQzA8Ik0JgqhYKAIKSBEEREEjTVQepEiTJiISQJogoKKgAtKkBHgoKoI0RSyoVBGFSKQIhJbsJptk5/3Dk31ZE4o4yWTh+znHEzMzO9653WTnmvnNb2yGYRgCAAAAAAB5zm51AQAAAAAAXKsI5QAAAAAAWIRQDgAAAACARQjlAAAAAABYhFAOAAAAAIBFCOUAAAAAAFiEUA4AAAAAgEWCrS4gt23fvl2GYcjhcFhdCgAAAADgGpCeni6bzaZq1apdctur/kq5YRgyDMPqMi7JMAx5PJ6AqDVQ0FNz0U/z0VPz0VNz0U/z0VNz0U/z0VNz0U/zBUpP/0kOveqvlGddIa9SpYrFlVycy+XSnj17VK5cOYWHh1tdzlWBnpqLfpqPnpqPnpqLfpqPnpqLfpqPnpqLfpovUHq6Y8eOy972qr9SDgAAAABAfkUoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyE23btk0VK1ZUhQoVNG/evBy3adCggSpUqOD3z7Jly3zrf/nlF3Xo0EG333677r77bg0ZMkSnT5/220dycrJeffVV3XfffapSpYoeffRRrV27Njd/NAAAAABALiCUm6hy5cratGmTqlWrluP6c+fOKTExUatWrdLmzZt9/zRq1EiSdPLkST3zzDO66aabtHjxYs2cOVPHjh1T586dlZ6eLknyeDyKjY3V/v37NXnyZC1fvlzNmzdX3759tWrVqjz7WQEAAAAA/16w1QVcTSIiIhQRESGHw5Hj+j179uj666/XzTffnG2dy+XS//73P1WsWFHDhw/3LZ8yZYqaN2+uxYsX6/HHH9fKlSt18uRJzZkzR+Hh4ZKksmXLKigoSG+88YYefvjh3PnhAAAAAACm40p5Htq9e7cqVap0wfXff/+9WrVq5bcsNDRUbdu29V0F37t3rxo0aOAL5Flq1qyp33//XV6v1/zCAQAAAAC5givleWj37t3asWOH6tWrJ4/Ho1q1aqlfv34qVqyY3G63Tpw4kWNoj4mJ0TvvvCNJGjhwYI77/uWXXxQVFSW7nfMsAAAAABAoCOV5KDo6WvXr19dNN92kpKQkvfPOO3ryySe1ePFinTt3ToZhqGjRotleV6JECZ05c0ZerzfH0H3u3Dm98cYbio2NzYsfAwAAAABgEkJ5HurWrZvf9zVq1FCzZs20dOlS3XvvvZIkm82W7XWGYVxwnx6PRz169NBNN92kJ5980tyCAQAAAAC5irHOFgoJCVGtWrW0Y8cOFSxYUJKyPf5M+mtW9sKFC2e7Su71etW/f3+dPn1aEydOzDHQAwAAAADyL0J5HvB6vUpISPA91ux8KSkpcjgccjqdKlmypPbt25dtmx07dqhixYp+ywzD0JAhQ7R371699957ioiIyLX6AQAAAAC5g1CeB2w2m9q3b6/ly5f7LT958qTWrVunmjVrSpKqV6+uFStW+G3j8Xi0cOFCNWnSxG95XFycvvrqK73//vsqXrx47v4AAAAAAIBcwT3lecBms+m5555TXFycbDabatSood9++01jx45VxYoV1ahRI6Wmpqpp06YaMmSIXn/9dT322GNyu92aPHmywsPD9eijj/r2N3HiRC1ZskTvvPOOgoODdfz4cd+6okWLKjiY/60AAAAAEAhIb3nkySefVFhYmGbOnKlhw4apePHievjhh9WjRw/Z7XbZbDaVLl1a7733niZOnKgWLVooJCREDRo00KhRo3xB+91339Xbb78tSWrfvn22/058fPxFn4UOAAAAAMg/COVXyOs1ZLfnPLHa7Nmzc1zeunVrtW7dOsd1TqdTlStXliS9//77F/zvPvPMM3rmmWdMqRMAAAAAYC1C+RWy220a99F3Sjx2zupSLqh0qYLq2/4Oq8sAAAAAAFwAofxfSDx2Tr/+ccbqMgAAAAAAAYrZ1wEAAAAAsAihHAAAAAAAixDKAQAAAACwCKEcAAAAAACLEMoBAAAAALAIoRwAAAAAAIsQygEAAAAAsAihHAAAAAAAixDKAQAAAACwCKEcAAAAAACLEMoBAAAAALAIoRwAAAAAAIsQygEAAAAAsAihHAAAAAAAixDKAQAAAACwCKEcAAAAAACLEMoBAAAAALAIoRwAAAAAAIsQygEAAAAAsAihHAAAAAAAixDKAQAAAACwCKEcAAAAAACL/ONQPnnyZFWuXFk1atS45Lavv/66zp496/s+OTlZgwYN0l133aXq1aurZ8+e+vPPP/1es379ejVr1kxVqlRRw4YNtXjx4n9aIgAAAAAAAeEfh/IePXro008/veR2n3/+uWbOnOm3rE+fPjp79qxWrlypjRs3KjIyUp06dZLH45Ek/fDDD+rXr5969eql7du3a+zYsZo6daqWL1/+T8sEAAAAACDfy5Xh64cOHdLgwYNlGIZv2Z49e7Rt2zaNGTNGJUuWVEREhPr376+wsDBf6J4+fbpiY2NVv359BQcHKyYmRsOGDdPEiRP99gUAAAAAwNXA9FDu8XjUs2dPderUyW/51q1bVadOHRUoUMBvecuWLbVx40bfNk2aNPFbX6tWLXk8Hv3yyy9mlwoAAAAAgKWCzd7hyJEjdd111+mZZ57R+PHjfcsTExNVpkyZbNtHR0drwYIFOnXqlFJSUhQVFeW33m63KyoqSgkJCSpfvvwV1WQYhlwu1xW9Nic2m01Op9O0/eU2t9t9TY40cLvdfl/x79BP89FT89FTc9FP89FTc9FP89FTc9FP8wVKTw3DkM1mu6xtTQ3lK1as0JYtW7RkyZJsBbjdbkVGRmZ7TZEiReR2u5Wamqrw8HCFhITkuM2/CdXp6enas2fPFb/+75xOpypXrmza/nLbgQMH8v2bNjcdPHjQ6hKuKvTTfPTUfPTUXPTTfPTUXPTTfPTUXPTTfIHQ05yybU5MC+X79+/Xa6+9pvfff1+FChXKtt7pdCotLS3b8tOnT8vpdCosLEzp6ek5nlE4ffq0wsPDr7g2h8OhcuXKXfHr/+5yz3jkF2XLlr1mr5QfPHhQ0dHRATWyIb+in+ajp+ajp+ain+ajp+ain+ajp+ain+YLlJ7u37//src1JZS73W717t1bycnJatu2rd+6++67TwMGDFDp0qW1b9++bK/NamjRokUVGhqqw4cP+11R93q9OnTokKKjo6+4PpvN9q9CfaDLz2/WvOB0Oq/p//9mo5/mo6fmo6fmop/mo6fmop/mo6fmop/my+89/ScXck0J5U6nUytWrMi2vEKFCtqyZYsKFSqkPXv2aMaMGfJ4PH6X8ePj4/XEE09Iku6++259/vnnio2N9a3ftGmTQkNDTb3SDQAAAABAfpArj0TLSaVKlXTrrbdqyJAhSkpKUkpKiiZMmKDU1FQ1a9ZMktS1a1e99dZb2rJlizIyMrRz5069+uqr6tOnT8ANGQcAAAAA4FJMn339YsaPH6+4uDg1bNhQGRkZql27tmbOnCmHwyFJuv322zVy5EiNHj1aBw4cUGRkpLp3757tMWkAAAAAAFwNriiUly5dWt9+++0lt/v555/9vo+IiFBcXJzi4uIu+Jp69eqpXr16V1IWAAAAAAABJc+GrwMAAAAAAH+EcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAs8o9D+eTJk1W5cmXVqFEj27qtW7fq8ccfV7Vq1dSwYUPNmjVLXq/Xt/7YsWN64YUXVK1aNd19990aOnSokpOT/faxaNEiPfTQQ6pSpYoeeeQRffHFF//8pwIAAAAAIAD841Deo0cPffrpp9mWb9iwQX379tV///tfbd26VePGjdPHH3+s6dOnS5IyMzPVtWtXFS9eXBs2bNDq1auVmpqqF154wbePNWvW6I033lBcXJy2b9+ufv36aeDAgdq2bdu/+BEBAAAAAMifTBu+/tZbb6lXr16qVauWQkNDVaVKFY0dO1YffvihJGn9+vVKTk7Wyy+/rEKFCqlYsWKKi4vT/v379dVXX/n20bt3b9WoUUPBwcG6//771b17d02aNMmsMgEAAAAAyDdMC+W33Xabateu7besdOnSOnXqlNLT07V161Y1atRIdvv//ycdDoeaNWumjRs36tSpU9q/f78aNmzot49HHnlEP/74Y7Zh7gAAAAAABDrTQvmQIUN03XXX+S1bs2aNqlatKofDocTERJUpUybb66Kjo3Xw4EH98ccfKlq0qCIiIvzWR0REqGjRovr999/NKhUAAAAAgHwhOLd2vH//fo0dO1bTpk2TJLndbhUpUiTbdkWKFJHb7VZqaqqKFi2a476KFCkil8t1xbUYhvGvXv93NptNTqfTtP3lNrfbLcMwrC4jz7ndbr+v+Hfop/noqfnoqbnop/noqbnop/noqbnop/kCpaeGYchms13WtrkSyo8ePaouXbqoR48euuOOOyRJTqdTaWlp2bY9ffq0nE6nwsLCclyftU14ePgV15Oenq49e/Zc8ev/zul0qnLlyqbtL7cdOHAg379pc9PBgwetLuGqQj/NR0/NR0/NRT/NR0/NRT/NR0/NRT/NFwg9DQkJuaztTA/lSUlJ6tChgx555BG1b9/et7x06dI5DkE/cOCAoqOjVbp0aR05ckQej8ev+HPnzunUqVM5Dn2/XA6HQ+XKlbvi1//d5Z7xyC/Kli17zV4pP3jwoKKjowNqZEN+RT/NR0/NR0/NRT/NR0/NRT/NR0/NRT/NFyg93b9//2Vva2ooP3funDp37qx7771XvXv39ltXs2ZNTZs2Td27d/cty8jI0MqVKzV27FgVKVJE//nPf7Rp0ybVr1/ft82KFStUrVq1bPea/xM2m+1fXWkPdPn5zZoXnE7nNf3/32z003z01Hz01Fz003z01Fz003z01Fz003z5vaf/5EKuaRO9ud1ude3aVeXLl9fQoUOzrX/ggQeUmZmpsWPHKjk5WadOndKQIUNUvnx53X333ZKk559/XiNHjtRPP/2kzMxMffXVV5o6dap69uxpVpkAAAAAAOQbplwp93g86t69u77//nv9+OOPWrFihd/6Dz74QHfddZemT5+u1157TbVq1VJwcLAaNWqkN954w7ddo0aNlJycrL59++rIkSMqW7as4uLiVKNGDTPKBAAAAAAgX7miUF66dGl9++23vu9DQkI0Y8aMS76uVKlSevPNNy+6TevWrdW6desrKQsAAAAAgIBi2vB1AAAAAADwzxDKAQAAAACwCKEcAAAAAACLEMoBAAAAALAIoRwAAAAAAIsQygEAAAAAsAihHAAAAAAAixDKAQAAAACwCKEcAAAAAACLEMoBAAAAALAIoRwAAAAAAIsQygEAAAAAsAihHAAAAAAAixDKAQAAAACwCKEcAAAAAACLEMoBAAAAALAIoRwAAAAAAIsQygEAAAAAsAihHAAAAAAAixDKAQAAAACwCKEcAAAAAACLEMoBAAAAALAIoRwAAAAAAIsQygEAAAAAsAihHAAAAAAAixDKAQAAAACwCKEcAAAAAACLEMoBAAAAALAIoRwAAAAAAIsQygEAAAAAsAihHAAAAAAAixDKAQAAAACwCKEcAAAAAACLEMoBAAAAALAIoRwAAAAAAIsQygEAAAAAsAihHAAAAAAAixDKAQAAAACwCKEcAAAAAACLEMoBAAAAALAIoRwAAAAAAIsQygEAAAAAsAihHAAAAAAAixDKAQAAAACwCKEcAAAAAACLEMoBAAAAALAIoRwAAAAAAIv841A+efJkVa5cWTVq1Mi2bv369WrWrJmqVKmihg0bavHixX7rk5OTNWjQIN11112qXr26evbsqT///PMf7QMAAAAAgKvFPw7lPXr00Keffppt+Q8//KB+/fqpV69e2r59u8aOHaupU6dq+fLlvm369Omjs2fPauXKldq4caMiIyPVqVMneTyey94HAAAAAABXC9OGr0+fPl2xsbGqX7++goODFRMTo2HDhmnixIkyDEN79uzRtm3bNGbMGJUsWVIRERHq37+/wsLCfKH7UvsAAAAAAOBqYloo37p1q5o0aeK3rFatWvJ4PPrll1+0detW1alTRwUKFPDbpmXLltq4ceNl7QMAAAAAgKtJsBk7OXXqlFJSUhQVFeW33G63KyoqSgkJCUpMTFSZMmWyvTY6OloLFiy4rH2UL1/+iuozDEMul+uKXpsTm80mp9Np2v5ym9vtviZHGrjdbr+v+Hfop/noqfnoqbnop/noqbnop/noqbnop/kCpaeGYchms13WtqaE8tTUVIWHhyskJCTbuiJFisjlcsntdisyMjLH9W63+7L2caXS09O1Z8+eK3793zmdTlWuXNm0/eW2AwcO5Ps3bW46ePCg1SVcVein+eip+eipuein+eipuein+eipuein+QKhpzll25yYEsrDwsKUnp6e49mA06dPKzw8XE6nU2lpadlee/r0aTmdzsvax5VyOBwqV67cFb/+7y73jEd+UbZs2Wv2SvnBgwcVHR0dUCMb8iv6aT56aj56ai76aT56ai76aT56ai76ab5A6en+/fsve1tTQnnRokUVGhqqw4cP+10N93q9OnTokKKjo5WYmKh9+/Zle21WQy9nH1fKZrP9q1Af6PLzmzUvOJ3Oa/r/v9nop/noqfnoqbnop/noqbnop/noqbnop/nye0//yYVc0yZ6u/vuu/X555/7Ldu0aZNCQ0NVrlw51axZU5s2bfI9/ixLfHy86tate1n7AAAAAADgamJaKO/ataveeustbdmyRRkZGdq5c6deffVV9enTRzabTZUqVdKtt96qIUOGKCkpSSkpKZowYYJSU1PVrFmzy9oHAAAAAABXE1OGr0vS7bffrpEjR2r06NE6cOCAIiMj1b17d79HnI0fP15xcXFq2LChMjIyVLt2bc2cOVMOh+Oy9wEAAAAAwNXiikJ56dKl9e2332ZbXq9ePdWrV++Cr4uIiFBcXJzi4uIuuM2l9gEAAAAAwNXCtOHrAAAAAADgnyGUAwAAAABgEUI5AAAAAAAWIZQDAAAAAGARQjkAAAAAABYhlAMAAAAAYBFCOQAAAAAAFiGUAwAAAABgEUI5AAAAAAAWIZQDAAAAAGARQjkAAAAAABYhlAMAAAAAYBFCOQAAAAAAFiGUAwAAAABgEUI5AAAAAAAWIZQDAAAAAGARQjkAAAAAABYhlAMAAAAAYBFCOQAAAAAAFiGUAwAAAABgEUI5AAAAAAAWIZQDAAAAAGARQjkAAAAAABYhlAMAAAAAYBFCOQAAAAAAFiGUAwAAAABgEUI5AAAAAAAWIZQDAAAAAGARQjkAAAAAABYhlAMAAAAAYBFCOQAAAAAAFiGUAwAAAABgEUI5AAAAAAAWIZQDAAAAAGARQjkAAAAAABYhlAMAAAAAYBFCOQAAAAAAFiGUAwAAAABgEUI5AAAAAAAWIZQDAAAAAGARQjkAAAAAABYhlAMAAAAAYBFCOQAAAAAAFiGUAwAAAABgEUI5AAAAAAAWIZQDAAAAAGARQjkAAAAAABYJNnuHHo9HkyZN0v/+9z8lJyfr9ttv10svvaRbbrlFkrR+/XpNmDBBBw8e1I033qiuXbuqVatWvtcnJycrLi5Oa9euVUZGhmrVqqXBgwfruuuuM7tUBJinnnpK27Zty3FdbGysChUqpClTpuS4vlKlSlq6dKlsNpskadCgQVq8eLHfNq1bt9bIkSPNLRoAAAAALsL0UD5ixAidO3dOCxcuVNGiRbVhwwZ169ZNixYt0oEDB9SvXz+NGTNGderU0e7du9WrVy85HA41b95cktSnTx85HA6tXLlSTqdT06ZNU6dOnbRkyRKFhISYXS4CyJtvvqn09HS/Zdu3b9eAAQP03HPPKSwsTI8//rhvndvt1k8//aSXX35ZvXv39gVySdqzZ4/i4uJUu3Zt3zKn05n7PwQAAAAAnMf0UL5lyxZNmTJFpUqVkiQ9+OCDmjNnjr755hstWbJEsbGxql+/viQpJiZGw4YN0yuvvKJmzZpp79692rZtmzZv3qwCBQpIkvr3769t27Zp+fLlat26tdnlIoAUKVIk27LZs2erQ4cOKl68uCT53jeS5HK5tGXLFpUvX1516tTxLU9PT9cvv/yiu+66SyVLlsz1ugEAAADgQky/p7xhw4aaMGGCDh06pLS0NC1dulTfffedrr/+em3dulVNmjTx275WrVryeDz65ZdftHXrVtWpU8cvWElSy5YttXHjRrNLRYDbtGmT9u3bp86dO+e4/tSpU1q9erV69Ojht/yXX35RWFiYSpcunRdlAgAAAMAFmX6lvHfv3oqNjVWDBg3++g8EB6tnz56KjIxUSkqKoqKi/La32+2KiopSQkKCEhMTVaZMmWz7jI6O1oIFC664JsMw5HK5rvj1f2ez2QJqqLPb7ZZhGFaXYSrDMDR+/Hh16NBBdrs9x/+/77zzjipUqKAKFSr4rf/hhx+UkZGhxo0b69SpU6pYsaJ69uypihUr5uWPEHDcbrffV/x79NR89NRc9NN89NRc9NN89NRc9NN8gdJTwzD8bp+9GFNDuWEY6t69u0qWLKm1a9eqWLFi+vTTT7V//36lpqYqPDw8x/vCixQpIpfLJbfbrcjIyBzX/5ump6ena8+ePVf8+r9zOp2qXLmyafvLbQcOHMj3b9p/6uuvv9bRo0d1++235/j/9uTJk1q6dKleeeUVHTx40G/d8ePH9eSTT6pMmTLKzMzUli1b1KFDB40YMYKr55fh7/3Ev0dPzUdPzUU/zUdPzUU/zUdPzUU/zRcIPb3cOdFMDeVffPGFEhIStGLFCl8BLVu21IwZM/T2228rPT09xzMGp0+fVnh4uJxOp9LS0rLt9/Tp0//qyrTD4VC5cuWu+PV/d7lnPPKLsmXLXlVXyjMzMzV48GB169ZNVatWzXGbESNGqHbt2oqOjlZ0dLTf+6dSpUp+2z7yyCMaOnSo1q5dqzFjxuRq7YHM7Xbr4MGD2fqJK0dPzUdPzUU/zUdPzUU/zUdPzUU/zRcoPd2/f/9lb2tqKN+/f79q1KiR7YzAHXfcofj4eIWGhurw4cN+V8O9Xq8OHTqk6OhoJSYmat++fdn2m9X0K2Wz2RQeHn7Frw90+fnNeiWWLFkir9erdu3aKTg4+1s4ISFBq1at0vz58+VyueR0Oi/5/79Ro0YaPXr0Nf0+uVyX00/8M/TUfPTUXPTTfPTUXPTTfPTUXPTTfPm9p//kQq6pE71FR0fneEbgp59+UqFChXT33Xfr888/91u3adMmhYaGqly5cqpZs6Y2bdokj8fjt018fLzq1q1rZqkIUB6PR1OmTNELL7yQYyCXpEmTJql58+a66aabsq07cuSIkpOTsy1PSUmRw+EwvV4AAAAAuBhTQ3ndunXl8Xg0cuRIHT9+XC6XSytXrtTkyZPVqVMnde3aVW+99Za2bNmijIwM7dy5U6+++qr69Okjm82mSpUq6dZbb9WQIUOUlJSklJQUTZgwQampqWrWrJmZpSJALViwQBEREWratGmO6/fu3at169bpv//9b47rx44dqxEjRvgtMwxDixYtUs2aNU2vFwAAAAAuxtTh6w6HQ9OnT9fo0aP18MMPy+v1qnz58po8ebLuvfdeSdLIkSM1evRoHThwQJGRkerevbvfY9LGjx+vuLg4NWzYUBkZGapdu7ZmzpzJVUzI7Xbr7bff1muvvXbB4SBvvPGGnnjiCV1//fU5zsjesWNHtW/fXtdff71atGihM2fO6J133tHBgwc1YcKE3P4RAAAAAMCP6Y9EK1mypMaPH3/B9fXq1VO9evUuuD4iIkJxcXGKi4szuzQEuM2bN+umm27SAw88kOP6Y8eOaefOnRo1apSk/3903fkBvkqVKpo5c6beeOMNzZo1SyEhIbrvvvu0YMECXXfddXnycwAAAABAFtNDOXClvF5DdvuFJ0R48MEHVadOnQuuL1WqlNatW+ebaPBCj66rUaOG5syZk2t1AgAAAMDlIpQj37DbbRr30XdKPHbO6lIuqHSpgurb/g6rywAAAABwlSCUI19JPHZOv/5xxuoyAAAAACBPmDr7OgAAAAAAuHyEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACyS66F8wYIF+v3333P7PwMAAAAAQMDJ1VD+448/avz48QoODvZbvn79ejVr1kxVqlRRw4YNtXjxYr/1ycnJGjRokO666y5Vr15dPXv21J9//pmbpQIAAAAAkOdyLZR7PB4NHDhQAwYM0I033uhb/sMPP6hfv37q1auXtm/frrFjx2rq1Klavny5b5s+ffro7NmzWrlypTZu3KjIyEh16tRJHo8nt8oFAAAAACDP5VoonzRpksqUKaNWrVr5LZ8+fbpiY2NVv359BQcHKyYmRsOGDdPEiRNlGIb27Nmjbdu2acyYMSpZsqQiIiLUv39/hYWF+QV3AAAAAAACXa6E8h9//FHx8fF67bXXsq3bunWrmjRp4resVq1a8ng8+uWXX7R161bVqVNHBQoU8NumZcuW2rhxY26UCwAAAACAJUwP5enp6Ro8eLAyMjL08MMPq0mTJtq8ebMk6dSpU0pJSVFUVJR/EXa7oqKilJCQoMTERJUpUybbfqOjo3Xw4EGzywUAAAAAwDLBl97kn5k3b55cLpfefvttVaxYUZ999pl69eqlxYsXKyQkROHh4QoJCcn2uiJFisjlcsntdisyMjLH9W63+4pqMgxDLpfril6bE5vNJqfTadr+cpvb7ZZhGFaXcVH0NP/L+v270t9DZEdPzUdPzUU/zUdPzUU/zUdPzUU/zRcoPTUMQzab7bK2NT2UL1iwQEOHDlW1atUkSc2bN9fevXs1e/Zs/fe//1V6enqOBZ4+fVrh4eFyOp1KS0vLtt/Tp09fcWhLT0/Xnj17rui1OXE6napcubJp+8ttBw4cyPdvWnoaOBixYj56aj56ai76aT56ai76aT56ai76ab5A6GlOF6NzYnoo//3337OFq9tuu03Lli1T0aJFFRoaqsOHD/tdDfd6vTp06JCio6OVmJioffv2ZdvvwYMHFR0dfUU1ORwOlStX7opem5PLPeORX5QtWzbfX9Wlp/mf2+32/R4G0qiG/Iyemo+emot+mo+emot+mo+emot+mi9Qerp///7L3tb0UH7TTTdp7969KlWqlG/Z7t27ffeJ33333fr8888VGxvrW79p0yaFhoaqXLlyysjI0IwZM+TxePzOLMTHx+uJJ564oppsNpvCw8Ov8CcKfPn5zRqoruWeOp3Oa/r3KTfQU/PRU3PRT/PRU3PRT/PRU3PRT/Pl957+k4uOpk/01rlzZ7366qv64YcflJqaqhUrVmjRokW+EN61a1e99dZb2rJlizIyMrRz5069+uqr6tOnj2w2mypVqqRbb71VQ4YMUVJSklJSUjRhwgSlpqaqWbNmZpcLAAAAAIBlTL9S3rJlS2VmZmrgwIE6duyYbr31Vs2cOdM34/rtt9+ukSNHavTo0Tpw4IAiIyPVvXt3v8ekjR8/XnFxcWrYsKEyMjJUu3ZtzZw5Uw6Hw+xyAQAAAACwjOmhXJJat26t1q1bX3B9vXr1VK9evQuuj4iIUFxcnOLi4nKjPAAAAAAA8gXTh68DAAAAAIDLQygHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALJLroTw5OVljxozxfb99+3Y99thjiomJ0QMPPKB3331XhmH41ns8Ho0ZM0b33nuvbr/9dnXu3Fm//fZbbpcJAAAAAECey/VQPmjQICUkJEiSDh06pGeeeUZt2rTRt99+q/fee08rV67U22+/7dt+9OjR2r59uxYsWKCvv/5atWrVUmxsrE6dOpXbpQIAAAAAkKdyNZR/8MEHWrt2re/7WbNmqX79+mrTpo1CQkJ08803a+zYsXrnnXeUnJyspKQkLVy4UGPHjlVUVJRCQ0PVoUMH3XHHHZo1a1ZulgoAAAAAQJ7LtVC+fft2vfXWW+rSpYtv2datW/Xwww/7bXfLLbeoXLly+uabb/Ttt9+qUqVKioqK8tvm0Ucf1YYNG3KrVAAAAAAALBGcGztNSkpS7969NXz4cLlcLu3fv1+SlJiYqDJlymTb/qabblJCQoK8Xu9F118pwzDkcrmu+PV/Z7PZ5HQ6TdtfbnO73X737edH9DT/c7vdfl/x79FT89FTc9FP89FTc9FP89FTc9FP8wVKTw3DkM1mu6xtTQ/lXq9X/fr1U8OGDdWoUSMtWbLEty41NVVFihTJ9pqiRYvK5XLJMIwc1xcpUuRfNT09PV179uy54tf/ndPpVOXKlU3bX247cOBAvn/T0tPAcfDgQatLuOrQU/PRU3PRT/PRU3PRT/PRU3PRT/MFQk9DQkIuazvTQ/m0adPkcrnUr1+/bOvCwsLk8XiyLT916pRKly4tr9ertLS0bOtPnz79r66iOhwOlStX7opf/3eXe8Yjvyhbtmy+v6pLT/M/t9utgwcPKjo6OqBGNeRn9NR89NRc9NN89NRc9NN89NRc9NN8gdLTrNHil8PUUL5161bfTOrVqlWT9NeVc6/XqypVqqhkyZJKSEhQqVKl/F538OBBNWvWTB6PR+vXr8+236ymXymbzabw8PArfn2gy89v1kB1LffU6XRe079PuYGemo+emot+mo+emot+mo+emot+mi+/9/SfXHQ0daK3mjVraufOndq5c6d27NihHTt2aMSIEXrggQe0Y8cO1a9fX59//rnfa3799Vf99ttvuvPOO1WjRg3t3LlTSUlJftvEx8erbt26ZpYKAAAAAIDlcv055eeLjY1VfHy8Vq5cqfT0dB04cED9+vXT888/rwIFCqhYsWJq2bKl+vbtqyNHjsjj8WjOnDn6/vvv9dRTT+VlqQAAAAAA5Lo8DeVRUVF6++239eGHH6p69erq2LGjHn74YXXt2tW3zUsvvaQKFSro0Ucf1Z133qn169frww8/zHECOAAAAAAAAlmuPBLtfI8++qgeffRR3/fVqlXTwoULL7h9SEiIBgwYoAEDBuR2aQAAAAAAWCpPr5QDAAAAAID/RygHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHLgGrdhwwY99thjqlKliu655x4NHTpUZ86c8a3/448/1LNnTz3wwAN6/vnnNWTIEP35559++0hPT9f06dP10EMPqVq1amrbtq02b96c1z8KAAAAEHAI5cA1bM2aNerVq5eaNm2q5cuXa/LkyTpw4IA6dOggj8ejEydOqE2bNipVqpRmzJihgQMHSpLatWsnl8vl28/QoUO1Zs0ajRgxQsuWLVPr1q31wgsv6IsvvrDoJwMAAAACQ7DVBQCwztixY9WrVy/FxsZKksqWLavp06fr4Ycf1po1a3TixAmVLVtWgwYNksvlUlpaml599VU1b95cGzZsUOPGjZWUlKT4+Hh99tlnioqKkiSVKVNGR44c0dy5c1W3bl0Lf0IAAAAgf+NKOXCNSkpKUlJSkho3buy3PDw8XDExMUpISJBhGLLZbH7rbTabbDabgoP//5yeYRjZ9m+z2RQUFJQ7xQMAAABXCUI5cI0qVqyYtm/fruuuu85vuWEY2r9/v8qUKaOmTZvq119/1eTJk+V2u+VyuTRmzBgVLlxYderU8e2nWbNm6tevnw4cOKDMzEytX79eH330kbp06WLFjwYAAAAEDIavA/Azd+5cJScnq2HDhgoLC9OkSZPUsWNHTZs2TZJUoEABLViwQCEhIb7XjBgxQo8//rgaNWqkoKAgZWZmqnfv3rrjjjus+jEAAACAgEAoB+CzefNmjRs3TtOnT1dYWJi+/vprvfDCC+rUqZPuv/9+/fbbb/r555/1+OOP691331W1atWUnJyszp07q1ChQpo+fbpKlSqlHTt2aPLkyTpz5owGDBhg9Y8FAAAA5FuEcgCSpB9++EE9evTQsGHDdOedd8owDL300kvq2bOn2rdvL5fLpeDgYD3yyCMqUqSIRowYoSVLlmjGjBmy2Wx6//33ffeZV6xYUdWrV9cjjzyiFi1aqEKFChb/dAAAAED+xD3lALR371517dpVPXv2VIsWLSRJJ0+e1OHDh9WoUaNs2z/wwAP65ZdfJEk7duxQ/fr1/SZ+k6Sbb75ZUVFR2r9/f67XDwAAAAQqQjlwjfvtt9/UqVMnxcbG6umnn/YtL1SokAoUKKCdO3dme822bdtUtmxZSdKNN96Y4zZHjhxRYmKibzsAAAAA2RHKgWtYYmKiOnbsqPvvv19t27bV8ePHff+kpqbqhRde0IABA7Rw4UIlJCTo999/1/Tp0zVlyhT16dNHktSlSxd9+eWXGjZsmHbs2KFDhw7pk08+UceOHdWgQQNVrlzZ4p8y723YsEGPPfaYqlSponvuuUdDhw7VmTNn/LZp0KCBqlWrpnbt2qlatWqqUKGCli1bdsF9nj17VuPGjcvt0gEAAJDHuKccuEb9+eef6tixo44ePaply5ZlC4T169fXtGnTFBUVpffee09jxoxRRkaGqlSponfeeUc1a9aUJJUpU0ZLly7VxIkT9cILL+jEiROKjIzUo48+qs6dO1vxo1lqzZo1GjhwoHr37q0xY8boxIkTmjRpkjp06OCbtf7cuXNKTEzUkiVLdPToUd1yyy1yOp0qVKjQBfc7ZMgQnvsOAABwFSKUA1cpr9eQ3W674PrrrrtOn3322SX306BBAzVo0OCi25QuXVrjx4//xzVmuVStgWTs2LHq1auXYmNjJUlly5bV9OnT9fDDD2vNmjVq3ry59uzZo+uvv15ly5ZVamqqSpQoofDw8Avuc8GCBfrkk0/08MMP59WPAQAAgDxCKAeuUna7TeM++k6Jx85ZXcpFlS5VUH3bXx3PM09KSlJSUpIaN27stzw8PFwxMTFKSEiQJO3evVuVKlW6rH3u379fo0aNUkxMjOn1AgAAwHqEcuAqlnjsnH7948ylN4QpihUrpu3bt2dbbhiG9u/fr/r160v6K5Tv2LFDTZo0kcvlUu3atTVw4EAVK1bM73VpaWnq3bu3WrdurcKFC+u3337Lk58DAAAAeYeJ3gAgl82dO1fJyclq2LChJCk6OlpDhw7VxIkT9fzzz+vo0aN68skn5Xa7/V43atQoBQcHq3///laUDQAAgDzAlXIAyEWbN2/WuHHjNH36dIWFhUmSunXrJklyuVzKzMxUixYt1LZtWy1dulTt2rWTJK1du1bLli3TkiVLFBISYln9AAAAyF1cKQeAXPLDDz+oR48eGjZsmO68884LbhcSEqJatWppx44dkqSjR49q8ODBGjZsGM95BwAAuMpxpRwAcsHevXvVtWtX9ezZUy1atJAkeb1eHTp0SDfeeKMcDoff9ikpKXI4HMrMzFTfvn11+vRpDR8+XMOHD5ckpaenyzAMVatWTStXrtSNN96Y1z8SAAAAcgGhHABM9ttvv6lTp06KjY3V008/7Vtus9nUvn179e7dW61atfItT0pK0rp16zRs2DBlZmZq5MiR2fY5e/ZsHTp0SIMGDdJ1112XJz8HAAAAch+hHABMlJiYqI4dO+r+++9X27Ztdfz4cd+60NBQPffcc4qLi5PNZtOtt96q7du3a/HixapYsaIaNWoku92um266Kdt+CxcurJMnT+a4DgAAAIGLUA4AJvnzzz/VsWNHHT16VMuWLdOyZcv81tevX1/Tpk1TWFiYZs6cqYSEBBUqVEhNmjTRiy++KLudaT4AAACuNYRyALhMXq8hu912wfXXXXedPvvss0vup3Xr1mrduvU/+m+/8MILl73tpeoEAABA/kEoB4DLZLfbNO6j75R47JzVpVxQ6VIF1bf9HVaXAQAAgMtEKAeAfyDx2Dn9+scZq8sAAADAVYIbGAEAAAAAsAihHAAAAAAAixDKAQAAAACwCKEcAAAAAACLEMoBAAAAALAIoRwAAAAAAIsQygEAAAAAsIjpoTw9PV1TpkzRgw8+qDvuuENPPfWUduzY4Vu/fv16NWvWTFWqVFHDhg21ePFiv9cnJydr0KBBuuuuu1S9enX17NlTf/75p9llAgAAAABguWCzd9ivXz+5XC7NnDlTxYoV06pVq9SpUyctXLhQZ86cUb9+/TRmzBjVqVNHu3fvVq9eveRwONS8eXNJUp8+feRwOLRy5Uo5nU5NmzZNnTp10pIlSxQSEmJ2uQAAAAAAWMbUUH7w4EFt2LBBGzduVMGCBSVJbdq00S+//KKFCxcqISFBsbGxql+/viQpJiZGw4YN0yuvvKJmzZpp79692rZtmzZv3qwCBQpIkvr3769t27Zp+fLlat26tZnlAgAAAABgKVOHr6empqpLly6+QJ4lKipKJ06c0NatW9WkSRO/dbVq1ZLH49Evv/yirVu3qk6dOr5AnqVly5bauHGjmaUCAAAAAGA5U0N5xYoV9d///tdvmWEY+uSTT3TLLbcoJSVFUVFR/gXY7YqKilJCQoISExNVpkyZbPuNjo7WwYMHzSwVAAAAAADLmX5P+d+99dZbSk5OVpMmTfTWW2/leF94kSJF5HK55Ha7FRkZmeN6t9t9xTUYhiGXy3XFr/87m80mp9Np2v5ym9vtlmEYVpdxUfTUXIHWT4memi2/9zO3ZH1W/JvPDPw/+mk+emou+mk+emou+mm+QOmpYRiy2WyXtW2uhvKlS5fqo48+0vz58xUeHq709PQcizt9+rTCw8PldDqVlpaWbT+nT5/+VwfD6enp2rNnzxW//u+cTqcqV65s2v5y24EDB/L9m5aemivQ+inRU7Pl937mNkZXmYt+mo+emot+mo+emot+mi8Qenq5E5XnWij/7LPPNGrUKM2cOdM3ZD00NFSHDx/2uxru9Xp16NAhRUdHKzExUfv27cu2r4MHDyo6OvqKa3E4HCpXrtwVv/7vLveMR35RtmzZfH/FjJ6aK9D6KdFTs+X3fuYWt9vt+8wIpJEN+RX9NB89NRf9NB89NRf9NF+g9HT//v2XvW2uhPItW7Zo0KBBmjZtmm677Tbf8rvvvluff/65YmNjfcs2bdqk0NBQlStXThkZGZoxY4Y8Ho/fWYX4+Hg98cQTV1yPzWZTeHj4Fb8+0OXnN2ugoqfmo6fmutb76XQ6r+m/+2ajn+ajp+ain+ajp+ain+bL7z39Jxd0TJ3oTZK+//579erVS+PGjdOdd97pt65r16566623tGXLFmVkZGjnzp169dVX1adPH9lsNlWqVEm33nqrhgwZoqSkJKWkpGjChAlKTU1Vs2bNzC4VAAAAAABLmXqlfM+ePXr22Wd19uxZPf/8837rIiMj9dlnn2nkyJEaPXq0Dhw4oMjISHXv3t3vMWnjx49XXFycGjZsqIyMDNWuXVszZ86Uw+Ews1QAAAAAACxnaiivVKmSvvnmm4tuU69ePdWrV++C6yMiIhQXF6e4uDgzSwMAAAAAIN8xffg6AAAAAAC4PIRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAAAAAACxCKAcAAAAAwCKEcgAAAAAALEIoBwAAAADAIoRyAAAAAAAsQigHAAAAAMAihHIAQMD59ttv1b59e1WvXl3169fXm2++KY/Hc8Htz549q3HjxuVhhQAAAJeHUA4ACChfffWVnnnmGTVv3lzx8fEaPXq0vvjiC/Xv3/+CrxkyZIj++OOPPKwSAADg8hDKAQAB5cMPP1SHDh3Utm1blSlTRnfeeafeeOMNrV69WklJSdm2X7BggT755BMLKgUAALg0QjkAIKAYhiGbzea3zGazyW63y273/1jbv3+/Ro0apZiYmLwsEQAA4LIRygEAAeXJJ5/UBx98oE8++UQZGRk6dOiQBgwYoHbt2qlIkSK+7dLS0tS7d2+1bt1atWvXtq5gAACAiyCUAwACSq1atdS1a1f16NFDMTExatCggdxut3r37u233ahRoxQcHHzRe80BAACsRigHAASUd999V7Nnz9bLL7+sxYsXa8aMGSpatKjatGnju6d8/fr1WrZsmSZMmKCQkBCLKwYAALiwYKsLAADgch08eFCTJk3SokWLVLFiRd/ye++9V08//bQ++OAD3XXXXRo+fLiGDRumsmXLWlgtAADApRHKAQABY/fu3SpTpoxfIJcku92uWrVqafPmzfrmm2905swZDR8+XMOHD5ckpaenyzAMVatWTStXrtSNN95oRfkAAADZEMoBAAHjxhtv1OHDh5WUlKRixYr5rfv2228VFRWltm3b6uabb5bT6fStmz17tg4dOqRBgwbpuuuuy+uyA8KRI0dUt27dbMvffPPNHLf/6aeftG/fPrVu3TqXKwMA4OpGKAcABIzbb79dNWvWVKdOndSjRw/dcsstOnnypObMmaMdO3boo48+0qlTp1SmTBmFh4f7Xle4cGGdPHlSN910k4XV52+7d+9WuXLl9MEHH/iWud1uHTt2LNu2ycnJevHFF9W5c+c8rBAAgKsToRwAEFDefPNNzZo1SxMnTtTvv/8up9Ope++9VwsXLlTx4sV16tQpq0sMSHv27NGtt96qkiVL+pa5XC4dP34827bDhg3ToUOH8rI8AACuWoRyAEBAcTgc6ty5c45Xad1ut5xOp2w2m9/yF154Ia/KC1i7du3S3XfffcntFi9erI0bNyo6Ojr3iwIA4BrAI9EAAJbweg3T9+l0OlW5cmW/+8nNkBu15jd79uzR3Llzdf/99+vBBx/UlClTlJGR4bfNgQMH9Nprr2nkyJHcmw8AgEm4Ug4AsITdbtO4j75T4rFzVpdyUaVLFVTf9ndYXUauSk1NVcOGDVWrVi2VLFlSv/76q8aPH6+DBw/qiSeekCR5PB69+OKLeuSRR/TQQw9p9uzZFledv61du1bTpk3TgQMHdP3116tDhw5q27atJGnRokVasmRJjq+rVKmSli5dmm20BwDg6kUoBwBYJvHYOf36xxmry7jmhYWFaeDAgb7vK1SooEqVKqlp06aqXbu2KlWqpLFjxyozM9NvO+Tsiy++UO/evTVo0CDdf//92rt3r1555RWdOHFCHTt2VNOmTfX888/7jehITk5Wq1at1Lt3bwI5AFxjCOUAACCbsmXLqmzZsvr1118VGhqqRYsWadGiRQoNDbW6tHxvypQpeuaZZ3yjDKKionT69GlNmDBBHTt2VFhYmEqUKOH3hIB58+apUqVKqlOnjlVlAwAsQigHAOAa5nK5lJSUpNKlS+e4Ljg4WC+//LLS0tL8nkmempqqH374QXPmzNHKlSvzsuR8b8GCBQoKCvJb5nA4lJmZmeP2SUlJ+uCDD/Tuu+/mRXkAgHyGUA4AwDXs6NGjevjhh/Xpp5+qTJkyvuVfffWVjh07pltuuUUffvhhtsnz+vbtq7p166pFixZ5XHH+d34g93g8+vLLLzV27Fi1a9cux+3feecd1ahRQ3fccXXPXQAAyBmhHACAa9h//vMfPfTQQ3r++ec1cOBAlS5dWtu2bdPYsWPVuXNnlSxZUmXKlPEbai39dR96sWLFFBkZaVHl+d+5c+d05513yjAMlS9fXl26dMm2zdGjRzV//nzNnz/fggoBAPkBj0QDAOAaN2bMGD3wwAMaOnSomjZtqtmzZ6tfv36+yciYeOzKFChQQIsWLdK4ceMUHh6uJ554QsnJyX7bTJ06VfXr11elSpUsqhIAYDWulAMAcJXweg3Z7f88QDudTvXt21d9+/bNtq5y5co5vubfPBLtSusMNHa7Xbfddptuu+02NWzYUI8//rgWLVqku+++W5KUkJCg5cuXa9myZRZXCgCwEqEcAICrRCA8+/1qf+57UlKSjh49mu1kRkhIiGrUqKEDBw74QvmkSZPUvHlzRUdHW1ApACC/IJQDAHAV4dnv1kpNTdVjjz2m1atXKyoqyrc8IyND27ZtU+PGjSVJ+/bt07p167RmzRqrSgUA5BOEcgAAAJPceOONatOmjZ599ln1799f5cqV09GjR/X2228rMzNTrVu31sGDBzV16lQ98cQTuv76660uOWBt2LBBb775pvbu3auIiAg9+OCD6tu3rwoXLmx1aQGLngLWYKI3AAAAEw0ePFiPPvqoRo8ercaNG6t3796Kjo7W3LlzFR4eLpfLpT179qhr165Wlxqw1qxZo169eqlRo0YaPXq0xo4dqwMHDqhDhw7yeDxWlxeQ6Kn5tm3bpurVq6tdu3b6+OOPrS7nqnC19pRQDgAAkAOv17ii1wUHB6tLly5as2aNduzYoU2bNmnIkCEqWLCgnE6natWqpXXr1qlo0aKW1xqoxo4dq169eqldu3a64YYbdMcdd2j69Ok6deoUtwRcIXpqvsqVK+vTTz/VLbfcYnUpV42rtacMXwcAAMhBIEycJ139k+f9XVJSkpKSknz352cJDw9XTEyMEhISLKoscNHT3BERESG73a7gYCKXWa7Wnl5dPw0AAICJmDgv/ylWrJi2b98uSXK5XL7lhmFo//79ql+/vlWlBSx6CliL4esAAAAIeHPnzlVycrIaNmxodSlXDXoK5A2ulAMAACCgffXVVxo3bpymT5+usLAwq8u5KtBTIO9wpRwAAAAB65dfflG/fv00bNgw3XnnnVaXc1Wgp0Deypeh3OPxaMyYMbr33nt1++23q3Pnzvrtt9+sLgsAAAD5yM8//6zXX39d3bp1U4sWLawu56pAT4G8ly9D+ejRo7V9+3YtWLBAX3/9tWrVqqXY2FidOnXK6tIAAACQD/z222/q1q2bGjdurHbt2lldzlWBngLWyHehPCkpSQsXLtTYsWMVFRWl0NBQdejQQXfccYdmzZpldXkAAACwWGJiojp27Kh77rlH9erV04kTJ3T8+HEdP35cZ8+etbq8gERPAevku4nevv32W1WqVElRUVF+yx999FFNmjRJPXv2tKgyAAAAWO3PP/9Ux44ddfToUa1cuVIrV670W1+/fn1NmzbNouoCEz0FrGUzDMOwuojzzZw5U7t27dL48eP9lh88eFCtWrXSd99994/29/3338swDDkcDjPLlM1m05lkjzIyvabu10zBQXYVjghRPvtffEH01FyB0E+JnpqNfpqPnpqLfpovkHpqNsMwlJmZqaCgINlsNqvLuSrQU3MZhqFhw4bpvvvu49FyJgmUnqanp8tms6l69eqX3DbfXSl3u90qUqRItuVFihSR2+3+x/vL+mOSG39UCkeEmL7P3BBIf1DpqbkCpZ8SPTUb/TQfPTUX/TRfoPTUTDabTXZ7vrsbM6DRU3PZbDaNGDHC6jKuKoHSU5vNdtl/l/NdKHc6nUpLS8u2/PTp03I6nf94f9WqVTOjLAAAAAAATJfvToOVLl1aCQkJ2ZYfPHhQ0dHReV8QAAAAAAC5JN+F8ho1amjnzp1KSkryWx4fH6+6detaUxQAAAAAALkg34XyYsWKqWXLlurbt6+OHDkij8ejOXPm6Pvvv9dTTz1ldXkAAAAAAJgm382+Lkkej0cTJ05UfHy8XC6XatSooSFDhqhs2bJWlwYAAAAAgGnyZSgHAAAAAOBakO+GrwMAAAAAcK0glAMAAAAAYBFCOQAAAAAAFiGUAwAAAABgEUI5AAAAAAAWIZQDAAAAAGARQjkAAAAAABYhlAMAAAAAYBFCOQAAAPI1j8ejd999V8eOHbO6FAAwHaEcwGXJzMzUhg0b5HK5/JYnJydbVNHVwev16vDhwzIMw+pSACDfstlsmjBhgk6ePGl1KVcVPnuQ33k8Hn3zzTfKzMy8rG0DVbDVBeAv6enpmjhxojp37qzixYv7lh84cEAul0uVK1eWzWazsML87+TJk0pMTFRERIQKFCggp9Op8PBwORwOq0u7Kni9Xj333HNavXq1oqOjfcu//PJLDRw4UBs2bFBERIR1BeZTHo9HPXr00Kuvvqrrrrsu2/pTp06pfv362rRpk0qUKCFJOnv2rAoVKpTXpQaE9PR0zZkzR48++qgKFy6cbf3Jkyf12GOPaeHChX5/S3HlMjMzdfr0afoJSzkcDjkcDoWFhen06dOKj49XgQIFcjw2CgkJUc2aNXP8mwt/X3zxhXr27KmCBQsqPDzcd+x0/nHUDTfcoC5duqhgwYJWl4trkMvlUmxsrL7//ns5nU7f8hUrVqhZs2a+7w8fPqynn35ab775pipWrGhFqf8KoTyfCAoK0vvvv68nnnjC78Dn4MGD6tatm7Zt28Yfw0vYvXu3unbtmm15UFCQwsPDFR4erhtvvFEvv/xyQP6y5iWPx6OQkBDf98nJyYqIiJDNZlNYWJiOHz+uoUOHatq0aSpRooRcLpe8Xq+FFedfISEh2rhxo0JCQpSZman58+crODhYGRkZat++vcLDw2UYht8HzfPPP686derk+H6+1gUFBen1119X8+bNZRiG9u/fr+DgYGVmZqpcuXIKDQ3VH3/84ff+HTp0qGrVqqWHHnrIwsoDS3p6un744Qfddttt+uWXX9S2bVv9+OOPCgkJ0d69ezVy5Ei9/PLLuuWWW6wuNSCcPHlS/fv3v2CItNlsKlWqlAYMGCC7nUGMF+JwOBQSEqL09HSNHj3adyLz5MmTKl68uO/r6dOnVbNmTb333nsWV5z/ZZ0A7t27t9xut1wul98/Z8+e1cyZM3XkyBG9/vrrFlcbuM6ePatRo0apX79+KlasmCQpPj5eKSkpevTRR/2OAeDv/OOkVatWqW7dujp37pwGDRqkL774QqNGjVJmZqa6deum0NBQFS1a1OqSrwihPI9lZGToq6++UlhYmKS/hg0lJyfrgQceUFBQkEJCQnT48GE1bdpU33zzjYoXLy7DMBhedBkKFiyosLAwLV++3PdhkvUBk5KSojNnzmj69OkaM2aM3n//favLzbc8Ho9iYmJ8B46GYSgoKEi7du3yHRAFBwdr48aNstvtCg8PlyRGclxE1okhSRo1apSqVaum7du3q3379nI6nX7rjxw5ou+//14vvPCClSXnW3a7XUFBQYqIiFBGRobvLLndbtfu3btVoEABSfId4CQnJ2vZsmWqVq2aZTXndykpKerYsaNCQ0Nlt9uVlpam4cOHKzY2VmvWrFHBggVls9l8JzqmT5+u3bt3M5rjEgzD0NSpU9WpUydFRETom2++0fDhwzV8+HANGzZMhmFo+PDh6tWrlwoVKqRJkybpwQcfVI0aNawuPd+y2+0KDg72XaTYvHmzJKlSpUravHmzKlasqA0bNmjFihUaPny4DMPgs+kSgoODFRwcrNatW/st93q9vhNEAwYM0IYNG6woL6BkZmaqWbNmCgsLk81mk8fj0dy5c1WwYEF5vV7Fx8erV69evu1Xr16tH374QW3atLGu6ADgcDgUHPxXZH3zzTc1Y8YMTZs2TTNmzFC/fv3UtWtXFSpUSJmZmZo7d27AfjZxOjaP2e12PfPMM+rcubNiY2PVpUsX9ejRQzabTcHBwXI4HCpcuLBSU1MVFBSk0NBQ2Ww2zpxfRNb9IzabTTabTVFRUapQoYKqVaumqlWrqlq1anrkkUcUGxurBx54QD/88IO1BedzISEhcjqdmj9/viIiIrRgwQLf6I2goCAFBQXJ6XT63pNZtwecf2US/oKDgxUSEqKgoCAVL15cs2fP9hvqHxISookTJyotLU2ffvqpqlSpopo1a1pYcf6WdXLI4XCoZMmS2rt3r+8g3Wazyel0auvWrZKkdevWqUSJEnrkkUesLDlfczgc+umnn3TLLbeocuXK2rNnj5xOpwzDUHh4uMLCwny/5x9//LE++eQTjRo1SqVKlbK48vzNZrPpww8/VIMGDbRw4UI5HA61bNnS9/XRRx+V3W5Xo0aN1KpVK7344ot+twYhZ3a7XQ6H44Jh22az6bbbbtO8efMI5BfxwQcfaO3atdlGue3du1ddunTRtGnTfMuKFSumdu3a5XWJAScoKEhHjhxRq1at1LJlSyUkJOjEiRPq0aOH0tLSZBiGQkNDJUmHDh3Sli1b1KxZM46fLiAzM1MrV67U1q1bFRQUJEmaPXu2brrpJrVu3VoFCxbU0qVLdeLECa1bt07Tpk0L2EAucaU8z9ntdhUqVEjbtm1TzZo1tXXrVtWrV8+3Ljg4WGFhYb43X9aZoaxfYmQ3fvx4GYahKlWq+Jalp6drwYIFmjZtmurUqaNRo0ZJkipUqKAmTZpYVWrACA0NVdWqVRUcHKyqVav63n9ZVymDg4N9oTw9Pd13Agk5s9vt2rJli7xerzIyMrR582a/0S9ZIxFiY2OVmZmptm3bWlht/me325WRkSHDMORwOOTxePxOXNrtdr300ktq1KiRjh07platWvn+piK7rAPCHj16qEiRIlq8eLHv9zkkJMR30D5x4kTNmzdP48eP51aAyxQaGqo33nhD48aNU1pamp555hm53W4988wzkv76+9m/f3+FhYXJ4/GoRYsW1hacTx0/flwlS5aU9P+fQxcbQViuXLm8Ki1g/fTTTxo9erTvCuOxY8d0/PhxtWnTRtWqVdN//vMf37Z9+vTxHY/i4hwOh9q3by9JmjBhgs6cOaN169apUaNGvgtwGRkZeuWVV1SsWDH16NHD4orzr+3bt+ull15Snz595PV6tXr1alWtWlVjx47Vbbfdpo4dO+qDDz7QjBkz9OSTT2rSpEkaN26c1WVfMX7DLJB1cJh1BjfrD11QUJDvwyZrncfj8U1ugpyFh4dr/vz5mjVrloKDg/XJJ5+odOnSmjhxop566ik9+uijvm2ffPJJCysNHH+/upD1vc1m0//+9z+FhYX5hmIdOnQoYO/fySt2u13Tpk3z3a4ybdo0vxlC7Xa7ZsyYoZEjR2revHlq3LixhdXmf3a7XTExMb7vY2Ji/K40BAUFac2aNXruuee0fft2DRo0yIoyA875v/dZn1OjR49WkSJFlJaWptOnT2vZsmW64YYbrCoxYMTHx2vXrl2SpBo1amj+/Pm6/fbb9fDDD+ubb77Rww8/LMMw9PXXX+uBBx5Q4cKFdfr0aWuLzseee+451atXT16vl6vfJpkwYYKee+45rVu3TkuXLlXDhg3Vv39/vfvuu7r//vv9tiWQX76MjAylpqb6TmbGxMTok08+0Y033qg+ffro3Llz6tevn37++eeAv7Kb26pXr67Vq1frxhtv1NixY7Vx40aNHDlSb775pgoUKKAuXbqoa9euWrZsmd5++221atVKy5cvV/Pmza0u/YrwW5YPnP8B88orr8jhcCgjI0MDBw7UqVOnmD30Enr27KmePXvq+++/16JFi9SnTx89/fTT+uyzz3yTaeDfOf89+s4778hms+m6667T5MmT5XK5VKFCBQury/9sNps++ugjSVL9+vU1d+5c3X///Tp79qx++eUX33Z33XWXZs+ere+++0516tSxqtyAsHPnThmGoYYNG+qTTz5R3bp1lZmZqTNnzkiSIiIi9Pzzz+uZZ55RSkqKxdUGhvOvPGb9+59//qm9e/dKklatWqXrr79ezz33HMHoEsLCwrR161adPHlSv/76q2666SbZ7Xa1bNlSo0aNUsuWLSVJr732mho3bsyJjovwer0qUqSI3n77bWVkZGjWrFm+kQb4d8qXL6/y5cura9euWrx4sZxOZ7ZAnuX8e8yRM8Mw5Ha7Va1aNd98BmfOnFFkZKSkv44F2rRpoxo1amjx4sXcAnQJdrtdpUuX9p3kiIuL05o1a3y3A7Rr1067du3SgAEDNH36dD333HMaO3asHnroId/cXYGEUJ4P5HQglHX/48mTJ1W5cmVL6go0lSpVUtu2bVWrVi253W4lJSUpKSnJbxuXy6WMjAxVr17doioD0/n3nC1fvtzvSQADBw4klF+CYRjavXu3DMNQenq6du3apYyMDM2dO1dTpkzxHehs3bpVt9xyiz7++GNC+UXYbDa/4ejBwcEyDEPx8fGaOnWq0tPTJUnffvutihQpotmzZ2v48OFWlZvvZR08nh+0s3o4btw4paamqlGjRoqLi9OIESO0Z88eTZ482apyA0KjRo3UqFEjLVq0SO3atVPHjh3lcrlUvXp131fpr8+kzp07q379+urUqROjjnKQNZIoOTlZtWrV0uLFi7VgwQLZbDZNnTrVd9w0ZcoUSdLUqVN97+Xu3btbVneg+OOPP9S4cWPfJJkjR47Mto3b7VaJEiW0du3avC4v4KxYsUIFChSQ1+uV2+3Wt99+q4EDB/puB2jZsqW6devGbOv/gMvlkmEYcrlcaty4sSIjIzV48GC5XC698soratSokVavXq0OHTro/fff1+LFi323EAQSQnk+cH4of+WVV/wCT+fOnfXggw9aUVbAOXv2rB5//HFJ/3+QeX5vs76PjIzU559/blWZAeHvE79kZmb6lhuG4bu/b/fu3dq8ebMGDhxoRZkBpW/fvjIMQ0lJSerbt69SU1PVtWtXVaxYUS+88IJ69uypn3/+WS+++KIGDBjAVYmLMAzDF2pSU1NVrVo1eb1e3X777WrYsKFmz56tjz76SF9//bWeeeYZzZgxg1B+ER6PR4Zh6Nlnn1VQUJBcLpeSk5N96zIyMpSZmakHH3xQlStXVtu2bTV58mTuhbyEc+fOKTg4WG+88YZ++eUX360/WYEx6/nvu3bt0qJFi7R06VLNnj1bZcuWtbjy/Clrcsx58+bp66+/1uTJkzVlyhQVKlRIMTEx2rRpk6pWrarNmzfL7Xbr3LlzhPKLOHfunAoWLKiIiAh5PB7fbPWDBg3S8OHDFRIS4vd9kSJFrC4537PZbFqyZIlvIkKPx6MaNWqoQ4cOSk1N1Y4dOzRv3jwtWbJEcXFxnHy/TO+++64GDRrkO3EUExOjt956y/e442effVZbtmxR48aN1bRpU7+JdAMJodwCWQHn799nBZ5t27apSpUq+uSTT3Ts2DEmJruEn376SRUrVvQ9x3DdunXyer1q0KCBVq5cqbCwMBmG4fs+UH9Z81JycrJiY2N17tw5xcbG+kYcZE1U1r9/fzkcDiUkJGjUqFHcE3UJhmFo1apVkqR69epp9erVuueee2S321W3bl0FBwfr+uuv19atW/XQQw9pyJAh2rdvnypWrGhx5fmTYRj67LPP5PV61aZNGy1atEhNmzbVzTffrAEDBmj+/PlasWKF9u7dq5kzZ2ry5Mk6dOiQoqKirC49Xzo/kNtsNtWoUUMOh0MVK1aUx+NRWlqab2K9yMhIDR8+XD179lSTJk108803W11+vuVyuTRo0CDt2LFD99xzjyTp5Zdfzvas8tTUVLVp00b79u3z3X6BnGWN4GjdurUaNWqk0aNHKz4+XrGxsRwr/UPDhw/XqVOndP/998tms/luqRg8eLCaN2/uu5L79+9xcUuXLlXVqlUVFBSkr776Sm3btvVN6Pz+++9r5cqViouL03//+19NnTqVYH4ZtmzZosTERJUuXdrXy/79+6tmzZrq0aOH74KcJPXq1cvv4mYgIZTnMa/Xq7Nnz6pSpUoyDEOVKlXyrcvMzFR6erpGjBihpKQkGYahBQsWcLXsEqZPn66vv/5ad911l2w2m2688UZJ8v171gfJ379HztLT0xUbG6vQ0FDf1chbb71VGRkZysjIUHp6upo2baqVK1cqMTFRX3zxhapVq+Y7g4nsvF6v78p3SkqKNmzY4Du4lOSbQyLroLJo0aLav38/ofwCDMPwPaYvMzNTBQoU8BsVk5mZqVmzZmnhwoUKCwtTsWLF9PPPPxPKLyAsLEy9e/fONjojPj5e0l/3lXfv3l2bNm3SF198oZdeekk1atQgQF5CeHi4QkND/W61+OGHH7IdhM+bN09vvPGGhg4dyr36F5H1GZQ1R0RERIRee+01Va1aVYMGDZLD4eCpAP9A+fLl9eOPP2rhwoXZ1l1osldcmsPh0MSJE+V0OvXQQw/5TZKXmZmpQoUKafz48erUqZP69++vNWvWcNvKJdjtdnXu3FmvvfaaFi1aJKfTqdTUVM2ZM0cJCQl+2xYvXlw9evQIyAtwhPI85vV69fbbb/s9Pio1NVWZmZm+D5y33npLK1as0KxZs9SjRw+NGjWKg/OLeOyxx3TnnXdq3759kv569mPWAXpiYqLfZA9Z33NwfmEOh0MDBgzIcV3We7RVq1Zq1aqVvv/+e7300kvatGmTZs2axaQlF5Ceni63262QkBAVLVpU48eP9w0FNAxDGRkZ8ng8vhnFCxcurMTERAsrzt/S09OVmpqq4OBgHT9+XNWqVfM7aMzIyJDdbvc9baFIkSI6dOiQVeUGhK+//lqvvvqq4uLiVLhwYR08eFDh4eG+vt599906efKkPvnkE+3fv19vvPEGE2legt1ul9vt1gMPPKDbbrtN9957r0qVKqUXXnjBb7v33ntP9erVU3p6Os8rvoj09HTdeeed2S5UtGnTRmFhYTp79qxFlQWmrl27SvrrcXO1atVS3bp1Jck3gWbW7/7533/xxRcWVRtYzn9iTZaMjAzfV6fTqSFDhqhFixaaPn36BY+58P/uuecePf3001q0aJE8Ho8qVKig+fPn6/Dhw3rggQck/ZWx3nnnHZUuXVqxsbEWV/zPEcrzWHBwsO8P3/nOPzCPiorS888/r6eeekoDBw7U448/rlWrVvmuAMNf7dq1Vbt2bR09elSLFy/2nSk3DEPNmjXz+2DJ+n7Pnj1WlhyQ0tLSVLx4cd8Hi/TX4yoWLFigMWPG8JSAC8gaXXD69GlFRkZqzZo1fuuzJjBJTU31HZA3bdo0x78T+Ov32OPx6MyZMypVqpQ2b94sh8Mhl8slSb5ZWlNTU31nysuXL89khBexe/duPf3007r99ttls9m0Y8cO9evX74Lbnzx5Ul27dtX8+fN5VNJFpKeny+Fw6JVXXtH333+vWbNm6cCBA6patarfdoZhqEqVKnw2XYLT6dTs2bNzXNesWbM8rubqERISoqFDh170hFBqaqrOnTuXh1UFrtTUVNWoUUOSfBfcpL+OobLuM5f++lyqX7++Fi1apN69e3NC7iLS09OVlpamiIgIdejQwbf83LlzWrJkiWJjY30X4LZs2RKwj5G2GeeP+YNlPB6PXnrpJQ0YMMDvaqPX69XSpUvVqlUrC6sLDGlpafr999/9RiH8XdbkL1l/MIG8cOrUKRUuXDjHW1E8Ho+WLVumZs2aBeQjPPJaZmam1q5dq/vvvz/HWyZcLpeGDRuml19+OWDvK7PCxo0bVbt2bUnS//73P3300Uf68MMPs22XkZGhn3/+WU6nkxFcl3Do0CE1bdpUX331lcLDwyX99YSF8ePH6+TJk+rRo4ceeughGYah5ORknT17VrfccovFVQP4N7788kvfhI6pqamKiYlRgQIFdPLkSd133336/PPPfY9IW7VqlUaMGKF58+YpOjra2sLzsa1bt6p8+fLZRmclJCRo165dql+/vu/YP5AnySWUW+DkyZNau3atHnnkkRwPwpmQCAAuLjMzUytWrFDTpk0verU2NTVV+/bt02233RawH9R5bffu3dqxY4fatm1rdSlXJa/Xq3nz5umOO+7gxAYs5fF49OOPP6p69ep+cx9caFuu5l45r9erI0eO6IYbbvB9Frndbp09e5Zb/yBJ4gjFAidOnNArr7wit9udbd2KFSvUpEkTffPNNxZUdvXIzMzUhg0bfENas2Q95gfIa+np6Ro4cKDS0tIuul1SUpLeffddv4ngkJ3NZtPAgQN1qfPKR44cUdu2bX1DBnFplStX1mOPPabTp09bXcpVyW63q3379gRyWM7lcik2Njbb38cVK1b4fX/48GE1adJEe/fuzcvyrip2u12RkZF+J4edTieBHD6Ecgtkzf7996vk8fHxGjBggCpXrqz//Oc/VpR21fB6vXruuef0559/+i3/8ssvdccddxDOkeccDoeWLVt2wXudDMPQ6dOnlZycrAkTJuRxdYHlm2++kd1uV1hYmBwOhz766CMtXrxYS5Ys0bx58/TBBx/o6NGjfo/x4daASzt79qxvxvXk5GTdc8898nq91hZ1DTh27Jgefvhh7dy50+pScI3JepSs0+nUqlWr5HK5dOzYMQ0aNEh9+vSRx+OR2+1Wt27dFBoayizhl+Ho0aOaMGECEw+axO12a8WKFfriiy+0YcMGbdiwQV988YVWrVql5ORkDR06VFOmTNGiRYu0a9cuq8v9V5ihxQJZw3/OH3K5du1a37MgX331VYYI/QN/H1KVnJysiIgI2Ww2hYWF6fjx4xo6dKimTZumEiVKyOVycaCJPON2u7VgwQJ16NBB4eHhstvtvkldbDab0tLS5PF4NHDgQDVs2FDr1q2T3W4P2IlKctuUKVP05Zdfau7cub57xt944w3dcMMN+v3333XzzTdr3759atGihRITE+V0Ovl7eplSUlI0YsQItWjRQhEREQoKCtLRo0c1fPhwv/ejx+NRaGio3nzzTQurzf9++ukndevWTbNmzfKdaP/tt9+0YcMGPfXUU75jgPDwcP32229WloprlMPh8L0P33zzTc2YMUPTpk3TjBkz1K9fP3Xt2lWFChVSZmam5s6dq0KFCllccf539uxZvfvuu+rQoYNSUlI0b968C34GBQcH684772QuiYtIS0tT//79dcMNN+jo0aO6/vrrZRiGjh07pu3bt+vjjz9WTEyMTpw4oSNHjujBBx/U5MmTrS77ihDKLZD1BzDr6/Hjx/Xiiy+qUaNGGj16tJWlBZysx0idP8N6UFCQdu3aJYfDoZCQEAUHB2vjxo2y2+2+yXZ45ibyyuuvv66ff/5ZHTp08IXIL7/8Ug0bNtRnn32mFi1aaMGCBSpcuLDCw8MVHh5OiLyI8yd3y7oKHhoaqrfeekvPPfecFi9erNq1a/t66XA4Lnmv5LXu0KFDGjNmjEJDQ5WRkaGBAwdK+uuA3ePxaM+ePerWrZsmTZqkF198UcOGDdO4ceMsrjr/Cw0N1YkTJ/wmH01KStLrr7/u97ierPWciENeyczM1Jo1a1SsWDHf38fZs2crLi5OrVu31vTp07V06VLFxsbq22+/1erVqwnklylrVFZ4eLgyMjI0btw4lShRIsdtk5OTVbhwYW3YsCEvSwwoYWFhcjqdWrdunapVq6Z169bp7NmzuvfeexUaGqrg4GCNHz9eUVFRmj17tsaMGaO0tLSLTvqcXzF83QJ2u12GYWj37t2SpJIlS2rQoEF6/fXXLa4s8ISEhMjpdGr+/PmKiIjQggULVLx4cUlSUFCQgoKC5HQ6fffwZB30EHqQVypUqOC77znrQyI0NFTPPvusSpQooQEDBqhQoUIKCwvzfcAwIdmFlStXznf/Y9aJTYfD4XeizeFw+P4JCgrisV2XYBiGbrzxRpUqVUrBwcGKjIz0PYLTbrercOHCevTRRxUeHq42bdrIZrPp4Ycftrjq/C9rBuask0eSVLhwYUnyO1GU9bnEySPkle3bt+ull17Szz//LK/Xq9WrV8vj8Wjs2LE6ceKEOnbsqD///FMzZszQDTfcoEmTJlldcsDIOr4MCQnxfeZv2LBBmzdvzvbP0qVLdezYMR07dszKkvO1nE5W2mw23/Lz10dFRalAgQIBOx8KRyoWyDp4bNOmjZo3b66aNWsqLCws28Qa0l+TQ507d06dOnXK6zIDRmhoqKpWrarg4GBVrVrV90fQbrf7DsizQk56erqCgoIC8gwaAtPNN9/sm9zt/FEyOYXIkJAQQuQlREZG6syZMzp8+LAyMzN1+PBhGYaho0ePKiMjQ4cPH5bNZtORI0dkGIaOHDnCyJhLKFOmjAYNGqRz585p1apV6t69uyRp5syZ9O5fyDpYPP/3OafgndVjeo28Ur16da1evVo33nijxo4dq40bN2rkyJF68803VaBAAXXp0kVdu3bVsmXL9Pbbb6tVq1Zavny5mjdvbnXp+V7W77jdbpfNZpPNZrvgifYiRYpo7ty5TPZ2ERc6WZm1/Pz15cuX16ZNmwL2whtHfhaaNGmSxowZo2XLlknSBWcRttlshPKL+PuBzPkHOP/73/8UFhYmr9er+Ph4HTp0iIlKkKduuOEG/fnnn4qPj1dycrLi4+Pldrv1ySef6Ny5c77vs74uW7aMg/OLKFmypA4dOqT69evLMAzVq1dPktSuXTtJ8n1fr1492Ww2NWrUiN/5Szh06JAmTpyoiIgInT17Vq+99ppvHU9NvXJBQUEyDEPbtm3zDWk9evSoJGnLli1+vc06eAfygt1uV+nSpZWamiqv16u4uDitWbNGPXr0UFpamtq1a6ddu3ZpwIABmj59up577jmNHTtWDz30EJNmXkJQUJDfcahhGGrSpEm27TIzM1W6dGnNmDEjr0sMOG63W3Xr1lVqaqrq1q0rwzCUkpKi+Ph4v7+jWSO8AhWh3CI2m00PPvig6tSpoxEjRig+Pl5TpkzRnXfe6bedx+NhBsd/6PwDm3feeUc2m03XXXedJk+eLJfLpQoVKlhYHa41xYsX18mTJ7Vw4UKdOXNGCxcuVEpKilauXOn7Pjk5WQsXLpTL5dKSJUs4OL+IggULKiQkRN99951atGih5cuX68EHH9SHH36obt26KT4+Xg8//LBWrVqlBg0aaOXKlXrggQesLjtfy8zMVGhoqDIzM+X1emW32+X1epWRkaHMzEwdO3ZMQ4cOVVJSkgYOHCiv16tBgwYpLi7O6tIDwgsvvJDt5Ebnzp39vieUwwoul0uGYcjlcqlx48aKjIzU4MGD5XK59Morr6hRo0ZavXq1OnTooPfff1+LFy9W+/btrS47X8sK4iNGjFClSpVks9n0wgsvZLtanpmZGbBXdPNaSEiIRowYoe7du2vEiBFyuVzq2bOnhg0bJo/Ho969e6t79+6qW7eu1aX+K4RyC2TN/G0Yhu+NVqpUKfXp00cffPCBbrvtNt+24eHhKlKkiEWVBqbzZ1Zfvny5b3ItSRo4cCChHHkqa/bvWbNmqUWLFpo7d67q1aunSZMm6bnnntPcuXPVqFEjzZ07Vw888IA+/PBD1apVy+qy87WwsDClpaX5JnbM+ir9/1A2m82mzMxMBQcHc7X3EqKjozVq1CgdOHBAK1eu1KBBg5SUlKQ5c+YoIiJCzzzzjEJCQlS5cmVJUv/+/ZWSkmJx1YFjxYoVfveV/51hGGrQoAHvU+S5d999V4MGDfJNoBkTE6O33nrLN1Hms88+qy1btqhx48Zq2rSpIiIiLK44MBiGoe+++06fffaZJKlRo0acdPsXgoKCVKtWLdntdtWqVUtnz55VgQIF9N1336lGjRoqX768evXqpX79+gX0SSNCuQUyMjIkyXfAKEndu3fXsWPH1KVLF8XHx+v666+3ssSA8vfHm2VmZvqWG4ah48ePq2TJktq9e7c2b97sm1kYyCthYWFKSUnxvVczMzP9PqANw1BGRoYyMjJkGAaP7LuEkJAQpaSk+CZ8S09P91ufmZmp1NRUpaenKz093fc3FxcXGRmpt956S9Jf79lZs2apUKFC2rlzp8aOHav169crISFBXbt2tbjSwOD1emWz2XTDDTf4PTUAyC+2bNmixMRElS5d2nfrT//+/VWzZk316NFDjz/+uG/bXr16+V3kwIXZ7XbFx8dLkipWrKhHH300x+0yMjK0aNEi5jm6iJw+v202m1+WevbZZ1WvXj316dNHd999t8qVK5fXZZqCUG6BrAPI80O5JA0dOlQ//fSTXnzxRc2ZM4cZmC9TcnKyYmNjde7cOcXGxiopKUmSfMMv+/fvL4fDoYSEBI0aNYrHeiDPORwOud1upaamSvrrtpQffvhBbrdb33zzjVJTU5WamiqPx0OIvAxer9cXvKW/hmBm3WNesWJFBQcHy+12KyUlhX5eprNnz8rr9apLly7atWuX5s2bp/379+uuu+7S2rVrFRISopo1a2rMmDGKjIzM8R5J+Mt632V9Xb16tdLT03O8YpY15BXIS3a7XZ07d9Zrr72mRYsWyel0KjU1VXPmzFFCQoLftsWLF1ePHj24Wn4JhmH4fpezvj799NPZjum9Xq/S0tKY2PUSso6LZs2apYyMDM2ePVtut9uXpbI+4xs0aKD69etr4sSJmjp1qsVVXxneCRbImonZ4/H4nR0LCQnR4MGDFRsbq0mTJql3795WlRgw0tPTFRsbq9DQUFWvXl2SdOutt/quOqanp6tp06ZauXKlEhMT9cUXX6hatWpctUCeyrpX1+12S/prSPu4ceMUFBSkAQMG+CYtSU5OlsfjIURegmEYCg0N1blz5yRJH3/8scLCwhQUFOQL6zabTS1btpTL5cp2JR3+jh49qpYtW6pnz56+GcPDw8O1f/9+TZkyRXa7XVOmTJEk3XLLLRoyZIj+85//qFKlSlaWne+d/1kvSWvWrNEnn3yS47Y2m40RMrDEPffco6efflqLFi2Sx+NRhQoVNH/+fB0+fNg3H4fX69U777yj0qVLKzY21uKK87es3+Osk8c2m02PPPIIw9evUFpammJiYrRx40bdfffd2rBhgwzD0G233SaXy6WMjAzfCfp27dqpQ4cOOnbsWEDOaE8ot4DNZlONGjV8w6zPd9ddd6lu3bqqXbu2BZUFHofDoQEDBuS4LiuYt2rVSq1atdL333+vl156SZs2bdKsWbMC8hcWgemWW25RoUKFdO7cORmGoXXr1mXbJiUlRWPHjlVKSopvGDsf4jn77LPPfPeVu1wu3XzzzTluN3z4cP3666++iYzCw8PzuNLAYLPZ1KJFC73++uvyer1KSkpSZmamkpKStG/fPnm9Xu3bt0/SX39zCxUqpMWLF2vIkCEWV56/ZU2ilZKSopIlS+r111/XG2+8ke33Oi0tTVWrVs3xmADITenp6UpLS1NERIQ6dOjgW37u3DktWbJEsbGxvtnWt2zZkuMzo+Ev6/c468KQYRjq3r37BT/PbTab3nzzzbwsMaAULVpUH330UY7rPB6POnbs6BsBW61aNTVv3jxg5+KyGYyXyncyMjIYzvIvpaWlqX79+vroo4900003+ZafOnVKY8aM0ahRowg8yFMej0f33Xef1q9ff9Hhf7///rt69Oih+fPn8+iZizAMQz///LPKly9/0Vt9vF6vUlJSuBfyMpw4cUKvv/66Nm3apCZNmigmJkbNmjVT5cqVtXPnTt8kem63+6ITl+EvycnJ+vXXX1WhQoWL/i6fPHlS9913nxYsWKCqVavmYYW41m3dulXly5dXsWLF/JYnJCRo165dql+/vm9EZ9aTGXBxv//+uxo2bKivv/5ahmFo6NChcjqdOfYuPT1dx48f14cffmhBpchvCOUAkMtOnjyptWvXqnnz5jmGmUOHDikqKsqCyoDs4uPjtWvXLr300kuSpE8++UQNGzb0hXKYy+1269tvv1VMTIwKFy5sdTkA/oWEhAQNHDhQU6ZMyXayA7gYQjkA5LKff/5ZLVq00JdffqmiRYv6rVuxYoUGDx6sGTNm6M4777SoQgAAgMCRkJCgt99+WwMHDrwqJnFmjDQA5LKsq+N/H8IaHx+vQYMGKSYmRv/5z3+sKA24oMOHD2v69Onq1atXwN6jZ7X//ve/Gjt2bLb5DN555x09/vjjXBmHZdxut9auXauCBQv6bufLmn+jdu3aGjNmjEqVKqXrr79elSpV0q233mpxxYFr6dKlql69ut/tlLhyx48f18SJE7V8+XIFBQWpYcOGqlu3rtVl/WvcHAIAuSwkJESS/OaKWLt2rQYPHqzmzZtr1qxZKl68uFXlAZKkpKQkPfPMMzp69Kikv+bmWLBgQbZHda1evVpNmzZVcnKyFWUGlG+++SbbM4iPHj2qN954Q19//bVFVQF//X73799fr776qp5//nkNHz5cw4cPV9++feVwOPTxxx9r48aNmjZtmlq3bq0ePXpYXXLAGD58uHbt2uX7fsqUKVq7dq2FFV0dvF6v3n//fTVu3FgbN25Ut27dtH79+qsikEtcKQeAXJcVxrO+Hj9+XC+++KIaNWqk0aNHW1ka4BMSEqLNmzf7JiTKurqb9TU5OVnDhg3TqlWrVK1aNZ08eZJnFl+C3W7XZ599ppUrV2rChAlyOBy+pwfUrFlT+/fvV1BQkLxer7xer2655RarS8Y1IiwsTE6nU+vWrVO1atW0bt06nT17Vvfee69CQ0MVHBys8ePHKyoqSrNnz9aYMWOUlpaW7SQT/P3888+aN2+e7r33Xt/ogqSkJJUrV05xcXEKDw9XeHi4ihUrpvr162e7pQ0XtmnTJk2cOFEdOnTQs88+e9U93phQDgC5zG63yzAM7d69W7feeqtKliypQYMGqU2bNlaXBvg4nU4ZhuG73SLr8UcOh0MnTpzQ448/LrvdrhtuuEFdu3ZlKOZFZGZm+p5JPnXqVN1+++06c+aMChYsqNmzZ+vpp5+WYRhq2rSpb+hw2bJltWrVKivLxjUkp8eb2Ww2v9/7LFFRUSpQoIBOnz7N42Qv4YMPPlDNmjX14IMPSpL++OMP32MPn332Wd1yyy3KzMxUQkKC1q9fr6lTp1pcceCoVauWVq9ercjISKtLyRWEcgDIZVkH3W3atFHz5s1Vs2ZNhYWFacWKFdm2TU9P17lz59SpU6e8LhPXqF9//VVFihTxPTYuMzNTHo9H6enpkv46qVS8eHE9/vjjio2NVb9+/ZSQkGBlyfne1q1b1adPH9ntdm3cuNF3C8vLL7+s4OBgud1uBQcHKzQ0VD/++KNq1qxJIEeeutDTFLKWn7++fPny2rRpk+99jJwdP35cK1eu1LvvvquRI0dq8ODB2rZtm2JiYlSkSBEFBwdr2rRpioqK0syZMzVz5kyrS87XMjIyJP3/KEO73X7VBnKJUA4AeWbSpEkaM2aMli1bJknZ7tXNYrPZCOXIM1999ZVee+0138mje+65x2/92rVrdezYMXXp0kWSdP311+v333/P8zoDyX333af4+Hi9/vrratGihd544w3fPbqzZs1Sw4YN1bdvX6vLxDXO7Xarbt26Sk1NVd26dWUYhlJSUhQfH+/3+XTjjTdaWGXgOH78uO666y45nU7NnTtXZcqU0ebNm9WyZUtJ/qMPbr/9dt9jJ5GzgwcPqmvXripduvRlbR8cHKzmzZurRYsWuVtYLuGRaACQy06dOqV7771Xe/bskcfj0YgRIxQfH68pU6Zkewyax+PR2bNnVaZMGYuqxbXm559/1uHDhxUSEqLOnTvrnXfekdPp1NmzZ9W9e3e1bNlSS5cuVfv27TVgwADNmTNHX331ld59912rS8/3vv76a3333XdatmyZMjMztWDBAhUvXlyVKlXSnj17VLVqVd+V8q1bt1pdLq4xVatW1ZQpU9S9e3dNmTJFLpdLPXv2VGhoqDwej2699VZ17979qplIKy94vV7Z7XatXr1aAwYMkMPh0IYNGxQREaEaNWpo6dKlioqKsrrMgHDo0CGNHTtWTqfTN9fJxWzfvl3JycnavHlzHlRnPq6UA0Au83q9kv66Mh4SEqIRI0aoVKlS6tOnjz744APddtttvm3Dw8N5/BTyVIUKFVShQgV5PB7ZbDbFxMSoaNGi+vPPP2Wz2fTqq6+qZcuWmjBhglq1aqV69erpt99+s7rsgDBixAhNnTpVR48e1ccff6wvvvhCrVq1srosQNJfQ9Rr1aolu92uWrVq6ezZsypQoIC+++471ahRQ+XLl1evXr3Ur18/tW/f3upyA0JWeGzcuLHmzJmjI0eO+ObpsNlsGjp0qO/xqOnp6UpJSdH8+fMtqzc/i4qK0uTJky97+wULFmjYsGFKSkpSsWLFcrGy3MEj0QAgl2XdF5WZmelb1r17dzVu3FhdunTxPYIKsNLZs2dlGIbOnTsn6a9RG9Jfj0666667NH/+fLVv314ffPCBDh8+rKSkJCvLDQghISE6c+aM6tatq9GjR2v48OH65ptvJP1/fwErZH0unc9ms/l9Xj377LMaN26cXn/9de3fvz+vSwxIWY9CW758ufbv3y+bzabFixdL+uvEfJEiRVSiRAmVKFFCxYsX5yT8P5CSknLRE8J33HGHPvvss4AM5BJXygEg12VNmJWZmen3rPKhQ4fqp59+0osvvqg5c+Zc1vAsILdERETo448/9s2ufO7cOd89plmPPnv88cd100036ZtvvmHSp0v49ddfZbPZ9Nhjj6ls2bJavXq1Tp48qd69e6tly5byeDwyDEOHDh3yfWVYK/JK1mSOs2bNUkZGhmbPni232+37vEpPT1dGRoYaNGig+vXra+LEicwUfgl79+5VbGysPvroI02ePFkjR47UqVOn9P777+uxxx5TZmamevXqpejoaKtLDUjffvutevTooYYNG6pNmzbZbv8rV66cRZWZgyNAAMhlaWlpkrJfGQsJCdHgwYP1/fffa9KkSVaUBviMHDlSs2bN8j2HuEiRItqwYYNKlCihHTt2+La755571KNHD55RfhEnTpxQq1atdPDgQa1du1arV6+WJHXq1EllypRRSkqKPB6PPB6PHnroIZ05c0YPPfSQxVXjWpKWlqaYmBht3LhRd999tzZs2KCvv/5at912m1wulzIyMpSamipJateunTZs2KBjx45ZXHX+VqFCBTVo0ED9+vXTvHnz1KBBAz3yyCM6ceKEvv32W6Wlpfl6in8uMjJSHTt21G+//aannnpKjRo10po1a6wuyzSEcgDIZTabTTVq1PAbvp7lrrvuUt26dVW7dm0LKgP+Mn/+fC1atEh33HGHJCkxMVGNGjXSli1b9OOPP6pNmza6//77NWzYMG3cuJEDy0soXLiwBg8erPDwcA0cONDvFpWXX35Za9eu1Y8//qgff/xRO3fu1E8//aQtW7ZYWDGuNUWLFtVHH32k9957z/fPjBkztHDhQgUHB6tjx44qVKiQJKlatWpq3rw5Q60vwWaz6bXXXlNQUJDee+89SX+dfH/wwQc1f/583Xzzzb45ZvDPlStXTr169dKiRYv0v//9T1WrVtWLL76oCRMmWF2aKZh9HQAslpGR4TesHchrCxcu1KlTp/Tss89K+uuq+apVq7RmzRoVLFhQf/75p9atW6fFixdrx44dcjgcmjJliurUqWNx5flbcnKyBg0apO+//14fffSRbrrpJklS3759tX//fsXHx1tbIADTffvtt4qNjdWKFSt08803a82aNRo+fLi2bNnCbWom++mnn5Senu47oRzICOUAAMDPa6+9pjJlyig2Njbbuh9++EFbtmzRf//7XwsqC0xvv/22Onfu7HtO8c6dO/X+++/r9ddfV1BQkMXVATBbfHy873nZhw8fVteuXfXhhx+qePHi1haGfItQDgAAkMeynmcM5DcJCQl6++23NXDgQN8Qdvw7aWlpvvk68O9kZmZq8+bNuvPOOxUeHu5bnpycHNBznRDKAQC4xh09elQTJky4rKu2drtdt99+u9q0aZMHlQWus2fPavHixSpQoMAlw3d6erq8Xi/Pgoaljh8/rokTJ2r58uUKCgrSpEmTVLduXavLCni//vqrbr75ZqvLuGqkp6crJiZGq1ev9pvJ/tNPP9XAgQO1YcOGgAzn3MQIAMA1Lj09XcuXL1f9+vUvue2RI0e0bNkyNW/enCs/F5GRkaExY8aoRIkSFz3ZkZmZqZMnT6p8+fKEcljC6/Xqww8/1NSpUxUWFqZu3brp8ccfD9jnPVtt2bJlql+/vi8YduvWTU2bNtULL7xgcWWBx+Px+D1+M+tquM1mU1hYmI4fP66hQ4dq2rRpKlGihFwuV8BOpkcoBwDgGhccHCybzXZZzyE+ePCgGjVqpAMHDqhixYp5UF1gyjphMW/evIs+fzwxMVEPPvigli1bllelAX42bdqkiRMnqkOHDnr22WdVoEABq0sKWCdPntTLL7+sM2fO+ObkOH36tCpUqKC1a9eqQIECCg8PV7FixS76dwF/BfKYmBjZbDZJkmEYCgoK0q5du+RwOBQSEqLg4GBt3LhRdrvdN5Q9a/tAQygHAOAad/7w6vT0dK1YsUJ2u9233Ov1yuv16pFHHlGBAgU0Y8YMAvklZE3qJv11deeHH37wBXXDMJSWlqaaNWsG7AEkrh61atXS6tWrFRkZaXUpAW/OnDkqVaqUnnjiCUnSqVOndPbsWVWqVEkPPvigbDabDMOQzWbTk08+qcGDB1tccf4VEhIip9OpDz74QF26dNF7773nG20QFBSkoKAgOZ1O3+dU1t/c86+sBxJCOQAA17jzp5cxDEODBg1S+fLlfQc5GRkZ2rdvn5o1a6aSJUuqZMmSVpUaMM4/0ZGUlKQuXbqoUqVKMgxDmZmZ2r9/v7777jsLK8S1KiMjQ5J8j+K02+0EchOkpqZq/vz5Gjp0qNavX6+HHnpI33//vaKiohQVFaWgoCAtXbpUxYoV0+TJk7V+/XpC+SWEhoaqatWqCg4OVtWqVX0nNu12u4KCghQcHOz7W5uenq6goKCAva2KUA4AwDUuMzNT0l9XxLOuMkydOtU3vPLo0aN64IEHfAfxuLTzr4BnDatcunSppL8mgbvrrrsUFhZmSW24th08eFBdu3ZV6dKlL2v74OBgNW/e3PeIL+Tsxx9/VHh4uK677jo9/fTTmjlzptatW6fmzZtL+v8rvyVKlFDt2rV5+sJl+PtIoqzvbTab/ve//yksLExer1fx8fE6dOiQihYtakWZpuDTFQCAa1xaWpoMw5DH48kxKJ5/IIR/zm63+/XOZrPJZrNxUA5LhIaG6rbbbvMb+nsx27dv17hx4wjll3D33Xdr7ty5KlWqlNq3b68+ffooNTVVy5cvlyS/CR8bNGigBg0aWFVqwDr/7+g777wjm82m6667TpMnT5bL5VKFChUsrO7fIZQDAHCNu/766/X+/7V353E15f8fwF+3tK+GUMaSpSxFiywjhrI2JCVLErLUWNosle+XxqQJSVSMMrbSEG1Ky+BrzRi+vhhLmEFo0aJNe92c3x8e9/y63XvbuRnv5+PR49E953POed+z3fM5n+3IEUhLS7NV2XNzc9mHyPz8fABg20KSlqmrqwPDMLh9+zYYhkF5eTmA/69GTMin1KtXLwQGBjY7fWRkJLy8vFBYWEg9sjehe/fuAIBNmzbhzz//RElJCTQ0NAB8yFBGRUVBVVUVwIfq1uXl5XB1dRVXuJ+d+j2rx8fHQ0lJif3s6elJmXJCCCGEfL7k5eVRVVWFiooKtoq6ra0tXxoOh4PKykq2KjZpXP2Hx7KyMqioqGDjxo3stM6dO7OZc0LEqby8HLm5uejXr5/Q+YaGhjh//jxlyJuhpKQEKioqePLkCZ4+fQpJSUmkpqbC2NgYAJCQkMDeY2tqalBaWkqZ8kY0HN6sflMrhmGQn58PNTU1pKWlITU1FZ6enuIIs11QppwQQgj5wu3YsQNHjx6Fj48PLC0tcffuXcjIyPD1vl5dXQ05OTkxR/r54D08AoCmpiZu3rwpNF1ZWdmnCokQoW7fvg0nJydMnToV1tbWMDIy4ps/YMAAMUX2ecnOzoaDgwPCwsKwatUqLFu2DADwyy+/wNjYGHV1dThy5Aj69Okj5kg/H2VlZbCzs0NpaSns7OxQWFgI4MNvEpfLxcaNGyElJYVXr17B19cXysrKYo649ShTTgghhHzhCgsLsWvXLpiamuLOnTvN6ixHU1PzE0T2+eJVTW+qhLGoqAgAEBcXR212iVj07NkTS5cuRWpqKhYtWoS+ffvCxcUF06ZNE3donxV5eXlISUlhy5Yt2LVrFwwMDFBQUIDQ0FC8fv0aNTU1qKmpEXeYn43a2lrY2dlBRkYGBgYGAIChQ4eCy+WCy+WitrYWM2bMQGJiIjIzM3H58mXo6+tDQUFBzJG3DoepPw4KIYQQQr5Y6enpmD59OjuWbkP1x9h9/PixGCL8fOTm5mL69OlQVFRsstf6mpoalJSU4MGDB58oOkKEe/bsGQ4ePIiEhAQsX74cbm5u4g7ps5KbmwtLS0u4uLjA2toaALBq1Sr06dMHR44cwYkTJ6Cvry/mKD9/gwcPxoULF9ih/O7cuQMPDw9wOByEhYWxbfs/J5QpJ4QQQgiAD+Ps5uTksOOTC1NZWYmSkhIYGhp+wsgIIZ/S/fv3UVtbS9d5K8TGxuKnn37C2bNn0b17d5w6dQqHDh1CZGRks17SkcZVV1fD1NQUERERfE0BioqKsGPHDvj6+n6WHZJSppwQQgghhBBC2gHDMNi0aRP+9a9/QVFREc+fP8fs2bNx/vz5z7IEl3walCknhBBCCCHkC1dXV4fU1FQYGRnxjbJQVlYGRUVFMUb2eeNyucjIyKB+OEijJMQdACGEEEIIIUS83r9/D0dHR+Tl5fFN//3332FoaEgjBbRSp06dKENOmkSNGgghhBBCCPmC1NTUQFpamv3MKw3ncDiQlZVFfn4+Nm/ejP3796Nr166oqKgQGDOaiPb333/j0qVLUFJSgry8PN+fnJwcFBQUoKamBllZWXGHSjoIypQTQgghhBDyhaipqcGwYcPYzrAYhoGkpCQePXoEKSkpSEtLo1OnTrh69SokJCTYquyfY+dZ4vL27VsEBASge/fuqKysRHl5OTtMIo+UlBT8/Pxo6DkCgKqvE0IIIYQQ8sWQlpaGnJwcTp48CUVFRURGRqJLly4AAElJSUhKSkJOTg4SEh+yCbzRGOqXrJPG8UrEL1++jJs3b+Lhw4d4+PAhbt26hcuXLyMuLg79+/fHgQMHxB0q6SAoU04IIYQQQsgXREZGBsOHD0enTp0wfPhwyMjIAAAkJCQgKSmJTp06sZny2tpaSEpKsmmIaC9evBA579GjR8jIyECPHj0waNAgDB8+HBkZGZ8wOtKRUfV1QgghhBBCviANq6LzPnM4HJw9exaysrJ4//494uLikJGRgc6dO4sjzM/O0aNH8eDBA4wePZqdlpeXB29vb1y4cAFmZmbw9/cHAEyZMgWenp7iCpV0MJQpJ4QQQggh5AtWP5MeEhICDoeDbt26ITAwEBUVFdDW1hZjdJ+P0aNHo7i4GKdOnUJlZSW8vb0xd+5c5Ofn4/DhwxgzZgybduzYsWKMlHQ0lCknhBBCCCHkC1a/Z/X4+HgoKSmxnz09PSlT3kxmZmYwMzNDTU0NkpOTsX//frx//x4nT54Ud2ikg6NMOSGEEEIIIV+QhsOb1dXVsdMZhkF+fj7U1NSQlpaG1NRUqmbdQuXl5cjNzcW8efNQUlKCiIgIgTSVlZWQlJTE0qVLxRAh6WgoU04IIYQQQsgXpKysDHZ2digtLYWdnR0KCwsBfMiUc7lcbNy4EVJSUnj16hV8fX2hrKws5og/L+/fv8fu3bvRs2dPMAyDN2/eQF1dnZ3P+6yurk6ZcgKAMuWEEEIIIYR8MWpra2FnZwcZGRkYGBgAAIYOHQoulwsul4va2lrMmDEDiYmJyMzMxOXLl6Gvrw8FBQUxR97xxcXFQVNTE/369QMA/Oc//wEADBo0CImJiZCTkxP6mRDKlBNCCCGEEPKFkJKSgru7u9B5vIy5lZUVrKyscOfOHXh4eODatWsICwtD9+7dP3G0n5fExERcu3YNnTt35us8j8PhNPqZEMqUE0IIIYQQ8oWrrq5Gly5dwOVy2WkGBgaIjIzEjh070K1bNzFG93nw9fXF27dv8fDhQ2zevBnR0dFgGAYAEBsbCykpKTYt7/OcOXPEFS7pQDgM70whhBBCCCGEENImmZmZsLKygqysrMg0VVVVKC8vx8OHDz9hZKSjokw5IYQQQgghhBAiJhLiDoAQQgghhBBCCPlSUaacEEIIIYQQQj6R5ORkeHp6Ijc3V9yhkA6COnojhBBCCCGEkHZy5swZBAUFQVFREUpKSlBQUICSkhK0tbWxbNkyPH78GBcuXMBff/2F6OhocYdLOgAqKSeEEEIIIYSQdmJqaoqCggLo6enhm2++gaamJrhcLvz9/fHgwQO4ublh69atSE9PF3eopIOgknJCCCGEEEIIaSeKioqYPHkyFBQU8P333wMA3r17h9evX+P9+/cAgIEDB6K6ulqcYZIOhHpfJ4QQQgghhJA2YBgGdnZ2+PrrrwEAL1++REZGBsaNG8fO53A4qKmpgYyMDBwcHDBt2jQ8fvxYnGGTDoJKygkhhBBCCCGkDSorK6GhoQEFBQVISEhAV1cXL168QGlpKTQ0NNh0NTU1kJCQAJfLBYfDEWPEpCOhTDkhhBBCCCGEtIG8vDx27NjBN62iogJdunSBq6urQPo//vgD0tLSnyo80sFRppwQQgghhBBC2sH169dx4cIFqKqqoqCgAL///jskJAT71r5x4wa6du0qhghJR0SZckIIIYQQQghpBzIyMsjIyEBBQQFkZGRQWFiI27dvQ01NjS9dr169YG9vL6YoSUdDHb0RQgghhBBCSBvt2LEDs2bNwqBBg9hpq1atQp8+feDu7i7GyEhHR5lyQgghhBBCCGmD4uJifPvtt+ByuTA3N4eFhQUkJCRw+/ZtcDgcGBoaCl3OyMjoE0dKOiLKlBNCCCGEEEJIG+Xn5+Py5cuIjIzEw4cPweFwICsrCxkZGb50VVVVqKqqAofDoSHRCADKlBNCCCGEEEJIu7p27Rr8/PyQm5sLNzc3zJs3j29+XV0dysvLoaysLKYISUdCmXJCCCGEEEIIaWd1dXXYvXs3bt++jQMHDqBz587iDol0UJQpJ4QQQgghhJCP5P3790KHRSOEh4ZEI4QQQgghhJB29OLFCyQlJaFLly7o2rUrunTpgm7duqFHjx7o1ImyYIQfnRGEEEIIIYQQ0o4KCwsRHByMTp06gcvlAgA4HA44HA6+/vprjB8/Hi4uLlBUVBRzpKQjoEw5IYQQQgghhLQjWVlZyMvL486dOygvL0dBQQHy8vLw6tUrnDt3DhEREaisrISPj4+4QyUdADVuIIQQQgghhJB2JCUlxf6voKCA3r17o7i4GLNnz8aBAwegqqqKq1evijFC0pFQppwQQgghhBBC2mjfvn24ceMGCgsLBdqNh4eHw9nZGampqeBwOFBXV4exsbGYIiUdDfW+TgghhBBCCCFtUFlZiREjRuD9+/cAABUVFZSXl8Pb2xsmJibw9fWFkZERLC0tAQBVVVWQlZUVZ8ikA6FMOSGEEEIIIYS0QW1tLTIzM1FeXo63b9/i/v37CAkJYTPnU6dOxdq1a9GrVy9xh0o6IMqUE0IIIYQQQkg7KSoqQlFREaysrHDr1i2cO3cOISEhePXqFdavX49FixaJO0TSwVCbckIIIYQQQghpo4KCAvzwww+YNm0aSktLwTAMpKSk8N133yEqKgrz58+Hr68vduzYIe5QSQdDQ6IRQgghhBBCSBvFx8cjOjoa1tbWqKioQF1dHTtPWloanp6e6NKlCwICAqCmpgZ7e3sxRks6EsqUE0IIIYQQQkgbzZ8/H8bGxhg4cCAePHgALpcrkGblypV49eoV/P39oaurCyMjIzFESjoaqr5OCCGEEEIIIW0kJyeHgQMHAvjQu7qEhASqq6sF0nl4eEBRURHh4eGfOkTSQVFHb4QQQgghhBDyCcXGxmLixIlQVVUVdyikA6BMOSGEEEIIIYQQIiZUfZ0QQgghhBBCCBETypQTQgghhBBCCCFiQplyQgghhBBCCCFETChTTgghhBBCPhsVFRXiDoEQQtoVZcrJP4KJiQmuXr2KoKAguLq6ijucVrt+/TqMjY1haGiIixcvfvTtaWtr4/nz5x99O42Jjo7GpEmTxBqDOD1//hza2triDqNV5s6di5iYmBYvd/PmTYwdO7bFy2VkZGDw4MHIysrC+fPnMWLECNy/f7/F6xHnfaI9rzmGYXD06FFMmTIFOjo6MDU1RWhoKN6/f9/idS1evBja2tp8f/v37290mUWLFgksw/vz8fEBAMTExGDu3Lmt+n6twfstaG8t/R68/dma8/xj++GHH6Cnp4eJEyey01pzTbR0nzx58gSmpqbQ09PDr7/+yk4PDg5mz5vmXBuJiYmwsLAQOv5ze7py5Qrmzp0LXV1djBkzBps3b0ZJSUmL1iHqOzdH/f3h4eGBXbt2NXvZ0NBQ3LlzR+T8q1evwsTEBMCH+8iUKVMQFhYmMn1ZWRkMDQ1x4cIFkWnu37+PqKgovmlPnz7FkiVLoKenh1GjRuHf//43iouL+dJUVFRg586dMDExgaGhIRYvXixwX6+rq8P+/fsxceJE6OrqwsLCAufPnxcZy8fU0vOVx9PTk11O2BBphFCmnJAOJCIiApMmTcKpU6cwdOhQcYfzSSQkJGDGjBniDoN8BhISEqCvr4+ePXtCRUUFvXv3hoKCgrjDEptt27YhLCwMGzZsQFJSEjZu3IgTJ07A29u7xet68uQJjhw5gtTUVPZvyZIljS4TFBTElz41NRVBQUGQl5eHo6NjK7/V5+/9+/fYtWsXgoKCxB2KgJKSEpw4cQIhISHw9/f/pNuOjo7GwIEDERsbC2NjY3a6jY0NUlNTm7WO3NxcbN26Ffb29ujUqdPHChUpKSlwcXHBjBkzEB8fj8DAQKSnp2PJkiWoqalp9npEfeePrbq6GqtWrcKrV6+aTMvhcGBjY4OIiAiIGpApJiYGqqqqbEa+obKyMri5uaG2tpadlpOTAzs7O/Tp0wfR0dE4fPgwcnNzsWzZMjYdwzBwcHDA48ePERAQgOjoaIwbNw52dnZIS0tj1+Xv74+TJ09iy5YtSE5Ohq2tLdzd3XHu3LmW7JZ20ZLztb5169bh9OnTHyEi8k/x8e5ohJAWKy0txbhx49C/f39xh/JJ5Obm4ubNm9i8ebO4QyGfgYSEBNjZ2QEARo4c2apS+n+KjIwM/Prrr4iJicHgwYMBAL1790bfvn0xa9YsrFy5Eurq6s1aV1ZWFsrKyjBixAhIS0s3OwZhY+uGh4djyZIl6NKlS7PX808jISEBNTU1qKioiDsUAaWlpQAAPT09yMjIfPJtDxgwAJqamnzTv/rqq2YtzzAMNm3aBB0dHcyfP/9jhMjy8/ODi4sLe7/R1NREaGgozMzMkJKSAnNz82atR9R3/hSKioqwcuVKnDx5Ep07d2407Zw5c7B3716kpqZi3LhxfPMYhkFERAQWLVoECQnhZXleXl7IyMjgm/bLL79gyJAh2Lp1KzstODgY5ubmiI6Oxvz58/Ho0SP8+eef+OOPPyAvLw8AWL58Of7++2+cPn0aXl5eyM/PR1hYGI4dOwZDQ0M2XuDDi0lTU1NISkq2bOe0QXPP14a6du2Kqqqqdo6G/JNQSTn5x8vIyMD69esxZswYDBs2DJaWloiLi8Pjx4/53vryqoddvXoVs2fPxrBhw2BhYYE//vgDAHDjxg3MnTsXenp6sLS0xO3btwW2lZaWhlWrVsHIyAj6+vqwsbHBlStXcOHCBSxatKjROMeOHYtbt27hhx9+gLa2Nm7evNnq9T5//hzr16+HsbExdHR0YGJigq1btyIvLw8A4OPjw1aZNjMzg76+Pt/ySUlJsLa2xvDhwzFixAg4Ojri4cOHfGkWLVqEw4cPY/ny5Rg2bBj++9//YtiwYcjMzBSIJyUlBSYmJqirqxPYzuDBg9mXELxqzW/fvoWbmxsMDAzwzTffYO/evWAYBoWFhdi4cSNGjRoFY2Nj7Nu3T6CqbnFxMbZt24Zvv/0WOjo6mDBhAvvDzsPbzm+//YZRo0bBw8ODnVdYWAhvb2+MHz8eurq6mDlzJqKjo4VWM2/Otnjy8/OxZcsWGBsbQ1dXF+bm5q1+a66trY2nT58iICAAxsbGMDAwgIuLC0pKSlBXV4fg4GBMmDABI0aMwIYNGwSqXPIesszNzaGrq4vRo0dj3bp1ePnypcC2eGlnzpwJXV1dGBsbw8vLC0VFRUJje/bsGZycnDBq1Cjo6Ojgu+++Q0hISKOlS9evX4eZmRmGDx8OJycnofvv0aNHyMjIwLRp0wAAmZmZfNUAedfv06dPsWzZMujr68PY2BhBQUHsOfLu3Ttoa2sjODgYSUlJ0NbWxqFDh9htvHnzBp6enhg7dix0dHQwefJk+Pn5oaysjE3Dq7J7/Phx6Ovrs6WhvKqMkZGRmD59OoYNGwYrKyvcuHFD5PfmVRm+f/8+bGxsMHz4cEydOhXJycnsd168eDH09fUxffp0vqqjT548gZaWFpsh59HW1oaqqipev34tcrsNpaWloX///i3KkAtz7do1/PXXX1i2bJnAvOLiYnh7e2PcuHHQ1dXFjBkzcOzYsRZVtc/JyYGXlxcmTpwIHR0djBs3Du7u7khPTxdIe+7cOfY+bmZmhqSkJIE0ZWVl2LVrF0xNTaGjo4NJkyYhMDAQ1dXVGDFiBHsvGzFiBDw9PfHnn39CW1sbP/74Ywv2inBtvYYbwzAMduzYwd4neef41atXYWpqCgAYNmwYTExMmrwmmqM5x3bu3LmIjY3FwYMHoa2t3aoXar/++ivu3r2Lbdu2tXhZ3v2ivLwcoaGhmDp1KnR1dWFiYoKdO3fyXeOFhYUoLCzE9OnT+dYhLy+PYcOGNav0GRD+nRvet+rbtWsX329RW+nr60NDQwOrV69usnRfUVERs2fPxvHjxwXmXblyBXl5ebCyshK6bHR0NK5evYq+ffvyTb948SLmzZvHN01GRgbz5s1jr0deyTyHw+FLx+Fw2Ix2amoq+vbty2bIeSwsLFBVVdVoNf36Gj6zpKens/fzoqIieHl58f0+//rrryJrDhDyMVCmnPyjPXjwAJaWlpCXl0doaCgSEhLg4OCAgwcPYu/evQLpb926BT8/P7i5uSExMRHffvstHBwccPbsWWzfvh1OTk5ISEiAiYkJVqxYgYKCAnbZS5cuYeHChRgwYADCw8MRHR0Na2treHl5NSvzxauau379eqSmprIZ5Zau98aNG5gzZw7k5OSwe/dupKSkYOfOnaisrIS5uTnS09Ph7OzMVr+KiIjge9jftWsXtm7dCisrK5w9exYRERHo378/Fi5cKNDOPTQ0FAYGBjh79iyMjIwwZcoUHDt2TCCmY8eOYdGiRQJvsxMSEjBz5ky+aTU1NVi+fDl0dHQQFxcHX19fnDx5EgcPHsTy5csxZMgQnD59Gr6+vjhx4gROnDjBLltYWIgFCxZASkoKwcHB+O233+Dn54eqqirMnj2b701+eXk5fv75Zxw6dAju7u4APjz0z5kzB1lZWdi9ezeSkpLg5uaGiIgI7Ny5ky/OlmwrIyMDlpaWKCkpQVBQEJKSkuDq6orIyEiB9TYXL/N/5MgRHDt2DNnZ2fD09MSWLVuQk5ODgwcP4ujRo8jKyuKricAwDNavX49Dhw5h5cqVSElJwcGDByEjIwMrKyu+tny8tEePHoWjoyOSk5MRFBQEaWlpLFiwQCCjcOfOHSxfvhwjR45EREQEkpOT4erqisuXL4us9llbWws3NzesXbsWp06dgrKyMm7duiWQLiEhAcbGxo2W+KSlpcHJyQmWlpaIj4/Hjz/+iJiYGPZaV1JSQmpqKuzt7WFqaorU1FTY2NgAAF6+fAkbGxv07t0bhw4dQkpKCry8vPD8+XNYW1vztYN89eoVEhMTERkZiaVLl7LTAwICcOnSJWzfvh2xsbEwNTXFypUr8ezZM5Exv3jxAhs2bMDixYtx9uxZ2NraYsOGDUhISMC6detgY2OD+Ph42NnZwdXVFU+ePAEATJ48GWfOnBFYX15eHt69e4devXqJ3Kaw/Zabm4spU6ZgzJgxWLt2rUCpV1MYhkFAQABWrFgBRUVFvnnFxcWwsbGBlJQUgoKCkJycjFWrVuH48eNwc3Nr1oPv06dPYWFhgYKCAvj4+CA5ORn79u2DiooKrKys+F6SRkZG4pdffoG7uztfVdfr16+zaUpKSrBgwQL8+eef8Pb2RkpKCry9vZGWlobly5fzvUD87bffsGnTJgwdOhSpqalwc3Nr0b4RpbXXcFNSUlJw/fp1hIeH46effsKNGzdQUFCA0aNHs78ZFy9eRFRUVKPXRHM099iGhoZi+vTpsLW1RWpqKszMzFq0r9LT0+Hn5wcPDw9oaGi0aNn6XF1dcfv2bfzwww84e/YsNm/ejFu3bvHdz7766ivcvXsX3bp141uWYRg8e/YMvXv3bta22vqd20pKSgqBgYEoLS2Fh4dHk9fZwoULce3aNYFrPzw8HFZWVlBSUhJYJj09Hdu2bYOPjw/f/qqsrER2drbQZnjDhg3D06dPAQA6OjrQ0dGBm5sbcnNzUVtbi+joaFy5cgW2trYAPrzoHTJkiMB6OnXqhCFDhrD3xOao/8zCq71QUlICGxsbyMrKIjg4GHFxcVi8eDH279+PjRs3UsacfDoMIf8AEydOZK5cucIEBgYyLi4uDMMwTG1tLTN58mQmODhYIH11dTUzZ84cZuLEiew0d3d3Rl9fn8nJyeFLO2PGDEZPT4/Jzc3lmz579mwmJiaGYRiGKS4uZoyMjJjY2FiBbRUVFTEmJiaMra1tk9/D1taW+fXXX9nPLV1vaWkpM3r0aObMmTNC13/+/Hnm7du37GctLS3m2bNn7OebN28yw4cPZ/766y+BZU+dOsUYGRkxJSUlbKyzZ8/mS/Po0SNGX1+fTcMwDPPgwQNGX1+feffuHV/aZ8+eMYMGDeLb33/88QejpaXFhIWF8aU9fPgwo62tzRw7doxvelhYGN/337BhA3Po0CGh333Hjh3M2rVr+bZz8eJFvjT29vaMi4sL8/79e77pNTU1jIWFBaOlpdXibTEMwyxcuJBZt26dQDoul8vMnTuXb73NoaWlxaxZs4Zv2sOHDxltbW2B6U+ePGGGDh3K1NTUMAzDMDExMczYsWMFzmeGYZiAgABm8uTJTG1tLcMwDBMVFcWMHDmSycvLE0h7/PhxRktLi4mOjmYY5v+vtz///FMgbW1tLTNv3jzm+PHjDMN82P/ffPMNwzAfzmNDQ0M2PmHq6uoYY2NjJjExkZ2WkZHBaGlpMVVVVQzDfLh+dXR0+M5nhvlwzvO2xVP/PsFjY2PDpKSkCN2+k5MTs337doZhGCY6OprR0tJinj59ypdGS0uLsbOzY+rq6vimf//998zOnTv50vFiDAwMZAYNGsSkpaXxLePg4MAMHjyYefz4Md/0NWvWMEFBQUJj5HF2dhY4B5oSHh7OnDlzhnn06BFz8+ZNxtnZmRk7dqzQ4y5KcnIyY2xszFRWVvJN5+2v06dPCyyTl5fHjBw5Uui8+rhcLmNmZsbs379f6PzU1FTm9evXDMN8+C2YOnUqU1FRwZfG19eXcXZ2Zj+7u7szS5cuZbhcrsD6vL29GS0tLSYjI4Pve1hbWzcaZ0P1z/OG2nINN+Xw4cPMDz/8IHRew+uGR9g10ZSWHlt3d3fGz89P5Poa/h7x1NXVMfPmzWMGDRrEmJmZMWPGjGE2btzIFBYWNjtW3vd2c3MTmMflchl7e3vGw8Oj0XUcP36cGTdunMA53piG31nU/mcYhvHz82Pc3d3Zz/X3R1P7rqHAwED2tzErK4sZO3Ys4+/vz86/cuUK3/MPj729PePr68t+5v1Op6enC6Strq5mLCwsGC8vL4Zh+J9fcnJyGC0tLaa0tFRgufT0dEZbW5u9V+bn5zPjx49ntLS0mMGDBzNaWlp8zzD//ve/+WKqz83Njdm7d28Te4Nh42v4zMI7h0+ePCmQPj8/nzE2Nmaf8xoSdb42prHjTwiVlJN/rLt377JtqhqSlpbGmjVrBKYbGxuje/fufNP69euHUaNGCbw179u3L7KysgB8KM3u1q0bLCwsBNapqqoKe3v7Vn2Hlq734sWLUFNTE9nebdKkSY229YyLi4OFhQUGDhwoMM/a2hpdunTBpUuX2GkNexYeMmQIhg4dipMnT7LTjh07BktLS4G37AkJCRg5cqTA/uZwOJg9ezbftH79+oFhGIHv1bdvX2RnZwP4UMKekpKCwMBA6OvrC/xFRETwVSXmcDj45ptv2M+5ubm4fv06Nm7cKFCVTkpKCqtXr2Y/t2Rb2dnZ+O9//4v169cL7FNJSUmsXbtWYHpzWFpaCt1HDWseaGpqora2lq0SzisFaHg+A8CqVatQWFiIe/fuAQDOnDmDxYsXQ01NTSCtjY0N3zru3r2L169fs9Wt6/8ZGRnh4cOH+P333wXWo6qqCiMjIzg6Ooqscn3z5k2UlZWJ7GSIZ8KECQL9Mejr6+Pt27d49+6dyOWys7Nx+/ZteHh4CD2eFy9e5Dt31NTUoKWlJbCexYsXC7S51NfXF1q9mmfw4MECVdD79euH/v37Y9CgQXzT699zhAkMDMS9e/f42nA2h62tLczNzTFkyBCMHDkSe/bsgaamJo4ePdqs5evq6hAYGIjVq1dDVlZWYL66ujrbBrQ+NTU1LF68GAkJCY2u/969e3j79i1WrFghdP7YsWP5agbY2NhATk6OL42BgQF7HGpqapCUlAQXFxehbVGdnZ0/aidiPK29hpsyadIkJCcnIyQk5KP38tzWY9scCQkJuHfvHuzt7bF9+3bs3LkTr169gqOjo0CTqKa4uLgITJOUlISrqyuSkpJEVvNOTU3Frl274O/vL/Qcbw/MRyqR1dDQQEhICMLDw5ustbdo0SJER0ezQ86Fh4dj/PjxAlXTgQ/t7uvq6uDp6SlyfQ1/SwH+75mbm4uFCxdi+PDhOHr0KKKiouDp6Qlvb2+Eh4c3up7WEDYagoaGhkA1e+BDG/ClS5ciLi6uXbZNSFOoozfyj5WTk4NevXpBSkpK6HxhVdCEdYwkKyuLrl27CkyXlpZmH3hycnIa7cilT58+7P9HjhxBYGAg3/y7d++K/A7NXS/woU1sc6vWidre+PHjRc7v378/cnJy2M/CMvj29vbw8vLC0qVLUVRUhN9++w1nz54VSJeYmAgHBweB6crKygLVX2VkZCAvLy/QsVT9Y1BUVITq6mqcPHlSZEcs9X/YFRQU+Do6ysrKgpKSksjOseofh5ZsKycnB0pKSujRo4fQdK3t1K9hnLwHxYZVO3nthHkdzDR2TklLS6NXr17sMc7NzRWa+QQ+fL9+/fqxn3NyctCzZ08cPnxYZMyiHmb37t2L0NBQzJkzBzY2NnBycuLL3CYkJGDy5MlNPgwLO3a8zoPKysqgrKwsdLmcnBxIS0sjNjZW5MNf/UyaqGMurFqtvLw8X3vV5iwjKyuLnj17Ckyvf743dPz4cYSHhyMiIqLVHRHVZ2pqyjZXGTVqFF9mxcHBga939TNnzoDL5QrNnAFo9B42cOBAthq+paUl3wuMmTNn4scff8SbN2+goaHR7IyysH0qIyPDHgfe9Vv//K1PSUmpyY6xWnIfF6W113BTevXqhZMnT8LHxweRkZHw9fXFqFGjWhRbczX32LZFbGwsFixYgA0bNrDT9PT0MG3aNFy9epVvaLfG8O5vwvTt2xdVVVUoLi4WeGF57949ODk5wcvLC0ZGRq3/IgB7XxPWl0JLenVvqaFDh8Lf3x/Ozs6NVv8fP348VFVVER8fDzMzM5w5cwb79u0TSHf58mVERUUhKipKaIeBvHttcXGxwAgZBQUFUFFRgYSEBPz9/TFo0CC+5oRDhgyBtrY2Vq5ciRkzZkBZWRmFhYVC4y0oKBDoE6cxwp5ZRN0HgA/PWPWfeQj5mChTTv6x1NXVkZmZidraWqEZc2GlcsLScTgckZkB3hvfHj16CM148tTvGMbKyqrJEj+elqwX+FA60ZYxkLt3795oqd7r16/5xhQX1jHUhAkTIC8vj8TERLx8+RLGxsYCLwru3buHnJwcTJ06VWB5UcegYckXD+8YdO7cGdLS0qioqBD6I11QUMBXWt/wQUJNTQ3v3r1DYWGh0ExN/Q7sWrKtHj16oLy8HG/fvhX6ckdYx3jN0XA/8TKTTe2nbt264cWLF0LTcLlcZGdns7UXunfv3minRvVj79atG3Jzc9GtWzehMbx580agVgQPr+aKtbU1VqxYAXl5ebaGS01NDc6dO4eAgACRcdRfT0ONPQTXj533QNzwRRfw4eVE/WMnqtdqYeeuhIREoyVgrb3n1BcTEwN/f38cOnRI5EsUUTIyMqCmpiawvbKyMja2qKgovv1Xv1fxmpoaBAcHw9XVVWSm+dWrV2AYRugLj5cvX7KZ0+DgYL4hlXgv59TU1JCRkYGamppmdUYnLA2Hw+G7V8jKyiI9PR26uroCaUtLS0V2ZMjTkvu4KK29hpujb9++OHjwIM6fPw9HR0ckJCTg66+/bn2wIjT32LbFmzdvBHpbV1RUxJAhQ/Ds2bNmZ8pramqQm5sr9D6Unp4OWVlZgRe/T548wcqVK+Hs7Cy0xlpL8V4SVlZWChznzMzMj9pjv4mJCdzd3eHk5ITvv/9eaBoJCQksXLgQERERqKioQM+ePflqlAEf+q3w8PBAdXU134u4qqoq3Lt3D8ePH0diYiJ69uyJJ0+eCLxgfPDgAVsL6MGDB0Jri40ZMwYSEhJ49eoVBgwYIHQM9bq6OqSlpQmt9SiKsHtDY7/BL1++FPlCnZD2RtXXyT+Wvr4+OnfujJCQEIF5NTU1Qt/+itJU1SkTExPk5+cjNjZWYF5xcTFf6aGysjL69OnD99ce6wWAiRMnIj8/H5GRkULXd/78+UYfNmfOnIn4+HihLyySkpKQnZ2NCRMmsNOE7RcOh4MlS5bg0KFDiIyMFDrWcUJCAiZOnCi04xhRmjoG0tLSmDx5MoKDgwUyYDU1NVi9ejVfr8IN19erVy/o6ekJPS/ev3/Pdx61ZFsaGhowNDQUOiZwbW2t0A4HPyZzc3OEhYXxdVzGc+TIESgqKrIvGmbNmoUjR46wvfbXFxkZyfcwY2BgADU1Nezfv18gbVZWFiwsLPC///2v0di6d+8Oc3Nzvt50L126BBkZGYEHw/b09ddfQ09PT6DkE/jQCZCtrS0SExPZae1VlbIxzd1GSkoKfvzxRwQHB8PAwKDF21m/fj1CQ0P5plVXVyMhIQGjR48G8OHaqH+/qp9xiYyMhKKiImbMmCFyG1lZWTh16pTA9Ly8PBw7dozN7GhoaPBth1eqZWBgABUVFQQHBwtdf2pqKtuMpTmkpaXx3XffISAgAFwuV2B+YGCg0On1teQ+Lk6TJ0+GhoYGHj169FHW39xj2xZ9+/Zlm9TwVFRU4PHjx0JrlDRG2P22rq4Oe/bsgZmZGV+m7cWLF7C3t4ednR0WL17cqtgbUlFRgaqqqkCtir///rtVY1+3lK2tLebMmYPdu3eLTDNnzhxkZmYiKChI6OgucnJyiIyMRHJyMuLi4tg/HR0dODo6svcTExMTgWeXmpoanDp1Ct999x2AD9d8w5FdAOD+/fuora1F7969YWxsjL///lugQ7eEhATIy8u3qKRc1MsjYVXU3759i6NHj7bLOUxIc1BJOfnHkpSUxK5du7B06VK8ePECCxYsQLdu3fDkyRMEBgaif//+ePv2bbtsS1lZGTt27ICzszMePnyImTNnQllZGffv30dgYCCGDh0qNBPU3uvt3Lkztm/fDjc3N/z999+YNWsWunbtiszMTERGRuKPP/5AeHg4WzVTUlKSLcFUVFTEN998A2tra8yfPx+urq4wMDBAeXk5kpOTERERAT8/P6FjEzdkYWGBPXv2QF1dHSNHjuSbx+VykZSU1C7DCjXk6emJ+fPnw9HREd9//z3U1NTw7Nkz7N+/H5KSkkKHaqrPx8cHCxcuRFFREebPnw91dXW8ePECBw4cQKdOnfhKE1uyLd5616xZg2XLlqFr1654+vQpgoKCPvnDvJWVFa5evYo5c+bA1dUVQ4cORUFBAaKjo5GcnIxDhw6xJZ6Wlpa4du0a5s+fDzc3N+jp6SEvLw9xcXG4e/cuX9VVKSkpbN++HQ4ODuByubC0tISUlBRu376NvXv3wtLSUmBIG+BDe/Gff/4Zrq6u4HA4iIqK4mtrm5CQgOnTp7frOLSSkpJ49+4d8vPz0bVrV3A4HPYYeXh4YNGiRVBWVsaDBw8QGBiIwYMHC7Tz7QiuXLmC9evXY9OmTdDS0uJrc6yoqCiyxLU+XimgsrIyJk6ciDdv3mDPnj2QkpLCwoULG122srISBw4cwLZt2xp9iTBgwACcOHECT548gbm5OdTU1HD37l0EBARgzJgxmDVrVqPbkZKSwu7du2Fvb4/s7GwsWLAAGhoayMvLQ3x8PM6cOYOQkJAW9crt7u4OW1tbzJ07F2vWrMGAAQOQlZWFY8eOgcvlsiWaPJKSkigvL0deXh6++uqrT9LmvLU2b96M7t27w8zMDLdv30ZWVhZ0dHQaXUbYNdEcbT22zeHo6IjFixdDRUUFU6dORUlJCfbs2QM1NTVMnjy5ResqKyvDsmXLsGzZMnz99dd48eIFgoODUVlZyffiNDMzE0uXLoWxsTHmzZvHd23JyMiIbArTFA6HAysrK/j4+EBCQgIDBgzA3bt3sXv37jZXjW8ud3d3ZGVlIS0tTeh8RUVFWFhYICkpSejxU1JSEvpCXVZWFl999RX7omT58uWYNWsWdu7ciblz56KyshKBgYGQl5dn7/Fr1qzBkiVLICUlhenTp0NOTg537txhr3derTU7Ozs4OTlhy5Yt0NTUxK1bt+Dj44Offvqpzb8NmpqaOHLkCB4+fMhWl+edw6NGjWpxpvzKlStwc3PD7t278e2337YpNvJl6bi/KoS0A11dXcTExCAwMBBr165FeXk5tLW14ezsjF69evF13tVWEyZMwIkTJxAcHIwVK1agtrYWurq62L59O969eyd0qLCPsd5JkybhxIkT+Pnnn7F8+XJUVFRAQ0MDJiYmiI+P56uaPX36dDg6OsLBwYGtQrZp0yYMGTIEx48fh7e3N6SkpGBgYICwsDDo6ek1K2ZZWVl07txZaOnC9evXweVyP8qPlZqaGk6fPo19+/bBxcUFBQUFUFdXx8yZM7Fy5comq74OGDAAUVFR2LNnD9auXYuKigr0798fCxYsQP/+/bFx48ZWbatPnz6Ijo5GUFAQ1q5di5KSEgwYMAArVqzA4MGD8dtvv7X7vhBFQkICe/fuRXh4OA4cOID09HQoKChg9OjRiIqK4mvjzuFwsHv3bkRERCAkJATp6elQVVWFmZkZTpw4IdDR4KhRoxAZGYng4GAsXLgQNTU16NevH9zc3AQ67+MZPnw4Bg4cyFZXNzc3Z9f77t07XLlyBREREe26D8aOHYvw8HBMmTIFv//+O+Tk5DBgwAD2GK1YsQKlpaXo3bs35s+fDzs7u09SOt4St27dgpOTE2pra7F161aBzt08PT2F1lJpyNTUFHv37sX+/fsREBAARUVFmJqawtXVVSBj2lBqair69OnTZPVhBQUFHD58GHv37sXatWtRXFwMTU1NLFu2DDY2Ns3at8OHD0dMTAz27dsHJycnlJSUoFu3bjA2NsaZM2daXGKqoqKCEydO4MCBA/Dx8UFubi7U1dVhbW0Ne3t7tpYAj6GhISoqKjB58mTExsY22g5V3GxtbeHj44PQ0FD07NkTe/bsaXL/CLsmmqM9jm1T9PX1cfDgQezevRv79++HmpoapkyZgjVr1ojsM0aUnTt3Ijo6Gj/99BNevnyJLl26YNq0aVizZg2b0czLy8PSpUuRk5ODM2fOCLSLNzU1FVojqLnWrVsHKSkpbN68GeXl5TAwMEBISAgSEhLaraCgMRISEk2OiW5rawslJaU2dWrXo0cPhIWFYfv27bCwsIC0tDQmTZoEX19f9qWWvr4+Tp06hT179iA6Opo9f1avXs3X+dq6deugpKSEzZs3Iz8/H/369YOvr2+LX8oIo6ysjMOHD7P3lsLCQvTp0wcODg5YuHBhq85hhmEabTJFiDAc5mN190gI+WJdu3YNnp6euHjxokBGeP369ZCVlcW2bdvEFJ1wdXV1OHLkCExNTYV2XuTv74+CggL89NNPYojuy3T69GkcPHgQ586dE3coRITmtvMmRJwyMzNhamqK+/fvi+wTgnx5YmJicPLkSaFNMAj51KiknBDS7o4dOwYbGxuBh/XKykr85z//wc8//yymyESTlJSEhIQEFi1aBGdnZxgbG0NJSQnZ2dmIjY1FQkKCyLb67WXLli2NDiE0btw4oe2e/6ni4+MbbatMGtdUW0s/Pz++jhtbgzLkn9by5csb7Zth3rx5jZaANkd2djbb5leUiIgIDBkypE3baS/N2Se2traffJttPQ7CxMfHw8vLS+R8eXl5XL9+vd2329F9insdIR8blZQTQtrV8+fPYWlpiUuXLrXL0Eyf2uXLl3H8+HGkpaWhpKQEXbp0wfjx47F69ep26Um4MQUFBY0OnyUnJyd0fHFChGms53zgQxOMpqqok44lNze30aHRlJSU2nzf5XK5yMrKajSNurp6h3kh05x9UlFR0a4l5Z/iOAhTVlaGgoICkfMlJCREDvv2T9baex2VlJOOhDLlhBBCCCGEEEKImNCQaIQQQgghhBBCiJhQppwQQgghhBBCCBETypQTQgghhBBCCCFiQplyQgghhBBCCCFETChTTgghhBBCCCGEiAllygkhhBBCCCGEEDGhTDkhhBBCCCGEECImlCknhBBCCCGEEELE5P8AWpABFqgjxwEAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11\n","不是 1429\n","是的 860\n","重要 291\n","不重要 249\n","是 84\n","问法错误 42\n","回答正确 37\n","是小男孩 3\n","有 2\n","是小男孩的 2\n","为他的爷爷而哭 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12\n","不是 1310\n","是的 883\n","重要 453\n","不重要 242\n","回答正确 36\n","问法错误 34\n","是 32\n","是小男孩 3\n","有 2\n","是小男孩的 2\n","没有 1\n","为他的爷爷 1\n","为了纪念他的爷爷 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1300000000000001 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1300000000000001\n","不是 1141\n","是的 892\n","重要 663\n","不重要 219\n","回答正确 34\n","问法错误 22\n","是 16\n","是小男孩 3\n","没有 2\n","有 2\n","是小男孩的 2\n","为他的爷爷 1\n","重要性不大 1\n","为了纪念他的爷爷 1\n","男 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1400000000000001 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1400000000000001\n","不是 954\n","是的 899\n","重要 889\n","不重要 186\n","回答正确 27\n","问法错误 16\n","是 9\n","是小男孩 3\n","没有 2\n","是小男孩的 2\n","有 2\n","男 1\n","回答问题时没有按照规定给出正确的回应 1\n","为了纪念他的爷爷 1\n","回答问题前需要澄清一点的是，这个 1\n","否 1\n","重要性不大 1\n","为他的爷爷 1\n","回答问题前需要澄清一点事实细节吗 1\n","回答问题前需要澄清一点——学生并不是 1\n","回答问题前需要澄清一点的是，故事 1\n","回答问题时出现了逻辑混乱的情况（如 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA+UAAAMbCAYAAAArWzTjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3gUZeP18bObXqiCIBAE6UUQBEQfKVKkI4iAFEMvIlKkNwGRoiBIb1IEqYIEEBFBkKaIPGBBioCAdJFISTbJbnb3/YN350cM1Wezk9Xv57q8MLuTyclmy5yZe+6xuN1utwAAAAAAgM9ZzQ4AAAAAAMC/FaUcAAAAAACTUMoBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMoBAAAAADDJA5fyKVOmqHjx4ipXrlyq+7Zt26YGDRro8ccfV61atbR69eoU98fFxWnw4MGqUKGCypYtq549e+r3339/oHUAAAAAAPBP8cClvEePHvriiy9S3f7999+rX79+6tWrlw4cOKDx48dr+vTpWrdunbFMnz59dP36dW3YsEE7duxQ7ty51b59e9nt9vteBwAAAAAA/xReG74+Z84cRUdHq3r16goMDFSpUqU0fPhwTZo0SW63W4cPH9bevXv1zjvvKHv27IqMjFT//v0VGhpqlO57rQMAAAAAgH8Sr5XyPXv2qF69eiluq1Spkux2u44dO6Y9e/aoSpUqioiISLFM48aNtWPHjvtaBwAAAAAA/ySB3ljJn3/+qfj4eEVFRaW43Wq1KioqSqdPn9bZs2eVN2/eVN+bL18+rVix4r7WUbhw4QfOduDAAbndbgUFBT3w9wIAAAAA8KAcDocsFovKlClzz2W9UsoTExMVHh6u4ODgVPdlzpxZNptNCQkJyp07923vT0hIuK91/B1ut9v4z1vcbreSk5MVGBgoi8XitfV6m7/klPwnKzm9z1+yktO7/CWn5D9Zyeld/pJT8p+s5PQ+f8lKTu/yl5yS/2RNi5wP0j+9UspDQ0PlcDjkdrtT/RJXr15VeHi4wsLClJSUlOp7r169qrCwsPtax98RFBQku90uh8Pxt77/bpKTk72+zrTgLzkl/8lKTu/zl6zk9C5/ySn5T1Zyepe/5JT8Jys5vc9fspLTu/wlp+Q/Wb2d835Ha3ullGfJkkUhISE6f/58iqPhLpdLZ86cUb58+XT27Fn98ssvqb731KlTypcv332t4+8KCgpSwYIF//b3/1VCQoKROywszGvr9TZ/ySn5T1Zyep+/ZCWnd/lLTsl/spLTu/wlp+Q/Wcnpff6SlZze5S85Jf/JmhY5jx8/ft/LeqWUS9JTTz2lL7/8UtHR0cZtO3fuVEhIiAoWLKjk5GTNmzdPdrs9xRD1mJgYtWjR4r7W8XdZLJa/faT9bsLCwtJkvd7mLzkl/8lKTu/zl6zk9C5/ySn5T1Zyepe/5JT8Jys5vc9fspLTu/wlp+Q/Wb2Z80GGwXtt9vXOnTtr5syZ2r17t5KTk3Xw4EG99dZb6tOnjywWi4oVK6YSJUpo6NChio2NVXx8vCZOnKjExEQ1aNDgvtYBAAAAAMA/ideOlD/xxBMaPXq0xo0bp5MnTyp37tzq3r17ikucvffeexozZoxq1aql5ORkVa5cWfPnzzfG2t/POgAAAAAA+Kf4W6U8T5482rdvX6rbq1WrpmrVqt3x+yIjIzVmzBiNGTPmjsvcax0AAAAAAPxTeG34OgAAAAAAeDCUcgAAAAAATEIpBwAAAADAJJTyW8TExKh+/foqWbKknnvuOc2aNUsulyvFMjVq1FCZMmXUsmVLlSlTRkWKFNHatWvvuM7r169rwoQJaR0dAAAAAOCHvDb7ur/76KOPNHXqVA0aNEhlypTRL7/8otGjR+vatWsaMGCAJOnGjRs6e/asPvnkE128eFGFChVSWFiYMmbMeMf1Dh06VAEBAb76NQAAAAAAfoRSLsnpdGrq1Kl66623VKtWLUnSo48+qhw5cqhFixbq1KmTsmbNqsOHDytnzpzKnz+/EhMTlS1btrteXH7FihXatGmT6tat66tfBQAAAADgRxi+Lik2NlZXr15V+fLlU9xeqlQpBQcH6/Tp05KkQ4cOqVixYve1zuPHj2vs2LEqVaqU1/MCAAAAAP4ZKOWSHnroIYWFheno0aMpbj99+rRsNpsefvhhSTdL+U8//aR69eqpW7duGj58uGJjY1OtLykpSb1799ZLL72kypUr++R3AAAAAAD4H0q5JKvVqubNm2vo0KHav3+/XC6XfvnlF/Xu3VulS5dW7ty5JUn58uXTsGHDNGnSJL366qu6ePGiWrdurYSEhBTrGzt2rAIDA9W/f38zfh0AAAAAgJ/gnPL/r3fv3rp+/bpat25t3OZ0OrV48WLj627dukmSbDabnE6nGjVqpObNm2vNmjVq2bKlJGnLli1au3atPvnkEwUHB/v2lwAAAAAA+BWOlP9/oaGhGjt2rPbu3avNmzfr0Ucf1csvv6wKFSrc8XuCg4NVqVIl/fTTT5KkixcvasiQIRo+fLjy58/vq+gAAAAAAD/FkfK/iIyM1IwZM+RwOIxLoblcLp05c0a5cuVSUFBQiuXj4+MVFBQkp9Opvn376urVqxo5cqRGjhwpSXI4HHK73SpTpow2bNigXLly+fx3AgAAAACkT5Tyv/j++++1aNEiLViwwLjcmcViUatWrdS7d281adLEWDY2NlZbt27V8OHD5XQ6NXr06FTrW7x4sc6cOaPBgwcbE8YBAAAAACBRylNISkrSwIED1apVqxSXR7NYLOratavGjBkji8WiEiVK6MCBA1q9erWKFi2q2rVry2q16tFHH021zkyZMunKlSu3vQ8AAAAA8O9GKb/F3LlzZbFY9MYbb6S6r3Xr1goNDdX8+fN1+vRpZcyYUfXq1dMbb7whq5VT8wEAAAAAD45Sfou2bduqbt16CgkJue39L730kl566aUHWufrr78ul8vtjXgAAAAAgH8YSvktIiMjFRkZqQlL/quzl254ZZ15cmRQ31ZPemVdAAAAAIB/Fkr5bZy9dEMnzl0zOwYAAAAA4B+Ok6EBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMoBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DK/dC+ffvUqlUrlS1bVtWrV9fUqVNlt9uN+3/99Vd17dpV//nPf9S+fXv16dNHFy5cSLGOuLg4jRw5Us8884wef/xxvfzyy9q3b5+vfxUAAAAA+FejlPuZb775Rp06dVLDhg0VExOjcePG6auvvlL//v0lSefOnVOLFi30yCOP6MMPP9TQoUMlSa1bt1ZcXJwkyel0qn379jp+/LimTZummJgYPf3002rfvr0OHjxo2u8GAAAAAP82lHI/8+GHH6pt27Zq3ry58ubNq/Lly+v999/Xxo0bFRsbqwULFqhMmTIaPny4ChYsqMcee0zvvPOOwsPDtWrVKknS1q1bdf78ec2aNUtly5ZVgQIF1LNnT7344ouaMWOGyb8hAAAAAPx7UMr9jNvtlsViSXGbxWKR1WqVxWLRyZMnVb58+RT3BwYGqnz58vr1118lSSdPnlSJEiUUERGRYrmKFSvqxIkTafsLAAAAAAAMlHI/07p1ay1cuFCbNm1ScnKyzpw5owEDBqhly5bKkiWL8uTJoyNHjqT6viNHjujhhx+WJOXJk0fHjx+Xw+FIsczhw4eNZQAAAAAAaY9S7mcqVaqkzp07q0ePHipVqpRq1KihhIQE9e7dW5LUrFkzbdy4UQsXLlRCQoJsNpsmTZqk/fv3q3bt2pKkKlWqyOl0avDgwbpy5YrsdrvWrVunBQsWqG7dul7Leq8J6WJjYzV06FA9++yzqlq1qt577z2dPn06xTrsdrsmTZqkKlWqqGTJkmrYsKG2bNnitYwAAAAAYCZKuZ+ZO3euFi9erDfffFOrV6/WvHnzlCVLFjVt2lSxsbEqUaKExo4dq9mzZ+vZZ59Vly5dtGjRIjVu3FgFCxaUJEVERGjGjBk6cuSInnnmGZUtW1b9+/dX7ty51aRJE6/kvNeEdImJiWrVqpUSEhI0d+5cLViwQDlz5lSbNm106dIlYz19+/bVtm3bNGbMGH366ad68cUX1adPH3355ZdeyQkAAAAAZgo0OwDu36lTpzR58mStWrVKRYsWNW5/5pln1KZNG82dO1cDBgxQgwYNVLduXf3222+aNWuWdu/erYEDB6ZYV/HixbV+/Xr9/vvvOnTokF577TWNHj1awcHBXsl664R0kpQ3b169//77qlGjht5880199913SkpK0vjx42W1WmWz2dSqVStduHBB69evV8eOHXXo0CFt27ZNW7ZsUY4cOSRJbdu2lcPh0JQpU1S9enWvZAUAAAAAs3Ck3I8cOnRIefPmTVHIJclqtapSpUr65ZdfjNsCAgJ09epVrV+/XsOGDVOmTJluu87IyEiNGjVKbdu2VdmyZb2W9V4T0rnd7tt+n8ViUWDgzX1FJ0+e1KOPPmoUcg8mpAMAAADwT0Ep9yO5cuXS+fPnFRsbm+q+ffv2KX/+/MbXDodDb775pipVqqRKlSrdcZ3vvvuuwsLC1LNnT69mvdeEdFWqVFFQUJCGDx+uq1evKjExUTExMbpw4YJeeOEFSTcnpDt37pxu3LiRYt23TloHAAAAAP6M4et+5IknnlDFihXVvn179ejRQ4UKFdKVK1f00Ucf6aefftLIkSONZWfOnKkbN27olVdeueP6vvnmG61atUorVqzw2rB1j1snpAsICJDT6VSJEiWMCenCwsI0Y8YMNWvWTCtXrjSOoM+aNUtZsmSRJJUsWVKPPfaYevXqpZEjRypnzpzavXu3JkyYoKZNm3o1LwAAAACYgVLuZ6ZOnapFixZp0qRJ+u233xQWFqZnnnlGK1eu1COPPCJJ+u233zRnzhzNmDFDWbNmTTWMXJKcTqeGDx+uLl26qESJEl7PeeuEdGXLltWVK1e0YMECNW3aVEuWLNEff/yhdu3aqV69emrYsKHcbrc++eQT9ezZU++++65q1qypgIAATZ48Wf369VP16tUVEBAgScqYMaM6dOjg9cwAAAAA4GuUcj8TFBSkDh06qF279rJaU5dt6eakaitWrLhr2Q4ICNDUqVNVoEAB4zaXy33HdT6I+5mQ7scff9QLL7xgzMZus9lktVpVsmRJDR8+XNWrV5fValWePHm0bNkyxcbG6uzZs2rdurXefPNN42g6AAAAAPgzSrmfslotmrDkvzp76cadF9r01X2s6YIkKU+ODOrb6kmvZLvXhHTffvutfvrpJw0YMCDV91auXFlvvfWWrly5ouzZsxu3Z86cWa+++qqqVavm1WupAwAAAICZKOV+7OylGzpx7prZMVK5dUK6rFmzprjPMyHduXPn9NNPP6lUqVIp7v/vf/+rzJkzp/q+efPm6ezZs5o1a1aa5wcAAAAAX6GUw+vuZ0K6cuXKadCgQUpKSlLlypWVlJSkTZs2afXq1erbt69x/rgknThxQlOnTtWkSZMYtg4AAADgH4VSjjRxrwnpHnnkEWXLlk3Tpk3TnDlzZLPZ9Oijj2r48OFq2LBhinWNHDlSdevWVfXq1U36bQAAAAAgbVDKkSbuZ0K6cuXKaeHChfdc19tvv53iCLm3JqQDAAAAALNRypGm7mtCugfgzQnpAAAAAMBslHKkufQ6IR0AAAAAmM1qdgAAAAAAAP6tKOUAAAAAAJiEUg4AAAAAgEko5QAAAAAAmIRSDgAAAACASSjlAAAAAACYhFIOAAAAAIBJKOUAAAAAAJiEUg4AAAAAgEko5QAAAAAAmIRSDgAAAACASSjlAAAAAACYhFIOAAAAAIBJKOUAAAAAAJiEUg4AAAAAgEko5QAAAAAAmIRSDgAAAACASSjlAAAAAACYhFIOAAAAAIBJKOUAAAAAAJiEUg4AAAAAgEko5QAAAAAAmIRSDgAAAACASSjlAAAAAACYhFIOAAAAAIBJKOUAAAAAAJiEUg4AAAAAgEko5QAAAAAAmIRSDgAAAACASSjlAAAAAACYhFIOAAAAAIBJKOUAAAAAAJjE66Xcbrdr/PjxqlKlip588kl16NBBx44dM+7ftm2bGjRooMcff1y1atXS6tWrU3x/XFycBg8erAoVKqhs2bLq2bOnfv/9d2/HBAAAAADAdF4v5aNGjdK5c+e0cuVKffPNN3r55ZfVrVs3Xbt2Td9//7369eunXr166cCBAxo/frymT5+udevWGd/fp08fXb9+XRs2bNCOHTuUO3dutW/fXna73dtRAQAAAAAwlddL+e7du9W5c2flyJFDwcHBqlmzpnLlyqXvvvtOc+bMUXR0tKpXr67AwECVKlVKw4cP16RJk+R2u3X48GHt3btX77zzjrJnz67IyEj1799foaGhKYo7AAAAAAD/BF4v5bVq1dLEiRN15swZJSUlac2aNfrvf/+rnDlzas+ePapXr16K5StVqiS73a5jx45pz549qlKliiIiIlIs07hxY+3YscPbUQEAAAAAMFWgt1fYu3dvRUdHq0aNGjd/QGCgevbsqdy5cys+Pl5RUVEplrdarYqKitLp06d19uxZ5c2bN9U68+XLpxUrVng7KgAAAAAApvJqKXe73erevbuyZ8+uLVu2KGvWrPriiy90/PhxJSYmKjw8XMHBwam+L3PmzLLZbEpISFDu3Llve39CQsL/lMtms91zOYvForCwsL/9c+4mISFBbrfbK+sip3dzPujPvfXf9Mpfckr+k5Wc3uUvOSX/yUpO7/KXnJL/ZCWn9/lLVnJ6l7/klPwna1rkdLvdslgs97WsV0v5V199pdOnT2v9+vVG+W7cuLHmzZunWbNmyeFw3Dbc1atXFR4errCwMCUlJaVa79WrV/+ncudwOHT48OF7LhcWFqbixYv/7Z9zNydPnvTaH5mc3s35d5w6dcq0n/0g/CWn5D9Zyeld/pJT8p+s5PQuf8kp+U9Wcnqfv2Qlp3f5S07Jf7J6O+ftDkjfjldL+fHjx1WuXLlUP/zJJ59UTEyMQkJCdP78+RRHw10ul86cOaN8+fLp7Nmz+uWXX1Kt99SpU8qXL9/fzhUUFKSCBQvec7n73ZPxd+TPn9+rR6DTyr8x54NISEgwno9pNQrAG/wlp+Q/WcnpXf6SU/KfrOT0Ln/JKflPVnJ6n79kJad3+UtOyX+ypkXO48eP3/eyXi3l+fLl05YtW1Ld/uOPPypjxoyKiorSl19+qejoaOO+nTt3KiQkRAULFlRycrLmzZsnu92eotjHxMSoRYsWfzuXxWJReHj43/5+b0jPT8JbkfP+f77Zz6n74S85Jf/JSk7v8peckv9kJad3+UtOyX+yktP7/CUrOb3LX3JK/pPVmzkf5AClV2dfr1q1qux2u0aPHq3Lly/LZrNpw4YNmjJlitq3b6/OnTtr5syZ2r17t5KTk3Xw4EG99dZb6tOnjywWi4oVK6YSJUpo6NChio2NVXx8vCZOnKjExEQ1aNDAm1EBAAAAADCdV4+UBwUFac6cORo3bpzq1q0rl8ulwoULa8qUKXrmmWckSaNHj9a4ceN08uRJ5c6dW927d09xmbT33ntPY8aMUa1atZScnKzKlStr/vz5CgoK8mZUAAAAAABM5/VLomXPnl3vvffeHe+vVq2aqlWrdsf7IyMjNWbMGI0ZM8bb0QAAAAAASFe8OnwdAAAAAADcP0o5AAAAAAAmoZQDAAAAAGASSjkAAAAAACahlAMAAAAAYBJKOQAAAAAAJqGUAwAAAABgEko5AAAAAAAmoZQDAAAAAGASSjkAAAAAACahlAMAAAAAYBJKOQAAAAAAJqGUAwAAAABgEko5AAAAAAAmoZQDAAAAAGASSjkAAAAAACahlAMAAAAAYBJKOQAAAAAAJqGUAwAAAABgEko5AAAAAAAmoZQDAAAAAGASSjkAAAAAACahlAMAAAAAYBJKOQAAAAAAJqGUAwAAAABgEko5AAAAAAAmoZQDAAAAAGASSjkAAAAAACahlAMAAAAAYBJKOQAAAAAAJqGUAwAAAABgEko5AAAAAAAmoZQDAAAAAGASSjkAAAAAACahlAMAAAAAYBJKOQAAAAAAJqGUAwAAAABgEko5AAAAAAAmoZQDAAAAAGASSjkAAAAAACahlAMAAAAAYBJKOQAAAAAAJqGUAwAAAABgEko5AAAAAAAmoZQDAAAAAGASSjkAAAAAACahlAMAAAAAYBJKOQAAAAAAJqGUAwAAAABgEko5AAAAAAAmoZQDAAAAAGASSjkAAAAAACahlAMAAAAAYBJKOQAAAAAAJqGUAwAAAABgEko5AAAAAAAmoZQDAAAAAGASSjkAAAAAACahlAMAAAAAYBJKOQAAAAAAJqGUAwAAAABgEko5AAAAAAAmoZQDAAAAAGASSjkAAAAAACahlAMAAAAAYBJKOQAAAAAAJqGUAwAAAABgEko5AAAAAAAmoZQDAAAAAGASSjkAAAAAACahlAMAAAAAYBJKOQAAAAAAJqGUAwAAAABgEko5AAAAAAAmoZQDAAAAAGASSjkAAAAAACahlAMAAAAAYBJKOQAAAAAAJqGUAwAAAABgkjQv5StWrNBvv/2W1j8GAAAAAAC/k6al/IcfftB7772nwMDAFLdv27ZNDRo00OOPP65atWpp9erVKe6Pi4vT4MGDVaFCBZUtW1Y9e/bU77//npZRAQAAAADwuTQr5Xa7XYMGDdKAAQOUK1cu4/bvv/9e/fr1U69evXTgwAGNHz9e06dP17p164xl+vTpo+vXr2vDhg3asWOHcufOrfbt28tut6dVXAAAAAAAfC7NSvnkyZOVN29eNWnSJMXtc+bMUXR0tKpXr67AwECVKlVKw4cP16RJk+R2u3X48GHt3btX77zzjrJnz67IyEj1799foaGhKYo7AAAAAAD+Lk1K+Q8//KCYmBi9/fbbqe7bs2eP6tWrl+K2SpUqyW6369ixY9qzZ4+qVKmiiIiIFMs0btxYO3bsSIu4AAAAAACYwuul3OFwaMiQIUpOTlbdunVVr1497dq1S5L0559/Kj4+XlFRUSlDWK2KiorS6dOndfbsWeXNmzfVevPly6dTp055Oy4AAAAAAKYJvPciD2bZsmWy2WyaNWuWihYtqs2bN6tXr15avXq1goODFR4eruDg4FTflzlzZtlsNiUkJCh37ty3vT8hIeFvZXK73bLZbPdczmKxKCws7G/9jHtJSEiQ2+32yrrI6d2cD/pzb/03vfKXnJL/ZCWnd/lLTsl/spLTu/wlp+Q/Wcnpff6SlZze5S85Jf/JmhY53W63LBbLfS3r9VK+YsUKDRs2TGXKlJEkNWzYUEeOHNHixYv12muvyeFw3Dbg1atXFR4errCwMCUlJaVa79WrV/92wXM4HDp8+PA9lwsLC1Px4sX/1s+4l5MnT3rtj0xO7+b8O/xl1Ia/5JT8Jys5vctfckr+k5Wc3uUvOSX/yUpO7/OXrOT0Ln/JKflPVm/nvN3B6Nvxein/7bffUhWxkiVLau3atcqSJYtCQkJ0/vz5FEfDXS6Xzpw5o3z58uns2bP65ZdfUq331KlTypcv39/KFBQUpIIFC95zufvdk/F35M+f36tHoNPKvzHng0hISDCei2k1CsAb/CWn5D9Zyeld/pJT8p+s5PQuf8kp+U9Wcnqfv2Qlp3f5S07Jf7KmRc7jx4/f97JeL+WPPvqojhw5ohw5chi3HTp0yDhP/KmnntKXX36p6Oho4/6dO3cqJCREBQsWVHJysubNmye73Z5iz0JMTIxatGjxtzJZLBaFh4f/zd/IO9Lzk/BW5Lz/n2/2c+p++EtOyX+yktO7/CWn5D9Zyeld/pJT8p+s5PQ+f8lKTu/yl5yS/2T1Zs4HOUDp9YneOnTooLfeekvff/+9EhMTtX79eq1atcoo4Z07d9bMmTO1e/duJScn6+DBg3rrrbfUp08fWSwWFStWTCVKlNDQoUMVGxur+Ph4TZw4UYmJiWrQoIG34wIAAAAAYBqvHylv3LixnE6nBg0apEuXLqlEiRKaP3++MeP6E088odGjR2vcuHE6efKkcufOre7du6e4TNp7772nMWPGqFatWkpOTlblypU1f/58BQUFeTsuAAAAAACm8Xopl6SXXnpJL7300h3vr1atmqpVq3bH+yMjIzVmzBiNGTMmLeIBAAAAAJAueH34OgAAAAAAuD+UcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJGleyuPi4vTOO+8YXx84cEDNmjVTqVKl9Nxzz2nu3Llyu93G/Xa7Xe+8846eeeYZPfHEE+rQoYN+/fXXtI4JAAAAAIDPpXkpHzx4sE6fPi1JOnPmjDp16qSmTZtq3759+uCDD7RhwwbNmjXLWH7cuHE6cOCAVqxYoW+//VaVKlVSdHS0/vzzz7SOCgAAAACAT6VpKV+4cKG2bNlifL1o0SJVr15dTZs2VXBwsAoUKKDx48dr9uzZiouLU2xsrFauXKnx48crKipKISEhatu2rZ588kktWrQoLaMCAAAAAOBzaVbKDxw4oJkzZ6pjx47GbXv27FHdunVTLFeoUCEVLFhQ3333nfbt26dixYopKioqxTIvvviitm/fnlZRAQAAAAAwRWBarDQ2Nla9e/fWyJEjZbPZdPz4cUnS2bNnlTdv3lTLP/roozp9+rRcLtdd7/+73G63bDbbPZezWCwKCwv72z/nbhISElKcO/+/IKd3cz7oz7313/TKX3JK/pOVnN7lLzkl/8lKTu/yl5yS/2Qlp/f5S1Zyepe/5JT8J2ta5HS73bJYLPe1rNdLucvlUr9+/VSrVi3Vrl1bn3zyiXFfYmKiMmfOnOp7smTJIpvNJrfbfdv7M2fO/D89QA6HQ4cPH77ncmFhYSpevPjf/jl3c/LkSa/9kcnp3Zx/x6lTp0z72Q/CX3JK/pOVnN7lLzkl/8lKTu/yl5yS/2Qlp/f5S1Zyepe/5JT8J6u3cwYHB9/Xcl4v5TNmzJDNZlO/fv1S3RcaGiq73Z7q9j///FN58uSRy+VSUlJSqvuvXr36Px1xDQoKUsGCBe+53P3uyfg78ufP79Uj0Gnl35jzQSQkJOjUqVPKly9fmo0C8AZ/ySn5T1Zyepe/5JT8Jys5vctfckr+k5Wc3ucvWcnpXf6SU/KfrGmR0zNa/H54tZTv2bPHmEm9TJkykm4eOXe5XHr88ceVPXt2nT59Wjly5EjxfadOnVKDBg1kt9u1bdu2VOv1PEB/l8ViUXh4+N/+fm9Iz0/CW5Hz/n++2c+p++EvOSX/yUpO7/KXnJL/ZCWnd/lLTsl/spLT+/wlKzm9y19ySv6T1Zs5H+QApVcneqtYsaIOHjyogwcP6qefftJPP/2kUaNG6bnnntNPP/2k6tWr68svv0zxPSdOnNCvv/6q8uXLq1y5cjp48KBiY2NTLBMTE6OqVat6MyoAAAAAAKZL8+uU3yo6OloxMTHasGGDHA6HTp48qX79+unVV19VRESEsmbNqsaNG6tv3766cOGC7Ha7PvroI+3fv1+vvPKKL6MCAAAAAJDmfFrKo6KiNGvWLH344YcqW7as2rVrp7p166pz587GMgMHDlSRIkX04osvqnz58tq2bZs+/PDD204ABwAAAACAP0uTS6Ld6sUXX9SLL75ofF2mTBmtXLnyjssHBwdrwIABGjBgQFpHAwAAAADAVD49Ug4AAAAAAP4PpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMoBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMoBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMoBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMoBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMoBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMoBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMoBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMoBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMoBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMoBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMoBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMoBAAAAADAJpRwAAAAAAJNQygEAAAAAMAmlHAAAAAAAk1DKAQAAAAAwCaUcAAAAAACTUMqBNGCz2cyOAAAAAMAPUMrxr7d3714VLVpURYoU0bJly1Ldf+7cOfXs2VMVK1ZUjRo1NGPGDF2+fPmu6+zRo4emTZuWVpEBAAAA/EN4vZQ7HA5NmzZNNWvW1JNPPqlXXnlFP/30k3H/tm3b1KBBAz3++OOqVauWVq9eneL74+LiNHjwYFWoUEFly5ZVz5499fvvv3s7JmAoXry4du7cqTJlyqS6748//lDTpk2VI0cOLVmyRDNmzJAktW/f/o5Hw5cuXaqffvpJzZo1S9PcAAAAAPyf10t5v3799OOPP2r+/PnasWOHGjZsqPbt2+vkyZP6/vvv1a9fP/Xq1UsHDhzQ+PHjNX36dK1bt874/j59+uj69evasGGDduzYody5c6t9+/ay2+3ejgpIkiIjI5U9e3YFBQWlum/dunXKnz+/Bg8erAIFCqhw4cLq2rWrXC6Xtm/fnmr5U6dO6d1339WQIUP08MMP+yI+AAAAAD8W6M2VnTp1Stu3b9eOHTuUIUMGSVLTpk117NgxrVy5UqdPn1Z0dLSqV68uSSpVqpSGDx+uESNGqEGDBjpy5Ij27t2rXbt2KSIiQpLUv39/7d27V+vWrdNLL73kzbjAPbndblkslhS3WSwWWSwWBQamfPk4nU4NGDBAzzzzjBo2bOjLmAAAAAD8lFePlCcmJqpjx45GIfeIiorSH3/8oT179qhevXop7qtUqZLsdruOHTumPXv2qEqVKkYh92jcuLF27NjhzajAfalfv75OnDihKVOmyGaz6caNG1q4cKEyZsyoKlWqpFh29uzZOnXqlEaOHGlSWgAAAAD+xqulvGjRonrttddS3OZ2u7Vp0yYVKlRI8fHxioqKShnAalVUVJROnz6ts2fPKm/evKnWmy9fPp06dcqbUYH7kiNHDk2ePFmzZ89W2bJlVaVKFe3evVujRo1ScHCwsdzRo0c1Y8YMBQYGqkmTJqpdu7aWLFliYnIAAAAA/sCrw9dvZ+bMmYqLi1O9evU0c+bMFEXGI3PmzLLZbEpISFDu3Llve39CQsLfzuB2u+/rElUWi0VhYWF/++fcTUJCgtxut1fWRU7v5vRwOp2y2+0pniv79u1Tnz599Morr+i5555TQkKCPvnkE7Vt21bTpk1T6dKlJUlvv/22smTJop49e6pAgQL64YcfNGnSJDkcDlMmfPO8Xv6X142v+EtWcnqXv+SU/CcrOb3LX3JK/pOVnN7nL1nJ6V3+klPyn6xpkfN2p8HeSZqW8jVr1mjJkiVavny5wsPD5XA4bhvu6tWrCg8PV1hYmJKSklKt5+rVq/9TuXM4HDp8+PA9lwsLC1Px4sX/9s+5m5MnT3rtj0xO7+b0sNlsunjxovFccbvdGjRokJo0aaKaNWtKkjJkyKA2bdooLCxMI0eO1OjRo3XlyhXt3btXo0aNUv78+eVyufT444+rXbt2mjp1qh5//HGv5nwQ/jTCxF+yktO7/CWn5D9Zyeld/pJT8p+s5PQ+f8lKTu/yl5yS/2T1ds7bHZC+nTQr5Zs3b9bYsWM1f/58Y8h6SEiIzp8/n+JouMvl0pkzZ5QvXz6dPXtWv/zyS6p1nTp1Svny5fvbWYKCglSwYMF7Lne/ezL+jvz583v1CHRa+Tfm9AgPD1fOnDlVrFgxSdKVK1f0xx9/qHXr1sqaNaukm3vPTp06pXr16umzzz5TsWLF9P333yssLEz169dPsb4cOXJoypQpypEjh/H9vuLJmS9fvjQbreAt/pKVnN7lLzkl/8lKTu/yl5yS/2Qlp/f5S1Zyepe/5JT8J2ta5Dx+/Ph9L5smpXz37t0aPHiwZsyYoZIlSxq3P/XUU/ryyy8VHR1t3LZz506FhISoYMGCSk5O1rx582S321PsVYiJiVGLFi3+dh6LxaLw8PC//f3ekJ6fhLf6N+cMCAhQcHCw8VwJDAxURESETpw4oTx58qRY9uDBg8qfP7/Cw8NVpEgRJSUl6cyZMypSpIixzNdff63IyEjlyJHjtpdb84WwsDDTn/v3y1+yktO7/CWn5D9Zyeld/pJT8p+s5PQ+f8lKTu/yl5yS/2T1Zs4HOUDp9euU79+/X7169dKECRNUvnz5FPd17txZM2fO1O7du5WcnKyDBw/qrbfeUp8+fWSxWFSsWDGVKFFCQ4cOVWxsrOLj4zVx4kQlJiaqQYMG3o4K3FVwcLBef/11DRgwQCtXrtTJkyd17NgxffLJJ5o9e7b69OkjSXrooYfUokULvfbaa/ryyy/122+/ae3atRo6dKhef/110wo5AAAAgPTPq0fKDx8+rC5duuj69et69dVXU9yXO3dubd68WaNHj9a4ceN08uRJ5c6dW927d09xmbT33ntPY8aMUa1atZScnKzKlStr/vz5FBuYol27doqKitIHH3ygd999V8nJycqfP7+mTJmS4pJoQ4YM0UMPPaRRo0bpzz//VIECBTRixAjVrl3bxPQAAAAA0juvlvJixYrpu+++u+sy1apVU7Vq1e54f2RkpMaMGaMxY8Z4MxpwT4sXL77t7TVq1FCNGjUk3Tzf5OTJk8qfP3+KZQICAvTaa6+luiQgAAAAANxNml8SDfAHLpdbVuu9z/t40Bnl73e9AAAAAP6dKOWAJKvVoglL/quzl254bZ15cmRQ31ZPem19AAAAAP55KOXA/3f20g2dOHfN7BgAAAAA/kW8Pvs6AAAAAAC4P5RyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAExCKQcAAAAAwCSUcgAAAAAATEIpBwAAAADAJJRyAAAAAABMQikHAAAAAMAklHIAAAAAAEwSaHYAAP+b7du3a/r06Tp8+LAiIyNVo0YNvfbaa5KkWbNmafbs2bf9vmLFimnNmjWyWCy+jAsAAADgFhwpB/zY559/rl69eql+/fpat26dpkyZopMnT6pLly5KTk5WdHS0du3aleK/zz//XBEREerduzeFHAAAADAZR8oBPzZ+/Hj16tVL0dHRkqT8+fNrzpw5qlOnjvbs2aPHH39c4eHhKb5n2bJlKlasmKpUqWJGZAAAAAC3oJQDfio2NlaxsbGqU6dOitvDw8NVsmRJXbx48bbfs3DhQs2dO9dXMQEAAADcBcPXAT+VNWtWHThwQA8//HCK291ut06cOKGcOXOm+p7Zs2erXLlyevLJJ30V82+z2WxmRwAAAADSHKUc+IdZunSp4uPjVaFChRS3X7x4UcuXL1fv3r1NybV3714VLVpURYoU0bJly+667G+//abnnntOJ0+e9FE6AAAAwByUcuAfZNeuXZowYYLGjBmj4ODgFPdNnz5d1atXV7FixUzJVrx4ce3cuVNlypS563JOp1P9+/fXf/7zH+XPn99H6QAAAABzcE458A/x/fffq0ePHho+fLiefPJJHT582Ljv9OnTWrdundauXWtavsjISEVGRiooKOiuy82dO1dnzpzRzJkzfZQMAAAAMA+lHPgHOHLkiDp37qyePXuqUaNGqc7Hnjx5sho2bKh8+fKZE/A+HT58WNOmTdP777+vLFmymB3HEBMTozlz5uj06dPKli2bWrRooc6dO8tqZbARAAAA/jeUcsDP/frrr2rfvr2io6PVpk2bVPcfOXJEW7du1eeff25Cuvtnt9vVr18/1apVSzVq1DA7juGjjz7S1KlT9cYbbygyMlJut1sTJkzQtWvXNGDAALPjAQAAwM9RygE/dvbsWbVr107PPvusmjdvrsuXL0uSEhISFB8fL0l6//331aJFi9vOxp6ezJw5U8eOHZPD4VDFihVVtGhRDRw4UEWLFjUtk9Pp1NSpU/XWW2+pUqVKOnz4sIoVK6a8efOqRYsW6tSpk7JmzWpaPgAAAPg/Sjngp37//Xe1a9dOFy9e1Nq1a1OdL16hQgXlzZtXBw8e1NixY01KeX8uX76sjz76SM8995w6dOigoKAgrVixQq+88oo+/fRT5ciRw5RcsbGxunr1qsqXL5/i9lKlSik4OFinT59OV6V8y5YtmjZtmn799VflypVL7dq1U/Pmzc2Olcr27ds1depUHTlyRJGRkapZs6b69u2rTJkymR0tFX/J6i85AQBAapwQCfgZl8stSXr44Ye1efNmHT169Lb/LV68WPny5dPWrVvveX62Z51m2bVrl/Lnz69p06apfPnyeuKJJzR27FiVKVNGCxcuNC3XQw89pLCwMB09ejTF7adPn5bNZkt1jXgzffXVV+rdu7caN26scePGqXv37poyZYqmT59udrQUPv/8c/Xq1Uu1a9fWuHHjNH78eJ08eVJt27aV3W43O14K/pLVX3JKNy+NWLZsWbVs2VIff/yx2XHuyF9ySv6TlZze5bnMaJkyZbRlyxaz49yVPz2m5PQenqMPhiPlgJ+xWi2asOS/OnvphlfWlydHBvVt9aRX1vV3/fHHHypbtqwCA1O+JVWoUEHffvutSakkq9Wq5s2ba+jQoRo1apSCgoJ0/PhxjRgxQqVLl1bu3LlNy/ZX06ZNU6dOndS0aVNjmH1CQoImTpyo1157zex4hvHjx6tXr14pcs6ZM0d169bV559/roYNG5od0eAvWf0lp3Tz0ohffPGFunXrZnaUu/KXnJL/ZCWnd3kuM5rec0r+9ZiS03t4jj4YSjngh85euqET566ZHcNrHnnkEX3//fdyuVwpZjTfv3+/6cW3d+/eun79ujp27Ci32y2LxSKn06nFixebmuuvVqxYoYCAgBQz7wcFBcnpdJqYKqXY2FjFxsaqTp06KW4PDw9XqVKldPr0aZOSpeYvWf0lp0dkZKSsVmuqHXDpjb/klPwnKzm9634vM5oe+NNjSk7v4Tn6YBi+DsB0VatW1ZUrV9S3b18dOnRIx44d09tvv63vvvtOHTp0MDVbaGioxo4dq+3bt2vSpEnKmzevXn75ZVWoUMHUXH8VEBBg/L/D4dDOnTs1fvx4tWzZ0sRUKWXNmlUHDhxINezf7Xbr+PHjyps3r0nJUvOXrP6SEwAA3Fn63sUC4B/PYrEoe/bsmj9/vt5//321atVKoaGhKl++vD755BNFRUWZHVGSFBERoc2bN8vhcKTrS6HduHFDbdu2ldvtVuHChdWxY0ezI93T0qVLFRcXp1q1apkd5Z78Jau/5AQAAJRyAGnE5XLLarWkuv2vw77DwsJUvHhxSTfPi/476/SFH3/8URs3btTs2bMVHh5uSob7ERERoVGjRslqtWrlypVq0aKFli1bpsjISLOj3dY333yjCRMmaM6cOQoNDTU7zl35S1Z/yQkAAG6ilANIE/+kCemSkpI0fPhwPf/883rySXMnxbsXq9Wqxx57TMWKFVODBg308ssva9myZerUqZPZ0VI5duyY3n33XQ0fPjzVZefSG3/J6i85AQDA/0mXpdxut2vSpElau3atbDabnnzySQ0ZMkSPPfaY2dEAPIB/yoR0c+fOlcViSZfX/JZuTvZ18eJFY8SBR3BwsMqVK6dff/3VpGR3dvToUb377rvq1q2bGjVqZHacu/KXrP6SEwAApJQuJ3obN26cDhw4oBUrVujbb79VpUqVFB0drT///NPsaAD+hdq2bav3339fmTJlksVizvD5u0lMTFSzZs105syZFLcnJydr7969Kly4sEnJbu/XX39Vt27dVKdOnXQ1Ed3t+EtWf8kJAABSS3dHymNjY7Vy5Upt3LjRmOCpbdu2OnDggBYtWqSePXuanBDAP8n9nKceGRmpokWLenWd3pQrVy41bdpUXbp0Uc+ePeV2u5WQkKCFCxfK6XTq5Zdf9lmWezl79qzatWunp59+WtWqVdMff/yhsLAwSVJISIgyZsxocsL/4y9Z/SUnAAC4vXRXyvft26dixYqlmnH5xRdf1OTJkynlALzqn3Lu+5AhQ7Rw4UJNnDhR586dU+bMmVW7dm1NmjTJKGhm+/3339WuXTtdvHhRGzZs0IYNG1LcX716dc2YMcOkdCn5S1Z/yQkAAO4s3ZXys2fP3va6qo8++qhOnz5tQiIA/3T+cu773Y7ABwYGqmPHjg98CTRfHtV/+OGHtXnzZklSQkKCTp48qfz586ebnQa38pes/pLzVhaLRVarNV2eCnIrf8kp+U9WcqaNoKCgdJ/VXx5TcqYNnqP38fPdbrfblJ98B9OnT1dsbKyGDRuW4varV6/qmWee0aFDhx5offv375fb7VZQUNB9LW+xWHQtzq5kp+uBfs6dBAZYlSkyWN5+mMmZvnNK/pOVnP6RU7qZNT7BIafLO+sOsFoUERaUJo9pWiCn9/lLVnJ6l7/klPwnKzm9K60+Q9PCv/Ux/bfnlO6d1eFwyGKxqGzZsvdcV7o7Uh4WFqakpKRUt1+9evVv7fn3/CEe5A+SKTL4gX/O/ebwJnJ6V1rklPwnKzm9K60+BCLC7m8H44NI73uvPcjpff6SlZze5S85Jf/JSk7v8peckv9kJaf33SurxWK5798n3ZXyPHnyaNu2baluP3XqlPLly/fA6ytTpowXUgEAAAAA4H3p7pJo5cqV08GDBxUbG5vi9piYGFWtWtWcUAAAAAAApIF0V8qzZs2qxo0bq2/fvrpw4YLsdrs++ugj7d+/X6+88orZ8QAAAAAA8Jp0N9GbJNntdk2aNEkxMTGy2WwqV66chg4dqvz585sdDQAAAAAAr0mXpRwAAAAAgH+DdDd8HQAAAACAfwtKOQAAAAAAJqGUAwAAAABgEko5AAAAAAAmoZQDAAAAAGASSjkAAAAAACahlAMAAAAAYBJKOQAAAAAAJqGUAwAAAABgEko58IBcLpfOnz8vt9ttdhT8y9ntdn333XdyOp33tSz+Gex2u+bOnatLly6ZHQX4R/ryyy/NjgDgX4ZS/oAcDofeffddXblyJcXtJ0+e1M8//2x6Ubty5Yp++OEHnThxQhcvXtS1a9fkcDhMzeThcDi0YMECXbt27bb3X7lyRdWrV0/12Pqa3W5X165d9fvvv9/2/j///DNVzuvXr/sq3j+S0+k0/e9+N06nU9u3b5fNZktxe1xcnEmJbrLZbIqOjk5VuNevX5/i6/Pnz6tevXo6cuSIL+MZEhMT1alTJ504ccKUn/8gzH4Pvx8Wi0UTJ05M168Z+I4/vK480lvWX3/9Va1atdK5c+eM27Zt26bu3bvr8OHDJib7++Lj482OANzR5cuXdfnyZbNjpEuBZgfwNwEBAVqwYIFatGihhx56yLj91KlT6tatm/bu3asMGTKYlu/QoUPq3LlzqtsDAgIUHh6u8PBw5cqVS2+++aaKFi3q02wBAQF699131bBhQ7ndbh0/flyBgYFyOp0qWLCgQkJCdO7cOQUHBxvfM2zYMFWqVEnPP/+8z3IGBwdrx44dCg4OltPp1PLlyxUYGKjk5GS1atVK4eHhcrvdCgsLM77n1VdfVZUqVW772PvSlStX1L9/f0VERMhisaS632KxKEeOHBowYICsVnP3yTkcDn3//fcqWbKkjh07pubNm+uHH35QcHCwjhw5otGjR+vNN99UoUKFTM0p3Rwd0bVrV23cuFH58uUzbv/66681aNAgbd++XZGRkT7Pdetz8bPPPlPVqlV148YNDR48WF999ZXGjh0rp9Opbt26KSQkRFmyZPF5Runma2rnzp3q06ePKT//QXz11Vfq2bOnMmTIoPDwcIWFhSk8PFwRERHG/z/yyCPq2LGjae/1QUFBCgoKUmhoqK5evaqYmJg7vuaDg4NVsWJFPfzwwyYkvTuXy6XLly8re/bspr8fSVJycrJ+/PFHFS5c+K6v52vXrmnhwoVq3ry5cubM6cOEN61du1bVq1c3Mnbr1k3169fX66+/7vMsD2rcuHGSpLlz55qc5Car1ar9+/crJCTEuG3WrFl6/vnnlStXLq1YsUIRERHG8zMhIUFNmjQxK66kmzs2hgwZokWLFqXYXvIYN26c8uXLp7Zt2yogIMCEhKmtWbNGZcuW1aOPPmp2lPvy22+/qXfv3nrooYeUMWNGZciQQRkzZlTRokVVp04ds+MZHA6HJk2apA4dOqToJCdPnpTNZlPx4sVv+7mQlm7cuKFnn31We/fuTfG68vjqq68kSU2bNvVpLn9AKb+D5ORkffPNNwoNDZV08+hJXFycnnvuOQUEBCg4OFjnz59X/fr19d133+mhhx6S2+02/ShLhgwZFBoaqnXr1slms8lmsykhIUE2m03x8fG6du2a5syZo3feeUcLFizwaTar1aqAgABFRkYqOTlZDRo0MG4/dOiQIiIiJMkou3FxcVq7dq3KlCnj05zS/+3EkKSxY8eqTJkyOnDggFq1aqWwsLAU91+4cEH79+83bYPI7XZr+vTpat++vSIjI/Xdd99p5MiRGjlypIYPHy63262RI0eqV69eypgxoyZPnqyaNWuqXLlyPssYHx+vdu3aKSQkRFarVUlJSRo5cqSio6P1+eefK0OGDLJYLMYGxpw5c3To0CFlzJjRZxk97HZ7ig2duLg4RUZGymKxKDQ0VJcvX9awYcM0Y8YMZcuWTTabTS6Xy+c5pZvlLDDw5tv41KlTNW/ePM2YMUPz5s1Tv3791LlzZ2XMmFFOp1NLly415fGUbr7Gw8LCFBoaqkuXLmnEiBEpNnRvFRwcrIYNG6pChQomJJXxGPXu3dt477z1v+vXr2v+/Pm6cOGC3n33XVMySjf/9sHBwXI4HBo3bpyyZcsm6eaOuYceesj49+rVq6pYsaI++OADU3LGxsaqRYsWxmtIuvmelZiYqCVLlqhKlSoKCAhQ9uzZVbRoUbVp00ZPP/20KVkTExPVqlUrrVq1SiVKlFDnzp3VrFkz1ahRI8VyTqdTs2bNUu3atX1eyq9cuaI333xT165dU3R0tCTp6tWrKlKkiLZs2aKIiAiFh4cra9asioqK8mm2e7ly5Yq++eYbvfzyy2ZHMXi2NzzbH19//bWOHj2qKVOmKDExUcOHDzeWSUxMVFhYmOml3GKx6Mcff7xtIb9+/bo2bNig7Nmz65VXXjGtlI8cOVIvvfSSSpQoIUmaNm2aWrZsqQ4dOpiS50727t2rr7/+WtmyZTP+e+ihh+RwOPTzzz+re/fuio+P19WrV3X48GHNmTNHYWFhqlq1qtnRJaXPA4Xh4eGy2+1yuVzavXu3goKCZLfb9dhjj6lly5ZKTk6WJM2cOVNPP/20Ro8e7dN8f7V3715NnTr1njsvEhMTlS9fvjT93KeU34HValWnTp2MjZ6goCC5XC4dPHhQgYGBCgoKUmRkpBITExUQEKCQkBBZLBbT9vZ7ioTFYpHFYknxYRwfH6/ExETjBXvs2DF9+umnpuT0bEhaLBZlz55dO3fu1FNPPSXp5gdNWFiY9uzZo2effVZbt25VtmzZ9MILL/g8Z2BgoPGB99BDD2nx4sWqWLGicX9wcLAmTZqk1157TV988YUef/zxFPf7ksVi0YcffqilS5fq1VdfVVBQkBo3bqwxY8aocePGkqRRo0apdu3aeuSRRxQQEJDiaK8vBAUF6ccff1TLli0VEhKipUuXKiwsTG63W+Hh4UpOTlZQUJAk6eOPP9amTZs0adIk5ciRw6c57Xa7SpUqlaI8BAQE6Oeffzaeu4GBgdqxY4esVquxY8bXe6KdTqc+//xzZc2a1djoWrx4scaMGaOXXnpJc+bM0Zo1axQdHa19+/Zp48aNphVyj4CAAOMx3LZtm+rWrSuXy6WNGzeqTp062rhxo2rXrq0ff/xRhw8f1urVq03JGRgYqMDAQL300kspbne5XMb7+4ABA7R9+3Yz4hmsVqsCAwONDa5du3ZJkooVK6Zdu3apaNGi2r59u9avX6+RI0fK7Xb7/Hkq3XyvvHDhgrGTcOTIkbLZbBo9erQyZ84si8WicePGyW63a9WqVerfv7927tzp85yerG63W6GhoTp9+rR++OEH7dixQ3ny5FHLli310ksvKWPGjIqIiDDeu3zto48+Uo4cOdSiRQtJN0+nun79uooVK6aaNWvKYrEYf+vWrVtryJAhPs94JzNnzlSWLFnUq1cvs6MYPJ87niN6M2fOVN26dZUjRw7jVLsDBw5IkooWLardu3ebE/QWYWFhty3k0s2DCJ6d3ndaJq0dPXpUy5Yt0zPPPGOU8tjYWBUsWFBjxowxRm1mzZpV1atXN20El3Tz1K558+YpV65cxmvp1tdQ9+7ddebMGWXLlk1hYWFq3Lixtm/f7vNS7k8HCgMCAhQWFqb4+Hi99tprKlCggM6ePasvvvhCISEhat68uSRp3bp16tSpk8/z/ZXD4dAvv/xivKfezqxZs/TKK6+ocOHCaZqFUn4HVqtVGTNm1N69e1WxYkXt2bNH1apVM+4LDAxUaGiosUHsOVp1u6EavvDee+/J7Xbr8ccfN25zOBxasWKFZsyYoSpVqmjs2LGSpCJFiqhevXqm5LRarUpOTpbb7Tb2nt26I8NqtWrgwIGqXbu2Ll26pCZNmpiyp9dqtWr37t1yuVxKTk7Wrl27Ury5eYpadHS0nE6n8SZjlpCQEL3//vuaMGGCkpKS1KlTJyUkJBhveA6HQ/3791doaKjsdrsaNWrk03yejYMePXooc+bMWr16tfFaCQ4ONo40T5o0ScuWLdN7773n01MWbs0ZFhamhQsXqmPHjvrggw+MERABAQHGh43nOevZoPP1xs+BAwc0cOBA9enTxyi2pUuX1vjx41WyZEm1a9dOCxcu1Lx589S6dWtNnjxZEyZM8GnGv7JYLAoMDDSOSE2cOFGStHHjRk2cOFGfffaZ3nvvPW3atEmjR49OUYJ9YeHChcqTJ0+Kow2SdOTIEU2YMEFPPPGEunfvLknKmjWrWrZs6bNsd2K1WhUUFHTHsm2xWFSyZEktW7bMlEIu3XxvCgwMVOPGjfXWW2+pcePGun79unG0ITg4WE888YSioqKUNWtWvfrqq8aQdl/zfI4HBQUpb968+vbbb3Xs2DFt2bJF69ev17Rp09SsWTPjCLXn9e8riYmJWr58uYYNG6Zt27bp+eef1/79+xUVFaWoqCgFBARozZo1ypo1q6ZMmaJt27alm1K+a9cuLV++XB988IEpp/rciedvbrPZFBISopCQEL3yyivGfbe+bsx6Df3VrSOkbjV16lStWbNGo0aNMu0ggXTzvbRixYqqWbOmJOncuXNKSkpS6dKl1aVLFxUqVEhOp1OnT5/Wtm3bNH36dNOyhoWF6eGHH9amTZsk3Sy/sbGxOnHihNq3by+n06nnn39eCxYsUMWKFfX000+rbNmyPs/pbwcKPad65cuXT6tXr1b16tUVFhamsLAwFShQQG63WxERET4/QHQ7gYGBypw58113Fs6aNUsdO3ZM8wNFlPK78JRBzxux500wICDAGIrtuc9utxvn+ZkhPDxcy5cv16JFixQYGKhNmzYpT548mjRpkl555RW9+OKLxrKtW7c2JaN0842lVKlSxtelSpVKUWgCAgL0+eefq2vXrjpw4IAGDx5sRkxZrVbNmDHD2Bs5Y8aMFJNpWa1WzZs3T6NHj9ayZctMO8coJiZGP//8sySpXLlyWr58uZ544gnVrVtX3333nerWrSu3261vv/1Wzz33nDJlyqSrV6+aklVKuVHjeX2NGzdOmTNnVlJSkq5evaq1a9fqkUceMSuiQkJCVLp0aQUGBqp06dLGzgPPaz4wMND4oHM4HMYHoC+VLVtWGzduVK5cuTR+/Hjt2LFDo0eP1tSpUxUREaGOHTuqc+fOWrt2rWbNmqUmTZpo3bp1atiwoU9z/pVnh+bdNm6feuopbd++3ecbEz/++KPGjRtnDPe/dOmSLl++rKZNm6pMmTJ67LHHjGX79Olz241iX7i1sHqek3c7GlKwYEFfRbut2z1Onh00f70/ODhYffv2Ne1cfc9z7tbnZ6FChVSoUCF16NBBJ06c0OLFi1WvXj1ZLBaf7zD+4YcfFB4erocfflht2rTR/PnztXXrVuN17dmpmC1bNlWuXDldnKcvST///LN69eqlfv36mVoWb8dzVLR169YaOnSoevToIYfDoR9//FGJiYkpljX79EQPz+veIzY2Vm+99ZZ27NihcePG+Xyn+60uX76sDRs2aO7cuRo9erSGDBmivXv3qlSpUsqcObMCAwM1Y8YMRUVFaf78+Zo/f75pWSWleg0HBgbq4YcfNl47nvs977n9+/f3bcD/z98OFIaEhBijYqWbJd2sz8x7uZ/XtWcUclpLn49QOnXrH2TEiBEKCgpScnKyBg0apD///NPUiXR69uypnj17av/+/Vq1apX69OmjNm3aaPPmzcqaNatpuW7n4MGDcrvdqlWrljZt2qSqVavK6XQaQ8UiIyP16quvqlOnTqbNImqxWLRkyRJJUvXq1bV06VI9++yzun79uo4dO2YsV6FCBS1evFj//e9/VaVKFZ/nDA0N1Z49e3TlyhWdOHFCjz76qKxWqxo3bqyxY8caw9fffvtt1alTx9SyK6V88/P8/++//27MCv7ZZ58pZ86c6tq1q2lHJf76cz1fWywWffrppwoNDZXL5VJMTIzOnDljytA7q9WqPHnyKDExUS6XS2PGjNHnn3+uHj16KCkpSS1bttTPP/+sAQMGaM6cOeratavGjx+v559/3hj+5ivffPONcY6wZ8/93T4EzXq/mjhxorp27aqtW7dqzZo1qlWrlvr376+5c+fq2WefTbGsmRsXXbt2VbVq1eRyudLNkbu7sVgsSk5O1qpVq+R0OrV69WolJCQYo2NuLY7/+c9/9J///MeUnKdOndKFCxeMx/TatWvavXu3vvnmGx04cEDnz5/Xvn37NGbMGHXs2FH16tXzeel96qmntHTpUuXIkUOtWrVSnz59lJiYqHXr1klKWTBq1KiR6lx4Xzt06JBsNpt69eqlN954Q/Xr1zfm6Lgdu92uGzdupBqt4gs5c+Y0jpDf+v6UXl5jixcvVp48eZQpUybjth9++EEbNmzQ1q1bVaNGDW3atMmUESa3unz5sipUqKCwsDAtXbpUefPm1a5du4xtkVsPXD3xxBMaOHCgWVEl3TwVzLPzZcqUKYqIiFC2bNmMv7vT6ZTVajWt3N7KHw4UXrlyRZkzZzYOYNyaPb3sJPwrh8OhixcvGiOgbsftdqtHjx4KDg7WokWL0iwLpfwB3K5QeM53vnLliooXL25KrlsVK1ZMzZs3V6VKlZSQkKDY2FjFxsamWMZmsyk5OdmUITh/PboQGBgot9utmJgYTZ8+3bh82759+5Q5c2YtXrxYI0eO9HlOt9utQ4cOye12GxN+JCcna+nSpZo2bZrx5rJnzx4VKlRIH3/8sSmlvHbt2qpdu7ZWrVqlli1bql27drLZbCpbtqzxr3Tzb96hQwdVr15d7du393mR9JyfdesGjudvPWHCBCUmJqp27doaM2aMRo0apcOHD2vKlCk+zXgnt2aePXu2LBaLHn74YU2ZMkU2m01FihQxLZvNZpPb7ZbNZlOdOnWUO3duDRkyRDabTSNGjFDt2rW1ceNGtW3bVgsWLNDq1avVqlUrn2YcPHiw8ubNK4fDkW42cO+kcOHCKly4sDp37qzVq1crLCwsVSH38PXwes/PzJw5s2bNmqXk5GQtWrQoXZyTdy/Jycn6+OOPlZycrJUrVxobwjVr1lRCQoIOHDhg6qRkcXFxql+/vgoUKGDctn37dg0dOlRPP/20GjZsqKioKGMD/bHHHpPb7TZlgkfP8MnBgwfrhx9+0LVr15QrVy5JN9+rVq1apcyZM0u6+R4bHx+v3r17+zyny+VSu3btlJSUpA8//FClS5fWN998o/bt29/2dB+n0ymn0ylJPr8UmcVi0ZQpU/TGG2/oxIkT+vDDDxUUFCSbzWb6jg2P6dOnG6PcPO+jL7/8skJDQ9W6dWvVq1fP9EIuScWLF9ecOXNktVo1YcIEDRgwQEFBQXrvvfckpdxxVLZsWVO2Q2/lmcxTko4fP64LFy4oMTFRcXFxCg0NNXZ8JyUlmZrzdtLjgcI9e/aoT58+slgsKlasmCSl+rdnz57G8sWKFVOpUqU0b948005ryZkzpzp27HjX7ZPSpUvL7Xbrxo0baZqFUv4Abi3lI0aMSDHErkOHDsb5M2a6fv26MbOppwj9da+v2+1W7ty59eWXX/o8n9vtNt6EExMTVaZMGblcLj3xxBOqVauWFi9erCVLlujbb79Vp06dNG/ePFNKuST17dtXbrdbsbGx6tu3rxITE9W5c2cVLVpUr7/+unr27KmjR4/qjTfe0IABA0zZSJduXn4iMDBQ77//vjGJX2hoaIo9vVevXtXPP/+sVatWac2aNVq8eLHy58/vs4x2u11ut1tdunRRQECAbDabcY1vu92u5ORkOZ1O1axZU8WLF1fz5s01ZcoU9ejRw2cZ7+TWDe9169aleN0PGjTI1FI+d+5cDR482DhPu1SpUpo5c6YxkU6XLl20e/du1alTR/Xr1/f5h57L5VLz5s21bds2JSYmqnfv3urVq9ddz4E227lz51SnTh3jMb3dzLAJCQnKli2btmzZ4tNsntNm4uLiVKlSJa1evVorVqyQxWLR9OnTjff6adOmSbq5Ie95TD3nw5shNDRUK1asUJkyZbRixQpdv35dzzzzjJo1a6apU6dq2LBh+uijjzRr1ixTRkpERkZqxIgRqly5sipXrixJev7551W9enXjeWCz2bRq1SpVqlRJuXPnlmTOcOZr164pU6ZMOnLkiI4ePaqAgADt2rXL2Hm0fv164wiV58izGaU8ISFB0dHRWrVqlYYMGaIpU6YoW7ZsGjhwoCIiIlING3Y6nYqPj/f56DjPjgCr1ap3331XL730kubOnashQ4akGhHjqyGst7NkyRKFhITI7Xbr0qVL6tq1q8aMGaNTp05p9+7dmj9/vurVq6cBAwaYMtLgVp7toDp16uijjz7ShQsXjBnsLRaLhg0bZozY8uw4Wr58uSlZs2TJYozOud2BAM+2y6VLl1LstEsP0uOBwqefflobNmxQp06dtHDhQr366quaOXOmunTpotmzZ6tLly7GKbTLly/XhAkT1LVrV3366aemXZWhUKFCypo1qzZt2qTcuXMrX758KS7dt379emOOHs8Oz7RCKb8Lz5v1X792uVxyu93au3evHn/8cW3atEmXLl0ybfI06eb5kEWLFjWuW7x161a5XC7VqFFDGzZsUGhoqNxut/G1WXuk3G63Nm/eLJfLpaZNm2rVqlXGEYoBAwZo+fLlWr9+vY4cOaL58+drypQpOnPmjM+Porjdbn322WeSpGrVqmnjxo16+umnZbVaVbVqVQUGBipnzpzas2ePnn/+eQ0dOlS//PKLz6/9Lt3cWBw8eLB++uknY5jwm2++meq6xYmJiWratKl++eUX41QBX7m1kFssFpUrV05BQUEqWrSo7Ha7kpKSjAkAc+fOrZEjR6pnz56qV6+ezz8I/3r066+ve885vYcOHdKuXbs0aNAgn+a71e7du3X27FnlyZPHOL+sf//+qlixonr06JHiQ65Xr14+P1fXarWqa9eu6tq1q5588kmFh4cbQ0Q9Q8Xcbrfx/9HR0cZzNi2HiN3OjRs3lCFDBkVGRsputxszlg8ePNiYyfjWr9P6w/luPO/fy5Yt07fffqspU6Zo2rRpypgxo0qVKqWdO3eqdOnS2rVrlxISEnTjxg3TSvntjiZbLBYFBQWpU6dOmjVrlj744ANNnTpVHTt21Mcff2zK5J5/nW3fUxo8M0mvX79eTqfTOKdbknFpH185f/68unTpokWLFqlbt27G5aU++OADPfvss3I6nVqwYEG6uBZ0RESEXnvtNbVv314jR45UixYtNGfOHLVp08bsaCl4RmwlJycrPDxc48ePV9OmTVWpUiUVL15cbrdb48aNM2aynjBhgrp16+bznUe3fg6Gh4crICDAmAy1c+fOOnbsmAYOHKiXXnpJixYtMnXkyc8//6wSJUpo3bp1On78uCIjI7V69Wo1a9ZMbrdbmTNnNt7DPMOszeK5+s/evXtvu8PF4XBo4sSJeuaZZ3wd7Z7S44HCrFmzKmvWrMYpdsHBwcqbN68CAwMVFRWlwMBAZc+e3ZjsuXDhwipTpowuX77s86y3io+P11tvvWVMpJchQwZVrlxZL7zwgt555x099dRTPvnMp5TfgcvlMi4z4na7jWEX0s2NdIfDoVGjRik2NlZut1srVqww9XyJOXPm6Ntvv1WFChVksVhSDGfLlStXir2Ut37ta26329iL63Q6jUvLeDidTi1atEgrV65UaGiosmbNqqNHj/r8A8blchlHvuPj47V9+3bjw1uSMUTIsyMmS5YsOn78uCmlPDw8XCEhISk2ZL///vtUw+mXLVum999/X8OGDfP53v7Q0FD17t071WiCmJgYSTfPK+/evbt27typr776SgMHDlS5cuV8vvNAujmUNTo6Wjdu3FB0dLRx+odnJv7+/fsrKChIp0+f1tixY0291JjValWHDh309ttva9WqVQoLC1NiYqI++ugjnT59OsWyDz30kHr06GHaDjmn06lhw4bJ4XBozJgx2rFjh7Jly2YMvy5durSkm0fYrl+/7vN8I0eO1J9//qlnn31WFovFOAdyyJAhatiwofGe+devzeJ5P3rppZdUu3ZtjRs3TjExMYqOjjZ1B/Ff3Vpcb3f6SnJysjJnzqwpU6aoYcOGWrRokdq1a+fznFLqHfF2u10vv/yyihQpolGjRum5555TWFiYbty4IYvF4vMhreHh4QoKCtKbb76pCRMmqGzZsrpy5YrmzJmj3377TXa7PcWEpOlBWFiYxo0bpwkTJqht27ZauHCh8VpPDzznE9tsNoWGhqpEiRKqU6eOJkyYoBkzZqh48eI6dOiQAgIC9PTTT+vQoUOpJoDzNYfDkWqHUKFChbR06VI1b95cXbp00SeffOLz+UOkm1eriI6O1pIlSzRlyhSNHj1af/75pxYsWKBmzZrJ6XSqV69e6WLWbenm503Xrl1TnKv/1/vDw8NVt25dHydLzZ8OFNrt9hTbzJ6vb33eOp1OJScna8CAAT6//K0n0+7du1W1alVjUroff/xR586d0+HDh7Vx40Z169ZNVqtVAwYM8EkmSvkduFwuzZo1K8XkDomJicaTKDk5WTNnztT69eu1aNEi9ejRQ2PHjjWllElSs2bNVL58ef3yyy+SpDNnzhhl9+zZsynenD1fm7En1eFwKDExUYGBgbp8+bLKlCmTYkMtOTlZVqvVGN6SOXNmnTlzxpScCQkJCg4OVpYsWfTee+8Ze8ncbreSk5ONa1pLUqZMmXT27Fmf55RuFrOEhAQ999xzKlmypJ555hnlyJHDuJSXxwcffKBq1arJ4XCYcv3Sb7/9Vm+99ZbGjBmjTJky6dSpUwoPDzf+/k899ZSuXLmiTZs26fjx43r//fd9fjTC4XAoOjpaISEhxmkWJUqUMF7zDodD9evX14YNG3T27Fl99dVXKlOmjDHE1QxPP/202rRpo1WrVslut6tIkSJavny5zp8/r+eee07Szfez2bNnK0+ePHedzCQteT6Q8+XLpzlz5mjdunUaPny4bDabhg0bZkqmWxUuXFg//PCDVq5cmeq+O03+ZxbP89Ez1DcyMlJvv/22SpcurcGDBysoKMiUSwrejueczQoVKhj/ulwu47PUUyQjIyPVvn17zZs3T23btjXlMXY6nSl+bnBwsD799FNjuLpHfHy83G63z4daZ86cWTNnztSLL76oypUrq2zZsnrooYdUqVIlLVu2TMnJycZpQelN37599ccff6hLly5asWJFujiaL/3f3/LGjRvG502XLl3UsGFDHTlyRJ988onJCVNzOBwpCo9HSEiIpkyZoiZNmmjixImmXL2mSJEiqlGjhvr166dly5Ype/bsstvtGj9+vPbt26ekpCTTd2rcynNgaM+ePbe9f9CgQcblhM3kbwcKExMTZbPZdPnyZU2ePFnx8fHGiEiPpKQkJSUlmVLIpZsjj1599VVFRESoUKFCkqQdO3boiSeeUI0aNVSkSBFt3rxZjz/+uF555RXNnj07zXcmUcrvIDAwUFWrVk11+62FLCoqSq+++qpeeeUVDRo0SC+//LI+++wz4yi1L3nOhbt48aJWr15tbJC53W41aNDA2NC49WtfT6bidrtlt9t17do15ciRQ7t27TImU5FkTKiRmJhoHM0rXLiwz8/Z9ZSvq1evKnfu3Pr8889T3O+ZXCsxMdEot/Xr17/t88UXPNesHDFihPbv369Fixbp5MmTqY5GeK5jb8bf/tChQ2rTpo2eeOIJWSwW/fTTT+rXr98dl79y5Yo6d+6s5cuX+3Sm66CgoDvuEfUUoSZNmqhJkybav3+/Bg4cqJ07d2rRokWmfLA4HA4lJSUpMjJSbdu2NW6/ceOGPvnkE0VHRxs75Hbv3m3aMEG73S6n05miMDRs2FCFCxdWx44dlTNnTtMnLOvcubOkm7MHV6pUyXg9e64Ucet7qOfrr776ypSsDodD5cuXT7XR1bRpU4WGhpoy0uBOQkNDtWDBAoWHhxu3eTYwExMTjYkKJalWrVqaNGmSzp49a8pOY8/5o02aNFFAQIACAgIUFBSkkJAQZcyYUdmzZ1ehQoVUrlw5bd++3ZRzd3PkyKG+fftqzJgxqly5snLkyKGqVatq3rx52rNnT7q6BvhfjR49Wi1atFCPHj308ccfm7Jz+K8ee+wxffnllykmxSpcuLBKlCihgwcPppuJ3m6VkJBgPFf/uvMqb968atmypbFzy9fboxaLRW+//baaNm2qDz74QIMGDVJwcLBq1qyp5cuXq0CBAqZMkHgnnp0bq1evvu0cEadPnzbue+SRR0y7OoQ/HSi8dYdlrVq1ZLPZVLNmTV2/fl0JCQnGqYo2m00JCQmmvWeFh4dr+PDhio2N1a+//qrvv//emCQvf/78CgoKUuPGjTVy5EgNHTpUL7/8sj7++OM0/WyyuNPLhRf9hN1u18CBA1MNt3C5XFqzZo2aNGliYrqbe55+++23u16+wXOOYbly5XyY7ObevC1btujZZ5+97ZFFm82m4cOH68033zTtOrUef/75pzJlynTbPY12u11r165VgwYNTBke9ldnzpxR/fr19c033xgbvnv27NF7772nK1euqEePHnr++eeNa65fv37d2CvoSzt27DAmUfr000+1ZMkSffjhh6mWS05O1tGjRxUWFmbayJO/SkpKUvXq1bVkyZIUR3j+/PNPvfPOOxo7dqwpR/b27NmjwoULpxpRcPr0af3888+qXr268V5g1kSE0s3XzJw5c/Tiiy+m2kj0zHFQvnx5U7L91bVr1/Tpp5/etTAkJibqxo0b6tatmw+T/TN5hg17npvHjx837drqCQkJWrlypSIiIhQZGamgoCAFBgYak1H99ttv+v7777Vnzx5lz55dnTp18vnVDCQZcxsMGTJEkZGROnHihBo3bqzNmzebdtTpfv38889q0aKF5s+f7/NtkAdx5coV0ydMu5NLly5p2bJl6t69+213Wp8/f16zZs3SW2+9ZUK6m/bt26fo6GitX79eBQoU0Oeff66RI0dq9+7d6erSWLGxsYqOjlZkZOQdc7lcLiUkJKho0aJ65513fJzw7jxHzTdv3myUxbi4OA0aNEg7d+405UBhfHy8nnzySf30008pDgR4yvqGDRskSeXLl1dUVJSpcwp4nDt3TjVq1NDPP/+sS5cuad++ffrqq6/Uq1cvRUVFye12q02bNrp06ZJWrlx5x9Md/leU8ru4cuWKtmzZohdeeOG25cuMCcj+CZxOp9avX6/69evf9ShoYmKifvnlF5UsWTJdvYn7C5fLpWXLlunJJ59MN+XW49ChQ/rpp5/UvHlzs6MgnTly5IjCw8OVN29es6MAt3XhwgWNHTtWlSpVUtOmTc2Oo+TkZJ05c8anV9T4Xxw6dChdXEL2n+x2R9F9LSYmRo0aNZJ0c0dB586d9eGHH6bbnR3+KD0eKHQ4HNqzZ4/+85//3Hbb/Y8//pDb7U4Xl/DzOHnypNq2bXvXibDPnz+vESNGaOLEiWl2dJ9SfhdHjx5Vo0aN9PXXX6e6rvP69es1ZMgQzZs3L90c4fkrp9OpXbt2qXz58imGDsbFxZk6xM3lcqlEiRL68ccf77qH7OTJk6pbt64OHDhgyhFph8OhN998UyNGjLjryIPY2FitXr1abdu2TRd7/PyF2+3WtWvXTJ3FGr739ddfa+zYsVq/fv1t71+yZInGjh2rVatW+Xxnkt1u1w8//KCyZcvecwZwu92eLobfAp5TmPDPZbfbde7cOT366KO3LTpOp9OUqxY8iKSkpLtuS+Hf59KlS8qaNSvvX/8fhx/vwjO77l8LYUxMjAYMGKDixYvrscceMyPafXG5XOratat+//33FLd//fXXevLJJ02ZEOa7776T1WpVaGiogoKCtGTJEq1evVqffPKJli1bpoULF+rixYspZjc2a4h4UFCQ1q5de8c3C7fbratXryouLk4TJ070cboHd+nSJdWtW1cHDx40LcP169eNGdfj4uL09NNPp6vzy/xJQkKC1q9fr6+++krbt2/X9u3b9dVXX+mzzz5TXFychg0bpmnTpmnVqlX6+eefzY5ryJ49u44fP64//vhDPXr00JEjR1Lc/+uvvyo8PNyUUyxsNpuio6NTzWD91x0I58+fV7169VJlB3zh+PHjKb5+5ZVXtGLFCpPS3NulS5c0bdo0JSQk3PZ+z+tt4cKFGjdunC+j+Y3jx4+rbt26+vPPP1Pdd+zYMdWvX1/nz583Idn9OXHiRLos5LGxsSpWrJgOHTpkdpR7unLlilasWHHHifLMmBT5bi5fvqxatWrddlJCj9mzZ6tZs2a6dOmSD5OlX0z0dheeoyC3DrHesmWLcUkczzXt0oO/HrXxHA23WCwKDQ3V5cuXNWzYMM2YMUPZsmWTzWbzeRmaNm2avv76ay1dutQ4Z/z999/XI488ot9++00FChTQL7/8okaNGuns2bMKCwsz5fFNSEjQihUr1LZtW4WHh8tqtap3797GJROSkpJkt9s1aNAg1apVS1u3bpXVajVtT9+PP/6obt26adGiRcZOol9//VXbt2/XK6+8Yjx/w8PD9euvv5qS0SM+Pl6jRo1So0aNFBkZqYCAAF28eFEjR45M8fjZ7XaFhIRo6tSpJqZN35KSktS/f3898sgjunjxonLmzCm3261Lly7pwIED+vjjj1WqVCn98ccfunDhgmrWrKkpU6b4PGdiYqLeeOMN5cyZUxkyZNDp06dltVoVFhamL774Qtu2bdMLL7yggQMHKjIyUnv37lWtWrVMOeoTHh4ut9utsLAwffbZZ6patapu3LihwYMH66uvvtLYsWPldDrVrVs3hYSEpBpBBf92/fp1rV69WhEREfc8ZcrhcMjlcvn8nHK73a42bdqoS5cuxpUUPJ+XN27cMK5hnZ5cu3ZN06dPTzEZpYfdblfHjh1VvHhx5cqVS0uXLtXAgQN9HzKd87w3/fUgxZEjR4zH9fLly6ZMNHw7a9euVfXq1Y1Rmd26dVP9+vVTXRXGbJ7H1ex5jO7HH3/8oREjRuj5559P9TxIj6N3w8LCdPr0ae3fv1+5cuVSnjx5UpxSERcXp88++0yPPfaYz+fCSExM/FsH/OLj49P0ajuU8rvwlBnPv5cvX9Ybb7xhXBM2vfBcmuvW2YEDAgL0888/KygoSMHBwQoMDNSOHTtktVqNoey+Pt/o1iey5yh4SEiIZs6cqa5du2r16tWqXLmywsPDjeuxmrFx8e677+ro0aNq27at8Ub99ddfq1atWtq8ebMaNWqkFStWKFOmTEZWM3fOhISE6I8//kixFzo2Nlbvvvtuistfee43Y+fBmTNn9M477ygkJMS4xrsni91u1+HDh9WtWzdNnjxZb7zxhoYPH64JEyb4PKc/CQ0NVVhYmLZu3aoyZcpo69atun79up555hmFhIQoMDBQ7733nqKiorR48WK98847pgwfDA4O1tatW9WoUSMlJiYqICBAr776qvGBuHjxYk2bNk0NGzZU165ddezYMdP+9p6JvSRp6tSpmjdvnmbMmKF58+apX79+6ty5szJmzCin06mlS5eaeo16eF9ycrLeeecdZcuW7a6fPU6nU1euXFHhwoV9XspjYmKUlJSk+vXrS7q5cRkbG6uCBQuqfPnyslgsCgoKUtasWfX666+bPvmsdPO9yu12a+HChSpbtqzKly9vfA71799f+/fvV506dZQ1a9a7HlX7NwsJCTH+th6//vqr2rVrp+zZs2vmzJnKkyePiQn/z5UrV/Tmm2/q2rVrxjbI1atXVaRIEW3ZskUREREKDw9X1qxZTZ+XybPt5vn37Nmzqlu3rsLCwhQSEqKwsDBlypRJ7du3V+3atc2MetfRu4MHD1apUqXS1ehdz2PatWtX43rvpUqVUq1atdS4cWMNGzZMFovFlMnzvv32W82YMUPdunVTlSpV7rn8n3/+qcWLF2vTpk3GRHVpgVJ+F1arVW63W4cOHVKJEiWUPXt2DR48OF1M7HKr4OBghYWFaeHCherYsaM++OADY2+k57IuYWFhxp5/z5u6r4tkwYIFjSezZ8M3KCgoxc6BoKAg47+AgACfXg7Lo0iRIsawVE+BCQkJUZcuXXTgwAENGDBAGzduVGhoqFF+zJyILjQ0VBaLxXjDlmTMDHnrhqXn727Gjg63261cuXIpMDBQgYGByp07t3H5EavVqkyZMunFF1/U3Llz1bRpU40YMUJ169b1eU5/crudK7dutN16f1RUlCIiInT16lWf75H2vDZ69Ohx26M4+fLl0wcffKApU6Zo+PDhatSokc8vg+h0OvX5558ra9asxutj8eLFGjNmjF566SXNmTNHa9asUXR0tPbt26eNGzdSyP+BPO/3y5Ytu2tZOHv2rGrWrKm1a9f6Kpph4cKF6ty5s+Lj45U1a1YdPHhQGTJkULFixWSxWPTWW28pIiLCOB0sPZRyz3vRF198oZkzZypDhgzq0KGD4uPj9eWXX2r69OmqUqWKvvvuO0nM13A7fz1IFBsbqw4dOih79uxasmRJujrS+9FHHylHjhxq0aKFpJuFxnON7Zo1a8pisRgT0bVu3VpDhgwxLavn88nzvp8xY0bZ7XaNGDFCAQEBstvt2rBhg2bOnGl6KfeX0buXLl0ytjMsFosOHDiguLg4HTt2TN9++60WL16siRMnyuVy6cMPPzRlx0yVKlUUHh6uESNGaOTIkapVq5ZKliypqKgoY4Ts1atXdfToUe3evVs7d+7Uiy++qOXLl6dpLkr5XXjKYtOmTdWwYUNVrFhRoaGht52gyOFw6MaNG2rfvr2vY0q6uTFRunRpBQYGqnTp0sbGhdVqNcqt583H4XAoICDA50fMcufOrWvXrun8+fNyOp06f/683G63Ll68qOTkZJ0/f14Wi0UXLlyQ2+3WhQsXTJk9tECBAkpKSpKU8oPwdjsPgoODTdt5cGsWKeUb9e2Ktye/GY9p3rx5NXjwYN24cUOfffaZunfvLkmaP3++6TPE+qs77Vzx3H7r/YULF9bOnTtN+8C2WCx3/DtbLBb98ccf2r17t3F5J187cOCABg4cqD59+sjlcmnjxo0qXbq0xo8fr5IlS6pdu3ZauHCh5s2bp9atW2vy5MmM5PgHunVHVlxcnL7//nvjc9LtdispKUkVK1Y07T3r66+/1u+//65y5cqpadOm+uSTT7R9+3bVqVNHFotFwcHBqlixoqKiouRyuTRv3jxTcnqcPn1aW7duVYECBWS1WrVu3TrFx8fr448/1syZM3X9+nWNGzfOOFLlOQLIPCOped7Pk5KSFBYWpsyZM6tMmTIaOHBguirkiYmJWr58uYYNG6Zt27bp+eef1/79+xUVFaWoqCgFBARozZo1ypo1q6ZMmaJt27aZVsq7d++uY8eOyWKx6OWXX1auXLk0d+5cSdLzzz9vDL3PnDmzevfureTkZFO39fxl9G7Xrl0VGRmpF1980bgtPDzcuNSkJGXNmlXnzp3TpUuXVLJkSVNyli9fXp9++qm++OILrVy5UkuXLlVSUlKKUcfZsmVTjRo1tG7duhSXw00rlPL7MHnyZL3zzjvGXvE7TVhvsVhMK+V/3Ui4tYB9+umnCg0NlcvlUkxMjM6cOWPKuZDZs2fXmTNnVL16dbndblWrVk2S1LJlS0kyvq5WrZosFotq165tSs5HHnlEv//+u2JiYhQXF6eYmBglJCRo06ZNunHjhvG159+1a9eaWiwDAgLkdru1d+9eY6Pm4sWLkqTdu3eneL7erRylpTNnzmjSpEmKjIzU9evX9fbbbxv3cQGIvy8hIUFVq1ZVYmKiqlatalwHNCYmJsXjauZ5hsnJyXK73erRo4eyZs2qAgUKqGXLlnrkkUckSfPmzdPSpUtVu3ZtzZ49Ww0aNNCaNWvUuHFjn2UsW7asNm7cqFy5cmn8+PHasWOHRo8eralTpyoiIkIdO3ZU586dtXbtWs2aNUtNmjTRunXr1LBhQ59lRNq7dcRTbGysOnbsqGLFisntdsvpdOr48eP673//a1q+ChUqaOLEiSpcuLAKFiyoXr166ffffzfmiri1MFSqVEn16tUzK6qkm6NNPvroI3Xq1Ml4bCMiIvT0009r8uTJKlCggBYtWqSaNWsqPDzcGO2V3s6JTw88R5eff/559e7dWxUrVlTfvn2NAxq3Sk5O1vXr100pOz/88IPCw8P18MMPq02bNpo/f762bt1qvFd6RnZmy5ZNlStXNnWUYf369XXjxg0NGzZM0dHRypEjx21HoJUsWVI7d+40tZBL/jF61+FwqFixYjp+/LiGDh0qt9utuXPnKnfu3BoyZIiefvpp9enTR9WrV9fMmTPVt29fffLJJ6ZdztFisahWrVqqVauW7Ha7fvvtN8XGxiooKEjZs2f3+SkhlPJ7sFgsqlmzpqpUqaJRo0YpJiZG06ZNSzWRgt1u1/Xr101KmdqtxWv27NmyWCx6+OGHNWXKFNlsNp8PD5WkDBkyKDg4WP/973/VqFEjrVu3TjVr1tSHH36obt26KSYmRnXr1tVnn32mGjVqaMOGDXruued8nvOhhx7SlStXtHLlSl27dk0rV65UfHy8NmzYYHwdFxenlStXymaz6ZNPPkkXR3tff/31VAW3Q4cOKb42q5Q7nU6FhITI6XTK5XLJarXK5XIpOTlZTqdTly5d0rBhwxQbG6tBgwbJ5XJp8ODBGjNmjM+z+pPg4GCNGjVK3bt316hRo2Sz2dSzZ08NHz5cdrtdvXv3Vvfu3VW1alXTMrpcLg0aNEgRERGKi4vTnj171KhRI82aNUvSzY24uXPnqkyZMpKkZs2aadasWT4t5VarVXny5FFiYqJcLpfGjBmjzz//XD169FBSUpJatmypn3/+WQMGDNCcOXPUtWtXjR8//rYT7sB/3fre6Jl7Zc2aNZJuTgJXoUIFU//egYGBqly5siQZO4dCQkJUqlQpSTefx8eOHTO2RRwOh+Li4vTss8+akjc6OlqdOnVScnKycdT+xo0b6tGjh1555RW9+uqratasmd544w3j/SAgIIDLI91FrVq19Oabb8rpdN5xGc/Q8MOHD/sw2U1PPfWUli5dqhw5cqhVq1bq06ePEhMTtW7dOkkpd7jUqFFDNWrU8HlGD89w9GHDhqlevXp3vH66Zwey2fxh9G5QUJCx3Xbt2jVt3LhRCxYskMvl0rJly1Jc5vTVV1/VN998o+HDh2vRokU+zXk7wcHBKliwoKkZKOV34RlC5Xa7jY3fHDlyqE+fPlq4cGGKvZDh4eHp6nrLtw7/WrduXYrhTYMGDTKllEs3h6clJSUZk9F5/pX+783aYrHI6XQqMDDQlKOonlnfFy1apEaNGmnp0qWqVq2aJk+erK5duxpH9ZYuXarnnntOH374oSpVquTznH+1fv36FOeV/5Xb7VaNGjVMeUzz5cunsWPH6uTJk9qwYYMGDx6s2NhYffTRR4qMjFSnTp0UHBys4sWLS7o5+U98fLzPc/qbgIAAVapUSVarVZUqVdL169cVERGh//73vypXrpwKFy6sXr16qV+/fj6fkMojODhYbdq0MYb+tW3bVm+//bYOHjyo/Pnza+zYsSmO5L/wwguaPn26tm3b5vOdcjabTW63WzabTXXq1DH27ttsNo0YMUK1a9fWxo0b1bZtWy1YsECrV6827XFF2rJarSlKumeHpplH9m7ldDoVHx+vq1ev6sSJEypQoIAk6bXXXks1OsqMcibdPG1Jkn777Te53W65XC7169dP+fLl0xtvvCFJGj58uFq3bq0tW7Yoe/bsevjhh03J6g8sFouGDh2q5s2bq3///jpx4oSGDh2a6jGz2+26du2aSSllnE88ePBg/fDDD7p27ZrxHm+xWLRq1Spje9nhcCg+Pl69e/c2K66R61ZLlixJcbqX2+02HtcBAwb4Ol4K/jB6V7p5Gbw5c+bo888/1+LFi433g1v17dtXzZo10w8//KDSpUubkDJ9oZTfRXJysiQZBVG6eQ7KpUuX1LFjR8XExChnzpxmRjT89Rwsz15Ul8slt9uty5cvK3v27Dp06JB27dplzH7ta8HBwYqPjzeuS/rXmVadTqcSExPlcDjkcDiMv4GvhYaGKj4+3nhcnU5nijdtt9ut5ORkY2iumefAuVwuWSwWPfLII2l6qQZvyJ07t2bOnCnp5mO8aNEiZcyYUQcPHtT48eO1bds2nT59Wp07dzY5afp3u9eGxWJJ8b7VpUsXVatWTX369NFTTz1l2l5gh8Ohjh07KioqSm+//bb69++vpKQk41I+t56rlzdvXtWqVcuUrHPnztXgwYON11GpUqU0c+ZM4yoLXbp00e7du1WnTh3Vr1/fOD8O/zxOp1Nut1v79u0zTguRbv+685WkpCQNGTJEY8eO1auvvqrSpUsrQ4YMmjt3rsaNGyeXy6XFixcbEyellxF8t+7seu6551JMmFWuXDmVLl1a69at0/PPP6/HH3/cxKTp163Fq1ChQlqyZIlef/11LVq0SIsXL05Xl2e8du2aMmXKpCNHjujo0aMKCAjQrl27jBEb69evN97v7Xa7bty4YUopHzRokM6dOyeLxaLXXntNefLk0fjx4yVJn3zySYodcJ45Ja5evWpqKfen0buhoaGKi4tTcHCwOnTooHLlyqUaBfPoo49q5MiRFPL/j1J+F57CeGspl24Odfnxxx/1xhtv6KOPPkoXe87j4uIUHR2tGzduKDo6WrGxsZJkDBHu37+/goKCdPr0aY0dO9a0mYNdLpdRvKWbH9aec8yLFi2qwMBAJSQkKD4+3tRSHhQUpISEBCOn3W7X999/r4SEBH333XdKTExUYmKi7Ha7qTml/9tI9Py7ceNGORyO2w5T95yXZobr16/L5XKpY8eO+vnnn7Vs2TIdP35cFSpU0JYtW4xJit555x3lzp3b9PMh0zvPc2/RokVKTk7W4sWLlZCQYLxveZ6XNWrUUPXq1TVp0iRNnz7dlKxjx47V/v37jaPKFy9eVKNGjTRnzhzlzJlTL7zwgv7zn/+oTp06evbZZzV58mRTcu7evVtnz55Vnjx5jDku+vfvr4oVK6pHjx56+eWXjWV79eqVriZYwv/u1p2rcXFxypQpk/r372/cliVLFlNH8Jw9e1Y7d+7U7NmzVaNGDTVr1kwXLlxQkyZNNGjQIDkcDmXJksXnV1i4l4cfflhjx45VcHCwmjdvnur+fv36qUyZMurZsyfzNNzBrTtbAwICFB4ertmzZ6t169bq2LGjli5d6vPJe2/n/Pnz6tKlixYtWqRu3boZp9B98MEHevbZZ+V0OrVgwQKfTJp1L8WKFVOuXLm0d+9elStXTo888ojxHrBq1ap09/7uL6N3N2/erKioKJ07d04BAQE6evSo3G63EhISNHXqVGOUbLt27TR06FDTJnpLjyjld+GZgdtut6d4swsODtaQIUMUHR2tyZMnmz7sxuFwKDo6WiEhISpbtqwkqUSJEsaRXIfDofr162vDhg06e/asvvrqK5UpU8aUo6put1shISG6ceOGJOnjjz9WaGioAgICjLJusVjUuHFj2Ww2065Z6jn3OSEhQdLNIe0TJkxQQECABgwYYBw5iYuLk91uN/3oiSRj9MHnn3+uTZs23XZZi8ViylH9ixcvqnHjxurZs6expzQ8PFzHjx/XtGnTZLVaNW3aNEk3jwIMHTpUjz32mIoVK+bzrP4iKSlJpUqV0o4dO/TUU09p+/btcrvdKlmypGw2m5KTk42dSi1btlTbtm1TXKrEV5KTk3Xs2DGNGTNGzz//vKSbG2jZs2dX2bJljRlkN23apDfeeEMBAQEqXbq0ZsyYYVzaz1esVqs6dOigt99+W6tWrVJYWJgSExP10Ucf6fTp0ymWfeihh9SjRw+Olv+D3Hqebv78+fXtt9/edrm4uDhfRUqhQIECmjlzptq3b6958+YpMjJShQoVUrFixbRmzRrZ7XbZbDZTst2Jw+HQ/v379ccffyg4OFg2m03vvfeeIiMjUxzQ2L17tw4ePGhMWoeU/lrKpZtzDLz//vtq3LixRo8erbfeesvMiJJufq4HBQXpzTff1IQJE1S2bFlduXJFc+bM0W+//Sa73W5sq5gtOjpabrdb06dPV3R0tLJnz27Mvn23c/bN4i+jd0eOHKk//vjD+PqFF16QdHP786mnnjJe91arlUL+F5Tyu7BYLCpXrtxtX5wVKlRQ1apVjUlXzBQUFHTH4TSeYt6kSRM1adJE+/fv18CBA7Vz504tWrTI5xvomzdvNs4rt9lsxnlwfzVy5EidOHHCGPLmmXTHVwoVKqSMGTPqxo0bcrvd2rp1a6pl4uPjNX78eMXHxxvD2M2YRM0zNDA+Pl7Zs2fXu+++q/fffz9VlqSkJJUuXdqUDxuLxaJGjRrp3XfflcvlUmxsrJxOp2JjY/XLL7/I5XLpl19+kXTz+ZwxY0atXr1aQ4cO9XlWf5ElSxYtWbLktvfZ7Xa1a9fOGBFTpkwZNWzY0JQ954GBgVq0aFGK56PT6VR0dLSsVqsxIVCrVq106tQpzZ8/XxkyZPB5Ifd4+umn1aZNG61atUp2u11FihTR8uXLdf78eeMcd5fLpdmzZytPnjyKjo42JSe8z7PRu3nzZmXNmvWOy/3555+SpJiYGDVq1MgX0Qxly5ZVmzZtNPj/sXfncTbW7+PHX2ednWFMyFaEsTT2PUvWsmaL0CjLUJGkMPYlX5ElilC2mQiRnUhFIbKvKbsRxjJj1rOf+/fHfM/9NaH6fH7m3HPM9Xw8PHTuc38+c/Xufc7c13u53iNGsHHjRsxmM02bNmXTpk3MmjWLIkWKeDWef9KnTx/2799PiRIl6Nu3LyaTiWXLlhEZGfnAmV2r1er13/e+4N7B93v3OhcqVIj333+fkSNHUrt2bVq2bKlViEDm8WGfffYZHTp0oEGDBlStWpWwsDDq16/PV199hdPp1GxQ60E8kxSez77necozoJ2T+Mrq3e3btxMYGMiZM2fo378/O3fuBDInC+Pj47PEFx8fT/78+XP81kuvUcR/zeFwaB3C37JarUq9evWUS5cuZbmemJioDBs2THG73ZrE5Xa7ld9++01xuVx/e5/L5VJSUlK8FNX9bDabUr16dSU1NfVv77t8+bLSrl07xWKxeCmyrFJTU5WjR4/+48+/ffu2UrZsWeXo0aNeiux+t27dUt5//32ldu3aysSJE5X169crbrdbiYiIUJxOp3pfRkaGZjEK77j3v3dO0bJlS2Xv3r33XZ82bZpSt27dLJ+xHj16KMuXL/dmeCKb3bhxQ6lSpYpSv3595fnnn//bP/Xq1VMqVqyoSZxpaWlK69atlfj4eEVRFOXYsWNKRESEkpCQoEk8f+enn35Szp49q7622WxK2bJllYsXL9537/vvv6+89NJLis1m82KEvuHEiRNK2bJllZs3b973nsvlUpo3b67ExsZqENmDffPNN0r16tWVGzduKIqiKCtXrlSaN2+uJCUl5ahn5/T0dKVs2bLK+fPnFUVRlOTkZGXu3LlKUlKStoE9wLlz55SIiIgHPhfv379fKVu2rDJjxgwNInuwQ4cOKTVr1lQUJfO5v2zZskpERIRStmxZ9U9ERITy9ddfaxxpzqFTFDkkWIi/unPnDjt27KBt27YPrGgeHx+vFtPxFRaLhYMHDxIZGanZLKTHunXrOHXqFMOHDwdg27ZttGjRQs6nFZrat28fZcqUuW+W9PLly5w6dYomTZqos3ueo/2E0ILFYlF/N1ksFrZt2+b1Wfv/hs1mY9myZbRv3/6+4mTp6ekcO3aMunXrahSd77p27VqWUyy0pigKI0aMYOTIkQQHB3P+/Hnat2/Pd999l6NqHqSlpTFp0iS10FtOduHCBcaOHcsnn3zywFVv/fv3p2/fvlSrVs37wT3AmTNnmDdvHh9//DFw/yoPyFwZo9fr77ueW0lSLsQD/P7777z00kvs3bv3vgeHjRs3MnLkSBYuXHhfxUshcoLLly8zb948YmJiNCvqKIQQQkDm8vD4+HiefvpprUN5bN17ionwTTLML8QDeGYg/P39s1xft24dw4YNo3z58pQsWVKL0B7orbfeemCBn/nz52t6Xuk/uXbtGuPGjePu3btah/JYuHXrFiNGjKBVq1Zs2bKFw4cPax2SECIb3Llzh2PHjnH+/Hlu3LhBcnKyZoVRhfdcuHCBcePGqacAZGRkcPz48SzF03799Vf1+LGcwmg0SkKeTZxOJ+fOndPsZJ3cIDk52SvtK0MqQjyAZynNvaOOO3bsYOTIkbRt25YJEybkqOU2Bw4cuK9ozo0bN/j44495+umn1arXWktMTGTYsGFMnDiRQoUKYbPZWLlyJYMGDcpy39atW5kzZw4rVqyQ6tb/gtvtZunSpcyZMwd/f3/efPNNunbt+rfFqkRWFouFHTt2EBISohalU/630GSDBg2YMmUKBQsWpFChQpQrV44KFSpoHLHILgcOHGD+/PmEhIQQGBhIQEAAQUFB6j8HBgby5JNParrM+vTp00RHR9933XNclifGMWPGEBERoUGEIjukpKSwcuVKtbjv9evX6dKlC3v37lWfSfz9/blz546WYQJw9uxZfvzxR/VzdO8fz2cqPDz8vskPb7p8+TKjRo36V0V6PSfyrFmzxguRPZzFYlEHXgwGA8nJybRp04bvvvsuxy/B90Uul4t+/fpx5coVRo8ezYsvvphtP0uSciEewJOMe/72HNv0wgsv8OGHH2oZ2gPp9Xq+++47Nm/ezIwZMzCZTGql+9q1a3Pu3DkMBgNutxu3203p0qU1idNsNrN79251L66nyq7n77S0NMaOHcuWLVuoUqUKd+7ckaT8X/j555+ZOXMmr732Gv369ZNKpv8Fm83G0KFDKVy4MDdu3KBQoUIoikJCQgJHjhzh66+/JjIyktu3b3P9+nWaNWsmxzc9xvbt20fLli1JSUnhxo0bZGRkqH9SUlJISUnhrbfeYsCAAZrEFxISgr+/Pxs2bFDjslgsZGRkkJ6eTnJyMgsWLGDKlCksXrxYkxjFo+cZfPck4MHBwSiKkmWbUk44rxzg9u3bzJw5k4IFC2KxWNSTau5lMpn46KOPeOGFFzSJUafTceDAAcaMGaM+l2RkZPDRRx8xduxY9b7U1FRmzJjBuHHjNInzXikpKfTv358TJ04AEBQUhKIoD6x/JP5eQkICK1euxGQyqUczOxwOXnnlFcLDw4HMvfD9+vVj7dq1TJ48WZJyIbxNr9ejKAqnT5+mQoUKhIeHM2LECDp37qx1aFm4XC71TPI5c+ZQuXJlkpOTCQkJIS4ujp49e6IoCq1bt1ZHgp9++mm2bNmiSbwBAQFZfnl4ziw3mUzcvn2brl27otfrKVy4MNHR0ZQoUUKTOH1N/fr12bp1a447DsmX+Pv7ExAQwA8//ECVKlX44YcfSElJoW7duvj5+WE0Gpk+fTrFihUjLi6OKVOmYLPZcswDsHh0zGYzZrOZqVOnPvSe6OhovvnmG68n5Z5iSTqdDp1Ol6XgaHp6OlarlbCwMCBzpnLTpk1ejU88ehcuXODrr7/G39+fxMREAD799FMgs1CWTqdTXwPqPVrzzIh7jsSCzKXWnkGku3fvMnz4cObNm6dZUu75LL3yyivqM1JSUhIfffQRXbt2Ve+7ffs2M2bMoEuXLprECai/bwICAjAYDOqkkclkQqfTqc9T4t9LS0tj7ty5VKpUSb12/Phx9Wx1yHxuff755ylatGiW69lBknIhHsDz5dy5c2fatm1L7dq18ff3Z+PGjffd63A4SE1NpVevXt4Ok3379jFkyBD0ej0//fSTOno+ZswYjEYjFosFo9GIn58fx44do3bt2pok5OfPnyc0NJSQkBAgczDBbrereyD1ej1hYWF07dqVqKgo3n//fS5fvuz1OH2FZ7bB80tZr9dLQv7/6UEPNPc+6Nz7frFixQgKCuLu3bs5qpKw+P+zc+fOB25LsNvtLFmyhKJFi6rnQBcqVAiLxeLtEJk+fTqKovDss8+q1xwOBytXrmTu3Lk0bNiQyZMnA1C2bFlatWrl9RjFo5WRkcHRo0cxGo3q+dkHDx4E/u93gec1oPkZ2xcuXHhozZ1Tp05hNBqpUKEChQoVolKlSpoOHOl0OhRFoVevXupzn+e55N5nunv37Gtl9OjRtGvXjipVqqDX6zl48KC6z1lRFI4cOUJgYCButxur1UpqaiqtW7fWOOqczd/fH51Ox8qVK9VrERER/Pjjj/dVuP/tt9+yfeBDknIh/sasWbOYMmUK69evB3hooQedTqdJUl6vXj3WrVvH1KlTeemll/j444/5+uuv+emnn4iNjaVFixa89957Xo/rr3755Rc++OAD9ZdenTp1sry/Y8cOEhIS6NOnD5D5wHvlyhWvx+krLl26RHR09L/eP2Y0Gmnbtq1PHJmklYcdx+e5fu/7ZcqU4eeff85RdSXE/78tW7YwaNAgKlWqpH7Xnz9/nl69epGSksJrr72m3tu/f39NjqAKDAxkxYoVxMbGYjQa2bZtG0WLFmXmzJm8+uqrdOjQQb23R48eXo9PPHoVK1bk888/x2AwcP36dVq1akVcXBwAN2/epGHDhupryOyzWiZjS5Ys4cSJE9SuXVu9dvPmTSZOnMiOHTto2bIl06dPB6B58+bExMRoFaqqdevW6vL19PR0Dh48SJs2bdT3U1JSOHTokFbh4XK5uHDhAv369aNDhw7Y7XbeeOONLPcMGTIEnU6H2+3GbrfjdDolKf8HD6tWHxcXd98zgU6no0WLFtkbT7b+vwvhw3Q6Hc2aNaNhw4ZMnDiRdevW8emnn953DJrdbiclJUWjKDNnQ6Kjozl06BADBw7E5XKxZs0adQljTljSVKNGDT777DPMZjO9e/dm3rx5BAQEkJKSwoABA/j+++9Zu3YtFy5cYNiwYRQsWJBffvlF67BzLD8/PypWrEhAQMC/Oiv7yJEjTJs2TZLyf2CxWGjUqBFWq5VGjRqhKArp6emsW7cuy4BcTjoPWDw6/fr149lnn2Xnzp3Y7Xbatm3L8OHDadeuHdHR0VnqW2jVBwYNGsSgQYM4fPgwq1evZsiQIfTs2ZPvvvtOCjs+xnbv3s3YsWMpV64cAIcPH6Zy5crYbDYg67n1brdbszgBateuzd27d1m1ahUWi4WJEyfy8ssvc+vWLRYtWpRlUL5evXoaRpq50kCn09GhQ4csy9cnTZpE+/bt1ftu376taT0hg8HA6tWruXr1KkuXLiUwMJADBw6o70dERLBz584s31E5YXbfVy1fvlyTVXCSlAvxAJ5faoqiYDabmThxIgULFmTIkCEsWbKEihUrqvcGBgbet8zF2yZOnMicOXO4ceMGX3/9NTt37qRjx46axnSvsmXLUrZsWex2OzqdjsjISPLly8fNmzfR6XRMmDCB9u3bM2PGDDp27Ejjxo25cOGC1mHnWMWKFfuPioytXLmSsWPHkpiYKA/uf8PzWR8wYAATJ04kIyODQYMGMXbsWOx2O4MHD2bAgAE0atRI61BFNihVqhSlSpXi1Vdf5erVq8yaNYv9+/fz7rvvah3afcqVK0eXLl2oX78+FouFxMTE+/YSZ2Rk4HQ6qVq1qkZRikflqaee4r333uPq1avq4HZkZCQTJ06kYcOGWZJyT6KulZYtW9KyZUvsdjtbt25l7ty5uN1uVqxYoWlcD2Kz2VAUhaZNm6rXFEVBURSaNGmiXnO73eq177//XotQAShatCjvvffev6oALyu5/tnDBrDeeecd8uXLR5EiRahatSrPP/+8V04JkKRciAfw7NNyuVzq8pYBAwaoS6zXrVtHoUKFtAwxC7PZTHJyMo0aNaJatWqMHj2a4sWLAzlrtDQlJQVFUUhNTSVfvnxqbDabjZo1a7JixQpWrFjB5MmTsdvtkkT+S+np6SQkJDx0H1+1atVkJu1fMBgM1K9fH71eT/369UlJSSEoKIhDhw5RvXp1ypQpwzvvvMP7779P9+7dtQ5XZJOEhATGjRtHUFAQ58+fv+/IRvi/mclZs2ZpEGHmd6mnEJWiKOreWA/P6yJFimiaRIhHIyIiQj3abu/evVSvXp0qVapQvHhx5s2bl+Veu93OE088oUWYWXh+L3Xp0oXk5GSWLVt23z0WiwWDwcDrr7+uQYQQFhbG7Nmz0ev1nDhxIkuthntZrVZMJpPm+/XT09M1H3R5nHjqB9y7Px8yt6iZTCauXLnCmjVrCAwMZOrUqdl+DKYk5UI8gOeDem9SDpmFNo4fP867777Ll19++a+WDme38+fPo9PpePnll3n66afZunUrd+7cYfDgwbRv3x673Y6iKMTHx6t/31ux15uCg4P5+uuv1WVBqamp6hJhz7Krrl27UqJECQ4cOCAjvf/SwYMHefvtt2nRogWdO3e+b4vFM888o1FkvuOvR/VAZmJz7wBdv379aNy4MUOGDKFWrVrSro8pz9GNnuWr69ato3Xr1urvAs/rAgUKeD2248ePExERQWBgIIqi8MMPP+B2u2natCmbN2/G399fnfnbvHmzHCn5GPBU3IfMYlMxMTEP/J73qFq1Krt27fJmiA/kdruZMWMGRYoUQVEUrl+/TuHChdX3Pa8LFy6sWVKeN29emjdvzp07d3j//fdp0qQJI0aMIH/+/CQkJNCtWze+//57Ro0aRenSpenZs6cmcQJs3LiRGTNm0KlTJzIyMrKsgNHpdERFRdGoUSN69+4tx6L+S+np6RgMBvr06aMOZBqNRrp160bZsmXVe6ZPn050dDSff/75fTWRHiWd8rDKVULkYp5CKb/++qtaMdzj119/JSoqin79+jF48GCNIsx0+/ZtmjZtisFgYP369VkKf3Xr1o3w8HDGjh1L3bp11S8cnU7Hb7/9pkm8o0ePxmq18tFHHwGZv5T1ej0FChTg9OnTDx2lFn/v3LlzbNq0id27d3Py5Emeeuop3nnnHc2OmfFFGRkZ1KpVi/fff5+PPvqIoUOHYrFY+Pjjjzl9+jQVK1Zk/fr1lCpVinfffRebzcacOXO0Dls8QtOmTSNPnjzUrl2bLl26qN+TERERHDlyRF0e/NfX3jRgwAD2799PzZo1+eGHH9QYy5Urx+HDh9WY/vo6J5syZQqbNm3iqaeeokWLFlKg7i8WLFjA0aNHyZs3L5A5afB3tWLsdjvJycl88cUX3goxi3Xr1vH0009TsmRJatSowZkzZ4Cc9TnyGDhwIO+88w6lSpViz549jB07ltTUVN555x06d+5MlSpVOHbsGLGxsRw6dIhPPvlEs1ijo6PR6/W88cYb9OjRg4ULFwKZK2V69uzJkCFD+O6777h9+zbLli3LMgCS0/jiZ378+PFs2bKFjRs3ZttKFO2n+YTIgXQ6HdWrV8flct33Xs2aNWnUqBENGjTQILKs8ubNy8iRIwkMDCQmJoYbN26o740ZM4YdO3Zw7Ngxjh07xsmTJzl+/Dh79uzRJNYVK1awevVqqlWrBsDVq1d54YUX2LNnD8eOHaNz584899xzjB07lp9++knzZWK+5JlnnuGdd95h9erVbNq0iUqVKvHuu+8yY8YMrUPzGTabjcjISH766Sdq1arFrl272L9/PxUrVlT35nr6ZLdu3di1axcJCQkaRy0epRs3bvD555/z8ssvZ7nuORP8Ya+96eWXX2bAgAFqHZP4+Hj1pIqrV68SHx9PfHx8ltc5XdGiRYmMjCQuLg6n05ljztnOKQoVKkRISAgBAQFqDZvAwMAH/gkICMBsNms6U7p582a6dOlC8+bN//Zzo+XnCODKlSscPHiQl156ialTpxIZGUnVqlV56aWXWL9+PZ06dcJsNpOamkqpUqWyFFbTwrRp05g3bx5PP/00LpeLmjVrUrNmTapXrw5Aly5dWLFiBXXq1KF37945auviX+W0z3xSUhJTp04FMp8FBg4cyIQJE7h9+7Z6T0xMDM8880y2tqvMlAvxX3A6nQ89SkELaWlpjBgxgsOHD7Ns2TJKlCgBwHvvvce5c+dYt26dtgECq1atIikpiX79+gEwadIktmzZwrfffktISAg3b97khx9+YM2aNZw4cQKTycSnn35Kw4YNNY7cNx0/fhyHw6EOgoj/nt1uZ+bMmXTr1o1ixYrhcrkYPXo0Y8eOxc/PT+vwxCN2/vx5WrVqRdu2bQHYsGEDrVq1Uo/Iufe150HO227cuEGjRo3UpMbzKPeg11qtjBLZY+TIkbjdbvz9/fH392fYsGFah5TF7du3uX37NidPnmT06NF88MEHKIrC6NGjGTNmjDrLf+/rTp06aRbvkSNHWLVqFbt27SIsLIxWrVrRr18/pk6dyuLFi1m1ahV58+alRYsWrFq1isjISM1iBbh27RqNGzfm+PHjmM1mbDYblStXZs+ePeTPnx+73U67du148cUXefvttzWN1RccP36cd955h/T0dNauXUvhwoXZtGkTn376KQkJCXTu3JnevXtTqFChbH/2l6RciMfIvHnz6N27t/pL7+TJkyxevJipU6c+9BxmrXzwwQcUL16cqKio+947evQoe/bs4a233tIgMiFEbnbz5k0++OCDvx1wsVqtpKamsmTJEu8Fdg+bzcaVK1f+NkaLxUJqaqo6kyYeD1999RVJSUncuXOHS5cuqcuYc5qrV6/SsWPHv61abbVaSU9P5+TJk16M7MHOnz/P+PHjadu2rTpIsGXLFho2bIjRaOSFF15gyJAhmp/9nZGRwa+//kr9+vUxGAwkJSVRp04dfvzxR3XJ+tdff03x4sWpVauWprH6gjZt2hAUFMSsWbOyHIPmcrn46quvmD59Og6Hg169emX7SRySlAvxmHO73TmiIJ3Ifi6Xi927d1OjRg0CAwPV62lpaVLwSQghhPgveWry5DQWi4X169fTunVr9fd8To01Jzp79iwlSpR4aGHhS5cuMXXqVEaOHEmRIkWyNRZJyoXwcSkpKaxZs4agoKB/TL4dDgdut1uT45xu3LjBjBkz/tWMvV6vp3LlynTu3NkLkT0+HA4HkZGRbN26laeeekq9vn37dmJiYti1a5ck5/+Fy5cvM2/ePGJiYsiTJ4/W4Qjxj06fPs3vv/9Ou3btctygrAwe/mccDgdffvklHTp0UIu93evOnTu8/PLLrFq1irCwMA0iFOLvyWf+38k5m2KFEP8Vp9PJlClTKFCgwN8mvC6Xizt37lCmTBlNknKHw8GGDRto0qTJP957/fp11q9fT9u2bWXP7kPce0wO/N8vN51Oh7+/P7du3WL06NHMnTuXAgUKkJGRgdvt1jBi33Pr1i1mzpzJhg0bMBgMtGjRgkaNGmkdlvCClJQUVqxY8dCCWTqdjieeeIKmTZt6ObJMP/74I9999x3BwcGEhIQQHBxMcHAwpUuXplKlSixYsIBt27axc+dOzc5Sfxi3203//v3vGzzcu3evDB4+gKd2Qdu2bVEUhXPnzmE0GnG5XDzzzDP4+fnx559/Zvl9MHr0aOrXr0/z5s01jPzvbd26lZ9++ol33nkny7Jhb3I6neqe/NDQUEaPHq2+98svvzBo0CBWrVrFU089hdVqZfPmzXTs2FGTWD1SUlI4derUQ4/mslqtvPbaawwfPpzKlSt7N7iHyKmfeavVypEjR6hZsyYGg4GNGzfidrtp166d12MBScqF8HmepPWrr7762/PHr169SrNmzVi/fr23QsvCaDSi0+n+1TFSly5d4oUXXuDixYtERER4ITrfYrfbiYyMzFLUyWAwcOrUKUwmE2azGaPRyE8//YRer1dHpmU527/jdrtZunQpc+bMwd/fnzfffJOuXbuSP39+rUMT2UhRFPbv30/t2rUxGAzMnj2bNm3asGnTJnUf6caNG2nSpAkBAQF89913LF++XD3P1pvKlSvHW2+9RbVq1TAajaSkpHDnzh1u3rzJtm3b+Pjjj1mwYIFmx2J5yODh/z+9Xo/BYCA4OBin00mbNm3U66dPn1YHjjxHi6WlpbF+/XqqVKmiWcwA69ev55NPPlEHjoKCgggJCaFs2bL07t2b3377jR07dvDHH3+wZs0aTWI0Go1s3rz5gcmr2WwmJSVFbdcFCxbw2Wef8cwzz1CpUiUvR/p/zp49S69evdQCjikpKZw7d45nn30Wk8mEn58fR48exel0ahKfL33mMzIy6NWrFz///DOTJ0+mbt26OBwOlixZgsPhyHKv0WikatWq2frfXpJyIXzcveeVpqWlcfToUTVRVxQFm81G7dq1NU/I7l1C6XA42LhxI3q9Xr3udrvVEcqgoCAWLlwoCflDmM1mAgICWLJkCX369OGLL75g4MCBQOasisFgICAgQG1bTx952J4pkdXPP//MzJkzee211+jXr5+mxwsJ79HpdLz55ptUq1aNwYMH4+fnx+TJk9mxYweTJ08G4Ntvv2XYsGE8+eSThISEaPa9WqhQIerUqUPdunXp3bs3kPlw/txzz3Hu3DmKFStGgwYNmD17tibxgQwePkqe9tLpdISHh/Pzzz+rRbx0Oh0BAQHs27eP5557jh9++IECBQpoNtvn0aRJE8aNG8dzzz1HwYIFSUlJ4caNG0yfPp2aNWvy7rvvEhERwahRozSN02g0MnnyZJ5++uks1/39/dHpdAQFBZGQkMDChQvp2LGjpgk5ZP4ev/e5748//uDVV19Vq6/rdDrMZvPfFtjLLr72mc+TJw/+/v4EBASwe/du9USLTz/9lKeffpojR45QqVIlTp06RZEiRVi8eDE//fRTtsUjSbkQPu7eZDcxMZE+ffpQrlw5FEXB5XJx7tw5Dh06pGGEme4tX6EoCiNGjKBMmTLqLxen08kff/xBmzZtCA8PJzw8XKtQfYKfnx+VKlXCaDRSqVIldSDGM6tiNBrVvuFwODAYDLIV4F+qX78+W7duzfaiLiLnCQgIoEqVKvTs2ROHw8Hnn3+O3W7niy++UL9Tv/rqK/LkyUNoaChlypTxanyffPKJuiIqNDSUdevWqfuIrVYrgwcP5ubNm3z99dfUrFkTl8vl1fjuJYOHj45er8fpdKIoCiaTCbvdnuV3v16vZ/jw4bzwwgskJCTQsWNHzU9cCQ4OplmzZgQFBfHGG28AmQNHV65cUWdGS5cujc1m0zLMh7bTvf1xxowZFChQIMvydq0YjcYsMXuWfYeEhKjXTCaTJsf2+tpn3mg04ufnR1BQEH5+fhgMBtxuN0ajkbi4OGrUqMHnn3/OSy+9xKxZs7L9RCBJyoXwcfeOMHpGHdeuXQtk/gKsWbOmJiOmf+V5OHS73eoX8Jw5c9QHzBs3bvD888/nqPPfc7K/jix7Xut0OjZt2oS/vz9ut5t169YRHx9Pvnz5tAjTJ3iW+Xn6nl6vl4Q8lzl48CBJSUkYjUZ1u0LDhg25cOECLpeL8+fPA5nfX5cvXyYgIIDk5GSvxpiens4333xDSEiI+lB78eJFPvvsM3WJLWTOVvn7++eIo9Bk8PDR0Ov1Wc7HjoyMzJLIGAwGvv32W/r378+RI0cYMWKEFmGiKApRUVEULVoUgPj4ePbu3UtiYqL6fpkyZYiLi2PVqlX069dP8+0Knv63evVqdQVMaGgoVqsVyBzs+uabb5g8eXKO6Jue5NbDk9jeO3tuNBqzvPYmX/nMr1q1iqtXr2Kz2ZgxYwYWi4XNmzfTokUL9R6dTqc+Wz399NNs27YtW2OSp18hHiN6vT5Lsub5QskJ1XdtNhuKoqgPjH91b1Ip/nP3ttv8+fPVQlSzZ88mIyNDk32vvuLSpUtER0erD5L/xGg00rZtW1566aXsDUx4zZEjR5g9e7b6HRUaGorZbH7g8vXhw4fz5JNPej3GoKAgfvzxxyzX3nzzTWrVqkXPnj3vu//o0aOaPZh7yODho3Py5EkURaFFixZs27aNRo0a4XK51MGh4OBg3njjDfr27Ut6eromMVosFp588kn1NJhnn32WCxcukJqamuUz45npdzqdmv3O//bbb1m2bJmafM+ePZubN28CWfvt9u3b+fLLL6lYsaImcULmZ3nJkiUEBASQmpqKzWYjJiYGQP1v7XkNqP9OWvCVz7zD4SAhIQFFUbh16xYul4uUlBT+eiiZ57U3Vp5IUi7EY8TlcqEoCgcPHkRRFPXLWquCH/cqVKgQixcvxmw2q19yCQkJ6hfdrVu3ADlf879172zDhg0bsixli4mJkaT8b/j5+VGxYsUsy+r+zpEjR5g2bZok5Y+Rvn370rZtW6ZPn06bNm0YN24cVquV/v37Y7FY6N+/P5CZTHzyySe0bNmS+vXraxLr6dOnuXz5MqGhoRQpUoSNGzdStmzZ+x4mt2zZkuOO8JPBw/+OTqfLkhQYjUYURWHdunXMmTNHLUp18OBBQkNDiYuLY/z48V6PMzAwkClTpmS5lpGRQVhYGIMHD77v/n379mm2dPmXX37hjz/+UL/zv/nmG6xWKwaDgfT0dE6cOEFMTAyTJk2iVq1azJkzR7MtAS6Xixs3bmAymbBarSiKwtWrVwHU5f+e1577c8JkDOTcz3z37t3p1q0bP/74I5MmTWLPnj288sor922nuHe2PLtJUi6Ej7s3GUtLSyNv3rwMHTpUvZYvXz7NRs3vFRgYiNVqJSMjQ10m3KNHjyz36HQ6LBZLlnMsxYP9dcnfvdsDPCO/4eHhnD59mt27d2cZRRdZFStW7D8qiLVy5UrGjh1LYmKiVGR/jBQoUIB33nmH7du3s3btWkaMGEFAQIC6nNHpdFK9enVOnTrF22+/TdWqVfnkk0+8/n1148YNhg0bRkBAAAaDgaSkJAYNGnTfrLjBYND8+Ka/ksHD/46iKFStWhXInAWtUqUKbrebypUr06JFC+Li4li2bBn79++nb9++LFy4UJOk3GPPnj3s2LGD0NBQ7ty5w969ex+YJP7yyy8UKFBAgwjhrbfeYvTo0dSoUQPI/Py//fbbVKtWjZ49e6orD7/66iuio6MZN24cEydO1CTWatWqsWLFCgDOnz/PK6+8QlxcHAAXLlygdevW6muA2rVra74twCMnf+atVitWq5X09HSsVit2ux2Hw4HT6SQqKor09HT69u3LjRs3iIqKAmDRokXZts1SknIhfNy9hXyefvpp9u/f/8D70tLSvBXSA02ZMoUlS5YwadIkOnTowJEjR/Dz88tSfd1ms2XZGykeLi0tjaioKFJTU4mKilL37LndbpxOJ0OHDsVkMnH58mUmT56c42bMcrL09HQSEhIoWbLkA9+vVq0a3333nSTkj5nr16/TrFkzjhw5gslkwmAwsH79evLkyaN+Tz3xxBMULVqUpk2b8uWXX7Jv3z4aN27stRg3b95Mo0aNOH78uHqte/fuNG3alNdff91rcfxbMnj4aCiKwnfffYfb7aZz586sXr2a1q1bU6pUKYYNG8aKFSvYuHEjZ86cYdGiRcyePZv4+Pi/PSY1O/n5+REfH8+dO3fw8/MjMTGRgwcP3lfAtVixYvTq1UuTGJ944oksr3fv3s2hQ4eIiYlh8uTJapX1smXLMmXKFHr37k27du00rdVgtVrvm7X1FAB0u93q99RfV814ky995tPT0yldujQOh4Po6GhSU1NxuVz07dsXl8tFo0aNAGjcuDFOp5P09PRsXYEgSbkQPs6zNP2fkoSkpCQA1q1bp8my28TERKZNm0aTJk04fPjwv9pH9NcjSkQmh8NBVFQUfn5+6uxJhQoVcDqdOJ1OHA4HrVu3ZvPmzVy9epWdO3dSpUoVOdrrXzp48CBvv/02LVq0oHPnzupMisczzzyjUWQiO4WEhGAymbLUvJg1a9Z9icTx48d5++23mTdvnlr52BvsdjsTJ07ko48+YtCgQbRv3x6A9u3b54gtSg8ig4ePhqIoapV9l8tFUFBQlsTL5XIRGxvLqlWr8Pf3J3/+/Pz++++aJOVTpkyhXbt2fPHFF+q1N998kxIlSjBs2DCvx/NPPO148eJFxo4dy/Xr14mLi1OTdqfTSZ06dahVqxazZ88mNjZWkzhPnjxJTEyM+rn3yMjIUP/2fB+5XK77ztn2Fl/6zBcoUIA1a9Zw5MgRYmNjGTp0KM8//7xmz0qSlAvh49LT0wkMDGTJkiX/uKQmLCyM0aNHa5KUe/aZXbx4kW7duqHT6R44muu5rtPp+O2337wdpk8wmUwPfbjxJOYdO3akY8eOHD58mOHDh/Pzzz8TGxtLwYIFvRyt7ylSpAivv/46u3fv5tVXX+Wpp57inXfe4YUXXtA6NJGNjEYjLpeLYcOGUbFiRerWrUu5cuWYM2dOlvsiIiLUI568ye12M3r0aH788UfGjh2bpcK2oigPXa6s1feoDB4+Og6HA6vVitFo5NatW1SpUiXLjKnT6USv16tbwkJDQ4mPj/d6nHfv3mX58uXExsaqxTA9Bd90Oh0HDhx44P/urwOf3uQpNvfqq68CMGbMGDp06KCeA+90OjGZTHTu3JkhQ4Zw9uxZSpcu7fU4PQXzpk6dip+fHwcPHqR69eoEBgbSunXrLDPUWiXlvvSZP3jwIKmpqQQHB5OUlESXLl0oWLAgp0+ffuD9drudtLS0LNXZHzWdouUaByFErmO1WtWCJQ9jsVhITk6mWrVqXozM99lsNpo0acKyZcsoUaKEej0pKYkpU6YwefJkKaL3Hzp37hyff/45GzdupE+fPrz77rtahySySUpKCnXr1iUqKoojR45w7NgxAgIC7nsAP3r0KJUrVwZQ93l62927d1m4cCFxcXHky5eP999/P0ucFouF9PR00tPTadq0qSYx/p1y5cqxY8cO9ehBz+ChTqeTwcO/UBSFcuXKsWvXLgoWLMjt27cxmUxkZGRQuHBhrFYrlStX5uDBg+pMaUxMDG3atKFu3bpej/fWrVvs3LmTlStXcvLkSXQ6Hf7+/vcde+XZz6v1AHxERASlS5cmJCSE5cuXk5GRgdVq5eLFi/To0YO9e/eSL18+kpKSqFu3LiNHjryvHo43nTp1ihUrVrB27VoaNWrExIkT71t5WL58eZYuXarpYMdf5bTP/JIlS5g5cyYmkylLMbcHpcWKomC1WnG5XNnaVyUpF0IIIf7B8ePHcTgcMlD0GLt+/TrPP/88J06cwGQykZCQwMqVK4mNjSVv3rz07duXQoUKoSgKqamppKam0r17d01jvnbtGkOGDOHq1ausX7/eJ+ocyODhf8blcrFjxw6ee+65B84oZmRkMHbsWMaMGZOliFZO8PPPP/PRRx+RkJDAu+++S5cuXbK873K5SE9P12wJs8vlYsGCBUBmYcTo6Gj1vQMHDjBs2DC++uorNWFcv3497dq10yTWv/r9998ZNmwYK1euzDLgYbfbadCgAdOnT6devXoaRvh/cuJn/t49+JCZpPv5+VGkSBFKly5N4cKF7/vfOByObD1mUpJyIYQQQuR6NpuNM2fOUKFChSxbgRISEpg0aRLPPfccL7/8soYRPpjnuCTPDJR4PLlcLjZu3Ejr1q3/dqua1Wrljz/+oGLFijniWCyXy8WMGTM4ePAg8+bNk7PoH6HsThJzkwkTJvD7779z7tw52rVrl2V7kLdIUi6EEEI8gMvlYvfu3dSoUSPLsVdpaWleLfAlxINkZGRgs9kkyckl3G43FSpU4Pjx43+biF28eJGWLVty5MiRLEULtfbXmUlfcOvWLYD7ij2Kx5eiKKSlpWmy6kQKvQkhhBAP4Ha76d+/P1u3buWpp55Sr+/du5eYmBh27dolyXkulJiYyOzZs3nttdey9Atv+/7775k8eTKxsbFZTgSIj49n0qRJzJ49G7PZrFl89zpw4ADz588nJCSEwMBAAgICCAoKUv85MDCQJ598UpM90L7gwIED1KhRA39/f0wmE8uWLcPf3x+dTofNZsNms/HCCy8QHR2tLsfOCQn5hQsX2LJlC2FhYRQoUICwsDCeeOIJChUqlG1nPf8nUlNTee655/j111/v2/MOsHPnTgA6d+7s5cgezul0cvPmTQACAwMJDQ0FMgfprly5QsmSJXPE596XPvOe4sKQWWxYq20g2n8ihBBCCI3Z7fYsDzKe2XBPkaJbt24xevRo5s6dS4ECBcjIyLjvPFbh2y5cuMCcOXN477331P2EycnJXL16lfLly6sPbXq9npUrV9KhQwctw2XTpk3kz58/S0J+6NAh3nrrLYKDg7l8+bImVaIfZt++fbRs2ZKUlBRu3LhBRkaG+iclJYWUlBTeeustBgwYoHWoOcqnn37K3r17Wb58uZosfPzxxxQuXJgrV65QqlQp/vjjD1566SWuXr1KQEBAjkjKIHMA69NPP8VoNKrH9nmKahUtWpQGDRrwzjvvaDa4GRgYiN1ux+12s2fPHkwmE3a7nZIlS9KtWzc15s8++4w6deowadIkTeK817lz59Rj0dq0acPUqVOBzD3m3bp147vvvqNo0aJahqjylc/8zp07GTRoUJYBhMDAQIKCgtR/Lly4MH369MnWhF2SciGEELma3W4nMjIyS/VVg8HAqVOnMJlMmM1mjEYjP/30E3q9Xl3KLsWoHi82m40tW7YwaNAg9dqpU6fo3bt3liXD/v7+KIqiaeJz9OhRdu3axdSpU0lKSiJfvny4XC6GDx9OixYtePvtt/njjz9yTFJuNpsxm81qAvEg0dHRfPPNN5o/oOc09xZ3CwgIAMDPz4/PPvuM/v37s2bNGho0aEBgYCCBgYGYTCYMBoNW4Wbh7+9PYGAghw8fJj09nTt37nDz5k0uX77M9u3bWbZsGRaLRbNk12AwEBAQQHp6Om+99RalSpXi6tWrbN++HT8/P7Uw3YYNG+jbt68mMXqMGzeOd955h4CAABRFYfv27ff1DUVRsmy10pIvfeY9hQYHDx6MxWLJMnjgGUBYtGgR169f/9t/n/9fvrW5QwghhHjEzGYzAQEBrFixguDgYFauXElYWBiQ+dDmeXDz7If0JGc5ZTZKPBqe5b73Puh6qpnfu4fX889aJT4ul4tJkybRvHlzGjZsSIsWLViyZAmKorBy5UrGjx/PmjVreP311xkyZIgmMXrs3LlT3Zd7L7vdzoIFC9iyZYt6rVChQlKs7gGeeeYZ7HY7gLrk23OMk4fJZFL/GAyGHLE0HLJ+boKCgihevDh3796lffv2zJs3j9DQUH766ScNI0SdCX3qqadYs2YNwcHBBAQEEBAQQKlSpShZsiRBQUGablW5cOECmzZtokOHDpw+fRqdTkfx4sVRFIX27dtz/PhxzGYzOp1OHbjRii9+5o1GI0ajkU6dOvHqq6/Sr18/Bg8eTExMDJMmTeKTTz6hZcuW2d5XJSkXQgiR6/n5+VGpUiWMRiOVKlVS9xfq9Xr1IdeTlDscDgwGwwP3IArf5Ukg7k1oHjTw4knGtSpaNWXKFNLT0/nggw8ICAggJSWFr776inbt2qn7S6Ojoxk3bhz79+/XJEaPLVu20LRpU6ZPn66e/3v+/HmaNWvGZ599xtmzZ9V7+/fvT1xcnFah5lhFihQhOTmZa9eu4XK5uHbtGoqicOPGDZxOJ9euXUOn03H9+nUUReH69euaruKZM2cOv/zyC4mJifcNDsTFxTFo0CB2796NTqejcOHCPPfccxpFmsnPz09NaCEzSc8pgxoeJUuWZOfOnbRp04bhw4er141GI7/99hvbt29Xv7+0rsbuS5/5JUuWsGPHjvu2op05c4Y+ffowd+5c9Vr+/Pnp1q1btsaTs3qdEEIIoYG/PsTeW/Rl06ZN+Pv743a7WbduHfHx8VLx+jHkeRB3u93qzKTD4VD//uthNd5OfK5cucLy5cvZvXs3n3/+OdeuXaNo0aLodDpWrFjBL7/8wp9//sn69esZMGAA1apVIyUlxasx/lW/fv149tln2blzJ3a7nbZt2zJ8+HDatWtHdHR0lr3ETz75pIaR5lzh4eHEx8fTpEkTFEWhcePGAGqC4HnduHFjdDodL7zwgmbfTxaLhblz56pJTt68eXE4HKxbt47GjRtz+vRpJk6cSIMGDQBYvny5ZgXp7ty5Q2ho6H0rCwwGQ46sEh8cHMzgwYNp1KiR+t/eszJi06ZNtG7dGkDzAQVf+swfP36cDz/8kDx58uByuUhISODWrVt07tyZKlWqULJkSfXeIUOGZHvbypFoQgghcr06derwyy+/qH+3aNGCbdu2UaNGDbXgm0dGRgZly5Zl6dKlGkYsHrWEhAQaNmx4X7J9b2Xee23evDnLQ1t2mzhxIuvXr+fbb7/l5MmTvPHGGyxatIhevXpx+PBhdu7cyciRI4mMjGT+/PkkJCTwwgsvcPr0aa/F+HeuXr3KrFmzePLJJxk8eLDW4fiUyMhIDh06xEsvvcSGDRto1qwZS5cu5c0332TdunW0bNlSnaHcvHkzzz//vCarJBwOB1evXiU9PZ3bt29z/Phx5s+fT968eUlPT6dFixYMHDiQYsWKeT22v9q8eTNDhgz5jwbXIiMjWbhwodcL06WlpfHtt99y/vx5evToQdOmTfntt9/IyMigdu3adOvWjT179nDu3DkaNmwIQFhYGEOGDFG34GjBFz7zf/zxBz/88ANr164lISGBoUOHUrx4cU1WcMhMuRBCCPEX9y5n27BhQ5aKqzExMZQtW1aLsIQXjB079m+3JiiKwsiRI70+U16tWjW2bt3K4MGD+eijj5g+fbpaeV1RFFwuF+PGjaNt27YA6mx/TpCQkMC4ceMICgri/PnzWYrpeVgsFgICApg1a5YGEeZs/v7+2Gw2tQil52/4v+0UOp0Ol8uF0Wi8b1WHt5hMJp5++mkAkpKSKF68OIsXL2bXrl1s376d+fPn07p1a9577z1effVVTWL0qFOnDps3b6Zv374sWbKEN954g88++4x+/foxf/58+vXrR48ePQBYsWIF06ZNo3///mzatImuXbt6Ndbk5GTGjBlDqVKl6NixY5b3dDodXbt25dKlS5w7d47AwEAURWHLli2UKFGC6Ohor8bq4Suf+TJlylCmTBmio6NZs2YNAQEBD03I3W53tq6ikKRcCCFErvfXPWUul0u9rigKt27dIjw8nNOnT7N7925iYmK0CFNkI8+MeJs2bbIUe3uQESNGeD3xadmyJVWrVqVXr16MGzeOzz77TO2nTqeT1q1b8+uvvzJnzhwMBgPnzp37x38PbzGbzezevVs9ymndunW0bt1aXQ7qeV2gQAEtw8yxzGYz6enp922r8HC5XFitVhwOBw6HQz3KSwt37tzhk08+YevWrSxYsABFUTCZTLRq1YpmzZoxffp0Jk+ezLVr1xg2bJhmcebPn5/8+fOj1+spWrQoZrOZ4sWLYzQaKVasGEajkfDwcDX+MmXKUKVKlQcWMctuRYoU4eDBgwQGBvLnn3+q1z3fQU899RSjRo1i165dzJgxA4CePXty+PBhr8fq4Uuf+T///JMXX3xR/b580GkAFouFAgUKsGPHjmyLQ5JyIYQQuV5aWhpRUVGkpqYSFRVFYmIikJmUO51Ohg4dislk4vLly0yePFk9QkU8PjyJjifR/f3339XCaQ+ixWxkoUKFWLx4MV27dmXmzJlER0ejKApWq5U8efJw69Ytdu3apRavevPNN70e472mTZtGnjx5qF27NjqdjsmTJwOwdu1aJkyYoFaK/utrkZXb7VYTb8jcQuPZYx4REYHRaMRisZCenq55Ur5hwwbWrFlD586dycjIUD9PkJmoxcTEEBYWxsyZMwkPD6dXr16axQqZK0ruHeTwvL63DV0uF06nk2HDhlGwYEEtwiQwMJBr165hsVjUa06nU/0e8vztmc3t378/5cuX93qcvvSZT01NJSQkhODgYOx2O+PHj0dRFEaMGMH48eMxm81ZXv/d74NHQZJyIYQQuZrD4SAqKgo/Pz+qVq0KQIUKFXA6nTidThwOB61bt2bz5s1cvXqVnTt3UqVKlRwzCykejb/OQi5YsIDNmzc/dI/5X1dXeEvBggWZM2cO3bt355lnnuH1119XKy63bNmSVq1aaRLXg9y4cYOVK1cyY8aMLO2o0+n+9rXISlEU/Pz8SE1NBeDrr7/G398fg8GgJus6nY727duTkZFx30y6N3Xt2pXnnnuO0qVLc+LEiQcOEERHR3P58mWmT5/Os88+S40aNTSINJPVaiUjI4Nbt24xa9Ys0tPTsdlsWeK22WzYbDbNEnLITHZjY2OzLEe3Wq1qnPeumjGbzdSpU0eTOH3pMz9+/HiSkpJ47rnn1M8PwMiRI2nbtq06YPDX19lFknIhhBC5mslkeugySk9i3rFjRzp27Mjhw4cZPnw4P//8M7GxsZo+pIlHy2q1oigKGRkZhIWF0bNnTzp37nzfHkKHw0GfPn2yzAB6W/ny5Xn//feZMmUKGzduVKttjxgxglOnTlG3bl2aN2+uDjJpZdq0aUDmkUitWrVi6NChwP/ty/fsh7739dSpUzWLN6f67rvv1H3lGRkZlCpV6oH3jR8/nvPnz6v9ODAw0MuRZh4pVrp0aSDzM6XX67HZbPfVaRg+fDg7duwgLi5Os6RcURTS09MBaNGiBRkZGTRr1oyUlBQsFos6E52RkYHFYvF6gbd7BQQEMHjwYGrXrs2cOXMACA0NZcmSJcD/DSbabLYHHuXoLb70mS9TpgzHjh1j1apV9733sBNZspNUXxdCCCEewGaz0aRJE5YtW0aJEiXU60lJSUyZMoXJkydrPtIvHp0bN26wYcMGOnXq9LcVi5OTk6lVqxarVq0iMjLSixHer3v37tSpU4cBAwYAcOLECfbu3cv333/PH3/8wb59+zQ7cupeN2/e5IMPPvjbAnpWq5XU1FQ1yRBZKYrC77//TpkyZf622JTb7SY9PT1Lccqcau3atTz//PPZviz4YdLT06lWrRonTpzIcr63J1nfvHkzADVq1KBYsWKanwEO/5fsVqtWjbJlyzJmzBgg87PfuXNnfvrpJ5544gmNo/Stz/ytW7eoX78+hQoVAjJ/FxQsWFD9/X7v6507d2ZbHJKUCyGEEEL8S3fv3mXhwoV06dKFokWLahrLxYsXKV68uDr7dK8zZ84QERGhQVRC+AaHw8G+ffuoV6/eAwc6bt++jaIohIeHaxDdg926dYuVK1cCULhwYbUa++XLl1m0aBGDBg3S9Bg0X5ScnMymTZv+doWBZwAhO+t0SFIuhBBCCPEYedjZ6kKIx8vevXupW7eu1mGIRyD7DlsTQgghhBBeN2fOHNq0acPBgwe1DuVfO3DgAPPnz9c6DCEeKKf2T63OIX8Ucmqb/tXFixe5evVqtv8cScqFEEIIIUCtbv1Xhw4d4ujRoxw/fpzjx49z7Ngx9u3b5+Xo4Ny5c3Tv3p2oqCj1z6uvvsorr7zC8uXL1fvKly+PyWRi3LhxXo/xXrdu3aJly5b89ttvD73HYrEwfvx4oqKi2Lp1qxejE7nd49A/c9qC58ehTe9lt9sZNWoUzZs358MPP8zWnyXV14UQQgghgIYNG2IymdT9pW63m4oVK+JyubIk4Z6l4X/34JkdFEXh0KFDDBo0SL02a9YsoqKi1IrXAI0bNyZ//vy89tprXo3vr0wmExcuXMBsNpOUlMTYsWPVo7zcbjc2m41Bgwaxf/9+PvnkE5o2bappvCJ3eRz6Z07bpvI4tOm9zGYz06ZNY+nSpaxatYrhw4dn28+SpFwIIYQQuZ6iKLz55pvky5cPvV5Peno6H3zwAZ06dSIyMhKj0YjBYMBisdCsWTM2bNjg9RgNBgM6nY433nhDvTZr1ixeeeUVnn766Sz3hoSEqGevayUoKAjIfLA1mUxs376dVq1aYTAYcDqdbNu2jf/5n/954HnwQmQ36Z+P3uPYpoULF6ZTp07ExcVl68+RpFwIIYQQuZ5Op6NPnz7q66SkJCZNmkSTJk2yVOV1uVzodDr1+JycyuVy/e3RWd7gOULKYDCoR7ONHj2a0NBQEhMT2bJlC2azmZSUFLZt28aVK1d47733tAxZ5CLSPx89X2nTxMREPv74Y8LCwv7V/efPn8/2c+olKRdCCCGE+JcMBgN6vV6TWWi32w1kHuV075nJO3bsuO/YpuPHj5MnTx6vxvd3jMasj5yeWTKj0UibNm1IS0ujcePGWoQmhPTPbJCT29RqtXLkyBFCQkIeeKTkX+n1+iwrlLKDJOVCCCGEyNWuXLnCmjVrKFasmPogmZ6eDsCGDRvue7g0GAyaJOVWqxVFUUhMTKRgwYLY7XYKFCjAV199dd+9er2ezp07ez1Gj+3btxMaGopOp+PYsWP8+eefD12uumDBAkqVKpVloEGI7CT989HzpTZ98skn2bhxI1arFX9/f+x2O4cOHaJixYqEhIRoEpMk5UIIIYTI1a5fv84XX3yRZZm6x6RJk+675nQ6cTgc3ggti4oVK3L8+HFMJhMbNmygbdu27N69G8hM2K1WK6GhoVy9epXChQv/qxmg7LJkyRIOHz4MwODBg4GHF6WKiIgA4MKFC5QsWdI7AYpcTfrno+drbTpt2jReeOEFKlasiM1mo1evXqxdu5aIiAhu377N2rVrCQwMBDJrjqSmphIVFaXum3/UJCkXQgghRK5WvXp1Tp06leVaYmIi9erVY//+/fcl640aNcJqtXozRJXZbGbDhg0MHTqU06dPq9WAL126xKhRo1i9ejV9+vRhwIABtG7dWpMYAUaOHElgYCAmkwmdTofb7aZ58+b33acoCrGxscyZM4fU1FQOHTqkPggLkV2kfz56vtamly9fJiEhgYoVKxIQEICiKOosucvlYvr06dSoUQO3283hw4epUaMGXbt2laRcCCGEECI7PGhG+e8qA/v5+WGz2bIzpAe6dOkSTz31FG3btuXGjRvMnDmTq1evMm3aNAoXLkxSUhIA5cqV4/Tp05om5RUqVMjy2rOy4K/t6nQ6qVixIhMmTCA8PPyBqxWEeNSkfz56vtamFSpUYN++fRQtWlQ97/3KlSukpqaSlpaGTqcjLi6O9PR0qlWrRmxsbLbGI0m5EEIIIQSZxdFKlCiBwWAgLS0NgIyMjPseGs1msyZJ+dtvv02JEiWYPHky0dHRLF68mKNHj9KtWzc+/fRTUlJSgMyloZ5l7TmFZz/8G2+8gdFoxOl0qterVaumcXQit5P++ejl9DYtUaIEH3/8cZajzl5//XX1nz2DCTqdzivHt0lSLoQQQggBxMTEcOHCBSBziaVOpyMlJYVly5bh5+enzqinpqZisVi8Gpvb7aZXr158+eWXtGnThg8//BB/f3/Wrl3LxIkTefnll7FaraSmplK6dGnmzZt3X5V2Lbndbl577TWCg4MJDAwkIyODyMhIXC4XvXv3pmLFikRFRf3rI4qEeJSkfz56Ob1NCxcuTKVKlVi5ciWKolCuXDl+/vlnwsPD1e1L3qRTPPP1QgghhBC52C+//KLuh4TM5Ltq1apER0dz8+ZN9T6Hw8HYsWNp2rSpJnHu2rWLCRMmkJCQwI8//kh4eDhLly5l8uTJrFq1iuDgYFq2bMmiRYuoW7euJjH+J7Zs2cK8efO4dOkSy5cvp2LFilqHJIQqJ/fPihUrcvLkSa3D+I/lhDa9cuUK3bp1Y/fu3TgcDiIjI/n+++958sknuXr1Kk2bNqVAgQIA3L59Wz3polixYtkSjyTlQgghhBA+5vr166xevZrXX3+d4OBgAOLj4ylWrBg2m41vv/2WJk2aqO/ldHa7nVmzZjF48OD7jqATQms5tX/6alIO2rdpYmIiH3/8MRMmTCA5OZlatWqxfv16ypYtS3JyMidOnFC3LrndbtLS0qhTp062FXqTpFwIIYQQQgghfEy5cuX47bfftA7D5zmdTi5evEixYsXw9/fXJAa9Jj9VCCGEECIHO3nypCZnkf8Tt9utdQj/Xw4cOMDq1avVok9C5CS+1j8fdHJETuMLbWo0GildurRmCTlIUi6EEEIIkYWiKAwdOpTo6GitQ8nit99+o0KFChw+fFjrUP5rGzZsYPTo0chCTZETSf989HyxTVNSUvj9998BiIuLo1OnTmzdujVbf2bO2RQhhBBCCJEDzJ8/nytXrjBhwgQgsyjRpk2b0Osz5zLcbjcZGRksWbLEq3EFBQWhKArz5s1jwYIFXv3Zj4qfnx96vT7HVIUX4l7SPx+9nNimbrebCRMmkCdPnizX09LSGDZsGKNGjUKn0zFr1izCw8MpUaIEY8aM4cUXX8y2mGSmXAghhBDif8XGxjJ//nxGjRrFsGHDsFgsJCYmEh8fT0REBBEREfzwww9ERkZ6PTbPQ+3vv//O+vXrvf7zHwWTyXTfue9C5BTSPx+9nNimer2e1atXc+vWLW7dusXChQu5desWX3/9NXq9npEjR/Lrr79y9uxZXnjhBd555x3S09OzNSaZKRdCCCFErrdz505WrFjBzZs31WNvxo8fj7+/P0ajkTJlyjBgwAAAPv30U02WthsMBnQ6HRMmTGDIkCFUrVo1247nyS5Go9En9sGK3En656OXU9vUaDQyefJkIHM11OTJk9mxYwe7du3i7t271KhRgw8++ID27dtz6dKlbP93kJlyIYQQQuRqV69epX///qSlpbF06VIiIiLUs8o9f+cEnuXz9evXp1mzZgwePBiLxYLdbr/vT04sUgeZ/w458QFdCJD+mR1yapt6vk//6urVq6xbt46kpCTcbjdr1qzhyJEj9OjRI1vjkZlyIYQQQuRqoaGhTJw4kY0bN9KsWTPef/99mjVrhqIo2O32+woUaZ2ou1wuhg0bxgsvvEDVqlUfel+RIkX45ptv7ts3qSWdTqd5+wnxMNI/H72c2qYPKzz32muv0aNHD3bt2kXDhg25e/cuTqeTQoUKZWs8kpQLIYQQIlcLDg6mc+fOdO7cmd27dzNmzBjWrVvHa6+9BoDNZmPbtm38/PPPQObD3PPPP8+BAwc0idfhcBAaGsrIkSM5fvw4YWFh9+3ZTElJYcGCBezbt4/mzZtrEufD5MQHdCE8pH8+ejmxTf8uJoPBwIABA/jtt984duwYkyZNYseOHQ+dXX8UJCkXQgghhPhftWrVIi4ujpiYGH744Qe6dOlC48aNiYiIUB/InE5nthf9eRDPzI7nvN82bdrQpk2bh96/fPlyrl696pXY/hO+fta6eLxJ/3z0cmKbOhwOdu3ahaIouN1udu3ahcvl4ubNmxQoUED9vm3SpAlz585ly5YttG7dOtvikT3lQgghhBD/64svvmDo0KF88MEHFC1aFLfbTUBAAFeuXKFmzZosWLAAi8VCs2bNvB6b58HWYrH8q/t79uxJu3btsjOk/5jb7fap84pF7iL989HLiW3qdrsJCgpi/PjxTJgwgfDwcMaPH4+fnx9ffvkl5cuXB6BcuXKUK1eOU6dO8cknn+ByubItJpkpF0IIIUSut3HjRtq0aUONGjU4ffo0L7/8MkOHDqVUqVLEx8czefJkXn75ZZ588kn27t1LkyZNvB6jZ4bcarX+q/vfeuut7Aznv+J0OtV/DyFyGumfj15ObFO9Xs++ffvIyMggPj6esmXLqu/dvHmTTp06ZSlO9+eff3Lt2rXsjSlb/9+FEEIIIXK4P//8k+HDhxMVFUW+fPn45JNPqFChArNmzaJPnz6kpqZitVpxuVxUqlSJgwcPahKn3W4HIC0tTZOf/yg4HA7130OInEb656OXU9vUZrPRr18/unbtypUrVwCYNm0aGRkZhIaGsnjxYuLj4ylcuDA1a9bkpZdeytYq8jJTLoQQQohcrUiRIqxevZo1a9bQrVs32rRpg8VioU+fPvj5+fH6668DcPv2bcqXL8/Zs2dJSkoiX758Xo3TarWiKAopKSle/bmPks1mw+Vy4Xa7s7VokhD/Demfj15ObdM33niDy5cvs3TpUooXL86xY8eIjY2lTZs2nDlzhsuXL9O3b1+CgoKoVasWNWvWpF27dgQHB2dLPDmnZYQQQgghNFKuXDlGjRrFjh07MJlMHDlyhGvXrvHyyy8zbdo0DAYDN2/epHjx4rjdbrUSu7djPHXqFHXq1PH6z35UypcvT+vWrXPsOeoid5P++ejl1DZt0qQJixYtIjIyEoCvvvqK6OhoypYtS82aNfn888/Zu3evWoU9NjaWwMDAbItHp+S0nfdCCCGEEBr7/vvvCQsLo3LlykDmbI+fnx8Ae/fupU6dOjnymB8hRO5RoUIFTp06pXUYj4WEhATy5s2Lv7//fe+5XC4uX75MyZIls+3nS1IuhBBCCOFjLly4wJYtWwgLC6NAgQKEhYXxxBNPUKhQIYzGnLk78c6dO1itVooUKaJ1KELcxxf754EDB6hRo4bWYTyUL7apVmT5uhBCCCEEmUeNHThwQP3zsLPIFy5cSExMjJejyyoxMZFPP/2USZMmMXDgQLp160azZs2IjIykefPmfPDBB5oXhEtISKBTp06kpKSwa9cufv75Z1avXq1pTEJ4PA7980EJ+YEDB5g/f74G0fh2m06ZMuWB35m7du1i1KhR2f7zc+ZQqhBCCCGEl926dYtXX30VAJ1Ox8qVK4mMjCQ5OZn9+/fTqFEjzGYzNpuN9evXM3nyZM1i9ff3JzAwkMOHD5Oens6dO3e4efMmly9fZvv27SxbtgyLxcKkSZM0izEgIIAzZ86gKApvv/0206ZNw9/fn1dfffW+s9b1ej3VqlVj2LBhGkUrchtf6p+3bt2iZ8+eTJ8+nXLlyj3wHovFwtSpU1mxYgVly5alX79+Xo7St9p0165dXLhwAYDixYuzefNm6tWrd1+F9ZMnT3L48GEOHjxI9erVsy0emSkXQgghhAB1L+Evv/zC5s2bOXr0KDabjcTERAYNGqSetZs3b15MJpOWoWb5+UFBQRQvXpy7d+/Svn175s2bR2hoKD/99JOGEUJgYCABAQEEBQURGBiI2WzGaDRy8eJFunfvTnx8PO3bt+f69eu8+OKLLFmyhMTERE1jFrmHL/VPk8nEhQsXMJvNJCUl8fbbbzN06FBiYmIYNmwY77zzDjdu3GD//v188sknrFu3TpM4falNt2/fzo8//si+ffvYunUrbrebSZMmMWHCBPr27cuECROIjo5mzZo1XLlyhU8++SRb45GkXAghhBACMJvN6HQ68uXLh7+/P5MnT8bhcBAYGIiiKGrS7u/v/8BiQNltzpw5/PLLLyQmJt63bzwuLo5Bgwaxe/dudDodhQsX5rnnnvN6jB5utxuj0ag+lAcEBGAymTAYDBgMBtq3b09AQAAtW7YkODiYHj160KpVK6TUkfAGX+ufQUFBQOZ3lMlkYvv27bhcLgCcTifbtm2jYMGCbN68maZNm2oSo6+1qcFgoEePHrz55psYDAb0ej1bt25l69atFCxYkK1bt1K4cGFmzZpF/vz5Wbp0abbGI0m5EEIIIQRkSXQ9iXhgYCB6vR6dTqeesWu327PtrNqHsVgszJ07l169elGvXj26d++Ow+Fg3bp1pKSkcPr0aSZOnEiDBg0AWL58uabL6/fv30+DBg1ITk6mSZMm3Lx5k6FDh6LT6bJUrdfpdCiKgslkYtq0aYSFhWkWs8g9fK1/elbGGAwGdUBw9OjRTJ48mZEjRwKZCXtKSgqrVq1i2rRpXo/R19r03pj0ev0DBwd0Oh158uTxSn0OScqFEEIIkeulpaVx8eJF9bW/vz96vV5NyO+VlJTk9WrCRqORTZs28fXXX/PZZ5/RrVs33G43U6dOpX79+rhcrixFn7SYyb/XM888w9ixYwkKCmL06NGEhobSvXv3+x58ZWZcaMGX++dfV8l4vp+MRiNt2rThww8/5MaNG16Py1fbVKfTqasOHiRPnjxkZGRke9xS6E0IIYQQudrJkyfp1asXNWvWVK/p9XrcbjdNmjTB7XajKApNmjQBICUlhRdffNGrMZpMJp5++mkgc1CgePHiLF68mF27drF9+3bmz59P69atee+999RidVoKDw+nYcOGKIqi/l2hQgXOnz+P2+1W7/vrLJoQ3uBL/XP79u2Ehoai0+k4duwYf/7550NjWrBgAaVKldKk5oUvtSlknj2+detWgoODcblcKIrC6NGjgczv2NGjR3Pnzh2mTp2KTqcjPT09W1dISVIuhBBCiFytSJEi1KxZk+7du/P999+r13U6HQMGDMhyr6IoTJo0iSpVqng7TO7cucMnn3zC1q1bWbBggboEtFWrVjRr1ozp06czefJkrl27liOqmFssFiwWC+np6WRkZGC323E6ndjtdsqVK4eiKNSpUwdFUdSK0r/99pvGUYvcwlf655IlSzh8+DAAgwcPBnhoUhsREQHAhQsXKFmypHcCvIevtClA1apVOXfuHDqdjmeffZb9+/dTqFAh9Ho9ffv2BaB3795A5rYBScqFEEIIIbJRvnz5+PTTT8nIyFCveSqtt2/fPsu9u3fvxmw206JFC6/GCLBhwwbWrFlD586dycjIyLLk0mw2ExMTQ1hYGDNnziQ8PJxevXp5PcZ7paWlERQUhN1uZ/DgwVgsFmw2GwsWLFD353u4XK6HngsvRHbwlf45cuRIAgMDMZlM6HQ63G43zZs3v+8+RVGIjY1lzpw5pKamcujQIQIDA70aq6+0KUCHDh2wWCx8+eWXdOrUiSNHjvDqq69y6NAhXC4XTZs2pXfv3owdO5Zz585l++oDScqFEEIIISDLEkur1QpkJudr1qyhaNGilCtXjvHjxzNx4kSvP+wCdO3aleeee47SpUtz4sQJdeDgXtHR0Vy+fJnp06fz7LPPZtln7m2FCxdm2bJlnDt3jqioKI4ePUpwcDCRkZGaxSSEh6/0zwoVKmR57XA4gPtny51OJxUrVmTChAmEh4djNpu9FqOHr7Sph06nY/bs2fTt25c+ffqQlpbG/v37uXTpEuXLlyc4OJjDhw8THR3NxYsXyZ8/f7bFIkm5EEIIIQRkSXLT0tJQFIWMjAz27NnD9u3byZMnD6+//rpmRw4FBARQunRpIHPQQK/XY7PZ8PPzy3Lf8OHD2bFjB3FxcZom5SkpKbzxxhsUKlSI2NhY8ufPz5EjR4DMI9z27NlDu3btaNSoEQEBAZrFKXInX+2fVqsVRVF44403MBqN6veW1WqlWrVqmsbmS206ZcoUmjdvrs6ADxkyhPPnz6MoCm63mxdeeAG3282OHTtwuVzodLpsXWovSbkQQgghBGCz2VAUhXXr1mG32/nkk08IDg5m9uzZnDx5ksWLFzN37lxu3brFu+++6/Vj0e5Vo0YNTp069cD3QkJCGD58OM8//7yXo8pq2rRphISE8PnnnwOZ56x7BhD8/f0xGo3ExMQAULduXV588UXatGmjWbwid/HV/ul2u3nttdcIDg4mMDCQjIwMIiMjcblc9O7dm4oVKxIVFaXJUWO+0qaJiYls2bKFxYsXYzQamTlzJpMnT6ZcuXKsXLmSb7/9Vi2kuXnzZiZNmkRqamq2xqRTclpdeiGEEEIIDVy+fJmXXnoJyFzW+P777/PKK69kuefEiROMGDECl8vFxo0bMRgMGkTqG+7evUt6ejpFihQhPT2dli1bsn79ekJDQ9V7MjIyWLt2LQsXLuSVV15RCywJkd0ex/65ZcsW5s2bx6VLl1i+fDkVK1b06s/3tTa9c+cODRo04NVXX2XPnj3Y7XYKFSpEcnIy69at49y5cwwePJiNGzdmeyySlAshhBBC/AcsFgu//vorDRs21DoUn5KRkfHQvfg2mw2dTqfJPlgh4PHpn3a7nVmzZjF48OD7zjT3tpzepmlpabz55pssWbIEvV7P+fPnWbx4MX5+fowePZrbt2/To0cPNm7cmO2F3iQpF0IIIYQQXhEfH0+xYsW0DkOIB5L++ehJm/47+n++RQghhBBCAJw5c4ZGjRqxbds2rUPxCXa7nalTpwKZhag6derEnj177rsvPj6e/v37ZznmTYjs5sv988CBA6xevfqBpzBoyZfb9GHOnTvH1atXs/VnSKE3IYQQQuR6vXv35tKlS/ddt9vtpKWl8frrr/P2228TFBTECy+8wLhx4zQ5q9xX3Lhxg6+//poGDRqwevVq8uTJg6Io5MmTh9DQUC5cuIDdbqds2bLodDoUReHnn3+WPfrCKx6H/rlhwwZWr15Nu3bttA4F8K02vXPnDqNHjyYkJASdTkdaWhrDhg2jWLFi7Ny5k0aNGmW5/+zZs7z//vucPHky22KSpFwIIYQQuZ6iKNSpU+eBRwqlpaVRuXJlAIoVK0b79u2JjY31coS+5ddff2XhwoV06NCBZcuW0aVLF/R6PdOnT6djx45AZjG9uLg48uTJQ968eX1iv654PDwO/dPPzw+9Xp/te53/LV9qU51Oxw8//MCAAQNQFIUvvviCoUOHAtC/f38qVqzIjBkzKF68OABPPPFEtsckSbkQQgghcj2TyUT16tV5/vnnOXv2LCVLliR//vwA7Ny5k86dO6PT6YDMBL5IkSJahpvjtWrVih9//JE333yT1NRUgoKCKFOmDFWqVKF8+fJ8+eWX1KpVi9jYWL7//ntq166do2YhxePtceifJpMpRw0U+FKbBgQEoNPpGDBgAACxsbFqQbqgoCCqVatGp06diI2NJSIigqCgIPX7P7tIUi6EEEKIXM/zwHXx4kV69OiBTqfDYDBQsGBBihUrRt++fWnfvj3h4eHodLqHVhQWmS5dusSePXuoU6cOrVq1ol69ejRq1AiTyYRerycwMBCj0cjs2bM5deoUa9eu5fjx41qHLXKJx6F/Go3GHDVQ4EttGhAQgKIolCtXDkVRsnynGwwGYmJiKFasGP369WPLli2YTKZsr2QvSbkQQgghcj1PsaGyZcuyc+dOnE4naWlp3Lp1i7Nnz7J161ZiY2Pp27cvb731VrbPmvi6YsWKMXXqVKpXr05wcDCKoqDXP7i+cIUKFShQoAAbNmzwcpQit3oc+qder89RSbmvtam/vz+HDx/G7XZTp04dTCZTlqJzFStW5Pbt2yxZsoSGDRvi5+eXrfFIUi6EEEKIXM9isTB37lxWrFjxwPe7d+9OeHg4Q4cO5cqVK2p1YfFger2e/v37YzQaqVKlCk2bNgXIUina7XazZcsWPv74Y9q3b4/b7dYqXJHLPA79U6fT5ajBQV9rU0VR+PTTT1EUBbvdzldffcXOnTsBSEpKYsiQIbz++uusW7eOmjVrZvvqKEnKhRBCCJHrdezYEYfDcd9Drqf6epEiRShXrhwzZszgjTfeIDY2lqioKI2izfk8Sz03bdrE7t27+eCDD4iMjOTGjRtcvnxZPQopb968VK9enZIlS/rE0Uji8fC49M+clJT7Wps6nc4sM/lut5uzZ89itVo5fvw4vXr1okuXLqxYsYLffvuNQoUKZWs8kpQLIYQQItdr3749qampREVFsWTJEvLmzcu1a9do0qQJx44dQ6/X07dvX/z9/RkyZAgzZsygdevWajE4kZXdbgfAbDZz7tw5ChcuTPny5enTpw+dO3cmf/78VKxYkXr16lGvXj0uX76c485bFo+vx6V/5qTZe19qU7vdjtvtpmPHjrjdbpYsWUKTJk3o2LEjw4cPZ/To0Xz11VcYjUbKlSvHDz/8wNNPP52tMUlSLoQQQohc7ezZs4SFheHv78+ZM2cICgoCIG/evEDmQ+akSZO4ePEisbGxFCpUiLNnz5InTx4tw87RDAYDsbGxhIaG0q5dOzp16kTFihW5cuUKbrebPn36ZLnfYrHgcDhwu90P3YcqxKPyOPRPt9uNoihah6HypTa9e/cuRqORjh07YrfbSU9P5/bt2xQrVoxPPvmEd955h9jYWGJiYqhRowaHDx+mTp062RqTTslJ/zWFEEIIIbxs2LBhrF+/Hp1Oh6IoaqVdPz8/kpOTqVOnDvv37+fTTz/l+eef1zpcn5GcnMxrr73Ge++9R7169UhLS1MHPcqVK8f58+cpVaoUAA6Hg5s3b8pRc8JrfL1/Tp06lRUrVnD48GGtQ1H5Ypt6UuF7twLYbDYcDgfBwcHYbDaaNWvGli1bCA4OzrY4ZKZcCCGEELlar1691GPQOnfuTGxsLC6Xi9TUVN58801q1aqFn58fAwcOpFq1aowcOZIyZcpoHXaON3HiRO7cuaM+hMfGxrJz505WrVrFjh07GDBgAEFBQZQvX179ExISIisQhFf4ev90OBzqkvGcwlfa9NatW6xYsYLvvvuODh068NprrzFz5kxOnTqFv79/lntTU1MpVqxYtibkIEm5EEIIIXK5smXLApCeno6iKJQpU4agoCBSUlJQFIV+/foBcPPmTcaMGUPnzp358MMPefHFF7UMO8crVKgQs2fPplChQrhcLpYvX86gQYMAaNq0KXv27OHIkSPs27ePHTt2sHHjRlq0aKFx1CK38PX+abPZcLlcOWpJva+0qdVqZevWrbRs2ZKaNWsCmYMce/bsoUePHurWJcjcJhAXF8eOHTvUivLZQZavCyGEEEKQWfxn//791KpVC7PZzK1bt4iJieGzzz7DZDKp98XExGA2mxk/fryG0fqe3377jVKlSmE2mx/4fkJCAgULFvRyVEJk8rX+uWLFCg4dOsQHH3yQ7Wdo/7d8qU1HjRrFhg0bWLt2rTrT77F69WoOHDjAlClTsu3nS1IuhBBCCPEfcLlc2Gy2bD+39nHmdru5ceMGhQsXzlHHOgkB0j+zg6+3qcvlwmAwZNv/f85Y6yCEEEII4SMsFku2Ppw9Dux2O/379+fmzZsPfD8pKYkmTZpw584d9VpKSoq3whO5nK/3zzt37vDnn39qHUYWvt6m/yS7v/NlT7kQQgghcrXExERGjBhBWFgYBQsWpGjRolSpUoXg4GA2b95McHAwaWlpdOrUiUOHDjF+/HiioqJ47bXXtA49xzKbzfz000+YzWZcLhcrVqzAaDTidDrp3r07gYGBKIpCQECA+r954403aNiwIdHR0RpGLnIDX+ufCQkJvPXWWyxatIgjR46QlJTE5cuX1f3aOYEvtumKFSvo2bMnoaGhXv/5fyVJuRBCCCFyNX9/f3bu3EnHjh05ffo0q1evJjExkfnz5/Phhx8SERHB77//Tu3atenXrx+1atWiYsWKWoed4xkMBnWJ/+TJk6lSpQpHjhyhe/fuBAQEZHn/+vXrHD58mIEDB2oZsshFfKl/BgQEcObMGRRF4e2332batGn4+/vz6quvYrFYstyr1+upVq0aw4YN83qcvtSmaWlpzJs3j9DQUHr27KlJDPeS5etCCCGEyNU8MzcTJ05k3rx5rFy5EqfTycmTJ9HpdKxbtw5FUShdujSbN29m6dKlVK9eXeOocz6j0YjZbMZgMBAWFkZcXFyWY4XMZjMzZ87EZrOxfft2nn32WWrXrq1hxCI38aX+GRgYSEBAAEFBQQQGBmI2mzEajVy8eJHu3bsTHx9P+/btuX79Oi+++CJLliwhMTHR63H6Upv6+fmhKApz587l9u3bmsRwL5kpF0IIIUSu5ik69Mcff/DMM8+QL18+5s+fT8WKFfn444/V+wwGA6VKlcLpdOJyuXJsxeOcQq/Xs2fPHtxuN06nk927d3NvfWGDwcCpU6eIiorC5XLRpUsXDaMVuY2v9E+3260mu0ajkYCAAEwmEwaDAYPBQPv27Zk1axYtW7YkNjaWHj16cOrUKbSo5e0rbQqoJ2o0btyYmJgYPv/8c81iAZkpF0IIIUQu53lofOWVV6hZsyYTJ04kIiIiyzE+Op0Oq9XKgAEDqFOnDnv37tUqXJ+h1+uZO3cun332GWlpacydOxe73Z7l/YULFxIZGcmZM2fk3HfhVb7SP/fv30+DBg1ITk6mSZMm3Lx5k6FDh6LT6bJUMdfpdCiKgslkYtq0aYSFhXk9Vl9pU08sOp2OmJgYzp49y5IlSzSLBWSmXAghhBC5nNVqBWDnzp38/vvvzJs3j1atWjF69GgURaFJkyYAOJ1OQkJCGDhwIBUqVNAyZJ+g0+lYtmwZAE2aNGH58uU899xzpKSkcPbsWfW+mjVrEhcXx6FDh2jYsKFW4Ypcxlf65zPPPMPYsWMZMWIEo0ePZtSoUXTv3v2+mfCccMq1r7SpJ1aAoKAgxowZw6BBg7h58yZG4/3psU6n4+mnn+all17KtngkKRdCCCFErmaz2WjevDlut5uaNWtSs2ZNJk+ezBdffMGCBQsIDAwkIyMDk8nE5MmTtQ7XZyiKwunTp1EUBYfDwalTp3A6nSxfvpxPP/0UvT5zwea+ffsoXbo0X3/9tSTlwmt8pX+Gh4fTsGFDFEVR/65QoQLnz5/H7Xar9/115lwLvtKm93I6nTRu3Ji6deuyaNEijEajurTdw+Fw4HK5KFWqFM8++2y2xKFTcsKwihBCCCGEhjZu3JjltdPpJDk5mbCwMNxuNwaDgdatW7Ns2TIOHjxItWrV6NGjh0bR+oYaNWoQHh6OoijEx8dTrFgxteLyTz/9xMCBA2ncuDG///477777LsOGDePQoUPqg7sQ2cmX+mdqaip169bll19+oX79+nz00UdcvHiRhQsXkpycjKIo6vJ1T2L+22+/eT1OX2rT27dvU79+fQ4cOEBwcDB3795Fr9eTJ0+e++612WzUrl2bmJgYXn755WyJR2bKhRBCCJHrLViwALPZrB7Xc+LECYoWLUq+fPm4ceMGzz77LK1bt+bMmTM88cQTFCtWTOOIcz5FUdiyZQuQWUxp69at1KlTB71eT6NGjTAajRQqVIh9+/bRvHlzRo0axR9//EFERITGkYvcwJf6Z1paGkFBQdjtdgYPHozFYsFms7FgwYL7ElqXy0V6errXYwTfalOXywWg7nn/u7PK/fz8yJcv3wMT9kdFknIhhBBC5Hpms5lJkyapD4fNmzfnzTffpGXLlixatIhWrVoBmcemiX/H7XbjdrvR6/Wkp6eza9cuHA6H+r7T6SQmJkZt23z58nHu3DlJyoVX+FL/LFy4MMuWLePcuXNERUVx9OhRgoODiYyM9Hosf8eX2tSz9P+v57w/zOrVq8mfP3+2xSPrg4QQQgiR67lcLpKSkrh58yYJCQm43W5SUlJISEggLS2NO3fu4HA4+Prrr7NUExYP53A4sFgsOBwO8uXLx/Tp09XZKEVRcDqd2O12NbHImzcvV69e1TBikZv4Uv9MSUnhjTfe4NNPPwUgf/78XLp0CYC4uDj69+/P1q1b/3WCmV18qU09gwX/ts2yMyEHmSkXQgghhCAlJYXXX389y7Vx48Yxbtw4AD777DNWrlzJJ598wowZM3j99deJjo7WIFLf4HQ6cTgc3L17lyJFivDtt99meT8jIwNFUbBarerRc61bt6ZRo0YaRCtyG1/rn9OmTSMkJEQ9S3vOnDn4+fkB4O/vj9FoJCYmBoC6devy4osv0qZNG6/G6GttarfbURSFlJQUTX7+X0mhNyGEEELkemlpaQQHB//j+y6Xi7i4OO7evcs777zjvQB9UFJSEnnz5n1gESe73c769etp06YN/v7+GkQncjtf6p93794lPT2dIkWKkJ6eTsuWLVm/fn2WfdAZGRmsXbuWhQsX8sorr9C3b1+vx+lLbZqQkMBXX31Fhw4dKF68uNbhSFIuhBBCCCGEEL4iIyNDLUr5VzabDZ1Op85GC98ge8qFEEIIIR7A4XBw4MABtUqvR1pamkYR+aZ169axbt06fvzxRyCz/dauXatxVEJk8sX+GRgYSHx8/APf8/Pz0zwh98U2fRiXy4XNZsv2nyNJuRBCCCEEmfvKGzVqRKNGjZgyZQoWi4WoqKj7CgGNHDlS3b8pHu7UqVNYLBbGjh3LkiVL1LPgrVYrkyZNwuVycfLkSS5evEh8fHyWKs1CZDdf6592u52pU6eqMXbq1Ik9e/bcd198fDz9+/e/bzDRG3ytTf+NVatWUaNGDWbOnJmtP0cKvQkhhBBCAAEBAdy4cYPRo0fzzDPPEBQUhKIo3LlzR91v/uuvv7J9+3bmzZuncbQ5X79+/Vi0aBGBgYGsXbuWS5cucenSJZxOJ2azGYfDQadOndDpdCiKQokSJdi2bZvWYYtcwlf6540bN/j6669p0KABq1evJk+ePCiKQp48eQgNDeXChQvY7XbKli2rxvrzzz9jMBi8HquvtCnArFmz+Pnnn++77nA4SE9PZ8eOHQA899xzdO/enbi4OAYPHpxt8UhSLoQQQggBmEwmdDodnTt3Vpd/GgwGXnjhBerVq8fbb7/NzJkzeeWVV2jYsKHG0eZ8/v7+BAQEqFWi+/btS+fOnQkPD8doNOLv709oaCjfffcdbrebAQMGcObMGTmnXHiFr/TPX3/9lYULF9KhQweWLVtGly5d0Ov1TJ8+nY4dOwKg0+mIi4sjT5485M2bV7Pl677SppC5MurJJ5/k+eefv+89nU6n/nOxYsV4+eWXWbp0abbGI0m5EEIIIXI1i8XC999/T5EiRdTZpaNHj1K5cmUA1q5dy1dffUW3bt0ICQnhiy++0DBa32E2mzGZTOpgh06nQ6/XYzQa1Xb28/MjJCQEgPfff59nnnlGy5BFLuIr/bNVq1b8+OOPvPnmm6SmphIUFESZMmWoUqUK5cuX58svv6RWrVrExsby/fffU7t2bU1mycF32hQyB1zLly9P3bp1CQoKynL6RkJCAu+88w4BAQFA5mqFoKCgbI1HknIhhBBC5Go//vgj7733nnpO+Y0bN+jatSutWrUCICIigvHjx3PhwgUOHz7M4cOHqV+/vpYh+wSDwYDRaESv1+N0OmnUqBGlSpUib9686kyUzWZjyJAhuN1uXC4XU6dOxWiUx1OR/Xylf166dIk9e/ZQp04dWrVqRb169WjUqBEmkwm9Xk9gYCBGo5HZs2dz6tQp1q5dy/Hjx70ao4evtOm9li1bxoIFC8ibNy+FChXimWeeoXDhwvj5+VGoUCEURaFw4cK89tpr2RqHfOsJIYQQIldr0qQJW7du5emnn2bp0qXkz5+f+fPns3HjRtxuN2PGjKFJkyZcvHiRvn37MmHCBL799lvNZqN8SWxsLMnJyXzxxRfkz5+fU6dO8dxzz2G327lz5w4BAQHUq1cPt9uNw+GQNhVe5Qv9s1ixYkydOpXq1asTHByMoigPPAccoEKFChQoUIANGzZ4Ocr/4wttCuA5Fbxz5840btwYm81GYmIif/75J0ePHmXPnj00bNiQoUOH8uSTT2Z7PJKUCyGEECJX8/Pz4+mnn8btdqMoCn5+fjRs2JCGDRuyefNmgoKCGDhwIP379ycqKorly5ezbds2WrZsqXXoOd4ff/yBzWbj9OnTKIqCw+GgXLlyJCYm0qBBA0JDQ+nQoYPWYYpcyhf6p16vp3///hiNRqpUqULTpk0BcDqd6j1ut5stW7bw8ccf0759e9xut1bh+kSbQmb7Xb58mcuXL6vXQkJCiIiIICIiglGjRjFt2jTatWvHnDlzqFmzZrbGI0m5EEIIIQSZe8sVRaFKlSo0btyYqVOnoigKAwYMoFOnTuTLl4/g4GCqVavGunXrJCn/B4qiMH78eF599VVmz57N6tWrqVy5Mi6Xi0KFCrFhwwaaNGlCmzZtgMyqx4sXL6Zw4cIaRy5yA1/pn56l3Zs2bWL37t188MEHREZGcuPGDS5fvqwef5Y3b16qV69OyZIlNTkODXynTSGzXffv38/+/fvVazqdjvT0dDIyMti7dy/Tpk1j9uzZ9OvXjy+//JIKFSpkXzzZ9v8shBBCCOFD/Pz8WLRoEb/++isvvvgidrud1157DZ1OR6lSpdT7KleuTHJysoaR+gan04nL5VJn7RYtWsQrr7yiJgzBwcEEBgYyffp03G43TqeTsLAwLUMWuYiv9E+73Q5kFlE7d+4chQsXpnz58vTp04fOnTuTP39+KlasSL169ahXrx6XL1/OMovuTb7SpgD9+/dHURQGDRpESEgIdrud9evX06JFC/LkyQNkHpvWoEEDzp07x8CBA9mwYUOWgnCPkiTlQgghhMjVrFYrTqeT4OBgypQpQ+/evenXrx/+/v7s2bOHKlWq0KJFC/X+fv36aRit77Db7WrbAupeWIfDoV5zOp2UKVNGyzBFLuUr/dNgMBAbG0toaCjt2rWjU6dOVKxYkStXruB2u+nTp0+W+y0WCw6HA7fb/dC959nFV9oUMpf8L1u2jPfffx/InDkfM2YMjRo1Uu9JSUnh+++/Z8yYMQwePDhb21OSciGEEELkar///jtRUVHqjI2iKLRu3RqA5ORkRo4cydSpU9X7g4OD6d27N23bttUkXl8REBCAw+FQZ/oGDBjAk08+SWpqKk6nk4yMDG7dukWlSpXU/82xY8e0ClfkMr7SPw0GA2XLlqV79+6899571KtXj7S0NN588031mK7z58+rq3lKlSrF999/7/WEHHynTSFz5YGiKEyfPl2tDK/T6ZgzZ456zvrly5dJTk7mvffeY+HChdl6/rsk5UIIIYTI1QoWLMjkyZMJCgrCZrMxaNAgPvjgAyAzQR88eDA9e/akdOnSAHz55ZfMnDlTkvJ/sHnzZgAyMjKIiooC4IsvviAlJQWLxYLJZOLLL7/E398fgPT0dM1iFbmPL/XPiRMncufOHTXxjo2NZefOnaxatYodO3YwYMAAgoKCKF++vPonJCREXYbtLb7Upp7q68nJyeoAhk6nIyUlRU3Kw8PD2bdvH7dv36ZAgQLZGo8k5UIIIYTI1QoVKqQWbbt+/TqKolCpUiUCAwMBaNCgAcePH1cfMs+ePSt7n/8Do0aNUh+AjUYjgYGBTJo0CZPJRPXq1TWOTuR2vtA/CxUqxOzZsylUqBAul4vly5czaNAgAJo2bcqePXs4cuQI+/btY8eOHWzcuDHLlhtv84U2tdlsAIwePZrg4GAcDgdr167lvffey3IE2v79+1m/fj29e/fO1nh0iqfFhBBCCCFyOZfLRVJSUpZZkePHj5OQkECzZs00jEwIITL99ttvlCpV6qHLqRMSEihYsKCXo/ItycnJbNq0iQ4dOhAQEIDT6WT37t3UqFFD3RYAsGDBAkqUKJHtgxySlAshhBBCiGyRnJzMjz/+SMuWLbN1P6YQ/43HoX+63W5u3LhB4cKF1b3RWnoc2lQL3q8AIIQQQgiRw2RkZFCpUiUpNPaIJSYmEhMTg91u1+yYJiEexhf6p91up3///ty8efOB7yclJdGkSRPu3LmjXktJSfFWePfxhTbNiWRPuRBCCCFyvcDAQBwOh7qPXDwanvb09/encePGmEymB96n0+moXr06H374oTfDE7mcL/RPs9nMTz/9hNlsxuVysWLFCoxGI06nk+7duxMYGIiiKAQEBKj/mzfeeIOGDRsSHR3t9Xh9oU09du3aReHChdVCby6XC6PRyK+//kpqaqq68kBRFKxWK2+//Xa2xSJJuRBCCCEEmQ+Rfn5+XL16lXbt2hEUFPTAY4XMZjM9e/ake/fuGkTpO+7evYvZbEan02E0GomOjiZv3rwYDIb77rVarYwaNYohQ4YQHh6uQbQit/Gl/mkwGNRkd/LkyVSpUoUjR47QvXt3AgICsrx//fp1Dh8+zMCBA70epy+1KcDAgQNxOBxqUTqdTkeNGjUICQnh3Llz6PV63G43V65c4YknnsjWpFyWrwshhBBCAHq9HqPRSN68eUlPT+fNN9+kX79+JCQk0L9/f27cuEF0dDTPPPMMS5cu1TrcHO3MmTO89tprXLt2TX0g79GjB2FhYZQsWVL9U7x4ccLDw+nQoQPVqlXD5XJpHLnIDXytfxqNRsxmMwaDgbCwMOLi4ggODlbfN5vNzJw5E5vNxvbt23n22WepXbu2V2P0tTZVFIUvv/yS7du38/333/PNN9+gKArjxo1jzpw5bNu2ja1bt7Ju3ToURWHr1q3ZGo/MlAshhBBCkDlLYjAY8PPzQ6fT0bVrVwAmTJhA165dGTduHF27diU8PJz169fjdrsfOJMuMmfBXC4XXbt2xWjMfNxMS0ujV69e6PV6dVmo2+3GYDBw8uRJ4uLitAxZ5CK+1j/1ej179uzB7XarVcLvrdVtMBg4deoUUVFRuFwuunTp4vUYfa1NdTodkZGR6uvAwEB0Oh1FixbNcp/nTHWHw5Gt8UhSLoQQQgjxv/R6PSaTib87nKZp06ZyPNo/qFy5Mhs3bmTbtm0MHz4cgODgYE6cOHHfHlOLxaJFiCIX87X+qdfrmTt3LoqikJaWxty5c7Hb7VneX7hwIZMmTeKrr77ixRdf9HqMvtamD/PXCvaepfj3tnd2kKRcCCGEELnaF198oc6K63S6fzxWKCccO+Qr6tevr7bX/PnzOXPmzAMLP+n1eqpWrcrLL7/s7RBFLuYr/VOn07Fs2TIAmjRpwvLly3nuuedISUnh7Nmz6n01a9YkLi6OQ4cO0bBhQ01i9YU2PXPmDOPHj6dYsWLqUntP0j1q1KgHroDK7qRc1lwJIYQQItdSFIUFCxbQpEkTLBYLVqtV65AeG+fPn+fmzZvqqoM///yT+Ph4wsLC2LRpE2FhYZw9e5abN29iNpuZPHmyxhGL3MSX+qeiKJw+fZpTp07hcDg4deoUTqeT5cuX07NnT/V7a9++fZQuXZqvv/5akzh9pU2tVit+fn4kJyeTlJREUlISd+/eBVBf3/vHYDDITLkQQgghRHbR6XTMnz+f77//niVLltChQwd69er10NlwmSX/d3bt2sXAgQPp0aOH+oBuNpupWbMmQ4YMIS4ujmHDhjFx4kRKlChBly5dUBQFp9Op7kcVIrv4Yv987733UBSFxMRE3nvvPaxWK9HR0URERDBw4EAGDRrE77//zrvvvsuwYcO8XvPCl9q0cuXKLFmyJMu1xMRE6tWrx6efforZbM7yXuPGjbHZbNkak8yUCyGEECJXq1KlCu+99x5ms5levXqxevVqFEWhXLlylCtXTv1ngPLly6vXxcOVK1eOl19+ma5du+J0OgH+dp++n58fEydOlIRceIWv9U9FUdiyZQtbt27liSeeYOvWrQQEBKDX62nUqBFGo5FChQqRlJRE8+bNMZlM/PHHH16N0dfa9K/+bsDVbDZn+yqqnNEKQgghhBAac7lctG7dmr59+7J48WLmzJlDUFAQo0ePVs8Ahsylj8nJyRpGmvM98cQTjBo1isTERPXIo4yMDK5fv853332Hoihs376dK1euYLFY2L59OwDNmzfXMmyRS/ha/3S73erMd3p6Ort27cpSDdzpdBITE0OrVq0AyJcvH+fOnSMiIsJrMfpamwIsW7aMJ554Qm1XgNTUVMLCwrLcZzabs32mXJJyIYQQQggyj7xxOBwYDAb69OlD06ZNGTBgAIsXL2bhwoUEBQVpHaLP8VRZttvtBAQEcPLkSebNm0fp0qWZO3cuADdv3uTw4cOkpqZKUi68ylf6p8PhwGKxYDabyZcvH9OnTyc0NBRAXQJut9vVI77y5s3L1atXNYnVV9oUIDY2lvj4+Cyz5Hfv3mXEiBEoiqIu/79x40a2V4yXpFwIIYQQuZ7FYsHtdpOamqpee+qpp1ixYgV9+/Zl/vz5vPvuuxpG6JsyMjIwmUxkZGQwZswYrcMRIgtf6J9OpxOHw8Hdu3cpUqQI3377bZb3MzIyUBQFq9Wq7oVu3bo1jRo10iBa32hTj/Xr16vnkENm7GazmeLFi5OWlqZer1+/Pnny5MnWWHTK3y32F0IIIYTIBVwuF4cOHaJ8+fIEBwdneS81NZW7d+9SrFgxjaITQuRmSUlJ5M2b96FHda1fv542bdpkSTCFb5GkXAghhBBCCCGE0IhUXxdCCCGEuEdiYiK3b99+6Ps//fQT33zzTbafW+vL0tLSGDp0KCkpKSiKQlpaGna7Hbvdjs1m4+7du2phpaSkJDZu3Mjrr7+ucdQit/DV/rlu3TrWrVvHjz/+CGT+e6xdu1bjqDL5apteunSJ/v3743a7NY1DknIhhBBCiHtcuHCBRo0a4XK5slQ49jh37hwjR47k8uXLGkTnG4xGIxs3bsRkMpGWlkb16tWpVKmS+qdOnTrExcVx+/Zt2rZti8Ph4MCBA1qHLXIJX+ufp06dwmKxMHbsWJYsWcLGjRuBzJMgJk2ahMvl4uTJk1y8eJH4+PgHfm9lN19qU8/gAGTu2d+zZ49Xz3R/ECn0JoQQQghxj+DgYFwuF0lJSXTo0IHo6GheeeUVDAYDAL///juFCxemdOnSGkeac/n5+aEoCv7+/iiKQt68eVm1alWWM4nz5s3L9OnTefHFF3nqqac0n6kSuYev9c9+/fqxaNEiAgMDWbt2LZcuXeLSpUs4nU7MZjMOh4NOnTqh0+lQFIUSJUqwbds2r8boS226dOlSVq9ejU6nw+Vy4XQ6adKkyUPv1+l0lChRgrlz5+Ln55ctMUlSLoQQQohczWKx0KBBAwoWLEhISAiJiYn4+fkREhLCzZs3WbRoEcuXL2fKlClUrFiRPXv28PLLL2sddo7mOWLo9ddfp2LFiuj1ei5dusSYMWMIDw+ncOHCVK5cmVdeeYXixYtz4cIFpMyR8BZf65/+/v4EBASoCWHfvn3p3Lkz4eHhGI1G/P39CQ0N5bvvvsPtdjNgwADOnDnj1XPKfalNK1euTHBwMAEBASQnJzNnzhwGDBjw0PvPnj3L4sWL2b9/Pw0aNMiWmCQpF0IIIUSu5u/vT2pqKu+++y4BAQHYbDaKFi2KyWQCYMWKFaxbt46oqCiaNWtGeno63bt31zhq39C2bVv++OMPAMqWLcvEiRNxuVwkJCRw+vRp4uLimDt3rtrWiqJkOTNYiOzkK/3TbDZjMpkwmUzodDp0Oh16vR6j0aiu4PEMJAK8//77PPPMM16PE3yjTevWrUvdunUB+PPPP1mwYAHt27dX33c6nVlm+C9fvsyiRYtISEjItpgkKRdCCCFEruZ5IGzYsCFPPvnkfe+bzWaio6PJnz8/o0aN4rXXXiMsLMzbYfoUm80GQKtWrWjVqhVffvklo0ePznJPSEgIH374IW+99RYfffQRgCTkwit8rX8aDAaMRiN6vR6n00mjRo0oVaoUefPmVWOy2WwMGTIEt9uNy+Vi6tSpWRLL7OZrbeqhKIo6Y3/r1i02btzI4sWLWb9+Pfnz5wcgT548bNmyhZIlS2ZbHJKUCyGEECLX0+l09+1v9Mzg6HQ6du3axbRp06hWrRqbN29m4MCBBAUFaRRtzmez2ahRowYWiwV/f39GjRqF2WxWH8CtVisAtWvXpmPHjty9e9erCYTI3Xyxf8bGxpKcnMwXX3xB/vz5OXXqFM899xx2u507d+4QEBBAvXr1cLvdOBwOdQbdW3yxTQF1TznA//zP/3Dq1Cm6d++eJbZ8+fKRL1++bI1D+5YQQgghhNCQ3W5HURSaNWuGv78/pUqVIjo6msaNG6MoCm+99Rbnzp1jxIgRtG3blpdeeolFixYxcOBArUPPsfLkyUPVqlWJi4vLMpPXpEkThg0bxldffUVqaipRUVHExsZy4MAB8ubNq3HUIrfwxf75xx9/YLPZOH36NIqi4HA4KFeuHImJiTRo0IDQ0FA6dOigWXy+2KYAGRkZWK1WFEVh9OjR5MuXT5PZe0nKhRBCCJGrGQwG1q1bR1BQEGlpaezdu5ehQ4fy/vvvA1C1alXmz5+vzox36dKFjz/+mD59+hAQEKBl6Dnapk2bePbZZzl79izBwcFkZGRQq1Ytrly5QnBwMMHBwZw+fRqAq1ev8tRTT2kbsMhVfKl/KorC+PHjefXVV5k9ezarV6+mcuXKuFwuChUqxIYNG2jSpAlt2rQBwOFwsHjxYgoXLuzVOH2pTS0WC1999RWKotCtWzeWL1/+wPvsdjt6vZ6ePXtmazySlAshhBAiVzMYDERERBAfH0/JkiUpV64coaGhPPnkk3Tp0oWePXtmWar+4osv8sEHH7B161ZNZ6ZyOpPJRExMDAsXLqREiRJcvXoVk8mEXq+nUqVKQGayUa5cOQCGDBmiZbgil/Gl/ul0OnG5XOoWm0WLFvHKK6/gcrmAzGMcAwMDmT59Om63G6fTqUndC19qU4PBwNSpU6lUqRIGg4HffvuNI0eOUKlSJfXM8iNHjlClShWeeOIJScqFEEIIIbLbrVu3iIqKonjx4ixdupSOHTuyd+9exo8fD8CxY8eIjIxEp9MRGhrK0KFD1Vkp8fc8S0Hv/XvTpk04nU5MJhN79uxh0aJFdO3aVcswRS7lC/3TbrdjtVrVvc+KoqDX63E4HOo1p9NJmTJlNIvxXr7QpmazGYD58+cTGhoKQEREBF988QXBwcHq6y+//FJN0rOTJOVCCCGEyNXcbjfvvvsubrebcePGAfDrr7/Su3dvlixZgsFgoEePHoSFhdGsWTMaNmxI586d1SN9xINZrVa6d+9OcnIyRqMRt9tN3bp1cbvdBAUF0bFjR6pUqcKePXtYsGCB+iAshDf4Uv8MCAjA4XBgt9sBGDBgAE8++SSpqak4nU4yMjK4deuWOhsNmQOJ3uZLbQqohTzvff1372drLIpWp7YLIYQQQuQQs2bNokWLFkRERAAQHR2N1WolNjYWgLNnz7Jt2za++eYbrl27RlhYGFu2bMkRhYpyqt27d6vnKkPmTF6xYsVo1qwZmzZtYvfu3Zw+fZojR45w7do16tevz8cff4y/v7/GkYvcwBf7Z+XKlYmMjATgiy++ICUlhWbNmvHrr79y7NgxNbb09HRq1arl9fh8qU3tdjuRkZFUrFhRrbR+9OhRnn32WbVy/dGjR6lcuTIA7dq145VXXsm2eCQpF0IIIYT4i6+//ponnniChg0bZrnudrv59ttvAWjZsqUWofk0l8ulPvh6lo8C7N27lx07djBmzBgNoxO5XU7vn6tXr1bP1O7YsSNWq5WdO3fm6O+inNqmV6nt8gAANodJREFUVquV1atX4+fn94/3pqenExERQe3atbMtHknKhRBCCCGEEEIIjcieciGEEEKI/3Xp0iU+/PBD5s6d65XiPo8zu91OQkKCuhT07+j1evLnz59lJk2I7ORr/TM5OZkff/yRli1b5tjPia+1aU4iSbkQQgghcrX09HT1yDOn08mePXskIX8Erl69SqtWrf71/SVKlFC3BgiR3XytfyYmJhITE0PTpk3R6/XqPuicxFfaNC0tjQkTJjBq1ChCQkJIT09XBwcURcFisWAymQgKCiIpKYndu3fzzTffsHjx4myLKef91xRCCCGE8KKlS5eyevVqdDodLpcLp9NJkyZNHnq/TqejRIkSzJ0791/tR8yt/Pz8UBSFdevW/eO9J06cYMyYMSQkJFCwYMHsD07ker7WPwMDAwHw9/encePGDz39QafTUb16dT788ENvhgf4TpsajUY2btzI+PHjSUtLo0aNGmpxOkVR0Ol0DBo0iE6dOtG+fXsGDx7MgQMHsjembP1/F0IIIYTI4SpXrkxwcDABAQEkJyczZ84cBgwY8ND7z549y+LFi9m/fz8NGjTwYqS+xWAwoNPp1Ir2fycoKCjLcU5CZDdf6p93797FbDaj0+kwGo1ER0eTN2/eBy4Tt1qtjBo1iiFDhhAeHu7VOH2lTT2DB/7+/iiKQt68eVm1alWW1Qd58+Zl+vTpvPjiizz11FO43e5sjUmSciGEEELkanXr1qVu3boA/PnnnyxYsID27dur7zudziwPa5cvX2bRokUkJCR4PVZfcu/5vhaLhVatWqHX69WtAW63G7fbzdatWylcuDArVqzQKlSRC/lK/zxz5gzDhw9n0qRJahLeo0cP9u7dS/78+dX7nE4nFouFGjVqsHbtWlwul9dj9ZU29cT5+uuvU7FiRfR6PZcuXWLMmDGEh4dTuHBhKleuzCuvvELx4sW5cOEC2V0bXZJyIYQQQoj/pSiK+vB169YtNm7cyOLFi1m/fr36AJwnTx62bNlCyZIltQw1x7t3ZsnPz49r164xceJEdfYuKSmJESNGYDKZZA+/8Dpf6Z9WqxWXy0XXrl3VwcG0tDR69eqFXq9XE0y3243BYODkyZPExcVpEquvtKlH27Zt+eOPPwAoW7YsEydOxOVykZCQwOnTp4mLi2Pu3LnqVgHP0vbsIEm5EEIIIcT/8uwpB/if//kfTp06Rffu3bPMlOfLl498+fJpFaLP8LSj3W5XiyjVrl2bYsWKAagrDXLCw7nIfXylf1auXJmNGzeybds2hg8fDkBwcDAnTpy4b1+5xWL5f+3deVhUZf8/8PfMwIACEiguKSBZoCkiGoLb8zVUSvEpjMQFN1wrHxdEJU3pKfSriKbikrg9PeAWimIqppCZF6YmbplLiqUsKimrwzYyc35/8ON8GRlwMGEc5/26Lq7wnHvOfLjPmbvzmXs5+ghRZCh1WlZWBgDw9fWFr68vtm3bhoULF2qUsbKywtKlSzF16lRERkYCQL0l5ACTciIiIiJRcXExSktLIQgCFi5cCBsbm3q9EXuZSSQSuLu71/uwT6JnYWjXZ58+fcS2KDo6GtevX9e62JtUKkXXrl0REBDQ0CEaTJ2WlZXBw8MDJSUlMDc3x4IFC8Q5+0DF6ASg4gsFf39/5Ofn1/tq90zKiYiIyOiVlJRg586dEAQBI0eOxI4dO7SWUyqVkEqlGDt2bANHaHjatGmD2NhYyGQysQctMjJSfPxcZa/ek3P2iRqCIV2ft27dgkwmE5PdrKwsZGRkwMPDA//9738xduxYnD59GtbW1nBwcMCSJUv0kpQbSp02adIEXbt2RWxsrJiIl5WVoV+/fggNDcXOnTvx6NEjjBkzBjExMTh79iysra3rNSa2gERERGT0ZDIZli1bBjc3N8hkMly7dg0XLlyAm5ubONTywoULcHd3R/PmzZmU6+DevXuYOXMm5syZg86dOyMoKAjm5uYaiz4FBQXV+6rGRNoYyvX5008/Ydq0aRg1apSYlMvlcnTv3h0hISGIjY1FaGgowsPD4ejoiGHDhkEQBL0kvoZSpwBw8OBBuLq64ubNm7C0tERxcTE8PT2Rnp4OS0tLWFpa4urVqwAqnr/etm3beo2HSTkREREZvcr5j9HR0XjllVcAAO3bt8fmzZthaWkp/nvbtm16nw9pKCZOnAiZTIZGjRpBLpcjNDRU3yERiQzl+uzQoQMCAgIwfPhwxMTEAECtw8PNzMwQHh7eUOFpMJQ6BQBTU1PMmzcPW7ZsgaOjIzIzM8UF6Cof1SYIAjp06AAACAkJqdd4mJQTERERoWI+ZNX540/OJX9yP9Vu8eLFePPNN5GXl4fx48frtDjeihUrGiAyIsO5Pps3b44FCxYgNzdXfMxZcXEx7t27h6SkJAiCgKNHjyI9PR0lJSU4evQoAMDHx6fBYzWUOq2qsk2v+t+DBw+ivLwcpqamOHnyJLZu3Yrhw4fXaxxMyomIiMjoKZVKCIKACRMmiEM+BUFAUFCQ+GxgQRAwYsQIAMD7778v/k7adenSBUDF/FEbGxtxNII2xcXFKCwsbKDIiAzv+qycj61UKtGoUSP89ttv2LBhA9544w2sX78eAPDXX3/h/PnzePTokV6SckOq09LSUgQGBqKgoAAmJiZQq9Xo2bMn1Go1LCws4O/vD3d3d5w8eRIbN24UR0zVF4nwoi+PR0RERFTPSktLsWfPHpiZmT21bFFREdq3bw8vL68GiIyICLh58yb8/f1x4sQJcYoNPbuUlBSYmpqKPeTl5eWwt7fHgAEDcPDgQaSkpODq1au4cOEC7t69iz59+mDVqlUwNzevl3iYlBMREREREZFRU6lUuHjxIlxdXTV6+X/++WckJycjLCys3t6bK5UQERERUb2YOnUqiouLq22Pjo5GQUGBHiIi+j+8Pp8/Q65TmUyGbt26VRt237Nnz3pNyAEm5URERGTkFAoF5s6di8LCQgiCAIVCAaVSCaVSibKyMuTn56OoqAgAkJeXhwMHDiAoKEjPURuGs2fPVpsScP/+faxatQpnzpzRU1REFQzh+jS09skQ6hSomJufkZGBu3fvPvXn/v37UCqV9RoPF3ojIiIio2ZiYoIDBw7giy++gEKhgIeHhzjPUBAESCQSzJgxAx9++CGGDBmC4OBgnD17Vs9RGwapVIqkpCQcOnQIX331FUxNTZGUlARzc3N4eXkhLS0NMpkMarUaarUab7zxhr5DJiNiCNenobVPhlCnQMWzx319fXUu7+joiO+//77e4mFSTkREREbNzMwMgiDA3NwcgiDA2toacXFx4irsAGBtbY0VK1Zg4MCBaNu2LdRqtR4jfvGpVCocOXIEALBu3Tp06dIFBQUFsLKyQmxsLMaOHQtBEDB48GAxwXByckJiYqI+wyYjYUjXp6G0T4ZUp8D/1WtCQsJTy16+fBlhYWHIzs5GixYt6iUeJuVERERk1CpvEIOCgtCpUydIpVLcvn0bYWFhsLOzQ6tWrdClSxeMGDECDg4O+OOPP8B1cmt3+vRphISEQCqV4sSJE+IczbCwMJiYmKCkpAQmJiYwMzPDpUuX4OXlxYScGowhXZ+G0j4ZUp0CFfPHJRIJ2rdv/9SyFhYWcHNzq9d4OKeciIiICMB7772H8vJyAICLiwvCw8MxdepU9OrVC3fu3MHkyZPxxx9/wNTUFACYmNeiV69eSEhIgJeXF/z8/HDjxg0sXrwYJ06cwIYNGxATE1PrM4yJ6pMhXp8vevtkaHVa+WUHUPEMeG9vb/Tv3x8+Pj7w8fFB//794e3tjbKyMrRq1Qq7du2qt15ygD3lREREZOTKysoAAL6+vvD19cW2bduwcOFCjTJWVlZYunQppk6disjISACaN3VUnYuLCyZPnoxz585h2rRpUKlUiI+PR9OmTQFATB6I9MFQrk9Dap8MpU4BaAzxNzMzw927dxEeHg47OzsAFYvmzZ8/H6amppBK678fm0k5ERERGbWysjJ4eHigpKQE5ubmWLBgAeRyuXhTW1paCgDw8vKCv78/8vPzNeZzUs3Cw8Oxbt063L9/H7t378bx48fh7++v77CIABjG9Wlo7ZMh1CkAcdSBUqkUe/C9vLxgb28PAMjOzgaABknIASblREREZOSaNGmCrl27IjY2VrzRLSsrQ79+/RAaGoqdO3fi0aNHGDNmDGJiYnD27FlYW1vrOWrDIJfLUVBQgL59+6Jbt25YuHAhHBwcAKDeHzFE9DSGcH0aWvtkCHUKVIwkcHd3f2GmITEpJyIiIqN38OBBuLq64ubNm7C0tERxcTE8PT2Rnp4OS0tLWFpa4urVqwAqHqXTtm1b/QZsAG7dugWJRIKAgAA4OTnh8OHDyMnJQXBwMIYMGQKlUglBEJCRkSH+t7KXiqi+GdL1aSjtkyHVaZs2bRAbGwuZTCb2mkdGRsLCwgJAxTxzoKJHvSFGHjApJyIiIqNnamqKefPmYcuWLXB0dERmZqY4l7By1V1BENChQwcAQEhIiD7DfeE9fPgQ/v7+kMlkSE5ORps2bQAA48ePR3JyMoqKiqBUKqFUKuHj4wNBEODj44Nr167pOXIyBoZ2fRpC+2RodXrv3j3MnDkTc+bMQefOnREUFARzc3NxuLparUZQUFCDPV6OSTkRERHR/1c5PLTqfw8ePIjy8nKYmpri5MmT2Lp1K4YPH67PMF941tbW+OyzzxAVFYV58+YhMjISLVu2BFDxiCR/f3/4+fnh0qVLMDExgUqlgkKh0HPUZCwM9fp8kdsnQ6vTiRMnQiaToVGjRpDL5QgNDdVbLAAgEV6UgfREREREetK3b1+YmJigoKAAJiYmUKvVWLFiBSZPnoxjx47B398f7u7uOHnyJDZu3AgPDw99h2wQFAoF5s+fj/Pnz2P79u1wdHQEAMyePRtpaWlISEjQb4Bk1Azl+jSk9slQ6vTixYt48803kZeXh3nz5sHGxuapr1mxYkW9xcOeciIiIjJ6ixYtgqmpqdgDVV5eDnt7e6jVaigUCkyaNAlXr15Fs2bNMG7cOPTp0werVq2Cubm5niN/sVlaWiIqKgobNmzAq6++Km4fN24c/vOf/0ClUkEmk+kxQjJmhnJ9GlL7ZCh12qVLFwAVdWljY1PrM9SLi4tRWFhYr/Gwp5yIiIhIC5VKhYsXL8LV1VXjhu3nn39GcnIywsLC9Bid4VOr1Q32uCGiunrRr09DbJ9e9DrVJyblRERERPTcFRYWIj4+HhYWFk+9EX/8+DHUajUCAwMbKDoydrw+nz/W6bNjUk5ERERGT6lUIjs7W6dhlVKpFLa2trUOdyQgNzcXPXv2RLNmzWqtV5VKhZycHDg7O2P//v0NGCEZM0O6Pg2lfTKkOgWAqVOnIjIyEo0bN9bYHh0djeHDhzfo8945p5yIiIiMXmZmJnx9fXUu7+joiO+//74eIzJ8ZmZmAICdO3fW+izizMxMDBgwgAk5NShDuj4NpX0ypDoFgLNnz4oxV7p//z5WrVoFJycn+Pj4NFgsTMqJiIjI6JmZmUEQBJ1WBr58+TLCwsKQnZ2NFi1a1H9wBsrU1FT8XaFQ4OLFi+INsCAIKCsrg5eXl7h4FVFDMqTr01DaJ0OqU6BiVEFSUhIOHTqEr776CqampkhKSoK5uTm8vLyQlpYGmUwGtVoNtVqNN954o95iYVJORERERk8mk0EikaB9+/ZPLWthYQE3N7cGiMqwVZ1Tmpubi4kTJ6JDhw4QBAEqlQppaWk4d+6cHiMkY2ZI16ehtE+GUqcqlQpHjhwBAKxbtw5dunRBQUEBrKysEBsbi7Fjx0IQBAwePFj8AsHJyQmJiYn1FhOTciIiIjJ6VXtuSkpK4OvrC6lUKt5kVvaUHD58GK1atcKuXbv0FarBqFqnlXM29+3bB6BiQaju3bvzkXKkN4Z0fRpK+2QodXr69GmEhIRAKpXixIkT4vz7sLAwmJiYoKSkBCYmJjAzM8OlS5fg5eVVrwk5wKSciIiICGq1WvzdzMwMd+/eRXh4OOzs7AAAeXl5mD9/PkxNTflIn2cglUo1btglEgkkEgnrkl4IL/r1aYjt04tcp7169UJCQgKWLVsGPz8/rFq1Crt378aJEycQExODd955B7Nnz27QmJiUExERkdErLy8HULHKcWWviZeXl7hYUXZ2NgC8EDeUhkilUkEQBKSmpkIQBBQVFQH4v3on0qcX/fo0xPbpRa9TFxcXTJ48GefOncO0adOgUqkQHx+Ppk2bAtCcH98QmJQTERGR0ZNIJHB3dwefFPv8VO3dUygUsLa2xty5c8VtNjY24o06UUMzpOvTUNonQ6pTAAgPD8e6detw//597N69G8ePH4e/v79eYmFSTkREREavTZs2iI2NhUwmE3tyIiMjYWFhAaBiHidQ0ctjYsLbJ12oVCrxdycnJ5w5c0ZrOYVC0VAhEYkM6fo0lPbJkOoUAORyOQoKCtC3b19069YNCxcuhIODA4CKUQkNif9XISIiIqN37949zJw5E3PmzEHnzp0RFBQEc3NzjYWUgoKCNHqCqHaVyUNSUhJsbW1rLJeXlwcASEhIgJ+fX0OERmRQ16ehtE+GVKe3bt2CRCJBQEAAnJyccPjwYeTk5CA4OBhDhgyBUqmEIAjIyMgQ/1vbs9f/Lonwoo+DICIiIqpnvr6+kMlkWLJkCTp27KjvcF4K2dnZGDhwICwtLZ/ae6dUKlFQUIDLly83UHRk7Azp+jSU9slQ6vThw4fo378/ZDIZ9u/fjzZt2oj7Ro4cCTs7O3z++efo2bMnJBIJBEGARCLBtWvX6i0mJuVERERk9C5evIg333wTeXl5mDdvHmxsbJ76mhUrVjRAZERk7Ng+PV+PHz9GQkICoqKi0LZtW0RGRqJly5YAgOvXr8Pf3x9r165Fz549YWJiApVKBYVCUWvv/9/14izRR0RERKQnXbp0gVwuR3l5OWxsbCCXy2v8KS8vR25urr5DJiIjwfbp+TI1NcXQoUNx+PBh2NjY4MMPP8SdO3cAAO3bt8fAgQOxevVqmJmZQSaTQS6X12tCDrCnnIiIiIiIiIzUhg0bMGHCBPExaL/99hv+85//YNmyZZDJZA0SA5NyIiIiIiIiov9PrVY36HPfufo6EREREYCpU6ciMjISjRs31tgeHR2N4cOHw9raWk+REZGxY/v0fBUWFiI+Ph4WFhZPTb4fP34MtVqNwMDAeouHSTkRERERgLNnz8LMzExj2/3797Fq1So4OTnBx8dHT5ERkbFj+/R8lZeXIyIiAs2aNat1iLpKpUJOTg6cnZ2ZlBMRERHVN6lUiqSkJBw6dAhfffUVTE1NkZSUBHNzc3h5eSEtLQ0ymQxqtRpqtRpvvPGGvkMmIiPB9un5qvyCY+fOnbU+fzwzMxMDBgzA/v376zUeJuVERERk1FQqFY4cOQIAWLduHbp06YKCggJYWVkhNjYWY8eOhSAIGDx4MCQSCQDAyckJiYmJ+gybiIwA26f6UbmoGwAoFApcvHhRTNQFQUBZWRm8vLzEOq1vTMqJiIjIqJ0+fRohISGQSqU4ceIE5HI5ACAsLAwmJiYoKSmBiYkJzMzMcOnSJXh5efGGl4gaBNun+lF1Hnlubi4mTpyIDh06QBAEqFQqpKWl4dy5cw0XT4O9ExEREdELqFevXkhISICXlxf8/Pxw48YNLF68GCdOnMCGDRsQExMj3ggTETUktk/1o2oPeOXiefv27UNCQgK2b98OQRBgbm7eYPGwp5yIiIiMnouLCyZPnoxz585h2rRpUKlUiI+PR9OmTQFoDnUkImpIbJ/ql1Qq1UjSJRIJJBJJgz4SjT3lRERERADCw8Ph6+sLT09PZGVl4fjx4/oOiYgIANun+qRSqSAIAlJTU3H27Flx2Hp5eXmDxcCeciIiIiIAcrkcBQUF6Nu3L7p164aFCxfCwcEBAKBUKvUcHREZM7ZPz5darRZ/VygUsLa2xty5c8VtNjY2KCoqarB4mJQTERGR0bt16xYkEgkCAgLg5OSEw4cPIycnB8HBwRgyZAiUSiUEQUBGRob439oeo0NE9LywfXr+VCqV+LuTkxPOnDmjtZxCoWiQeJiUExERkVF7+PAh/P39IZPJkJycjDZt2gAAxo8fj+TkZBQVFUGpVEKpVMLHxweCIMDHxwfXrl3Tc+RE9LJj+1Q/KoemJyUlwdbWtsZyeXl5AICEhAT4+fnVWzwSQRCEejs6ERER0Qvu8ePHSEhIQFRUFNq2bYvIyEi0bNkSAHD9+nX4+/tj7dq16NmzJ0xMTKBSqaBQKGq9kSMieh7YPtWP7OxsDBw4EJaWljAxqb2fWqlUoqCgAJcvX663eJiUExEREaFimOL8+fNx/vx5bN++HY6OjgCA2bNnIy0tDQkJCfoNkIiMFtunlxtXXyciIiICYGlpiaioKIwaNQqvvvqquH3cuHFo166dxhxEIqKGxPbp5caeciIiIqKnUKvVDfrMWiIiXbF9Mnxc6I2IiIiMXmFhIeLj42FhYfHUm9vHjx9DrVYjMDCwgaIjImPG9unlx55yIiIiMnq5ubno2bMnmjVrBplMVmM5lUqFnJwcODs7Y//+/Q0YIREZK7ZPLz8m5URERGT0ioqK0K1bNyQlJdX6fN/MzEwMGDCAjxsiogbD9unlx+HrREREZPRMTU3F3xUKBS5evAgzMzMAgCAIKCsrg5eXFyQSib5CJCIjxfbp5ceknIiIiIxe1Xmaubm5mDhxIjp06ABBEKBSqZCWloZz587pMUIiMlZsn15+TMqJiIjI6FXtYWrcuDEAYN++fQAqFlnq3r07zM3N9RIbERk3tk8vP66dT0RERFSFVCrVuAmWSCSQSCR85BAR6R3bp5cTe8qJiIiIqlCpVBAEAampqRAEAUVFRQCA8vJyPUdGRMaO7dPLiUk5ERERGT21Wi3+rlAoYG1tjblz54rbbGxsxJtfIqKGxPbp5ceknIiIiIyeSqUSf3dycsKZM2e0llMoFA0VEhERALZPxoBJORERERm9yqGfSUlJsLW1rbFcXl4eACAhIQF+fn4NERoRGTm2Ty8/iSAIgr6DICIiItKn7OxsDBw4EJaWljAxqb3PQqlUoqCgAJcvX26g6IjImLF9evkxKSciIiIiIiLSE66dT0RERERERKQnTMqJiIiIiIiI9IRJOREREREREZGeMCknIiIiIiIi0hMm5UTUYO7evQsvLy/ExMTU6XUnT55E79690a1bNxw7dgxnzpxBr169njmOvXv3IiAg4Jlf/6yioqIwZsyYvx3Dp59+iuXLlz/P0HQ2evRo7Ny5s8b9+fn52L59+1OPs2/fPmRkZNT5/S9duoSxY8fCzc0NHh4emDlzJu7du1fn4yQkJMDFxUXjZ8CAAbW+Zu/evdVeU/nTu3dvlJSUAABcXFxw69atOsekTWZmJlxcXFBWVqZ1/5o1a8QYOnToAHd3dwwePBjffPMN6rqO69SpU6FWq2vcHxAQgL179wKoqL/evXvj8ePHNZZfu3btUx/JExYWpvFvlUqF9evX4+2334arqyv8/PyQlJRU7XWpqakIDAxE165d0a9fP6xZswZKpVKjzO+//45x48ahS5cu8PT0xIIFC5Cfn19rPPUhLy8PPXr0gIuLC4KDg3V+3Z9//onOnTvDxcVF5897YWFhtbL5+fmYN28ePD094e7ujgkTJuDGjRsaZUpLS7FkyRL07t0bbm5uGD58OFJTUzXK6Hpudu7ciXfeeQeurq5499138e2331Yrc+TIEbz33ntwdXWFt7c3oqOjNZ7DDABnz57FsGHD0LlzZ/Tu3RsREREoLS3VKKPLOb579y7+9a9/oWvXrujWrRumT59erc0w1Dp61muLiF48TMqJqMGYm5vD0dERTZs2rdPrtm/fjv79+yMuLg4dO3asp+jq38GDB/HPf/5T32HUqzt37mDTpk3VEqSqVCoVNmzYgDt37tTp2BcuXMDYsWPh4eGBvXv3YsuWLVCpVBgxYkSdk61r165h6NChSElJEX+03RhXNWjQII3yKSkpOHHiBFq3bo1PPvkEjRo1qlMMz0u/fv3EWPbs2YNJkyZh8+bNiIqKqtNxkpOTsWTJEp3KDho0CGq1Gt9//73W/UqlErt27RK/hNJm27Zt+OGHHzS2rVixArt27UJYWBgOHz6MUaNGITQ0FEePHhXLnDp1CpMmTcJ7772HhIQELF26FMePH8fcuXPFMvfv38eYMWPg6OiI+Ph4bN26FdnZ2ZgwYUKtXyTUh8aNG+O7777D+PHj6/S6Fi1a4IcffsDAgQN1fs2CBQuQlZUl/lutVmPy5MlIT0/Hxo0bsW/fPri4uGDUqFEaX4qFhobi5MmTWLFiBQ4ePIj+/ftj0qRJuHjxolhGl3Ozfft2rFixAlOnTsXhw4cRHByM1atX45tvvhHLHD9+HLNnz8bQoUORmJiI8PBwxMfHa1x7V65cwYQJE9CrVy8cPHgQq1evRmpqqkbiqcs5LioqwujRoyGRSLBjxw7s2rULjRs3RmBgIAoKCgy6joBnv7aI6AUkEBG94EaNGiXs2LFD/Pfp06eFnj17PvPx4uPjhaFDhz6P0HR28eJFoVOnTkJBQcHfjiE0NFSIjIx8nuHp7Mlz8aT9+/cLzs7OtZb57rvvBGdnZ2Hbtm11fu/FixdrbFOpVIK/v7+wfv36Oh9r9+7ddXqNNnv27BH69esnKJVKcZuzs7OQlpb2t48tCIKQkZEhODs7C6WlpVr3R0VFCTNnzqy2fe/evYKHh0ed3svZ2VlwdnYWYmJitO4fOnSoEB8fL/571apVQkBAgNayCQkJQo8ePYSysjKt+69duya4urpqfI7/+usvoWPHjkJqaqpG2d27dwt9+vQRysvLBUEQhClTpgirVq3SKJOeni44OzsLOTk5giAIQnh4uDBu3DiNMqWlpYKPj4+wc+dOrTHVt5rO1dPo+nnftWuX4OzsrPEeR44cEbp37y4UFhZqlJ0zZ44QHBwsCIIgXL58WejYsaOQnp6uUabq+dXl3CiVSqF79+7C/v37Ncr8/PPPgpubm5CXlycIgiAMHjy42uf11q1bQseOHcXPzZQpU4TPPvtMo0xubq7g4eEhnDhxQhAE3c7x1q1bhYEDB2p8PtVqtRAYGCgsX77coOuoqme9tojoxcGeciJqUN7e3jhx4oQ4fDsvLw8LFiyAp6cn3nrrLYSEhGj0evbq1Qu//PIL/v3vf8PFxQVnzpzRelyFQoHly5ejX79+6NSpE/r374+oqCiUlZXhrbfeQmZmJgDgrbfewrx583Dp0iW4uLjgyy+/1DhGREQEvL290alTJ3h7eyMiIgIKhULjvSqHcP/yyy8YOXIk3Nzc0K9fv1qHbR84cAB9+/ZFkyZNtO7X5ZjXrl2Di4sL9u3bh02bNsHFxUWjpzItLQ3Tp0+Hp6cnOnXqBF9fX0RHR2v0Wq9ZswbBwcFYsWIFOnfujD179ohDpIuLixEdHQ1vb2+4ublh9OjRuHbtWo1/kzbp6emwt7fHxo0btfZIqtVqbNiwAS1btsTt27frdOy0tDT4+vpqbJNKpfDw8Khzr/v169fx5ptv1uk1T1IqlVi3bh2mT58OU1PTavv37t2LIUOGoHPnzujVqxfmz5+P7Ozsv/WeujIzM6t1KHpNPvroIyxbtgzHjh17atkRI0bgypUr+O2336rti42NxbBhwyCXy6vtKykpwaxZs9C+fXuN7SkpKWjbti26deumsd3Pzw+lpaU4f/48AEAQBEgkEo0yEokEUqlU3H7s2DEMGzZMo4yZmRmGDRuGxMTEp/5tAMRpMkeOHIGnpyc+/fRTAP/Xhh09ehQBAQFwc3ODp6cnQkJCkJ6ertOxn7e0tDQsWbIEnTt31tj+448/wtfXF1ZWVhrbx4wZg+TkZCiVShw/fhy9evWCvb29RpnRo0fj119/xd27d3U6NxcuXIBKpcKgQYM0yvTo0QP29vY4fvw4srKycPPmzWpTd1577TX07t0bhw8fhlKpREpKSrXzZ2Njg3/+85/i+dPlHB87dgz+/v4an0+JRILRo0eLZQyxjojo5cOknIj05tGjRxg3bhwcHBwQFxeHTZs24a+//sInn3wiljlw4ADc3d0xe/ZspKSkwN3dvdpxCgoKMGLECFy6dAnh4eH4/vvvER4ejqtXr2LixIka8/COHDmC+fPno2PHjkhJScGsWbMAVMwpHDZsGC5fvozFixfj6NGjWLRoES5evIhhw4ZVGx79008/ITw8HJMnT8bBgwcxc+ZMrF69Grt3764Wn0qlQmJi4lOHrj/tmG+88QZSUlIwcOBAjBo1CikpKfD29gYAnD9/HhMnTkT37t2xfft2cVjk8ePHMW7cOI3E/NSpU/jjjz+wd+9evPfee+L2uXPn4vbt21i/fj3i4uLg4uKCMWPGIDc3t9a4q7p9+zZGjBiBJk2aiPOPqzpy5AjKysowbty4Oicwp06dgpubW7XtN2/ehIODg87HycjIQGFhIT799FN4eXlhyJAhOidqVe3atQsWFhYYPHhwtX1Lly5FXFwcZsyYgUOHDmHt2rUoLi6Gv79/vSZuSqUSqampWL16dbUvMHTRs2dPhIWFISQkRGuyXVXz5s3h4+ODbdu2aWy/cOECrl+/jpEjR2p93eLFi2Fubo7p06drbE9LS9P6RYmJiQnefPNNXL9+HQAwatQofPPNNzhy5AjKy8uRkZGB0NBQjBw5EjY2NigpKcHdu3e1TnXp3Lkzfv/991r/rqqKiorw9ddfY8uWLQgNDRW3b9++HStXrkRQUBD279+PtWvXQiKR4IMPPsDly5d1Pv7zUFZWhuDgYHz44Yf4xz/+obGvpjrt0KED1Go1/vzzzxrL2Nraok2bNrh+/bpO5yYtLQ0uLi4wMTGpVq5z585imZYtW2qdwlR5bjIyMqBWq6t9aVO1jK7n+NatW1rjdnNzQ2ZmJhQKhUHWERG9fKq3CkREDeSPP/7AkiVL8MEHHwAAHB0dsXLlSvTt2xe3bt1Cu3btYGtrC1NTU1haWsLOzk7rcZYsWQI7Ozts2rQJMpkMANCmTRv06NEDixYtwi+//CKWbdq0KaysrGBiYqJxvIiICNjZ2WHz5s3iDdOrr74KDw8PTJgwARERERrz+S5duoRDhw7B1tYWAGBvb4+cnBzExcVh6NChGvGdPHkSSqUSffv2rbU+nnbMypjNzc3RqFEjMf7y8nJ8+umniIqK0ugps7e3R9++fTFq1Cjs3r0bgYGBACpGBCxatAg2NjYa729paanxNy5YsACpqan4/vvva0ywnpSeno53330Xn3zyCSIiIvDBBx+IvVSCIODrr7/GlClTYGdnh127dul0zNocP34c58+fx+LFi3V+TV5eHmbNmoVu3brBwsICp0+fxmeffYaSkhL4+/vrdIzKUQVffvklpNLq32+XlpZix44d4j57e3u4u7sjJCQE8+bN02kxPF0dPXpU/LKquLgYtra2GDlyJKZMmfJMxxs6dCgyMzPx0UcfIS4uDq+++mqNZUePHo0xY8Zg7ty54nUbExODgQMHav28JiYmIjExEQkJCdUW2yosLBSP8aSmTZsiLy8PANCnTx9MnjwZ06dPh0wmg0qlQseOHcX5xoWFhRAEodr1DQDNmjVDQUEB1Gq11vP2pJKSEsyYMQOdOnXS2H779m3s27cPjRs3BgC0bdsWHh4eWL9+PUJCQpCYmKg18aoPS5YsgYmJCebOnYvo6GiNfTXVqUwmg42NDfLy8nSqd13KyOXyGss0a9YM9+/fr/U4zZo1Q15eHgoKCmBlZaV19EllGV3PcU3vV5nw1va3vch1REQvH/aUE5He2NjYVFuduVmzZnBwcMCff/6p0zGUSiUSExMxc+ZMMSGvasaMGU+9Oa48xqxZs6qVNTU1FW+yq/Y2v//++9VunLp27ao17gMHDsDHx0frUN6q6nLMqi5cuID09HSMHTsW7u7uGj8eHh747bff8PPPP4vlO3bsqPVmNigoqNq2Ll266HwugIqF3tq0aQMfHx9YWFggISFB3PfDDz9AoVDAz88P9vb2yMrKqraacF1cv34ds2fPxpdffokWLVro/LrOnTtjypQpeOutt9ChQwcEBQVhwYIFWLlypc4rlsfExKBNmzbo16+f1v2ffPKJ1qRvzpw5SE1NfaYV42vSu3dvBAcH4/Hjx9i9ezdOnTqFadOmPfV6q83MmTPh6emJyZMn49GjRzWWc3d3h7OzM+Li4gAA2dnZSEpK0rrAW1ZWFsLCwvDFF1/UOLLhyWHp2mzatAmxsbEICwtDfHw8tmzZAhsbGwwdOlRjVIe2Y+l6fqseo2fPntW2T548WUzIq5o0aRLy8/M1Fv+qT8nJydi/fz+++uqrGs93TXVatS50qfe/U0aXen+WMrqc42ct82Q5Q6kjIjJMTMqJSG9atmypNXFp3LhxtXncNcnLy0NZWRlee+01rfutrKy0JqBPHqO0tBRt27bVur9du3YoLS3VGMLeqlUrneIuKSlBcnKyTquu63rMJ92/fx+tW7dGQkKC1p9Dhw5pPHqqpl4YbT2idTkXhYWFyM/Ph729PSQSCT7++GNER0ejvLwcALB+/XpMnjwZpqamsLe3h0qlwt27d3U69pPu3LmDiRMnYsKECVqHj9dV//798eDBA9y7dw+LFy/W+GLjyWHgBQUF2LJlizj1QZuarseWLVvC0tIS9+/f/9sxV2rcuDHGjBmDd955B59//nmtK9/rSiKRYMmSJbC2tsa0adNqXbF89OjR2LVrF1QqFXbs2AFXV1e4urpqlCkvL0dISAgGDBhQ42ehSZMmNa6in5OTA1tbW9y+fRurV6/Gli1bEBgYiA4dOqB3797YtGkTmjVrhk2bNonrNmg7Vk5ODqytrXXqJQcACwsLmJmZVdverl07reVNTU3RunXr53p+a3L//n189tln+Pzzz+Hk5KS1TE11qlKpkJ+fD1tbW53qXdcyNfXi1uU41tbWUCgUWr+wy8nJgY2Njc7nuKb3q/zypvJYhlZHRPTyYVJORHpTU8+OVCrVeZEqGxsbmJub19ib++jRo6cO97OxsYFcLq/xGOnp6TAzM8Mrr7xSa+wSiaRaT8axY8dgaWkJT0/Pp/wluh/zSc2bN0d2djaaN28OR0fHaj9yuVyjJ1lbklHT+0ulUp17Z27fvo1mzZrBwsICAPDuu+/CzMwM+/fvx48//ojc3FxxqkJlTHVd7A0A7t27h3HjxmHQoEH4+OOP6/Ta3NxcPHz4sNr2oqIiABVJ1ccff6zxpcbGjRs1ym7evBmurq61ntOa/q6HDx+iuLgYLVu2rFPcuvjiiy9QVFSEiIiI53I8uVyOdevW4d69e9WeJ17VoEGDoFQqcejQIXz77bdae8nXrFmDCxcuIDExUfyyY9KkScjJyYG7uzu+++47vP766+K88apUKhWuXr2K9u3b4+rVq3BwcKg231gqlaJPnz64ceMGGjVqhNatW2s91uXLl7XOVa5JTZ+VyoUjn/T48WNkZWXVy/mtSqVSYfbs2cjPz8cXX3wh1ml0dLQ4neHu3bs11un169chk8nQtm3bGsvk5uYiMzMT7du31+ncvP7667hx44bW9uLXX3+Fi4sLXn/9ddy7dw+FhYU1lrG3t4dUKsXNmzerlak8f7qe43bt2mkt8+uvv8Le3h6WlpYGWUdE9PJhUk5EBk0ul8PX1xcrV64Ue2SrioqK0rr9yWO88847WLNmTbWbJbVajaioKLzzzjvPNBz4wIEDGDx4sM49c8+ia9eusLOzw/r166vty8rKgp+fH86dOydu02WI5bOoXHm9klQqxccff4wNGzZg3bp1mDRpkkYd2tvb13nV9IcPH2LcuHHo0aMH5s2bV+cYjx49ihEjRlS7Jnbv3o127drBzs4Otra2Gl9qtG7dWuP9t23bpvG8ZG3WrFmjtXd5+fLl8PDw0Doq4u+ytLTEypUrERcXh6SkpOdyzFdeeQWbNm3Cjz/+WOPCb3K5HMOGDcPnn38Oc3NzDBgwoFqZDz/8EEePHsV3330nftmxaNEivPLKK0hISIC3tzd69+6NmzdvVktsDhw4gMaNG8Pd3R2vvvoq7t69q3XxwdTUVLHH2NvbG/v27dPYr1QqERcXV6cF8Gr6rERHR6O4uLja9k2bNuGVV15Bly5ddH6PZ6FSqcQFKat+gTR8+HD07t0bCQkJaN68Od5++20cPnwYpaWlGq/ftm0b+vfvD7lcjr59+yIlJQUPHjzQKLNjxw64ubmhVatWOp2bynUNnly5/+zZs8jMzMTbb7+N1q1b4/XXX9eY1gJUtB0nT57Eu+++C7lcjl69elU7fwUFBThw4IB4/nQ5x97e3ti/f3+1L3m3b98uljHEOiKilw+TciIyeKGhoXjw4AECAgJw7NgxpKen49SpU/joo4/w559/Vpv7KZPJUFRUhL/++ktMzubPn4+MjAyMGzcOJ0+eRHp6On766SeMHDkSf/755zMlgHl5eUhJSdFp6HpdyGQy5OXlIScnB0BF7+7SpUsRGxuLiIgI3Lx5E7dv38aePXswfPhwfPDBB9Ue0/N3KBQKPHjwQOMHqOgdfvKRQYMGDYKJiQmys7OrLYDn4OBQp6Q8Pz8fQUFBaNWqFWbMmIGHDx+K76/r4keVN+LTpk3DlStXcOPGDaxYsQKbN2/GggULnvr6r7/+Gn369Kk2PPtJLVq0QEBAAH744QdkZGTg/Pnz+Ne//oWff/4Z//u//6tTrFVV/VsfPHhQ4zzvjh07Yu7cuZg/fz6ysrLq/D7aODg44Ouvv651bYbhw4fj8ePHCAwM1FrO3t6+2giOFi1aQCaTwdHRUVzIccyYMZg+fTpSUlKQlZWFffv2YdGiRZg/fz5kMhm6dOkCLy8vjB8/HseOHUNGRgYuXryI2bNn4/Lly5gwYQIAYOLEiTh79iyWLVuG27dv49q1a5gxYwYaN24sjtb4O5ycnPDBBx8gMTERt2/fRmpqKubMmYMtW7Zg+fLldV7kbeTIkRgxYoTO5eVyudZRMdbW1mjcuDEcHR1hYmKC/v37o2XLlvjXv/6FK1eu4M6dO1i5ciWOHTuGmTNnAgA6deqE//mf/8HHH3+Mc+fOITMzE9988w22bNkitnu6nBtTU1NMnz4dCxYswJEjR5CVlYXk5GQEBwdjxowZsLa2BgDMmjULK1euxO7du5GVlYVTp05hypQpGD58uDgtYNq0afj222+xefNm8RxPmTIF3bp1Q69evQDodo4DAgKQn5+PefPm4ebNm7h16xYWLFiAjIwM8Vox1DoiopcLV18nIoNnbW2NnTt3YsOGDVi8eDGys7PRqlUrDB06FOPHj4eXl5dG+W7duqG4uBgDBgzAvn378Nprr8HW1hZxcXFYv349PvvsMzx8+BDNmjWDj48Ppk6dKt4s1cXhw4fh4ODwt5+H/aS3334boaGhOH36NH744QcAgKenJ7799lusXbsWgYGBUCqVeO211zBr1iwMGTLkub7/8uXLsXz5co1tv//+e7WecuD/essrVx6uysHBQaMHvzYKhQKTJk3CjRs3AKDao5/at2+P/fv3P/U4VlZW+O9//4vIyEhMmDABpaWlcHV1xdatW+Hh4VHra0tLS5GcnIytW7c+9X0++eQTXLlyBWvXrkVaWhqaNGkCb29vxMfH1/gUgdpUPvqu0pAhQ7B06VKtZUePHo0zZ85g1qxZ2LZtm9ZVrOvK3d0dy5Ytq9abWKlFixZ4//33qz1bua5CQkJgZWWFhQsX4sGDB3jttdewZMkSjd73NWvWICYmBitXrkR6ejoaNWqEnj17Ii4uThyB0LJlS8TExGDp0qXw8/ODXC5H//79xZXK/64PP/wQJiYmWLduHa5cuQK5XI4ePXpg9+7dNa4n8DT1sYiXVCrFxo0bERERgfHjx6OsrAxdu3ZFbGysxmc1IiICq1atwvTp01FYWIiOHTti48aNGo8g1OXcBAYGQiqV4quvvkJWVhZat26NadOmaTxP/O2330ZERATWrl2LL774AnZ2dhg2bBgmTZoklql8/xUrViAqKgpWVlZ47733MGPGDLGMLufYwsICsbGxWLJkiRhD7969sW3bNnFeuqHWERG9XCQCl3IkIqoXI0aMwD/+8Y86z3umF5dSqfxbq5qT4fP29sa///3val8MERERPSv2lBMR1YPMzExcuHABy5Yt03coL7zU1NSn9gAdO3bsqavoh4WF4cCBAzXu79OnD6Kiop4pxkrPMyGvnF9ak8jISPTv3/9vv4+vr2+tq9wHBwdrXZztZbZhw4Zqz/Suql27dtizZ08DRkRERMaMPeVERKRXpaWlyM7OrrVM5YrMtcnJyan18W2NGjVC8+bNnynG+vC0+fR2dnZan4VdV1lZWbUudlj1EVPGIj8/HwUFBTXul8vlNS7Gx55yIiJ63piUExEREREREekJV18nIiIiIiIi0hMm5URERERERER6wqSciIiIiIiISE+YlBMRERERERHpCZNyIiIiIiIiIj1hUk5ERERERESkJ0zKiYiIiIiIiPSESTkRERERERGRnjApJyIiIiIiItKT/weLccHd04ciigAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1500000000000001 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1500000000000001\n","重要 1133\n","是的 901\n","不是 732\n","不重要 165\n","回答正确 20\n","问法错误 11\n","重要性不大 5\n","没有 4\n","是 4\n","是小男孩 3\n","否 3\n","回答问题时不需要使用\"答非所 2\n","有 2\n","是小男孩的 2\n","回答问题时没有按照规定给出正确的回应 2\n","回答问题前需要澄清一点——学生并不是 1\n","为了纪念他的爷爷 1\n","回答问题时出现了逻辑混乱的情况（如 1\n","回答问题时未完全符合要求（缺少 1\n","男 1\n","回答问题时不需要使用问号（？） 1\n","回答问题前需要澄清一点的是这个\" 1\n","为他的爷爷 1\n","回答问题前需要澄清一点事实细节吗 1\n","回答问题前需要澄清一点的是，故事 1\n","回答问题时不需要使用\"答\":回答 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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"]},"metadata":{},"output_type":"display_data"}],"source":["for col in columns:\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col)"]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n","\n","\n","def calc_metrics_for_col(df, col):\n"," y_true = df[\"label\"]\n"," y_pred = df[col]\n"," try:\n"," accuracy = accuracy_score(y_true, y_pred)\n"," precision = precision_score(\n"," y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred)\n"," )\n"," recall = recall_score(\n"," y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred)\n"," )\n"," f1 = f1_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n"," except Exception as e:\n"," print(e)\n"," accuracy = precision = recall = f1 = np.nan\n","\n"," return accuracy, float(precision), float(recall), float(f1)"]},{"cell_type":"code","execution_count":20,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/var/folders/7x/56svhln929zdh2xhr3mwqg4r0000gn/T/ipykernel_69976/1650792675.py:19: 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([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"]},{"data":{"text/html":["
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repetition penaltymodelaccuracyprecisionrecallf1
01.00llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
11.01llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
21.02llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
31.03llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
41.04llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
51.05llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
61.06llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
71.07llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
81.08llama-factory/merged_models/internlm2_5-7b-cha...0.7666670.8098990.7666670.784816
91.09llama-factory/merged_models/internlm2_5-7b-cha...0.6423330.7946750.6423330.693413
101.10llama-factory/merged_models/internlm2_5-7b-cha...0.5310000.7862510.5310000.576413
111.11inflaton/InternLM_2_5-7b_LR_NV4080_rp1.110.4646670.8202750.4646670.493520
121.12inflaton/InternLM_2_5-7b_LR_NV4080_rp1.120.4303330.8534180.4303330.463769
131.13inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1300000...0.3840000.8820750.3840000.435682
141.14inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1400000...0.3306670.8804260.3306670.402140
151.15inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1500000...0.2590000.8312010.2590000.343243
\n","
"],"text/plain":[" repetition penalty model \\\n","0 1.00 llama-factory/merged_models/internlm2_5-7b-cha... \n","1 1.01 llama-factory/merged_models/internlm2_5-7b-cha... \n","2 1.02 llama-factory/merged_models/internlm2_5-7b-cha... \n","3 1.03 llama-factory/merged_models/internlm2_5-7b-cha... \n","4 1.04 llama-factory/merged_models/internlm2_5-7b-cha... \n","5 1.05 llama-factory/merged_models/internlm2_5-7b-cha... \n","6 1.06 llama-factory/merged_models/internlm2_5-7b-cha... \n","7 1.07 llama-factory/merged_models/internlm2_5-7b-cha... \n","8 1.08 llama-factory/merged_models/internlm2_5-7b-cha... \n","9 1.09 llama-factory/merged_models/internlm2_5-7b-cha... \n","10 1.10 llama-factory/merged_models/internlm2_5-7b-cha... \n","11 1.11 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11 \n","12 1.12 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12 \n","13 1.13 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1300000... \n","14 1.14 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1400000... \n","15 1.15 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.1500000... \n","\n"," accuracy precision recall f1 \n","0 0.785000 0.809111 0.785000 0.794725 \n","1 0.785000 0.809111 0.785000 0.794725 \n","2 0.785000 0.809111 0.785000 0.794725 \n","3 0.785000 0.809111 0.785000 0.794725 \n","4 0.785000 0.809111 0.785000 0.794725 \n","5 0.785000 0.809111 0.785000 0.794725 \n","6 0.785000 0.809111 0.785000 0.794725 \n","7 0.785000 0.809111 0.785000 0.794725 \n","8 0.766667 0.809899 0.766667 0.784816 \n","9 0.642333 0.794675 0.642333 0.693413 \n","10 0.531000 0.786251 0.531000 0.576413 \n","11 0.464667 0.820275 0.464667 0.493520 \n","12 0.430333 0.853418 0.430333 0.463769 \n","13 0.384000 0.882075 0.384000 0.435682 \n","14 0.330667 0.880426 0.330667 0.402140 \n","15 0.259000 0.831201 0.259000 0.343243 "]},"execution_count":20,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","perf_df = pd.DataFrame(\n"," columns=[\"repetition penalty\", \"model\", \"accuracy\", \"precision\", \"recall\", \"f1\"]\n",")\n","for col in columns:\n"," accuracy, precision, recall, f1 = calc_metrics_for_col(df, col)\n"," rpp = col.split(\"_rp\")[-1].split(\"0000\")[0]\n"," new_model_metrics = {\n"," \"repetition penalty\": rpp if len(rpp) > 3 else rpp + \"0\",\n"," \"model\": col,\n"," \"accuracy\": accuracy,\n"," \"precision\": precision,\n"," \"recall\": recall,\n"," \"f1\": f1,\n"," }\n","\n"," # Convert the dictionary to a DataFrame and concatenate it with the existing DataFrame\n"," perf_df = pd.concat([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n","\n","perf_df"]},{"cell_type":"code","execution_count":21,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plot accuracy and f1 vs repetition penalty\n","import matplotlib.pyplot as plt\n","import matplotlib.ticker as ticker\n","import seaborn as sns\n","\n","sns.set_theme(style=\"whitegrid\")\n","\n","fig, ax = plt.subplots(figsize=(12, 6))\n","\n","sns.lineplot(\n"," x=\"repetition penalty\",\n"," y=\"accuracy\",\n"," data=perf_df,\n"," ax=ax,\n"," color=\"blue\",\n"," label=\"Accuracy\",\n"," marker=\"o\"\n",")\n","\n","sns.lineplot(\n"," x=\"repetition penalty\",\n"," y=\"f1\",\n"," data=perf_df,\n"," ax=ax,\n"," color=\"red\",\n"," label=\"F1\",\n"," marker=\"D\"\n",")\n","\n","for line_index, line in enumerate(ax.lines):\n"," # Get the data\n"," line_color = line.get_color()\n"," xdata, ydata = line.get_data()\n"," for index in range(xdata.size):\n"," ax.annotate(\n"," f\"{ydata[index]:.3f}\",\n"," xy=(xdata[index], ydata[index]),\n"," textcoords=\"offset points\",\n"," xytext=(\n"," 0,\n"," 5 if line_index % 2 == 1 else -12,\n"," ), # Adjusted for better visibility\n"," ha=\"center\",\n"," color=line_color,\n"," )\n","\n","plt.xlabel(\"Repetition Penalty Parameter\")\n","plt.ylabel(\"Performance\")\n","plt.legend()\n","plt.show()"]}],"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":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","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":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 25 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 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_epoch_6_NV4080 3000 non-null object\n"," 6 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_epoch_6_M3 3000 non-null object\n"," 7 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080 3000 non-null object\n"," 8 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_M3 3000 non-null object\n"," 9 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1 3000 non-null object\n"," 10 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0 3000 non-null object\n"," 11 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01 3000 non-null object\n"," 12 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02 3000 non-null object\n"," 13 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03 3000 non-null object\n"," 14 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04 3000 non-null object\n"," 15 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05 3000 non-null object\n"," 16 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06 3000 non-null object\n"," 17 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07 3000 non-null object\n"," 18 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08 3000 non-null object\n"," 19 llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09 3000 non-null object\n"," 20 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11 3000 non-null object\n"," 21 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12 3000 non-null object\n"," 22 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.13 3000 non-null object\n"," 23 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.14 3000 non-null object\n"," 24 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.15 3000 non-null object\n","dtypes: object(25)\n","memory usage: 586.1+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(\"results/mgtv-results_merged_model.csv\")\n","df.info()"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_epoch_6_NV4080',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_epoch_6_M3',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_M3',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.13',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.14',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.15']"]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"text/plain":["['llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09',\n"," 'llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.13',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.14',\n"," 'inflaton/InternLM_2_5-7b_LR_NV4080_rp1.15']"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["columns = df.columns[10:20].to_list()\n","columns.append(df.columns.to_list()[9])\n","columns += df.columns[20:].to_list()\n","columns"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[],"source":["import matplotlib.pyplot as plt\n","from matplotlib import rcParams\n","\n","\n","def plot_value_counts(df, column):\n"," font_family = rcParams[\"font.family\"]\n"," # Set the font to SimHei to support Chinese characters\n"," rcParams[\"font.family\"] = \"STHeiti\"\n"," rcParams[\"axes.unicode_minus\"] = (\n"," False # This is to support the minus sign in Chinese.\n"," )\n","\n"," plt.figure(figsize=(12, 6))\n"," df[column].value_counts().plot(kind=\"bar\")\n"," # add values on top of bars\n"," for i, v in enumerate(df[column].value_counts()):\n"," plt.text(i, v + 0.1, str(v), ha=\"center\")\n"," plt.show()\n","\n"," rcParams[\"font.family\"] = font_family"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.0\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.01\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.02\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.03\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.04\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.05\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.06\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.07\n","不是 1511\n","是 1142\n","不重要 256\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.08\n","不是 1511\n","是 1076\n","不重要 256\n","是的 66\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.09\n","不是 1510\n","是 675\n","是的 465\n","不重要 256\n","问法错误 54\n","回答正确 37\n","重要 2\n","有 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1 **********\n","llama-factory/merged_models/internlm2_5-7b-chat-1m_sft_bf16_p2_full_NV4080_rp1.1\n","不是 1502\n","是的 775\n","是 288\n","不重要 254\n","重要 84\n","问法错误 54\n","回答正确 37\n","有 2\n","是小男孩的 2\n","为他的爷爷而哭 1\n","是小男孩 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11\n","不是 1429\n","是的 860\n","重要 291\n","不重要 249\n","是 84\n","问法错误 42\n","回答正确 37\n","是小男孩 3\n","有 2\n","是小男孩的 2\n","为他的爷爷而哭 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA94AAAJgCAYAAAB82ruaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAACIi0lEQVR4nOzdd3gU5eL+/3uTkGRT6QECofdiAUUFFBEE5SDVc1RQpAkCShOOSFHhCIiino+igCUaQD0KSImAoqDSQYqiSBEChBYgCam7m83u/P7gx37NAYSDO5kE3q/r2itknkm4M1fK3jvPPGMzDMMQAAAAAAAwRYDVAQAAAAAAuJZRvAEAAAAAMBHFGwAAAAAAE1G8AQAAAAAwEcUbAAAAAAATUbwBAAAAADARxRsAAAAAABNRvAEAAAAAMFGQ1QH8xev16vjx44qMjJTNZrM6DgAAAADgGmcYhrKyslSpUiUFBFz6vPY1U7yPHz+uKlWqWB0DAAAAAHCdSU5OVuXKlS85fs0U78jISEnnvuCoqCiL0wAAAAAArnWZmZmqUqWKr49eyjVTvM9PL4+KiqJ4AwAAAAAKzeUud2ZxNQAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETx/ovuvvtuBQQE6NVXX73kPm63WxMmTCiwbc6cOapbt65KlSqlbt266fjx476x33//Xffff7+io6NVt25dzZ8/37T8AAAAAABzUbz/ojVr1mjixIl/us/EiRO1Y8cO3/sJCQmaPXu2li5dqiNHjqhJkybq3LmzvF6vcnJy1KFDB3Xr1k0nT57Up59+qhdffFHffvut2V8KAAAAAMAEFG+TrV+/Xq+99lqBbTNmzNDs2bNVt25dRUZG6oUXXlBAQIB27typdevWqVGjRurfv7/sdrtuuukmvfzyy/rwww+t+QIAAAAAAH8JxdtE2dnZ6t27t5555pkC21u1aqWmTZsW2FalShWlpKTI4/Fc9HOlp6eblhMAAAAAYB6Kt4mGDRumjh07ql27dgW2v/XWW7LZbL73s7OztW7dOt14441q2bKltm7dqvj4eDkcDu3YsUP//Oc/deeddxZ2fAAAAACAHwRZHeBatWTJEm3atEnbtm3Tpk2b/nTfoUOHqkePHqpYsaIkadmyZRo6dKhGjhwpm82moKAgPfHEE4URGwAAAADgZxRvE5w6dUpDhgzRsmXLFBoa+qf7vvXWW9qxY4c2btzo23bzzTdrw4YNyszMVL169fTKK6+oZMmSJqcGAAAAAJiB4m2CJ598UikpKbr99tslSV6vVx6PRxUqVNDJkyd9+61YsUJTp07V+vXrFRYWdsHnGTdunG6++Wb17Nmz0LIDAAAAAPyLa7xNsHDhQrndbjmdTjmdTn399de67777CpTuXbt26fHHH9fChQtVrVq1Cz7Htm3bNH/+fM2aNasQkwMAAAAA/I3ibYETJ06oU6dOevPNN3XbbbddMO71ejVo0CBNmzZNlStXtiAhAAAAAMBfKN6FLDc3Vw888IAOHz6sRx55REFBQb7HpEmTJEkOh0OdO3dmQTUAAAAAuAbYDMMwrA7hD5mZmYqOjlZGRoaioqKsjgMAAAAAuMZdaQ9lcbXLqPbsl1ZHuCKHpnW0OgIAAAAA4CKYag4AAAAAgIko3gAAAAAAmOiqivfdd9+tgIAAvfrqq5fcx+12a8KECQW2zZkzR3FxcQoPD1fXrl2VkpJSYP+nn35apUqVUpkyZTR69Gjl5+dfTTwAAAAAAIqMqyrea9as0cSJE/90n4kTJ2rHjh2+91euXKkpU6YoMTFRZ86cUaNGjdS1a1ff+IQJE7Rv3z7t2bNHe/bs0e7duy8o7gAAAAAAFDemTDVfv369XnvttQLbXn/9dc2YMUNNmjSR3W7X5MmT5fV6tXr1auXl5endd9/Vhx9+qJiYGJUrV04JCQl67733lJOTY0ZEAAAAAAAKhd+Ld3Z2tnr37q1nnnnGt80wDG3evFkdOxZcebtHjx769ttvtXPnTtWvX18VKlTwjZUpU0bNmzfXhg0b/B0RAAAAAIBC4/fiPWzYMHXs2FHt2rXzbUtNTVXJkiUVGhpaYN+6devq4MGDOnLkiGrVqnXB5zo/DgAAAABAceXX+3gvWbJEmzZt0rZt27Rp0ybfdofDobCwsAv2t9vtcjgclx2/GJfLJZfL5Xs/MzPTD18BAAAAAAD+5bcz3qdOndKQIUM0b968C85s2+12OZ3OCz4mNTVVYWFhlx2/mKlTpyo6Otr3qFKlin++EAAAAAAA/MhvZ7yffPJJpaSk6Pbbb5ckeb1eeTweVahQQSdOnNDZs2fldrtVokQJ38ckJSWpRo0aiouLU1JS0gWfMykpSd27d7/o/zd27FiNHDnS935mZiblGwAAAABQ5PjtjPfChQvldrvldDrldDr19ddf67777tPJkydls9nUrFkzrV69usDHLFiwQG3bttWNN96o3bt3Kz093TeWlpamzZs364477rjo/xcSEqKoqKgCDwAAAAAAihpTbid2MSNHjtTw4cO1Z88eOZ1OTZ48WXa7Xa1bt1ZwcLD69OmjAQMGKDU1VWfOnFHfvn01dOjQS041BwAAAACgOCi04t2hQwcNHz5c7dq1U+nSpbV9+3YtXLjQNz5p0iRVrFhRNWvWVJ06dVS7dm298MILhRUPAAAAAABT2AzDMKwO4Q+ZmZmKjo5WRkaGX6edV3v2S799LjMdmtbx8jsBAAAAAPzmSntooZ3xBgAAAADgekTxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARBRvAAAAAABMRPEGAAAAAMBEFG8AAAAAAExE8QYAAAAAwEQUbwAAAAAATETxBgAAAADARFdVvO+++24FBATo1VdfLbB93bp1at68uaKionTbbbdp06ZNBcYnTZqkmJgYRUVFqW/fvsrOzvaNZWZmqmfPnoqIiFClSpX08ssvX000AAAAAACKlKsq3mvWrNHEiRMLbNu/f7/+/ve/66WXXlJKSorGjBmjLl266OjRo5KkWbNmafHixdq0aZOOHj0qm82mAQMG+D7+iSeeUIkSJXTs2DFt3LhRCxYs0OzZs//ClwYAAAAAgPWC/PWJ3nrrLY0cOVJt27aVJHXr1k2bN2/WZ599ppEjR+r111/Xxx9/rOrVq0s6V8Rr1qypAwcOKDQ0VGvWrNHhw4cVGhqq6OhoJSQk6L777tPAgQP9FREAAAAAgELnt+JdvXp1dezYscC2KlWqKDk5WadOnVJOTo6aNm3qGytRooQeeOABrV69WtHR0WrXrp1CQ0N94/Xr11dERIT279+v2rVr+ysmAAAAAACFym+Lqw0fPvyCgpyYmKhmzZrpyJEjqlWr1gUfU7duXR08ePCy4xfjcrmUmZlZ4AEAAAAAQFFj2qrmH374oU6ePKmuXbvK4XAoLCzsgn3sdrscDsdlxy9m6tSpio6O9j2qVKni968BAAAAAIC/ypTivXXrVv3zn//UJ598oqCgINntdjmdzgv2S01NVVhY2GXHL2bs2LHKyMjwPZKTk/3+dQAAAAAA8Ff57Rrv844cOaKuXbvq/fffV/369SVJcXFxSkpKumDfpKQkNWvWTFFRUVqxYsVFx2vUqHHR/yckJEQhISH+DQ8AAAAAgJ/59Yx3VlaW/va3v2n06NH629/+5ttevnx5BQcHa+/evb5t+fn5WrJkie655x61aNFC3377rfLz833jv/zyi1wu10Wv/QYAAAAAoLjwW/H2eDz6+9//rjvvvFPDhg27YHzEiBHq37+/jh49qqysLD311FNq27atqlevrtjYWN1xxx0aMWKEsrOzlZycrAEDBmj8+PH+igcAAAAAgCX8VryfeuoprVy5UrNmzVJQUJDvcc8990iSBg0apHbt2unmm29WbGys8vLyNGvWLN/Hz549W2lpaapQoYJuvfVWdevWTf369fNXPAAAAAAALGEzDMOwOoQ/ZGZmKjo6WhkZGYqKivLb56327Jd++1xmOjSt4+V3AgAAAAD4zZX2UNNuJwYAAAAAACjeAAAAAACYiuINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAAAAICJKN4AAAAAAJiI4g0AAAAAgIko3gAAAAAAmIjiDQAAAACAiSjeAAAAAACYiOINAAA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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12\n","不是 1310\n","是的 883\n","重要 453\n","不重要 242\n","回答正确 36\n","问法错误 34\n","是 32\n","是小男孩 3\n","有 2\n","是小男孩的 2\n","没有 1\n","为他的爷爷 1\n","为了纪念他的爷爷 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.13 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.13\n","不是 1141\n","是的 892\n","重要 663\n","不重要 219\n","回答正确 34\n","问法错误 22\n","是 16\n","是小男孩 3\n","没有 2\n","有 2\n","是小男孩的 2\n","为他的爷爷 1\n","重要性不大 1\n","为了纪念他的爷爷 1\n","男 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.14 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.14\n","不是 954\n","是的 899\n","重要 889\n","不重要 186\n","回答正确 27\n","问法错误 16\n","是 9\n","是小男孩 3\n","没有 2\n","是小男孩的 2\n","有 2\n","男 1\n","回答问题时没有按照规定给出正确的回应 1\n","为了纪念他的爷爷 1\n","回答问题前需要澄清一点的是，这个 1\n","否 1\n","重要性不大 1\n","为他的爷爷 1\n","回答问题前需要澄清一点事实细节吗 1\n","回答问题前需要澄清一点——学生并不是 1\n","回答问题前需要澄清一点的是，故事 1\n","回答问题时出现了逻辑混乱的情况（如 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** inflaton/InternLM_2_5-7b_LR_NV4080_rp1.15 **********\n","inflaton/InternLM_2_5-7b_LR_NV4080_rp1.15\n","重要 1133\n","是的 901\n","不是 732\n","不重要 165\n","回答正确 20\n","问法错误 11\n","重要性不大 5\n","没有 4\n","是 4\n","是小男孩 3\n","否 3\n","回答问题时不需要使用\"答非所 2\n","有 2\n","是小男孩的 2\n","回答问题时没有按照规定给出正确的回应 2\n","回答问题前需要澄清一点——学生并不是 1\n","为了纪念他的爷爷 1\n","回答问题时出现了逻辑混乱的情况（如 1\n","回答问题时未完全符合要求（缺少 1\n","男 1\n","回答问题时不需要使用问号（？） 1\n","回答问题前需要澄清一点的是这个\" 1\n","为他的爷爷 1\n","回答问题前需要澄清一点事实细节吗 1\n","回答问题前需要澄清一点的是，故事 1\n","回答问题时不需要使用\"答\":回答 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col in columns:\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col)"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score\n","\n","\n","def calc_metrics_for_col(df, col):\n"," y_true = df[\"label\"]\n"," y_pred = df[col]\n"," try:\n"," accuracy = accuracy_score(y_true, y_pred)\n"," precision = precision_score(\n"," y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred)\n"," )\n"," recall = recall_score(\n"," y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred)\n"," )\n"," f1 = f1_score(y_true, y_pred, average=\"weighted\", labels=np.unique(y_pred))\n"," except Exception as e:\n"," print(e)\n"," accuracy = precision = recall = f1 = np.nan\n","\n"," return accuracy, float(precision), float(recall), float(f1)"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/var/folders/7x/56svhln929zdh2xhr3mwqg4r0000gn/T/ipykernel_81872/1650792675.py:19: 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([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Recall is ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"]},{"data":{"text/html":["
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repetition penaltymodelaccuracyprecisionrecallf1
01.00llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
11.01llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
21.02llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
31.03llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
41.04llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
51.05llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
61.06llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
71.07llama-factory/merged_models/internlm2_5-7b-cha...0.7850000.8091110.7850000.794725
81.08llama-factory/merged_models/internlm2_5-7b-cha...0.7666670.8098990.7666670.784816
91.09llama-factory/merged_models/internlm2_5-7b-cha...0.6423330.7946750.6423330.693413
101.10llama-factory/merged_models/internlm2_5-7b-cha...0.5310000.7862510.5310000.576413
111.11inflaton/InternLM_2_5-7b_LR_NV4080_rp1.110.4646670.8202750.4646670.493520
121.12inflaton/InternLM_2_5-7b_LR_NV4080_rp1.120.4303330.8534180.4303330.463769
131.13inflaton/InternLM_2_5-7b_LR_NV4080_rp1.130.3840000.8820750.3840000.435682
141.14inflaton/InternLM_2_5-7b_LR_NV4080_rp1.140.3306670.8804260.3306670.402140
151.15inflaton/InternLM_2_5-7b_LR_NV4080_rp1.150.2590000.8312010.2590000.343243
\n","
"],"text/plain":[" repetition penalty model \\\n","0 1.00 llama-factory/merged_models/internlm2_5-7b-cha... \n","1 1.01 llama-factory/merged_models/internlm2_5-7b-cha... \n","2 1.02 llama-factory/merged_models/internlm2_5-7b-cha... \n","3 1.03 llama-factory/merged_models/internlm2_5-7b-cha... \n","4 1.04 llama-factory/merged_models/internlm2_5-7b-cha... \n","5 1.05 llama-factory/merged_models/internlm2_5-7b-cha... \n","6 1.06 llama-factory/merged_models/internlm2_5-7b-cha... \n","7 1.07 llama-factory/merged_models/internlm2_5-7b-cha... \n","8 1.08 llama-factory/merged_models/internlm2_5-7b-cha... \n","9 1.09 llama-factory/merged_models/internlm2_5-7b-cha... \n","10 1.10 llama-factory/merged_models/internlm2_5-7b-cha... \n","11 1.11 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.11 \n","12 1.12 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.12 \n","13 1.13 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.13 \n","14 1.14 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.14 \n","15 1.15 inflaton/InternLM_2_5-7b_LR_NV4080_rp1.15 \n","\n"," accuracy precision recall f1 \n","0 0.785000 0.809111 0.785000 0.794725 \n","1 0.785000 0.809111 0.785000 0.794725 \n","2 0.785000 0.809111 0.785000 0.794725 \n","3 0.785000 0.809111 0.785000 0.794725 \n","4 0.785000 0.809111 0.785000 0.794725 \n","5 0.785000 0.809111 0.785000 0.794725 \n","6 0.785000 0.809111 0.785000 0.794725 \n","7 0.785000 0.809111 0.785000 0.794725 \n","8 0.766667 0.809899 0.766667 0.784816 \n","9 0.642333 0.794675 0.642333 0.693413 \n","10 0.531000 0.786251 0.531000 0.576413 \n","11 0.464667 0.820275 0.464667 0.493520 \n","12 0.430333 0.853418 0.430333 0.463769 \n","13 0.384000 0.882075 0.384000 0.435682 \n","14 0.330667 0.880426 0.330667 0.402140 \n","15 0.259000 0.831201 0.259000 0.343243 "]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","perf_df = pd.DataFrame(\n"," columns=[\"repetition penalty\", \"model\", \"accuracy\", \"precision\", \"recall\", \"f1\"]\n",")\n","for col in columns:\n"," accuracy, precision, recall, f1 = calc_metrics_for_col(df, col)\n"," rpp = col.split(\"_rp\")[-1].split(\"0000\")[0]\n"," new_model_metrics = {\n"," \"repetition penalty\": rpp if len(rpp) > 3 else rpp + \"0\",\n"," \"model\": col,\n"," \"accuracy\": accuracy,\n"," \"precision\": precision,\n"," \"recall\": recall,\n"," \"f1\": f1,\n"," }\n","\n"," # Convert the dictionary to a DataFrame and concatenate it with the existing DataFrame\n"," perf_df = pd.concat([perf_df, pd.DataFrame([new_model_metrics])], ignore_index=True)\n","\n","perf_df"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plot accuracy and f1 vs repetition penalty\n","import matplotlib.pyplot as plt\n","import matplotlib.ticker as ticker\n","import seaborn as sns\n","\n","sns.set_theme(style=\"whitegrid\")\n","\n","fig, ax = plt.subplots(figsize=(12, 6))\n","\n","sns.lineplot(\n"," x=\"repetition penalty\",\n"," y=\"accuracy\",\n"," data=perf_df,\n"," ax=ax,\n"," color=\"blue\",\n"," label=\"Accuracy\",\n"," marker=\"o\"\n",")\n","\n","sns.lineplot(\n"," x=\"repetition penalty\",\n"," y=\"f1\",\n"," data=perf_df,\n"," ax=ax,\n"," color=\"red\",\n"," label=\"F1\",\n"," marker=\"D\"\n",")\n","\n","for line_index, line in enumerate(ax.lines):\n"," # Get the data\n"," line_color = line.get_color()\n"," xdata, ydata = line.get_data()\n"," for index in range(xdata.size):\n"," ax.annotate(\n"," f\"{ydata[index]:.3f}\",\n"," xy=(xdata[index], ydata[index]),\n"," textcoords=\"offset points\",\n"," xytext=(\n"," 0,\n"," 5 if line_index % 2 == 1 else -12,\n"," ), # Adjusted for better visibility\n"," ha=\"center\",\n"," color=line_color,\n"," )\n","\n","plt.xlabel(\"Repetition Penalty Parameter\")\n","plt.ylabel(\"Performance\")\n","plt.legend()\n","plt.show()"]}],"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}