{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","if \"workding_dir\" not in locals():\n"," try:\n"," from google.colab import drive\n"," drive.mount('/content/drive')\n"," workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n"," except ModuleNotFoundError:\n"," workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":368,"status":"ok","timestamp":1719461634865,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"zFulf0bg0H-9","outputId":"debdd535-c828-40b9-efc0-8a180e5830dd"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["import os\n","import sys\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":4,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":589,"status":"ok","timestamp":1719462011879,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"DIUiweYYzi_I","outputId":"e16e9247-9077-4b0c-f8ea-17059f05a1c4"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading env vars from: /Users/inflaton/code/engd/projects/logical-reasoning/.env\n"]},{"data":{"text/plain":["True"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["from dotenv import find_dotenv, load_dotenv\n","\n","found_dotenv = find_dotenv(\".env\")\n","\n","if len(found_dotenv) == 0:\n"," found_dotenv = find_dotenv(\".env.example\")\n","print(f\"loading env vars from: {found_dotenv}\")\n","load_dotenv(found_dotenv, override=True)"]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n"]}],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["model_name = \"Qwen2-7B-Instruct\"\n","result_csv = f\"data/{model_name}_results.csv\"\n","metrics_csv = f\"data/{model_name}_metrics.csv\""]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 18 columns):\n"," # Column Non-Null Count Dtype \n","--- ------ -------------- ----- \n"," 0 text 3000 non-null object\n"," 1 label 3000 non-null object\n"," 2 title 3000 non-null object\n"," 3 puzzle 3000 non-null object\n"," 4 truth 3000 non-null object\n"," 5 Qwen/Qwen2-7B-Instruct_torch.float16_lf 3000 non-null object\n"," 6 Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf 3000 non-null object\n"," 7 Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf 3000 non-null object\n"," 8 Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf 3000 non-null object\n"," 9 Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf 3000 non-null object\n"," 10 Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf 3000 non-null object\n"," 11 Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf 3000 non-null object\n"," 12 Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf 3000 non-null object\n"," 13 Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf 3000 non-null object\n"," 14 Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf 3000 non-null object\n"," 15 Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf 3000 non-null object\n"," 16 Qwen/Qwen2-7B-Instruct/shots-00 3000 non-null object\n"," 17 Qwen/Qwen2-7B-Instruct/shots-10 3000 non-null object\n","dtypes: object(18)\n","memory usage: 422.0+ KB\n"]}],"source":["import pandas as pd\n","\n","df = pd.read_csv(result_csv)\n","df.info()"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'Qwen/Qwen2-7B-Instruct_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf',\n"," 'Qwen/Qwen2-7B-Instruct/shots-00',\n"," 'Qwen/Qwen2-7B-Instruct/shots-10']"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["columns: ['Qwen/Qwen2-7B-Instruct_torch.float16_lf', 'Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf', 'Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf', 'Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf', 'Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf', 'Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf', 'Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf', 'Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf', 'Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf', 'Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf', 'Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf']\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:453: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n"," perf_df = pd.concat(\n"]},{"data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
epochmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
00.0Qwen2-7B-InstructQwen/Qwen2-7B-Instruct_torch.float16_lf0.6830000.7493100.6830000.7101400.999667
10.2Qwen2-7B-InstructQwen/Qwen2-7B-Instruct/checkpoint-35_torch.flo...0.7250000.7840170.7250000.7489950.999667
20.4Qwen2-7B-InstructQwen/Qwen2-7B-Instruct/checkpoint-70_torch.flo...0.7590000.8005300.7590000.7748751.000000
30.6Qwen2-7B-InstructQwen/Qwen2-7B-Instruct/checkpoint-105_torch.fl...0.6926670.8039180.6926670.7332481.000000
40.8Qwen2-7B-InstructQwen/Qwen2-7B-Instruct/checkpoint-140_torch.fl...0.7250000.7952720.7250000.7476241.000000
51.0Qwen2-7B-InstructQwen/Qwen2-7B-Instruct/checkpoint-175_torch.fl...0.6756670.7810150.6756670.7086541.000000
61.2Qwen2-7B-InstructQwen/Qwen2-7B-Instruct/checkpoint-210_torch.fl...0.7013330.7969560.7013330.7362681.000000
71.4Qwen2-7B-InstructQwen/Qwen2-7B-Instruct/checkpoint-245_torch.fl...0.7326670.7922540.7326670.7554020.999667
81.6Qwen2-7B-InstructQwen/Qwen2-7B-Instruct/checkpoint-280_torch.fl...0.6983330.7851270.6983330.7292251.000000
91.8Qwen2-7B-InstructQwen/Qwen2-7B-Instruct/checkpoint-315_torch.fl...0.6783330.7853910.6783330.7164131.000000
102.0Qwen2-7B-InstructQwen/Qwen2-7B-Instruct/checkpoint-350_torch.fl...0.6890000.7929720.6890000.7259991.000000
\n","
"],"text/plain":[" epoch model \\\n","0 0.0 Qwen2-7B-Instruct \n","1 0.2 Qwen2-7B-Instruct \n","2 0.4 Qwen2-7B-Instruct \n","3 0.6 Qwen2-7B-Instruct \n","4 0.8 Qwen2-7B-Instruct \n","5 1.0 Qwen2-7B-Instruct \n","6 1.2 Qwen2-7B-Instruct \n","7 1.4 Qwen2-7B-Instruct \n","8 1.6 Qwen2-7B-Instruct \n","9 1.8 Qwen2-7B-Instruct \n","10 2.0 Qwen2-7B-Instruct \n","\n"," run accuracy precision \\\n","0 Qwen/Qwen2-7B-Instruct_torch.float16_lf 0.683000 0.749310 \n","1 Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.flo... 0.725000 0.784017 \n","2 Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.flo... 0.759000 0.800530 \n","3 Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.fl... 0.692667 0.803918 \n","4 Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.fl... 0.725000 0.795272 \n","5 Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.fl... 0.675667 0.781015 \n","6 Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.fl... 0.701333 0.796956 \n","7 Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.fl... 0.732667 0.792254 \n","8 Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.fl... 0.698333 0.785127 \n","9 Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.fl... 0.678333 0.785391 \n","10 Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.fl... 0.689000 0.792972 \n","\n"," recall f1 ratio_valid_classifications \n","0 0.683000 0.710140 0.999667 \n","1 0.725000 0.748995 0.999667 \n","2 0.759000 0.774875 1.000000 \n","3 0.692667 0.733248 1.000000 \n","4 0.725000 0.747624 1.000000 \n","5 0.675667 0.708654 1.000000 \n","6 0.701333 0.736268 1.000000 \n","7 0.732667 0.755402 0.999667 \n","8 0.698333 0.729225 1.000000 \n","9 0.678333 0.716413 1.000000 \n","10 0.689000 0.725999 1.000000 "]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0.0: Qwen/Qwen2-7B-Instruct_torch.float16_lf\n","0.2: Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf\n","0.4: Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf\n","0.6: Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf\n","0.8: Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf\n","1.0: Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf\n","1.2: Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf\n","1.4: Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf\n","1.6: Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf\n","1.8: Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf\n","2.0: Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df, model_name)"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["columns: ['Qwen/Qwen2-7B-Instruct/shots-00', 'Qwen/Qwen2-7B-Instruct/shots-10']\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:453: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n"," perf_df = pd.concat(\n"]},{"data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
shotsmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
00Qwen2-7B-InstructQwen/Qwen2-7B-Instruct/shots-000.6830000.749310.6830000.7101400.999667
110Qwen2-7B-InstructQwen/Qwen2-7B-Instruct/shots-100.5646670.739120.5646670.6064050.989667
\n","
"],"text/plain":[" shots model run accuracy \\\n","0 0 Qwen2-7B-Instruct Qwen/Qwen2-7B-Instruct/shots-00 0.683000 \n","1 10 Qwen2-7B-Instruct Qwen/Qwen2-7B-Instruct/shots-10 0.564667 \n","\n"," precision recall f1 ratio_valid_classifications \n","0 0.74931 0.683000 0.710140 0.999667 \n","1 0.73912 0.564667 0.606405 0.989667 "]},"execution_count":12,"metadata":{},"output_type":"execute_result"}],"source":["perf_df_shots = get_metrics_df(df, variant=\"shots\")\n","perf_df_shots"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0: Qwen/Qwen2-7B-Instruct/shots-00\n","10: Qwen/Qwen2-7B-Instruct/shots-10\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df_shots, model_name, variant=\"shots\")"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[],"source":["perf_df_shots.to_csv(\n"," metrics_csv.replace(\"metrics.csv\", \"shots_metrics.csv\"), index=False\n",")"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct_torch.float16_lf\n","不是 1427\n","是 1050\n","不重要 286\n","回答正确 137\n","问法错误 99\n","石头上。 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":["********** Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf\n","不是 1353\n","是 1160\n","不重要 392\n","问法错误 63\n","回答正确 31\n","卖钱 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf\n","不是 1473\n","是 1113\n","不重要 351\n","回答正确 34\n","问法错误 29\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf\n","不是 1371\n","是 940\n","不重要 603\n","问法错误 53\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf\n","不是 1568\n","是 911\n","不重要 432\n","问法错误 46\n","回答正确 43\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf\n","不是 1547\n","是 815\n","不重要 560\n","回答正确 39\n","问法错误 39\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf\n","不是 1434\n","是 934\n","不重要 479\n","问法错误 117\n","回答正确 36\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf\n","不是 1501\n","是 1013\n","不重要 353\n","问法错误 98\n","回答正确 34\n","男 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf\n","不是 1483\n","是 926\n","不重要 483\n","问法错误 77\n","回答正确 31\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf\n","不是 1420\n","是 901\n","不重要 561\n","问法错误 84\n","回答正确 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf\n","不是 1412\n","是 919\n","不重要 561\n","问法错误 74\n","回答正确 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col, accuracy in zip(df.columns[5:], perf_df[\"accuracy\"].to_list()):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(df, col, title=f\"{col} (acc: {accuracy:.3f})\")"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct_torch.float16_lf\n","不是 1427\n","是 1050\n","不重要 286\n","回答正确 137\n","问法错误 99\n","石头上。 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:595: RuntimeWarning: invalid value encountered in divide\n"," cm = cm.astype(\"float\") / cm.sum(axis=1)[:, np.newaxis]\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-35_torch.float16_lf\n","不是 1353\n","是 1160\n","不重要 392\n","问法错误 63\n","回答正确 31\n","卖钱 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqgAAAGfCAYAAACTLyDUAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABlzElEQVR4nO3deVhU5f8+8HsAmRl2RBRFUHBX1Cy33FMxEwsxcskSBc0Fc9cyFc0Nc0n9pGZaLqjlgjsuZeaKqJWapOGKLCYoiywyM8Dw/P7wx/k6gks1MAe5X9c1l855njPzPnOGmXvO8hyFEEKAiIiIiEgmzExdABERERHR4xhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFYYUImIiIhIVhhQiYiIiEhWGFCJiIiISFb+VUB94403YGZmhkWLFj21T15eHqZPn24wbfXq1XB3d4e1tTX8/PyQnJxs0H/06NFwdHSEk5MTJk2ahPz8/H9THhERERGVYRb/ZqajR49i5syZz+wTEhKC6Oho6f6hQ4cwb948REREoE6dOpg3bx78/Pxw+vRpAMD06dNx7do1xMTEwMzMDIMGDcL06dMRGhr6QjUVFBTg77//hq2tLRQKxb9ZLCIiIiIqQUIIZGVloVq1ajAze8Z2UvEvzZgxQyxcuLDYtlOnTglLS0vh4+MjTevWrZsIDw836NeqVStx5MgRodPpRMWKFcXdu3eltpSUFFGpUiWRnZ39QvUkJCQIALzxxhtvvPHGG2+8yfyWkJDwzFz3r7agPkt2djYCAgIwceJE/PHHHwAAIQTOnj2LPXv2GPT19/fHkSNHYGNjgwYNGsDFxUVqc3JyQqtWrXD69Gl4e3s/93ltbW0BAAkJCbCzszPiEhERERGRMWRmZsLNzU3KbU9j9IA6ZswY+Pj4wNvbWwqoqampcHBwgEqlMuhbr149fP/994iPj0ft2rWLPFa9evVw69atF3rewt36dnZ2sgyob7zxBo4fP44FCxZg4sSJ0vQtW7ZgxowZ+Pvvv9GuXTusWLECnp6eUvvhw4fx5ptvGmwGv3PnDqpUqYLY2FiMGDECkZGRqFatGj7//HP069evVJeLiIiI6J963uGYRj2Lf8+ePThz5gy++OILg+kajQZWVlZF+qvVamg0mue2F0en0yEzM9PgJmdHjx5FSEiIwbSzZ89iwoQJ+P7775GSkoKePXvi7bffNuhz+fJlzJgxA/n5+dKtSpUqEELgnXfeQefOnZGSkoJt27ZhypQpOHPmTGkuFhEREZHRGS2g3rt3D8HBwdi0aVORLaVqtRparbbIPKmpqbCysnpue3FCQ0Nhb28v3dzc3IyzIKUoLy8P27Ztw2uvvQalUong4GD8/fffSElJkfpcvnwZ9evXLzLvgwcPMGrUKEyePBlKpRJNmzaFr68vTp06VZqLQERERGR0RtvFP2LECCQnJ+P1118H8Oiser1eDxcXF9y9excPHjxAXl4eKlSoIM0TGxsLT09PuLu7IzY2tshjxsbG4t133y32+aZMmYLx48dL9wuPaShL2rVrJ/0/LS0Ny5YtQ61ateDk5CRNv3LlCoKDg4vM6+joiGHDhgEAcnNzcfz4cezYsaPIcb5EREREZY3RtqDu2LEDeXl50Gq10Gq1+Omnn/DWW28hKSkJCoUCzZs3xy+//GIwT3h4OLp27YpXXnkFV65cQXp6utSWlpaGs2fPok2bNsU+n1KplI43letxpy/qjz/+gJOTE+bMmYO5c+caHJdx+fJl9O7dG05OTvD398e9e/eKzN+qVSt069YNnTp1QrNmzUqzdCIiIiKjK7UrSY0fPx5jx45FTEwMtFotZs+eDbVajU6dOsHS0hKDBw/G0KFDkZqaipSUFAQGBmLUqFFP3cX/MmnatCnu37+PNWvWYODAgbh27RoAQKvVYt26dTh//jxu3bqFhg0bonfv3kXmj4qKQlRUFK5evYp58+aVdvlERERERlVqAbV79+4YO3YsvL29UbFiRZw/fx47duyQ2mfNmoWqVauiVq1aqFu3LurUqfPciwG8TCpVqoTAwECMGTMGX3/9NQBApVLBz88PDg4OsLe3x6xZs5CTk2NwAYTCfq1bt8auXbvw5ZdfmqJ8IiIiIqNRCCGEqYswhszMTNjb2yMjI0O2u/tnzpwJGxsbaZips2fPonnz5jA3N5f67N+/Hxs3bsSWLVuKfQx/f38EBQWhQYMGUCqVqFq1qkF75cqVERcXB7VaXXILQkRERPQvvGheK7UtqFTUtGnTihyX++uvv6Jhw4bIzc2Ft7e3wTBbOp0Ov/76K+rWrYvIyEiD8VQB4Pbt27C1tWU4JSIiojKNAdWExo0bh7FjxyI6OhparRbbt2/HunXrMHLkSFhaWsLBwQHBwcFIT0/H33//jYCAALRo0QK1atVCr169cO7cOWzYsAEajQYxMTHo168fpk+fburFIiIiIvpPGFBNqEePHpg0aRJ69+4NBwcHLFu2DLt370alSpUAAGvWrIFer0etWrXQqFEjWFlZYe3atQAAa2trREREYNOmTXB2dka3bt3w/vvvY9CgQSZcIiIiIqL/jsegEhEREVGpeNG8ZrSB+suLmp/uN3UJRnV7vo+pSyAiIiIywF38RERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCsMqEREREQkKwyoRERERCQrDKhEREREJCv/KqC+8cYbMDMzw6JFiwymnzp1Cq1atYKdnR1at26NM2fOGLTPmjULVapUgZ2dHQIDA5GdnS21ZWZmYsCAAbCxsUG1atXwxRdf/JvSiIiIiKiM+1cB9ejRowgJCTGYdv36dfTp0wdz585FcnIyJk+ejF69eiExMREAsGrVKuzevRtnzpxBYmIiFAoFhg4dKs3/0UcfoUKFCrhz5w6ioqIQHh6Ob7755j8sGhERERGVRUbbxb98+XKMHz8eXbt2hVqtRu/evREQEIBt27YBAJYsWYI1a9bAw8MDdnZ2WLVqFSIjI3Hz5k3cuXMHR48exapVq2Bvb48aNWogLCwMoaGhxiqPqMTo9Xp88cUX0Ov1pi6FiIjopWC0gOrh4QFfX1+DaW5ubkhOTsa9e/fw8OFDvPbaa1JbhQoV8M477+CXX35BZGQkvL29oVKppPYGDRrAxsYG169fN1aJRMV62iErMTExsLKygkKhQEpKylPn/+qrr3D8+HGYm5tL0/7++2/4+PjAysoKnp6eWL9+fUmVT0RE9NIxWkAdO3Ys6tSpYzAtIiICzZs3R3x8PGrXrl1knnr16uHWrVvPbScqScUdsgIA9evXR05ODmrUqPHUeZOSkvDFF19gxYoVBtPfffddNG3aFKmpqdizZw9mz56NQ4cOGb12IiKil1GJncW/fv16JCUlwc/PDxqNBlZWVkX6qNVqaDSa57YXR6fTITMz0+BGVNomTZqEjz/+GB4eHtK0qKgoPHz4EHPnzoVarUbjxo2xYsUKzJs3z4SVEhERlR0lElB//fVXfPLJJ/jhhx9gYWEBtVoNrVZbpF9qaiqsrKye216c0NBQ2NvbSzc3NzejLwfRs5w8eRLnz5/HpEmTikx/5513oFAopGne3t74888/i32fExERkSGjB9T4+Hj4+fnhu+++Q4MGDQAA7u7uiI2NLdI3NjYWnp6ez20vzpQpU5CRkSHdEhISjLsgRM9QUFCAUaNGISUlBZUqVcLbb7+N1NRUACj2kBVzc3N4eHggLi7OFOUSERGVKUYNqFlZWejZsycmTZqEnj17StMrV64MS0tLXL16VZqWn5+PPXv2oEuXLmjbti2OHDmC/Px8qf3PP/+ETqcr9thUAFAqlbCzszO4EZWWLVu2QKvV4vDhw4iLi0PVqlXx0UcfAcC/OmSFiIiI/o/RAqper0efPn3QoUMHjBkzpkj7uHHjMGTIECQmJiIrKwsff/wxunbtCg8PD7i6uqJNmzYYN24csrOzkZCQgKFDh2LatGnGKo/IqLZu3YolS5agSZMmcHBwwPLlyxEVFYXk5OR/dcgKERER/R+jBdSPP/4Yhw4dwqpVq2BhYSHdunTpAgAYPnw4vL298eqrr8LV1RW5ublYtWqVNP8333yDtLQ0uLi4oGXLlujduzeCgoKMVR6RUd24cQNeXl7SfUtLS9SvXx/x8fHFHrKSl5eHpKSkZ44IQERERI9Y/NsZZ86caXB/5cqVWLly5TPnCQkJKXY4HwCwt7fH5s2b/205RKWqevXq+PPPP+Hu7g7gUQC9du0aatasiXbt2mHChAmYMWOG1P/HH39E06ZNoVQqTVUyERFRmVFiw0wRvcxGjhyJsWPH4tKlS3jw4AE+/vhjdOzYEc7OzmjTpg2ARyNNaLVaXLlyBRMmTMDUqVNNXDUREVHZwIBK9C/4+vpi0qRJ6NWrF+rUqQMhBFavXi21h4eH49SpU6hYsSJ8fHwwdepUeHt7m7BiIiKiskMhhBCmLsIYMjMzYW9vj4yMjBI9o7/mp/tL7LFN4fZ8H1OXQEREROXEi+a1f30MKpEcvUw/IPjjgYiIyivu4iciIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWflXAfWNN96AmZkZFi1aZDA9MjISr7zyCtRqNVq0aIFz584ZtK9evRru7u6wtraGn58fkpOTpba8vDyMHj0ajo6OcHJywqRJk5Cfn/9vyiMiIiKiMuxfBdSjR48iJCTEYFpycjL8/PwQEhKCzMxMTJ06Fb6+vkhKSgIAHDp0CPPmzUNERARSUlLg5eUFPz8/af7p06fj2rVriImJQUxMDK5cuYLp06f/h0UjIiIiorLIaLv4165di759+6J3796oUKECevXqhYCAAKxcuRIAsGTJEixevBhNmjSBWq3G7NmzUVBQgF9++QW5ublYs2YN1q9fjypVqsDZ2RlhYWH49ttv8fDhQ2OVSERERERlgNEC6smTJ+Hr62swzd/fH0eOHIEQAmfPnoWPj0+x7RcvXkSDBg3g4uIitTk5OaFVq1Y4ffq0sUokIiIiojLAaAE1Pj4etWvXNphWr1493Lp1C6mpqXBwcIBKpSq2vbh5H28nIiIiovLDwlgPpNFoYGVlZTBNrVZDo9EU2/ZP2ouj0+mg0+mk+5mZmf9xCYiIiIhIDoy2BVWtVkOr1RpMS01NhZWVVbFt/6S9OKGhobC3t5dubm5uxlkQIiIiIjIpowVUd3d3xMbGGkyLjY2Fp6cnnJyc8ODBA+Tl5RXbXty8j7cXZ8qUKcjIyJBuCQkJxloUIiIiIjIhowXUdu3a4dChQwbTwsPD0bVrVygUCjRv3hy//PJLse2vvPIKrly5gvT0dKktLS0NZ8+eRZs2bYp9PqVSCTs7O4MbEREREZV9RguoQUFB2LBhAw4ePIj8/HxERERgy5YtGDlyJABg/PjxGDt2LGJiYqDVajF79myo1Wp06tQJlpaWGDx4MIYOHYrU1FSkpKQgMDAQo0aNeuoufiIiIiJ6ORktoFapUgXbt2/HlClTYGNjg5kzZ2L37t2oXLkyAKB79+4YO3YsvL29UbFiRZw/fx47duyQ5p81axaqVq2KWrVqoW7duqhTpw5mzpxprPKIiIiIqIxQCCGEqYswhszMTNjb2yMjI6NEd/fX/HR/iT22Kdye7/P8TmXIy7R+XrZ1Q0RE9KJ5zWhbUImIiIiIjIEBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiIiIhkhQGViIiIiGSFAZWIiIiIZMWoATU1NRUffPABKlasCHd3dyxevFhq++uvv9CuXTuo1Wo0atQIBw4cMJh39+7dqFu3LtRqNTp37ozr168bszQiIiIiKiOMGlADAgJQu3ZtJCQk4Ndff8XJkyexYcMG6HQ69OjRA/3790dGRgZWrVqFIUOGIDo6GgAQHR2NYcOGYc2aNcjIyECfPn3QvXt3aLVaY5ZHRERERGWAUQPqiRMn8Nlnn8Ha2hpVqlTBxx9/jF27dmHnzp3w8vJCcHAwLC0t0b59e4SEhGDhwoUAgOXLl2Py5Mno2LEjLC0tMXz4cLRo0QLff/+9McsjIiIiojLAqAHVx8cHkydPRmZmJhISEjBv3jxUqVIFJ0+ehK+vr0Fff39/HDlyBACe205ERERE5YdRA+qKFSuwY8cO2Nvbw93dHXfv3sWMGTMQHx+P2rVrG/StVKkStFotdDod7ty5A09PT4P2evXq4datW8Ysj4iIiIjKAKMF1Pz8fLz99tt4//33kZqairi4OHTv3h337t2DRqOBlZVVkXnUajU0Gg0KCgpgZmZWbNvT6HQ6ZGZmGtyIiIiIqOwzWkCNiIiAWq3GF198IZ3FP3v2bAwePBiWlpbFnvCUlpYGKysrmJmZQQhh0JaamlpsqC0UGhoKe3t76ebm5masRSEiIiIiEzJaQL169Srat29vMM3a2hoODg4AgNjYWIO2pKQkVKxYEZaWlnB1dUV8fLxBe2xsbJHd/o+bMmUKMjIypFtCQoJxFoSIiIiITMpoAdXT0xMxMTEG07RaLf766y988MEHOHTokEFbeHg4unbtCgBo167dM9uLo1QqYWdnZ3AjIiIiorLPaAH17bffxvnz57FixQpkZWXhzp07CAgIwOuvv453330X586dQ1hYGPLy8hAVFYUFCxZg0qRJAICPP/4Yc+bMwdmzZ5GXl4e1a9fi0qVL6N+/v7HKIyIiIqIywmgBVaVSISIiAnv37kWVKlXQqlUrVK5cGWFhYVCpVNi3bx9Wr14NW1tbBAUFYfXq1WjUqBEAoHHjxvjqq6/w4Ycfws7ODps2bcKBAwegVCqNVR4RERERlREWxnywOnXq4Mcffyy2rWHDhjh16tRT5+3Vqxd69eplzHKIiIiIqAwy6jioRERERET/FQMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyUqJBtS4uDhs2LChJJ+CiIiIiF4yJRpQx4wZg+TkZOl+ZGQkXnnlFajVarRo0QLnzp0z6L969Wq4u7vD2toafn5+BvMSERERUflQYgH1wIEDuHnzJsaPHw8ASE5Ohp+fH0JCQpCZmYmpU6fC19cXSUlJAIBDhw5h3rx5iIiIQEpKCry8vODn51dS5RERERGRTJVIQNXpdBg7dixWrVoFCwsLAMDatWvRt29f9O7dGxUqVECvXr0QEBCAlStXAgCWLFmCxYsXo0mTJlCr1Zg9ezYKCgrwyy+/lESJRERERCRTJRJQFyxYgA4dOqBt27bStJMnT8LX19egn7+/P44cOQIhBM6ePQsfH59i24mIiIio/DB6QE1ISEBoaCh+/PFHODo6YsKECSgoKEB8fDxq165t0LdevXq4desWUlNT4eDgAJVKVWw7EREREZUfRg+os2fPhre3N37//XecP38ep06dwooVK6DRaGBlZWXQV61WQ6PRFNv2eHtxdDodMjMzDW5EREREVPZZGPsB9+zZg5iYGDg6OgIAvvvuO/Tp0wdqtRpardagb2pqKqysrIpte7y9OKGhofj888+NXT4RERERmZhRt6Dev38f1tbWUjgFgEaNGiExMRHu7u6IjY016B8bGwtPT084OTnhwYMHyMvLK7a9OFOmTEFGRoZ0S0hIMOaiEBEREZGJGDWgOjk5IT09Henp6dK0K1euwN3dHe3atcOhQ4cM+oeHh6Nr165QKBRo3rx5kTP2C9uLo1QqYWdnZ3AjIiIiorLPqAHVzMwMgwYNwqBBg3Dv3j3ExsZiyJAhGDNmDIKCgrBhwwYcPHgQ+fn5iIiIwJYtWzBy5EgAwPjx4zF27FjExMRAq9Vi9uzZUKvV6NSpkzFLJCIiIiKZM/oxqPPnz8cnn3wCLy8vWFtbY/To0Rg6dCgAYPv27QgODoafnx+8vLywe/duVK5cGQDQvXt3xMXFwdvbG6mpqXjzzTexY8cOY5dHRERERDKnEEIIUxdhDJmZmbC3t0dGRkaJ7u6v+en+EntsU7g93+f5ncqQl2n9vGzrhoiI6EXzWold6pSIiIiI6N9gQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJSIiIiJZYUAlIiIiIllhQCWiMiE2Nhbdu3eHra0t6tWrhy1btkht33//PRo2bAg7Ozt069YNN2/elNr0ej3mzJmDmjVrwtnZGYGBgcjIyDDFIhAR0QtiQCUi2RNC4J133kHnzp2RkpKCbdu2YcqUKThz5gwOHjyIWbNmYfPmzUhKSoK/vz98fHyg1WoBAHPnzsWpU6cQGRmJq1evwtzcHIMHDzbxEhER0bNYmLoAIqLnefDgAUaNGoVhw4YBAJo2bQpfX1+cOnUKv//+O+bPn49mzZoBAD766CPs378fkZGR6NKlC5YtW4YrV66gSpUqAICvv/4aNWrUQFpaGipWrGiyZSIioqfjFlQikj1HR0cpnObm5uLw4cPYsWMHOnfuDL1eX+w86enpyM7OxpAhQ6RwCgAWFhaoWrUqkpOTS6V2IiL650o0oC5cuBApKSkAgL/++gvt2rWDWq1Go0aNcODAAYO+u3fvRt26daFWq9G5c2dcv369JEsjojKqVatW6NatGzp16oRmzZrB398fU6ZMwR9//AGNRoPVq1fj4MGDaNOmDWxsbPDFF18YzB8fH4/ExER4enqaaAmIiOh5SiygXrp0CdOnTwcA6HQ69OjRA/3790dGRgZWrVqFIUOGIDo6GgAQHR2NYcOGYc2aNcjIyECfPn3QvXt36RgyIqJCUVFRiIqKwtWrVzFv3jz06dMHH330EXx9fVGrVi2MGDECAQEBqFatWpF59Xo9Bg8ejIkTJ0KpVJqgeiIiehElElBzc3Px4YcfIj8/HwCwc+dOeHl5ITg4GJaWlmjfvj1CQkKwcOFCAMDy5csxefJkdOzYEZaWlhg+fDhatGiB77//viTKI6IyTKVSoXXr1ti1axe+/PJLAMC4ceNw+/ZtLF26FM7OzkW2mhb65JNPUKFCBYwfP740SyYion+oRALq1KlT0bhxY1SvXh0AcPLkSfj6+hr08ff3x5EjR16onYjKt9u3b+Pu3bsG01xdXWFubg6NRgMAyMrKwrhx47B8+fJiT35as2YNIiIi8MMPP8DMjIffExHJmdE/pU+cOIHw8HCsWLFCmhYfH4/atWsb9KtUqRK0Wi10Oh3u3LlT5HiwevXq4datW8Yuj4jKoMjISEycONFg2u3bt2Frawu1Wg0AmDZtGlq3bg1/f/8i8//8888ICQnB/v374ejoWCo1ExHRv2fUgJqZmYlBgwZh3bp1sLe3l6ZrNBpYWVkV6a9Wq6HRaFBQUFBki0Zh29PodDpkZmYa3Ijo5dSrVy+cO3cOGzZsgEajQUxMDPr16ycd537hwgX88MMPBj+MC125cgUDBgzA9u3bUatWrdIunYiI/gWjBtTRo0fj3XffRadOnQymq9XqYk94SktLg5WVFczMzCCEMGhLTU0tNtQWCg0Nhb29vXRzc3MzyjIQkfxYW1sjIiICmzZtgrOzM7p164b3338fgwYNAvDouPdvvvkGLi4uBvPdu3cPPj4+uHfvHjp16gQLCwvpFhYWZoIlISKiF2G0gfr37NmDzZs3w9zcHF999RWAR1s5q1evjqpVqyI2NhYdOnSQ+iclJaFixYqwtLSEq6sr4uPjUaNGDak9Njb2mcPATJkyxeBEh8zMTIZUopdYvXr1cPjw4WLbWrVqVez0ypUrIzY2tiTLIiKiEmC0gOrr64u8vDyDaTVr1sRvv/2Gn376Cfv27UNAQIDUFh4ejq5duwIA2rVrh0OHDkkDcRe29+zZ86nPp1QqOUwMURlS89P9pi7BqG7P9zF1CUREL61SOZW1d+/eOHfuHMLCwpCXl4eoqCgsWLAAkyZNAgB8/PHHmDNnDs6ePYu8vDysXbsWly5dQv/+/UujPCIiIiKSkVIJqCqVCvv27cPq1atha2uLoKAgrF69Go0aNQIANG7cGF999RU+/PBD2NnZYdOmTThw4AC3kBIRERGVQ0bbxV+c27dvS/9v2LAhTp069dS+vXr1Qq9evUqyHCIiIiIqAzhaNRERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJCgMqEREREckKAyoRERERyQoDKhERERHJilEDanp6OgICAuDs7IyaNWti/vz5KCgoAABERkbilVdegVqtRosWLXDu3DmDeVevXg13d3dYW1vDz88PycnJxiyNiIiIiMoIowZUf39/uLq64ubNmzh8+DB2796N5cuXIzk5GX5+fggJCUFmZiamTp0KX19fJCUlAQAOHTqEefPmISIiAikpKfDy8oKfn58xSyMiIiKiMsJoAfXChQu4d+8e5s6dCzs7O9SpUwfr1q3Dt99+i7Vr16Jv377o3bs3KlSogF69eiEgIAArV64EACxZsgSLFy9GkyZNoFarMXv2bBQUFOCXX34xVnlEREREVEYYLaDq9XqMHz8eCoVCmubm5obk5GScPHkSvr6+Bv39/f1x5MgRCCFw9uxZ+Pj4FNtOREREROWL0QJq8+bNMXjwYINpERERaN68OeLj41G7dm2Dtnr16uHWrVtITU2Fg4MDVCpVse1EREREVL6U2Fn8SUlJmDBhAkJCQqDRaGBlZWXQrlarodFoim17vP1pdDodMjMzDW5EREREVPaVSEDV6XR49913MXLkSLRq1QpqtRpardagT2pqKqysrIpte7z9aUJDQ2Fvby/d3NzcjL4cRERERFT6SiSgBgUFwc3NDZ999hkAwN3dHbGxsQZ9YmNj4enpCScnJzx48AB5eXnFtj/NlClTkJGRId0SEhKMvyBEREREVOqMHlBnzpyJW7duYf369dIJU+3atcOhQ4cM+oWHh6Nr165QKBRo3rx5kTP2C9ufRqlUws7OzuBGRERERGWfhTEfbPPmzdi4cSOioqIMTnoKCgpCs2bN0KFDB3h7e+PQoUPYsmULzp8/DwAYP348xo4di127dqFmzZpYuHAh1Go1OnXqZMzyiIiIiKgMMFpAPXnyJAIDA5GXl4dq1aoZtN28eRPbt29HcHAw/Pz84OXlhd27d6Ny5coAgO7duyMuLg7e3t5ITU3Fm2++iR07dhirNCIiIiIqQ4wWUNu3bw+dTvfU9ho1auDixYtPbR82bBiGDRtmrHKIiIiIqIwqsWGmiIiIiIj+DQZUIiIiIpIVBlQiIiIikhUGVCIiIiKSFQZUIiIiIpIVBlQiIiIikhUGVCIiIiKSFQZUIiIiIpIVBlQiIiIikhUGVCIiIiKSFQZUIiIiIpIVBlQiIipRcXFx2LBhg6nLIKIyhAGViIhK1JgxY5CcnCzd37JlC+rVqwdbW1u89dZbuHXrlgmrIyI5YkAlIqISc+DAAdy8eRPjx48HAJw9exYTJkzA999/j5SUFPTs2RNvv/22iaskIrlhQCUiohKh0+kwduxYrFq1ChYWFgCAvLw8bNu2Da+99hqUSiWCg4Px999/IyUlxcTVEpGcWJi6ACIiejktWLAAHTp0QNu2baVp7dq1k/6flpaGZcuWoVatWnBycjJFiUQkUwyoRERkdAkJCQgNDYWTkxMcHR0RGBiIhQsXwszs0Y67P/74A6+88grMzMxw4MABKBQKE1dMRHLCXfxERGR0s2fPhre3N37//XecP38ep06dwooVK6T2pk2b4v79+1izZg0GDhyIa9eumbBaIpIbBlQiIjK6PXv2YP369ahcuTI8PDzw3Xff4euvvzboU6lSJQQGBmLMmDFF2oiofGNAJSIio7p//z6sra3h6OgoTWvUqBESExNx9uxZ6PV6g/5NmzbF3bt3S7vMcik2Nhbdu3eHra0t6tWrhy1btkhtMTExsLKygkKh4ElrZHIMqEREZFROTk5IT09Henq6NO3KlStwd3fHtGnT8Msvvxj0//XXX9GwYcPSLrPcEULgnXfeQefOnZGSkoJt27ZhypQpOHPmDACgfv36yMnJQY0aNUxcKREDKhERGZmZmRkGDRqEQYMG4d69e4iNjcWQIUMwZswYjBs3DmPHjkV0dDS0Wi22b9+OdevWYeTIkaYu+6X34MEDjBo1CpMnT4ZSqUTTpk3h6+uLU6dOmbo0oiJ4Fj8RERnd/Pnz8cknn8DLywvW1tYYPXo0hg4dCgC4d+8eevfujYSEBDRv3hy7d+9GpUqVTFzxy8/R0RHDhg0DAOTm5uL48ePYsWMH9uzZY+LKiIpiQCUiIqNTKpVYunQpli5dWqStcOsqmU6rVq1w8eJFfPDBB2jWrJmpyyEqggGViKicq/npflOXYFS35/uYugTZi4qKwsWLFzF69GjMmzcPU6dONXVJRAZ4DCoREVE5o1Kp0Lp1a+zatQtffvmlqcuhZ3jjjTdgZmaGRYsWmbqUUsWASkREVA7cvn27yHBerq6uMDc3h0ajMVFV9DxHjx5FSEiIqcsodQyoRERE5UBkZCQmTpxoMO327duwtbWFWq02UVVExWNAJSIiKgd69eqFc+fOYcOGDdBoNIiJiUG/fv0wffp0U5dGVAQDKhERUTlgbW2NiIgIbNq0Cc7OzujWrRvef/99jqhAssSz+ImIiMqJevXq4fDhw8/sc/v27dIphugZGFCJiIhk7GUaBoxDgNGLktUu/szMTAwYMAA2NjaoVq0avvjiC1OXRERERESlTFZbUD/66COoVCrcuXMHDx48gL+/PxwcHKRLsxERERHRy082AfXOnTs4evQo4uLioFKpYG9vj7CwMLz11lsMqERERETliGx28UdGRsLb2xsqlUqa1qBBA9jY2OD69esmrIyIiIiISpNstqDGx8ejdu3aRabXq1cPt27dQp06dUxQFREREZFpzZw509QllDrZBFSNRgMrK6si09VqdbGXYNPpdNDpdNL9jIwMAI9OtCpJBbqcEn380lbSr1dpe5nWD9eNvL1M64frRt5epvXzsq0brxk/mroEo/rz8zdL/DkK3wNCiGf2k01AVavVyMkp+keYmppabHANDQ3F559/XmS6m5tbidT3srJfauoK6Gm4buSN60e+uG7ki+tG3kpz/WRlZcHe3v6p7bIJqO7u7jh48GCR6bGxsfD09CwyfcqUKRg/frx0v6CgAGlpaXBycoJCoSjRWktaZmYm3NzckJCQADs7O1OXQ0/g+pEvrhv54rqRN64f+XrZ1o0QAllZWahWrdoz+8kmoLZt2xYTJ05Efn4+LCwelfXnn39Cp9MVe2yqUqmEUqk0mObg4FAapZYaOzu7l+LN+LLi+pEvrhv54rqRN64f+XqZ1s2ztpwWks1Z/K6urmjTpg3GjRuH7OxsJCQkYOjQoZg2bZqpSyMiIiKiUiSbgAoA33zzDdLS0uDi4oKWLVuid+/eCAoKMnVZRERERFSKZLOLH3i0yXfz5s2mLsPklEolZsyYUeQQBpIHrh/54rqRL64beeP6ka/yum4U4nnn+RMRERERlSJZ7eInIiIiImJAJSIiIiJZYUAlIiIiIllhQCUiIiIiWWFAJfqHsrOzYWdnh/z8fGnagQMHMGDAAOTm5pqwMiIiopcDA6oMPXz4EE2aNDEIQMeOHcPUqVMNppFpqNVq5OTkQK/XY/bs2QAAW1tbbNmyhQG1FGRkZGDMmDFPbbe2tsb9+/el+w8fPiyNsoiISoVWqy0Xn2sMqDKkVCpx5coVCCGwYcMGafr8+fOh1WpNWFn5kp2dDVdXV3h6esLT0xMeHh5o3rw5zM3NoVarYWZmhqVLlwKAdPk5hUJhworLB4VCgZ07dwIA1qxZg2XLluF///sf1qxZA+DRDwhra2sAQHJyMurWrYu4uDiT1Uv/Jz8/H4GBgcjKygIAREdH4/Llyyauqnw7cOAAjh07hhMnThS5nTx5EtevXzd1ieWWXq/Hxx9/jCtXrgCA9P2/fv16VK5cGePGjTNleSVOVgP1lzcPHz5Et27dpMF3hRCwt7fH7t27oVKpIITAuHHjEBAQAAcHBwAMQKVJrVZDpVIhLCwMAwcOxMaNGzF06FAAj35EVKhQARYWj/6ELC0tpelUspRKJVQqFQBg8eLFaN++PQDg6NGjGDp0KKytrWFlZQUACA8PR5UqVVCjRg2T1Vve6HQ6fP3111Cr1TA3N0dOTg78/PzQpUsXnD9/HmFhYfjf//4HAAgNDcXp06dx/fp1VKhQwcSVly/x8fFwd3dHUFAQWrRoASEEjh8/jo4dO+L333+Hl5cXLC0tcfLkSURHR8Pd3d3UJZcb58+fx4oVK9C/f39kZmZi7969uHHjBpYsWYJDhw5h+PDhOHPmDI4ePWrqUksUt6CakFKpREJCAoKCgnDjxg0MGTIE165dAwCoVCpYWlpKAajwC7kwCFHJMzc3h7W1Ndq2bSv9a2b26E/myWCam5sLlUolTaeSY2FhYfD6r1mzBmvWrIG5ubk07Z133kFycjJ27NiBiRMnmrLcckcIgfHjx2Pz5s3YsGEDxo8fD51Oh1u3bkGlUkGpVEKpVGLfvn3YsWMHvv32W4ZTE3j99dexadMmWFlZYe/evdi3bx+qV6+Offv2oVWrVli/fj0iIiIwePBg5OTkmLrccmPZsmXo0KED6tevjytXrsDHxwe7d+/GG2+8gerVq+Ott97C7t27sWPHDqxatcrU5ZYofpuakIWFBRwcHDBgwAB88cUXGDBgAEJDQ6U2ANIHd15eHipUqMAPchMrDKgajQaBgYFIT09HYGAg7t+/j6pVq5q4uvLB3NwcycnJGDlyJJKSkjBy5EgAMPjx0LlzZ7Rv3x7p6el49913TVluuaNUKmFubo4TJ04AAKysrAz2OJiZmWHdunWYNm0avv/+e3Tt2tXEFZdParUae/bsQVxcHGbNmgUASElJwaxZs3D16lV8+eWXsLOzg5WVFerXr2/iasuP/v37o23btnBxccHnn3+ODz/8EB988AHS09MxYcIE9OvXD/369UNERARat25t6nJLFAOqzBR+yep0OsyaNQvZ2dmYNWsW7ty5AxcXFxNXR4VXBjYzM4Orq6t0DNCdO3fQvHlzU5ZWrqjVarRt2xYHDhxA27ZtIYSQdncpFAqMHTsWWVlZOHDgAA+7KGUKhaLIoUjm5uYwMzPDtGnTkJeXh8jISJw7dw41a9Y0TZHl2G+//YZ9+/ZBqVRi+/btqFGjhrT3QaFQwNzcXPrXzMwMOp3OxBWXLwMGDED16tWh1+tx+PBhXLp0CUII1K5dG7Vq1ULfvn2xbds2pKWlmbrUEseAKjOFAaigoADXr1/HO++8g+vXr+PatWto2rSpiaujwvVjaWkpncEvhEDbtm0xfvx4U5ZWrtjb22PAgAFYtGgRBgwYAACYO3cuxo4di8zMTADA33//jUuXLuHChQto1qyZKcstdwr/TgoVFBRACIGbN29Cr9djz549qFOnDqZOncrj6ktZXl4efvrpJ8TFxSExMREKhQKBgYEoKCjAhg0bMHjwYERGRmLUqFFwc3MzdbnlSnZ2Njw8PODo6AhnZ2f89ddfmD17No4cOYITJ04gKioKANChQwf07dsX3bp1k85PeRkxoMpM4Qe7Wq3Gxo0bpek9evTABx98YKqyyiW9Xo/s7Gz89NNP0r+Fw3zp9XqcPn0aWVlZ2LNnDzw8PPDmm2+auOLy4/bt22jZsiWuX7+Oli1bStMrV66M9PR0HDx4EMePH8fQoUMRHh7OgFqKCgoKioTO/Px86PV6/PDDD9i7dy+OHTuGgQMH4vr16wYjlVDJe/311xEVFYUlS5age/fusLCwQOvWraW9d6+//jrS0tJQr149dOnSBbNmzeLfTymxsbHB6tWrpft37tyBjY0NhgwZgoULF+LWrVvw9PREly5d0KRJE8ybNw8LFiwwYcUliydJmZBer0dubi6uXbsm/VsYgPLz8xEdHY2//vpLGl7qvffeM3HF5YtGo4FWq8WwYcMghMCwYcOk4Yu0Wi2SkpIQEBCA7du3c+tpKXNxccHGjRvh7u6OTZs2ISwsDEIIfPbZZ6hWrRqmTZsGlUoFX19fREZGmrrcckWr1SI/P99gF3FWVhby8vKQm5uLvLw81K9fH8eOHcPRo0cNvpCpdNy/fx8xMTFYuXIlbty4gbi4OMTGxiI2NhZxcXHIysrCX3/9hZYtW6Jz58749ddfTV1yuZKXl4egoCD06dMHubm5qF27NqKjoxEXF4e0tDT4+/tjzJgxCA4ONnWpJUohntwXQ6Xm4cOHsLW1hUKhkLacVq9eHfHx8bC1tcWKFSswbNgw2NjY4MyZM6hVq5aJKybg0Q8LlUqFvLw86PV6rFu3Dp9++ikGDBiABQsW8JjHElZQUID69evj2rVraNy4MXbu3ImCggK8/fbbuHbtGjw8PHD58mUcPnwY9evXR+vWrZGenm7qsssNvV6PmJgY6VhGvV6P6tWrY+PGjQgICICdnR3u378PtVqNI0eOYPDgwYiLi5N+/FHJS01NhZeXF+7evQsAaNWqFZKTk6WtqMCj8yC6d++O999/H02aNIGzs7Opyi1XtFotlEol1Go1tFot7O3tkZ6ejpycHLi6uiIjIwPjxo1DUlISfvjhB1OXW6K4BdWErK2todPpoNfrUVBQgIKCAty4cQMFBQXQ6XQYOHAgEhMTMWzYMLRs2RJLliwxdcmER1tW9Xq9tJVoyJAhOHv2LP744w9e6asUFG6FAwBHR0f07NkTb731FpycnAA82vpgaWkJX19fODk5ISMjgwG1FJmbm6NRo0b4448/4OHhgYYNG8LOzg7BwcGwsbHB3bt3cezYMdStWxc1a9bE8uXLGU5LmVKphE6nw969e5GVlQUzMzP069cPJ0+exMmTJ3HixAkIIbB48WJ06dKF4bQU9e3bF9OnT5d+LKhUKowdOxaffvop8vPzMXr0aGRmZmLbtm2YO3euiastWTwG1cSeHDbK0tISOTk50jFbTk5OmDNnDnx8fBAYGIiBAwdKX8RkGjY2NsjKyjIY87RWrVo4evQoT/goBTk5OXjw4AEASEMZPS4rKws5OTmws7ODUqnEV199BRsbm1KusvyKj4/Hu+++i4sXLyI8PBw5OTkIDQ2VxnIGHh1rn5WVhU6dOmHbtm0mrLZ8KigoQG5uLlauXIlhw4YhKysLCoXCYLzTrKwshISEAIB0YQUqeb6+vvjqq6+Ql5eH48ePQ6PRwNHREcCjH39OTk6oWLEiPvzww5f+c427+E1Mr9fjzp07cHNzk8JNQUEB/vrrLzRs2NAg8OTk5EhXyCGi4h08eBBdu3blmMEmkpubizFjxmDixImoVasWvv/+e4SEhGD69OkG/fR6Pc6ePQt/f394e3ubqNry6e7du/Dy8kJqair0ej1++eUXLF++HPv27YOPjw969eoF4NFZ5ampqdI4qVR6vv32W0ycOBEBAQFYunQpUlJSUKtWLWmUkvKAAdXEEhISULNmTSQlJRXZjTJkyBA0btwYY8aMMVF1RET/zY8//oiIiAh89dVXpi6F/j+tVovz58+jTZs2BtOPHj2KTZs24auvvuLGEBmIjIyEg4MDGjVqBL1ej7i4OHh6epq6rFLDY1BNzNraGkKIIh8Gw4cPx8aNG2Fra2uiyojk7f79+3B3d3/m8aUJCQno1q1bKVZFT3rzzTcZTmVGpVIVCacA8MYbb+C7775jOJWJCxcuGOze9/T0RO3atZGUlIT8/Hz88ccfJq6wZDGgmphSqYRCoZCu6Q4Ao0ePRnh4OH7++WcEBgaasDoiecrKyoJarUZiYiLUajUSEhKQkpKC+/fvIz4+Hvfv38e8efNgbm6O3377zdTllksajQY7d+4EALi7uyMhIcHEFdE/ce/ePbz66qu4evWqqUspV/Lz86XLM0+bNg01atTAN998I7UXfvatXr0a3bp1Q25urqlKLXEMqCZWeJxc4Qk3O3fuxLp163DgwAG0b9/elKURydKGDRswceJEqFQqKBQKqFQq1K1bF1WqVIGLiws8PDywZ88ehIaGws7OzuDkHCo9eXl5GDVqFIBHJ39WqlQJkZGRePPNN9GjRw/06NED3t7e6Nmzp4krLX8uXrwIOzs7/P333wCAjIwMTJ48GSkpKVIftVqNixcv8sTPUmZhYYEff/wRwKMt3TExMXjrrbekdpVKBXNzc8ydOxeff/65wcatlw0DqomZm5tDCIHNmzcDeHQG388//2xwdRwi+j/Xrl1DQUEBLCwspKFYatasCb1ej5YtW2Lt2rWwtraGk5MTlEqlwWgLVPL0ej0aNWqEd955B+np6ejcuTPu3r0rje2Ynp6O+vXro3Pnzrhw4QI+++wzU5dc7lhZWSE7O1sa3svS0hKLFy82OIu/8IfdyxyA5MrOzg7Ao9e+Vq1acHd3l9osLCywd+9eODs7Y/jw4aYqsVTwk1smxowZgy+//BJeXl4AgBUrVhi05+fn48GDBzhw4IApyiOSjSZNmmD//v0A/u/L8/GLIxQeMmNrawsLCwsG1FKWl5eHadOmwdraGiNHjsQnn3yCoKAgmJmZQa1Ww8nJCfXr10etWrVgaWlZ7LGQVLIK9z6o1WoAj7aWCiEM/lYK/29ubm6SGsuzws8zMzMz/Pnnn1izZg2aNWuGBg0aoKCgAK+88kq5GBedn9wyoFAocPXqVUybNg1r1qxBrVq18Nprrxn0KbxMIFF55+npidjYWGkM1BMnTiAnJwcnTpxAZmYmYmJiYGdnB61Wi5MnTxpcHYdKnkqlQufOnVGpUiVYWVnhzTfflE664e5ieSg8tOzxodgUCoXB+in8P/9+Sk9+fj5atmyJ+/fvo1u3brh//z6ys7Nx584dREdH4+bNm0hMTMTmzZvx+eefm7rcEseAamKFo3xVqlQJq1atQrt27RAcHIwhQ4agS5cuJq6OSH6qVKmCCxcuYMKECcjNzcWECRNw584dTJgwAfHx8diyZQssLCxw9+5dTJgwgV+wpSwvLw9Vq1aFhYUF9Ho9KlSogIKCAuTl5UGr1UKj0SA1NRU2NjbQ6/VISEiAm5ubqcsuV8zMzCCEMPiOEULA39+/yN4IKj0FBQUICAhAaGgo+vbti4sXL6J169aYNWsWateuDUtLS9SpUwc7d+5ERkYGli9fbuqSSxTHQTUxrVYLa2tr5ObmSrtS9u7diw8++ACHDx9Gq1atTFwhkbxkZ2ejZcuWuHLlCmxsbJCdnY1XXnkFFy9exOuvv44RI0bA0dERU6dOxaVLl1CrVi3cvHnT1GWXG3q9HklJSdIxwTdv3kSdOnVw+fJlnD9/HsOHD5d2HwshkJOTg/j4eBNXXb4kJyejatWq+OSTT57aRwiBhQsXIiEhAdWqVSvF6qh27dq4ceMGPDw88Oeff6Jp06aYPHkyBg4ciMaNG+Pw4cNo1KgRTpw4UWRv68uEW1BNrPCa4oXXdQeAd955B6NGjcJ7772HP/74QxoHjYgeHS9XeKlTvV5v8G+hgoIC5OTkQAiBgoKC0i6xXDM3N4erqys0Gg1Wr14Na2trDBkyRAqsixYtQvfu3REZGYnOnTubutxySQgBhUKB0NDQZ/ZbsGABuA2r9Gm1WgCPcsHixYvh5eWFt956C61bt0Z+fj7c3d0xcOBArFq1CmvWrDFxtSWH+75MrPCNqNPpDKbPnj0barUaAQEBpiiLSLbMzc2h0WgghJB+4KWlpSEkJASJiYnYuXMnNBoN0tPTodPpkJ+fb+KKyychBAYPHow7d+7g4cOHqFSpEvR6PcaOHQulUol58+Zh+/btpi6zXCr8myj8YRcVFYX4+PgiN4VCwYBqAtnZ2QAeXTa4X79+WLlyJcaOHYsxY8ZAr9cjLy8Pvr6+2Lt3r4krLVkMqCaWm5uLhg0bSl+0hczNzRESEgI7OztuASJ6TF5eHgoKCqDVaiGEgF6vx6BBg6BQKBAYGIh69epJx0BmZ2cX+fFHJaugoACdOnXCsWPHpGmnTp1CWFgYdu3aBa1Wi7CwMLz22msICgrC5cuXTVdsOVX4N6HT6ZCeno62bdvCw8MDNWvWRM2aNaX/A0X3TlDJ0uv10uXNc3JyoFarUa1aNfTr1w+DBw+GVquFVqvFq6++ivv37+PWrVsmrrjkcBe/ibm6uiI6OrrYtvfffx99+vThSR5EjxFCIDw8HA8fPoQQAg8fPsTcuXOL9EtOTkZcXBwePnxogirLr+zsbDRr1gx9+vSBubk5Hj58iISEBOzatQtCCGRnZ2PXrl0AgKpVq+Kbb77B//73PxNXXb5kZ2dL66JixYq4ceOGwclRwKMfgrVq1eIeiFJmbm4unaH/zTffwMHBAQDw3nvvAQAcHByg0Wjg4uKCQ4cOwdPT01SlljieJEVEZY5er8fVq1dx6tQpBAQEFPlyLfTw4UNERkaiW7dupVwhJSYmIigoCBkZGRg2bBgGDx6Mu3fvokWLFkhMTATwaA8SB4IvfQ8fPsSff/6JV1991WCoqcelpqbC2dkZly5dksbnJipNDKhEVOYkJCSgZs2aSEpKgrOzs0HbkCFD0LhxY2k3GZnWsmXLEBQUBBsbG2i1Wly9ehVNmzY1dVn0HHl5ebh27Rpq16791B+ARCWJ+46JqMyxtraGEEIaAL7Q8OHDsXHjRtja2pqoMnrSmDFjYGNjA+DRIP4Mp2VDhQoV0KhRI4ZTMhkGVCIqc5RKpXRJ00KjR49GeHg4fv75ZwQGBpqwOgIeHYZReAJHZmYm7OzskJSUZNAnMTERCQkJpiiv3KtYsWKRaf7+/tIV2ohMjQGViMqcwuPmCgd837lzJ9atW4cDBw6gffv2piyN/r/MzEzUqVMH+fn5sLKyQnZ2tsGW7W+//RZeXl6YOXOm6YosxxwcHCCEkC6SoNFocODAgSIjyhCZCo9BJaIyp/ASmmFhYfjggw+g1+vx22+/8cprMpKXlwcbGxtpSCMLCwtotVpkZ2cjMDAQBw4cQO3atfH7779zN3Ipy8rKQp06dWBpaYlGjRrh4MGDWLduHebNm4dz585h0KBBMDc3hxACDg4OWLdunalLpnKIw0wRUZk1ZswYfPnll9JZxitWrDBoz8/Px4MHD3DgwAFTlFdu5eTkwMrKyuAQDDMzM1hYWCAhIQH5+fmIiopCz549GU5LWXJyMtq2bQsAOHToEBo2bIj09HSEhIQgODgYCoUCp06dwpdffokpU6Zg5cqVJq6Yyivu4ieiMkmhUODq1ato2bIlNm/ejDNnziAvL8/glpubi9zcXFOXWq4IIeDh4YGWLVtCq9WiZcuWaNmyJfR6PY4ePQqVSoW9e/eiWbNmSE1NhUajMXXJ5Yq1tTUmTJgAS0tLbNmyBVlZWfD398egQYOwbds2pKamwtraGgEBAbC3t0evXr1MXTKVU9yCSkRlTuGRSZUqVcKqVavQrl07BAcHY8iQIejSpYuJqyvf8vLy8Omnn8LW1hbBwcEIDg6GEAJBQUFYunQpTp8+jfXr18PHxwcuLi64ceMGGjdubOqyyw0bGxuMGDECjRs3xooVK+Dh4YGpU6di3LhxiIiI4BZtkg0GVCIqcx6/lri5uTk++OAD2NnZwc/PD4cPH+axqCZkaWmJcePGIT8/H8HBwQgICJAC6rZt2xAeHo6PP/4Yhw4dQsWKFXH16lUGVBMYPHgwIiIicPXqVZw5cwZCCCgUCigUClOXRgSAu/iJqAwqPNP48cswvvPOOxg1ahTee+89pKenm6o0+v8yMjKQl5cHnU4nra+8vDwMGDAAV65cgYWFBS5evIgzZ86YuNLySaVSISkpCQsXLkRmZiamTJkCADwkhmSDAZWIyhytVgsA0hnihWbPng21Wo2AgABTlEWPUavViIuLg1KphEajQbVq1ZCTkwPgUThasmQJNm/ejBEjRpi40vLnp59+AgCMGDECMTEx2L59O8LDw9GiRQtYW1tDo9Fg7969yM7Oxr59+0xcLZVXHGaKiMqcO3fuoHv37jh27BicnJwM2jZv3oyDBw8iLCwMZmb8DW4qAwcORGpqKvbv34+TJ0+iXr16sLa2xtKlS/Hee++hbt26pi6xXMrJyUGVKlWg1Wpx//59ODg4AAD279+P4cOH4/Tp0+jfvz8qVKgAvV6PnJwc/Pbbb6YtmsolBlQieqkIIZCfny8N5k+lb8+ePRg6dCjOnj0LDw8PNG3aFEOGDEGrVq0QEhKCY8eOwdPTEz179kSXLl3w5ptvmrrkcuXu3buYMGECzpw5gz179kjHAHt7e6N58+YIDQ01cYVEDKhERGRk+fn5iImJgZeXFy5duoS3334bt27dgrm5OQAgNTUVa9euxfLlyxEYGIgZM2aYuOLy6euvv8bGjRtx+vRpAI/GRR04cCDu3r0rrSsiU2FAJSKiEnXjxg3Url27yPS8vDyYm5vzUAwTSktLQ8WKFaX7v//+O1577TUTVkT0CAMqEREZjV6vx9KlS1/oEAszMzM0adIEHTp0KIXKqFB2djaOHj0KW1vbZ/44KLzgRffu3UuxOqJHGFCJiMioLCws0LJly+cO+p6UlIQ7d+4gPT2du5RLUVJSEqpVq1bkBMMnpaWloW7duvjrr79KqTKi/8OASkRERmVlZYUbN26gWrVqz+x39epVNGjQADExMTyrvxRlZGTA0dER2dnZsLKyKraPVquFlZUVCgoKSrk6okd4JSkiIjKqx7eG6nQ6fP3119JVigq3iQQHB6NixYqIiopiOC1lFhYW0hWjsrOz8cMPP0hbu7VaLQYOHMirSpHJcQsqEREZlbW1Na5fv45q1apBp9NBrVbjgw8+gLm5OYQQ2LhxI3Q6HSwsuI3EFAq3jmZnZ0Ov18PBwQHDhg2DEAJr165FRkYGFAoFrKysoNfrTV0ulVMMqEREZFSWlpaIjo5GvXr1IISAubm5tDs5Pz8flpaW3HVsQoU/GrKzs6FSqaBUKqXL0dra2iIrKws6nY4BlUyKY3sQEZHR5Ofno0qVKtBoNAAg7Sou3F3MXcfyYmZmZrA+Hj8Mg8iUuH+FiIiMxsLCAgkJCdIW0tzcXAghMHnyZFSoUEGanp+fz138JvJ4ANVqtdDr9Xj//fchhIBOp4NGo+GoCmRy/HQgIiKjyc7Oxueff44jR47g119/hV6vx/Tp06FUKmFmZoaCggJMmzaNu/hNSK/XS1tNhRBYvny5dDb/G2+8wQsnkCzwGFQiIjKaYcOG4fjx45g0aRIGDBgAlUpl6pLoCRkZGahYsSKuXLkCtVpdbB+dTof69evj9u3bcHNzK+UKiRhQiYjIiNLT02FrawsLCwucO3cOb731FqytrZ85T3x8fClVRwDw999/o3r16i90vKlCoeCJUmQS3MVPRERG4+joKP2/Zs2aCAsLe+qxpjqdDunp6aVVGv1/lStXRkpKCmxsbJ55rGlubi7S0tJKsTKi/8MtqEREREQkKzwSmoiIiIhkhQGViIiIiGSFAZWIiIiIZIUBlYiI6P/LzMzEkiVLSuzxd+7cicjIyBJ7fCof1q9fjz///NPUZZQoBlQT27RpE9q0aQNbW1s4OTnB29sbBw8eNHVZRfTp0wfr1q0zmCbn2hMTE9GrVy84ODigbt26RWp/Uu3atWFhYWFwUygUOH/+PIBHZyNbWFjA0dERXbp0wR9//PHMx1u/fj1GjRr1n5dj0KBBCA8P/8+P8zy3b9+Gl5fXU9tbtmyJo0ePGuWxjKlmzZpISUkp0ef46quv0KJFixfu/yLLX1BQgKlTp8LFxQWVKlXCiBEjkJOTY9Bn6tSpMDc3l96PL/qaGuu99zz/Zj3fvHkTNWrUgKurK9LS0tCpUyf89ttvRq+tuNfgl19+QYUKFWBjY/PMeUNCQnD9+vV/9TyTJ0+Gra0tPv/886fOM27cONja2kr3+/fvD3t7e3z33XcAgJSUFDg7O0OhUPyn1yYvLw+jR4+Go6MjnJycMGnSJOTn5xfbt3CkhcdvZmZm8PX1LbZ/bGwsVq9eLd1PTk5G//794eTkhJo1a+LLL798oRpL6/PNmP766y+0a9cOarUajRo1woEDB57at0uXLsV+r+zatQvAoyHZAgIC4OzsjJo1a2L+/PlFLmDh6upqMP+CBQsAPBoq7Ouvvy65BZUBBlQTCgoKwsKFCzF9+nTcu3cPiYmJGDt2LCZNmoQpU6aYujxJTk4ODh8+jF69eknT5Fx7bm4uvL294e3tjTt37mDLli0IDQ3F3r17nzrPjRs3kJ+fL902bdoEHx8fvPrqq1KfpKQkJCcnIzg4GH5+ftDpdKWxOCZ3+/ZtxMfHo0OHDqYuxSQqV66MOnXqGPUxFy9ejJMnT+L8+fO4ceMGcnJyMGnSJIM+ly9fxi+//CK9J1+GrSV79uxB7969ceXKFYOQVho6d+6MvLy8Z/aJjo5GeHg45s2b96+eY/Xq1bh9+/ZTfyBER0dDrVajSZMmAIC0tDQcPXoUSUlJ6N27NwCgUqVKuH//Pjp27Pivaig0ffp0XLt2DTExMYiJicGVK1cwffr0YvsOHDjQ4PMvNzcXDRo0wLRp04r0LSgowIcffojMzEwAj65E1atXLzRo0ABxcXE4fPgwtm3bhrVr1/6n+uVIp9OhR48e6N+/PzIyMrBq1SoMGTIE0dHRxfY/cuSIwet66tQpNG7cWPou9ff3h6urK27evInDhw9j9+7dWL58uTT/gwcPoFQqDR5j8uTJ0rwRERElvsymxIBqIl9//TUuXbqE06dP46233oJarYZarYaPjw/OnDmDH3/8EVu3bjV1mQCAAwcOoHXr1tL4hnKvff/+/ahVqxaCg4NhbW2NV199FcuWLcO33377QvMLITB37txiP8wtLS3Ru3dvuLq64urVq8YuXZbCw8Ph5+dXbq/N3bdvX3z//fdGfczq1atj06ZNqFatGhwcHDBu3DgcP37coM/ly5dRv359oz6vqWVmZsLV1RX29vaoUKGCqcspIjg4GAsWLICDg8O/mj8/Px9OTk5wcnIqtv306dPo1KmTdD8zMxOVKlWCWq02GD/2v8rNzcWaNWuwfv16VKlSBc7OzggLC8O3336Lhw8fPnf+HTt2wN3dvdg9B1988QXOnDkj3b927Ro0Gg1CQkJgY2ODOnXq4Ouvv37uXquyaOfOnfDy8kJwcDAsLS3Rvn17hISEYOHChS80/+zZszF16lQoFApcuHAB9+7dw9y5c2FnZ4c6depg3bp1Bt9Tly9fRr169Yp9rLp16yI3Nxd37941yrLJEQOqCQghMG/ePKxevbrYK6zY2NhgzZo10q/4zp074+TJkwZ9Zs2ahQcPHhhM69GjBw4dOgTg0da+AQMGwMHBAba2tnj77bcNAtXMmTOxaNEirF69Gp6enrCzs0NgYCC0Wm2RerZv34733nuvzNSuVqsxbNgwg8d3c3NDcnJykXqLs3v3blStWhWtWrV6ap+MjIwXDmyFuwF3796Nhg0bwsbGBr169UJqaqrBMjk6OqJevXo4duwYAMDFxQVhYWHo27cvXnnlFQCPXt+VK1fC2toaZ8+elV6LJz25GzMzMxNjxoyBq6urtAVn9erVEEJg5cqVqF27Ni5fvgwLCwvs3LnTYN7H13+hu3fvYvDgwXB2doaVlRVatWqFHTt2GPS5cuUKOnXqBCsrKzRv3lw6XKLQr7/+ik6dOkGtVqNKlSoYMWKEtFWmkBACy5YtQ4MGDaBSqVCjRg18+umnxX7JXr16FR4eHtiwYQMAoFOnTjh16hQmTpyIKlWqwNraGj169MBff/1lMJ9Go8GECRPg4uICtVqNDh06GHwBh4eHY9CgQQCevy6f91oW6t+/P9zd3SGEwK1btzBz5ky8+eabUrtWq0V6ejqqVKlS7PxP07dvXwQFBWHlypWwsLCQ6kpNTUVQUBCcnJxgbW0NHx8fxMTESPMNGjQI8+fPh6enJ4KDg6XpxljPhb788kvMmjULn3zyyVMH7j9+/DjatGkDlUqFatWq4dNPP0Vubq5Bn/Pnz6NLly5Qq9VwdXXFzJkzsXv3bmkdPe01eJ6NGzdCqVTi/ffff6H+T3JwcMDDhw9hYWGBWbNmFdvnjz/+QPPmzQE8WiePv1fCwsKe+xy///47KlWqhDt37jyz38WLF9GgQQO4uLhI05ycnNCqVSucPn36mfM+6wf6xYsXsXz5cgwZMkSaptfroVAoivQ19gUYtm7dCi8vL6hUKjRq1Ahbt27FxIkTsX79eoN+P/74I9q2bQsrKytUqlQJ77//Pm7fvv3Cff7++284OzsXe3jFyZMnixz24O/vjyNHjjy3/vPnz+PWrVvSZ6ler8f48eMNXrsnv6euXLny1IAKAM2bN8fFixef+9xllqBSd/XqVeHh4fHcfjVr1hT37t0T33//vRg0aJA0PTc3V1SuXFn873//k6bFx8cLT09PodfrRWZmpmjYsKFYvny5yMjIEBkZGeLbb78V1atXF3FxcUIIIWbMmCEaN24s3n//fXH//n2RlJQkfHx8xOTJkw1qyMnJEQ4ODiI1NbXM1f640NBQMXLkyOfWLYQQr776qjhx4oTBtBo1aoj79++L+/fvi88//1y89tprz3yMdevWieDgYOn/jRo1Et7e3iIhIUGkpaWJoUOHij59+gghhPjrr79E06ZNRXp6ujh27JhYt26d9DgBAQFi+/bt0n1zc3PRq1cvkZGRIb0WCxcuLPL81tbW0v81Go149dVXxUcffSRu3LghcnNzxYULF0SnTp3EnDlzhBBCxMbGikaNGhV5nLi4OFG5cmWRn58vTbt3757w9PQUU6dOFQkJCSI3N1ecOHFCNGnSRGzatEnExsYKFxcX8dprr4nTp0+LnJwc8d133wk3NzeRm5srhBDiwoULwtPTU/z4449Cq9WKO3fuiPHjx4vWrVsbPNeIESNE+/btxblz54ROpxNxcXEiODhYdO3a1WC9XLhwQVSvXl3s3LlTmrdjx46iUaNGYsaMGeLu3bsiNTVVLFu2TLi4uIjr168LIYTQ6/XC29tb+Pv7ixs3bojMzEwRFhYmKleuLKKiooQQQmzfvl0EBAS80Lp81mtZnKVLlwoAonLlyiIxMVGafuHCBaFSqUT16tWFq6urmDx5svTaPc/j7z0hhHj48KFo3LixGDVqlEhMTBSpqaliyZIlwsXFRdy8eVMI8eh9VqVKFXH58mXpeYyxnp/05Pu1Y8eO4tdffxVCCHHkyBFRpUoVsXXrVpGVlSViYmJEz549ha+vr9T/jz/+EM7OzuKbb74R6enpIiEhQYwaNUo0aNBAWkfFvQaPe/xvo1BWVpZwcXERVatWFXZ2dmLgwIEiJyfnH7/WxT3247p37y6OHTsm3X/We+Xx16bQ1atXRZs2bURaWtozn+fx9+zjxo8fL1atWvXMeffs2SM6d+5cZLpGoxGNGjUSO3fuNFiP+fn5onHjxmLOnDkiKytLXL9+XbRq1UqMGDHimc8jRNHPt6f59ttvhYeHh/jpp59ETk6OuHTpknjjjTdE/fr1DT4vt2zZImrUqCF2794tsrKyRFpamli+fLlwc3OTXrPn9UlNTRVt2rQR165dK1KHj4+POHr0aJHpFStWFFqt9pnL4OfnJ8LCwp7Z54cffhA9evSQ7o8ZM0ZUqVJFODo6iqZNm4pDhw4Z9B83bpxYsWLFMx+zLGNANYHIyEjRpk2b5/Zr06aNuHTpktBqtcLd3V1kZWUJIR79gXXq1Ek0btxY6jtz5kwpbCxYsKDYsLZs2TIxevRoIcSjL4qGDRuKgoICqf3y5cuiYcOGBvPs2LFDdOvWrUzW/nhb5cqVRWxs7HPr3r9/v+jYsWOR6TVq1BAVKlQQAAQAMWPGDIMg9aQnA6qTk5PIzs6W2jMyMoSDg4MoKCgQ165dE82bNy/2S/3JD3AA4ty5c9L9FwmoS5cuFf379y/SR6PRiPT0dCHE078oFy9eLD766CODaWPHjhVTpkwp0jc9PV1oNBoRGxsrAIgzZ84YtLdu3VqqvUePHuLAgQNFHsPPz08KmRcvXhS1a9cWDx8+LNLv7t27QohH62Xv3r3C1dVVHD582KBPx44dxccff1xk3kWLFom+ffsKIR69v1u1aiX0er1Bn61bt4rXX39dCFE0oD5rXQrxzwJqQUGBiI+PFxMmTBANGzYUOp1OCCHEtWvXxKlTp0ROTo6Ij48XPj4+4rPPPnuhx3wyNC1evFj4+/sX6ffFF19I74uAgIAiP+CMsZ6f9KyA2rhxYxEREWHQPzc3VzRp0kT8+OOPQohH75viApafn99/Cqhz584VrVu3Frdu3RJJSUmiZ8+eYvz48cXO/7h/GlCbNWsmrl69Kt3/pwH1RYWFhRUbEKdOnSqWLFnyzHlbtGhRbAgbO3asGDx4sBCi6Hq8efOm6Natm3BwcBCVKlUSSqVS3Lhx47l1vkhA1Wq1onLlyiI6OtpgelZWlnBzc5MCam5urnB1dS3ST4j/+7x4kT7P0rlzZ3H27Nki011dXaXP0uJER0eL2rVrP/M74+7du6JatWoGf08//fSTuHnzptDpdOLnn38W1apVE5cvX5baFy1aJKZPn/7cussq7uI3gYoVKxbZ3SyEwPTp0xEVFSVNu3v3LipXrgylUgk/Pz/puM5vvvkGoaGhcHFxQWRkJAoKCrBx40YEBgYCeLSbbMmSJVCpVAa3yZMn48KFC9Lj9+rVy2D3Qu3atZGUlGRQ15O7d8tS7cCj3Uy9evXC4sWLUbNmzeJWh4E5c+Y89USCv//+G/n5+YiOjkZUVBSGDx/+3Mcr9OabbxocEmFnZwe1Wo3s7GzUqVMHb7755gvtfgOApk2bPrP9ybNAjxw5gg8++KBIP5VK9dxj7Yrbvf+0x3NwcIBKpQIAVKtWrcghEp6entI6OnHiBPz8/Iqs5/3790u7iI8cOQI/Pz9YWVkVea7Hd10OGDAA27dvR9euXYv069evX5FpAwYMkI73PHr0KAYMGAAzM8OPwnfffReXLl0q9pCXZ63Lf0qhUMDNzQ2LFi2Cq6urNApGnTp10LZtW6jVari5uWHjxo1Ys2bNP3584NEyDhw4sMj0Dz/8UDqcBIB0GEkhY6znF5Wamoo7d+7Ax8fHYHqFChXQr18/qc4TJ04Uuwu+b9++/+j5nrR161Z899138PDwQJUqVbB+/XqsW7cOwshXAn/48OFzRxEwBrVaXex7NzU1tdi/p0I//vgjlEqlwXGywKMREPbt24dly5YVO5+npyd+/PFH3L9/H9WqVcP06dNRq1at/7QMhaKjo+Hu7l5kxAgbGxuD90t0dDSqVatW7MgShZ8XL9LnWZ72uqalpT3zdZ07dy4+/fTTpx4WptPp8O6772LkyJEGf0/e3t7w9PSEpaUlunTpgk8++UQa7QF49Bo8OfrHy4QB1QTq1asHrVZrMFSRQqFAly5d0K9fP6SkpODixYuwsbGRjkEbMmQI1q1bh2vXruHBgwdo3bo1hg0bhm+++QaHDx9GkyZNULVqVenx9u7dC61WW+R24sQJqY+9vb1BXZaWlgZnpmu1Whw6dAh+fn5lrnbg0TArvXv3hp+fn/RFW3iMWOHt8S+2wuOIunTpUvyKA2Bubg4vLy/s3LkTGzduRHZ2Nvr27WvwmMUdH/lkvU/WPGfOHKxcuRIjRox45rFoKpUKlpaW0n2lUlnkzOQnj+PU6/VPHV7mWRISEnDz5s0iX1Yv8njFLW+FChUM1lFaWlqRdazT6TB79ux/VLeHh8dTR2h4XsAoKCgo9nhIhUIBhUJR7PzPW5dPat26tfTecHFxQU5OTrHHjTVt2vSpJzw4OjpCCAGNRvPM5SnO05bR3Nzc4MeMnZ2dQbux1vN/qfHJOos71tEYbt++jQYNGkj3nZyc4ODgYPQhzPLz80vlZEN3d3fExsYWmR4bGwtPT8+nzlfcsaeZmZkYMmQI4uPj4ezsDJVKhTlz5mDKlCno06ePQd9ly5bBzMwMn3zyiXEWBHjq3+GTXuT9+m8/CwsV97omJSWhYsWKBp/Lj7t+/TrOnj1b7I/EQkFBQXBzc8Nnn332zOf39PREYmKidN/c3Pw/LY/cMaCagEKhwLRp0xAUFISsrCxpeqdOnfDRRx9hwIABGD58OGbOnCm1eXl5oaCgABMmTMBHH30EAPD19cWpU6ewaNEiaRoAtGvXDvv27SvyvOvWrcPPP/8s3X9yq9GTDh48iBYtWhickVpWageAjz76CBUrVsT8+fOladbW1gZDdjw+2sCcOXOKHValOBUqVIBarYZCocDWrVsNHrO4k8depN7WrVtj69atxZ70VOjJLzcXFxfcunXLYNqTJ+Z06NCh2DNqNRpNkZPVHhceHo5evXoVCQ5Pe7wHDx5IWxeet7xt27bF/v37i0z/5JNPkJCQID3Pjh07DN5nhR4Pcnv27EFUVBQmTJhQpF9xo0ls3rxZGsKnY8eOxY7DGBERgYYNG0KtVhdpe5F1+bgzZ85I742kpCSYm5ujW7duRX5I/Prrr2jYsCF+//33IlvnY2JioFKpiq3neZ62jFu2bDEYyujJ95Yx1vOLcnZ2hpOTU5ETKvV6PbZv326wvjZv3lxk/v86aoiLi4vByXPp6enSGfbGpFKpSmWL1yuvvIIrV64YnKiUlpaGs2fPok2bNsXOc/z4ceh0OnTr1s1gup2dHW7duoXc3Fzph+S0adMQGhqKbdu2Sf0SEhIwZ84crF279qk/Nv6Nxo0bIzExscgwa9nZ2QZjkDZu3BgJCQn4/fffizxG4efFi/R5lnbt2kkn8xYKDw8vdu9NoXnz5mHixIlPHbVi5syZuHXrFtavX2/wA2z27NlFfnifOnUKdevWle7n5OT8q8+EsoIB1USGDx+OFi1aoEWLFti6dSuSkpKQmJiIGjVq4NixY3B0dJTGxSsUFBSEY8eOYcCAAQAACwsLvP/++7hx44bBh8rIkSNx5MgRzJ8/H6mpqcjMzMTy5csREhKCRo0avXCN27dvh7+/f5msfe7cubh8+TI2btz4QltdIiMjkZWVhR49ejy37927dzFw4EC88cYbxYbRf+rYsWNYsWIFcnJycODAAdSoUUNqMzMze+bYjV27dsWuXbtw5MgR5ObmYt++fUVCxciRIxETE4PAwEDcvHkT+fn5+P3339GtWzd88803T32ep63/adOmYevWrfj000+RkJCAvLw8HDt2DO3atcOePXteaJnnzZuHCRMmYOfOncjJyUFiYiKGDx+OM2fOwNXVFQDQqlUrtG/fHt26dcO5c+eQm5uLuLg4DBs2TDokBHi0m+vgwYOIjo7GqFGjDLa2nDx5EjNnzkRycjLS0tLwv//9DwsWLJC20r777rvQ6/XSFqLs7Gxs3boVw4YNe+YPhWd53jpTKpUYNGgQAgMDkZSUhIyMDMyYMQPAo1DYsGFDHDp0CCtXrpT2VvTt2/eFt0o9+fwjR45EVFQUpk2bhuTkZKSnp+Prr79GaGio9DoUxxjr+eTJk/D29oZer39u3yVLluCDDz5AREQEcnJycOPGDfTr1w/Ozs7o3r07ACA0NBQzZszA6tWrkZGRgcTERHz88ce4efPmM1+D5xk5ciSCgoIQGxuL5ORkDBo0CMOGDTP6FltHR8f/tFX22rVraNeu3XPPkLe0tMTgwYMxdOhQpKamIiUlBYGBgRg1apS0K3rixIlYunSpNM/s2bNf+Ad6ccaMGYMRI0agWbNm//oximNpaYn58+fjnXfeweHDh6HRaBAdHQ1fX1+DsXRVKhVCQ0Ph6+uLXbt2ISsrC+np6Vi2bBnatGmDBw8evFCftLQ0tGvXrtiLNfTu3Rvnzp1DWFgY8vLyEBUVhQULFkhjGD857+3bt/HLL78gKCio2GXbvHkzNm7ciN27d0uHzRR69dVXMXbsWFy8eBE5OTlYv349vvvuO4wYMULqc//+faMOTyY7pjv8lYR4dAJGx44dha2trbC3txft27cXYWFhwsPDQxw/ftygb3Z2tpg0aZLBtLi4OBEaGlrkce/cuSP69esn7O3thZ2dnXj77bcNzkp83sk1Go1GODo6inv37pW52rds2SIUCoUwMzMT5ubmBrenWbFihdizZ89T22vUqCHMzc2FmZmZcHFxEcOGDXvmQfFPniRV3AkbhWegp6amirfffluo1WrRunVrg5ML1q5dK9RqtbS8xZ2EsXv3blGrVi1hZWUlevfuLZKSkor0u3//vhgyZIioVKmSUKlUolmzZgZnv+bm5oqGDRsKe3t7IYQQiYmJolKlSiIvL6/Y5YuNjRV9+vQR9vb2wtraWrRt21bs3btXaivuxI8nT4iIiooSHTp0ECqVSlSuXFkEBwdLJ9MVys/PF3PnzhUeHh7C0tJSeHh4iKlTp0pnWBe+hkI8OpnCx8dHDB06VBQUFIiOHTuK06dPi+nTp4uqVasKtVotvL29i5wgkZ2dLUaPHi0qV64slEqlaNOmjcEoDk+eJPWsdVnca1kcnU4nJk6cKFxcXISNjY3o16+fNL8QQvz555+iU6dOwsrKSlSvXl2EhoYanBT4LNHR0aJixYoGZ7/fu3dPBAQECAcHB6FWq0W3bt3EpUuXpPannazyX9fzrl27RPXq1aUznJ91kpQQQvz888+iVatWwtLSUri4uIjx48cLjUZj8PgXLlwQXbp0EWq1Wri6uor58+eLPXv2GJwkVdxrUKi4v6GCggIxe/Zs4erqKqpWrSqmTJny1Pf+4/7pSVL9+/cX27Ztk+7/05Okfv31V+Hk5GQw4sPT6HQ6MWrUKGFvby8cHR3FxIkTDU7S6d27txg3bpwQQojMzEyDkSie58n1qNfrxeeff/7cM9mf9KJn8QshxLZt24SXl5dQKpWicePGYu/evWLChAkGn2NCCBEeHi5effVVoVQqhbOzsxg4cKBISEh44T537twRTk5OTz1B7fLly6Jt27ZCqVSKBg0aiIMHD0ptT867e/du8fXXXxf7OCdOnBCWlpZCoVAU+Z66ffu2EEKI1atXC09PT6FUKkXr1q1FZGSkwWMMHDhQbN68+YVev7JIIYSRjwIno7hw4QJ+++03DB061CTPv2fPHnz11VcGu9VflKlrp/9u2bJliI6OfuGLG8hRp06dsGjRImncSSJTmzNnDrRaLebMmWPqUmRh0KBB6NmzZ7F7auj5mjZtig0bNhQ5wfFlwV38MtWsWTOTBjyVSoWQkJB/Na+pa6f/zsXFBaNHjzZ1GfSE48ePF7m2d+Ht3XffNXV5Lx1jv94vOlIH0fNkZGTg9u3b/+jQt7LGeEcy00vl8avaUPnzX4ftoZLRsWPHl/qsXbkx9uvdoUMH9OnTB2lpaahYsaLRHpfKn4iICHTq1EmWlww2Fu7iJyIiIiJZ4S5+IiIiIpIVBlQiIiIikhUGVCIiIiKSFQZUIiIiIpIVBlQiIiIikhUGVCIiIiKSFQZUIiIiIpIVBlQiIiIikhUGVCIiIiKSlf8HzyA8yFhnBJEAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:595: RuntimeWarning: invalid value encountered in divide\n"," cm = cm.astype(\"float\") / cm.sum(axis=1)[:, np.newaxis]\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-70_torch.float16_lf\n","不是 1473\n","是 1113\n","不重要 351\n","回答正确 34\n","问法错误 29\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-105_torch.float16_lf\n","不是 1371\n","是 940\n","不重要 603\n","问法错误 53\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-140_torch.float16_lf\n","不是 1568\n","是 911\n","不重要 432\n","问法错误 46\n","回答正确 43\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-175_torch.float16_lf\n","不是 1547\n","是 815\n","不重要 560\n","回答正确 39\n","问法错误 39\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAooAAAK8CAYAAABoV548AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAADCTklEQVR4nOzdd1gU1xoG8Hdpu0sVGx3E3sWGvffYYi/Yayw39oIioKjYTYw1RmNvMfbYxR6xomJs2GgCKr3tLmXvH+jGdcfI2hbc93efeXI5c3bmzMyOfHznnBmRUqlUgoiIiIjoHQa6bgARERER5U0MFImIiIhIEANFIiIiIhLEQJGIiIiIBDFQJCIiIiJBDBSJiIiISBADRSIiIiISxECRiIiIiAQxUCQiIiIiQQwUifIZhUKBdevWoUmTJrCxsYFEIoGLiwt69+6NEydOfJU23Lp1C8WLF4eZmRlWrVr1WbbZrVs31KhR47NsSxtr1qzBy5cvP1jPx8fnk/clEolw//79/6yjq/NARCSEgSJRPhISEgJ3d3fMmTMHnTt3xsmTJ/Hw4UNs374dLi4u6Ny5M/r06YPMzMwv2o7ff/8dFStWRFBQEFq2bPlZtuni4oKSJUt+lm1p4+bNm1i0aNF/1rlw4QLWrl37Vdqjq/NARCRExHc9E+UP8fHxcHd3R/ny5bFt2zaYmZlp1AkNDUWHDh2wdOlSNG3a9Iu1ZcCAAbC1tcW8efO+2D6+lhYtWuDSpUt49uwZChcuLFinZcuWOHHiBJKTk2Fubv7R+xKJRLh37x7Kli370dsgIvqamFEkyifmz58PIyMj7Ny5UzBIBHKyUTdv3tQIEk+cOIGmTZvC3Nwc5ubmaNq0KU6ePKlW58yZM7C1tUVaWhomTZoEe3t7WFhYoH379nj27JmqXu3atbFx40bMnz8fIpEIGzZswLNnzyASiSCTyTTaNHXqVAwYMED187Zt2+Dq6goLCwsMHToUycnJAABfX1/07NlT7bMhISHo3bs3ihQpAolEgipVqmDlypV49+/bN126v/76K8qVKwepVIqaNWsiICDgg+f10aNHsLGxweLFiwXXBwYG4sqVKzA3N8ejR4801v/555+oU6cOTE1NUbBgQXTp0gX379/H2LFj4evrCwAYO3YsRCIRAKBcuXKqYLNx48ZYvHgx2rRpA6lUiocPH6qdBy8vL1SpUgUKhUK1v3Xr1sHe3h5xcXEfPDYiok/FQJEon/j9998xceJESCSS/6z3JiB5Y9WqVejUqRNat26NGzdu4Pr162jZsiU6duyI1atXq9XNyMjAd999BwMDAwQEBODMmTMwNTVF8+bNIZfLAQCHDx9G9+7dMXr0aERFRaFHjx65Pobnz59j9OjRWLduHc6cOYOEhAQEBQUJ1r1y5Qpq1KgBc3NzHDt2DPfv38ekSZMwb9489OnTRyNYnDZtGg4ePIgNGzYgKCgIHTt2xHfffYe7d+++tz0KhQJhYWFYtWoVVqxYIRh8+fn5YcyYMShVqpRGoOjl5YUffvgB/fv3R3BwME6ePIlq1aqhUaNGuHnzpto2oqKiAADnz5/HkydPVOvmzZuHevXq4c6dOyhdurTa9n18fGBgYABvb28AwLNnzzB+/Hj89ttvKFiw4HuPi4jos1ESUZ4XHx+vBKC8ffu2Vp8LCQlRmpiYKE+dOqWx7vjx40oTExNlSEiIUqlUKk+fPq0EoPTx8VGrJ5PJlDY2NsrDhw+ryvr376+cMmWK6uenT58qASjT09M19jNlyhRl//79lUqlUnn9+nVl+fLlBdvq4+Oj7NGjh1KpVCozMjKUJUuW1GiLUqlURkREKG1sbJQbNmxQlQFQNm3aVJmVlaVWt2PHjsrJkycL7k+pVCrv3buntLKyUiqVSmW7du2U06dPV1t/7do1paWlpTIuLk7ZtWtX5dy5c1XrTp8+rTQzM1Peu3dPY7tXrlxRGhkZabQfgFr9Ro0aKatXr/7e86BUKpW3b99WSqVS5fnz55WNGzdWDh069L3HQ0T0uTGjSJQPZGVlAQAMDQ21+tz27dvRrFkzwfGKLVq0QNOmTbFjxw5VmUgkwrhx49TqicViVKtWDQ8ePPiIlkMt81elShVIJBL06dMH0dHR7/3MpUuX8PLlS0ybNk1jnYODA8aNG4fNmzerlY8dOxYGBur/pNWtW/c/2/3o0SMUL14cAODt7Y1ffvkF8fHxqvV+fn4YPXo0rK2tUaJECYSEhKjWbdq0Cf379xccb1izZk106tTpvft9W4sWLf5zfaVKleDj44NWrVohNDQUS5YsydV2iYg+BwaKRPlAwYIFUbRoUdy4cUOrz4WHh2t0Z76tXLlyCA8PV/1sZWUFKysrjXrm5uZISkp673beBGjZ2dka6950WQM5gW5AQAAKFiyIChUqYPny5e9td7FixWBiYpKrdgOAs7Oz1u0OCQlBiRIlAOQEd/Xq1cPSpUsB5DwCKCAgAOPHjwcAlChRQq3rOSIi4j8npeR25nLRokU/WKddu3ZIS0tDvXr1PmkyDRGRthgoEuUDIpEIvXr1wtKlS1XZxdxwcHD4z4za48eP4eDgoPpZLBYL1jMwMBAMAt94E7ykpqZqrHv69Knaz1ZWVli2bBkuXLiA+fPnq2U0327348eP33us77b7fW3/ULsfPXqkChSBnDGBy5YtQ0JCAvz8/DBixAgUKlQIADQyik5OTh/MVubGh8acZmZmYuDAgWjTpg12796Nw4cP52q7RESfAwNFonzCy8sLL1++xMCBA9Vmwb4tJiYGzZs3x8WLFwEAPXr0QEBAgOrnt126dAnHjh3TajLK+1hbW6NQoUK4dOmSWvk///yDY8eOCX6mXLly6NChg2Db6tati8KFC2PhwoUa6169eoWlS5fCw8Pjk9v9dtczANSqVQu1atXCDz/8gGPHjmHixImqdSVKlEB0dDRSUlIAAP3798eGDRsEJ8tcvXoV+/bty1Ub3p189C5/f3/ExsZi165dmDNnDgYPHozY2NhcbZuI6FMxUCTKJwoXLoxjx47h0qVLcHNzw+rVq3Hnzh2Eh4fjypUr8PX1RdmyZWFmZoZq1aoBAMqWLYv58+ejTZs2WLJkCYKDg3Hz5k34+/ujefPmmD9/PsqUKfPJbROJRBg0aBB+/PFHHDp0CE+fPsXWrVvRpk0bNGzYUFVv8+bN6NatG27evImAgADs3r0b9evX19iesbExtmzZgrlz52LUqFG4dOkSHjx4gM2bN6Nq1apwd3fHwIEDP7ndb3c9v+Hj44OdO3di2LBhKFKkiKrcyckJJiYmqkxhw4YNMXbsWNSuXVt1boOCgjB37lx07twZDRo00NifoaEhwsLCVI8E+pCbN29i7ty52Lx5M8zNzTFu3DhUqFABI0aM+ISjJiLKPQaKRPlIuXLlcOvWLQwbNgxbtmxB/fr1UaJECXTu3BnBwcHYuHEj9u/fD6lUqvrM2LFjsXPnTuzfvx916tRB/fr1cfToUezevRtjxoz5bG3z9/dHnz59MHToUFSqVAmbN2/GX3/9pQpaAaBt27YwNTVFo0aN4OHhgTFjxrw3o1mvXj1cvnwZL1++RLt27VC5cmXMnz8fEydOxK5duzQmrmgrIyMDYWFhahlFICeb2b59e0yaNEmt3MDAAMWKFVPrfp49ezbWr1+P3bt3o1atWmjWrBmCg4Nx/vx5VKpUSWOfPXr0QLt27d77zMa3KRQK9OvXD+PHj0fdunUB5ATkGzduxMmTJ7F169aPOWwiIq3wzSxEREREJIgZRSIiIiISxECRiIiIiAQxUCQiIiIiQQwUiYiIiEgQA0UiIiIiEsRAkYiIiIgEMVAkIiIiIkEMFImIiIhIkJGuG/AlOIzYq+sm0GuHpzXXdRPoLWXsLHTdBHpNlpGl6ybQayZGzJnkFabG//3u8y9JWnW0zvadHrRcZ/v+EN4dRERERCTom8woEhEREWlFxNyZEJ4VIiIiIhLEQJGIiIiIBLHrmYiIiEiku4k0eRkzikREREQkiBlFIiIiIk5mEcSzQkRERESCmFEkIiIi4hhFQcwoEhEREZEgBopEREREJIhdz0RERESczCKIZ4WIiIiIBDGjSERERMTJLIKYUSQiIiIiQQwUiYiIiEgQu56JiIiIOJlFEM8KEREREQliRpGIiIiIk1kEMaNIRERERIKYUSQiIiLiGEVBPCtEREREJIiBIhEREREJYtczERERESezCGJGkYiIiIgEMaNIRERExMksgnhWiIiIiEgQA0UiIiIiEsSuZyIiIiJOZhHEjCIRERERCWJGkYiIiIiTWQTxrBARERGRIGYUiYiIiJhRFMSzQkRERESCGCgSERERkSB2PRMREREZ8PE4QphRJCIiIiJBzCgSERERcTKLIJ4VIiIiIhLEQJGIiIiIBLHrmYiIiIjvehbEjCIRERERCWJGkYiIiIiTWQTxrBARERGRIGYUiYiIiDhGURAzikREREQkiIEiEREREQli1zMRERERJ7MI4lkhIiIiIkHMKBIRERFxMougPJdRTE1NReXKlZGZmakqO3PmDKZPn65WRkRERERfVp4LFMViMe7evQulUomNGzeqyufNmweZTKbDlhERERHpF511PaempqJly5YQi8UAAKVSCSsrK+zbtw8SiQRKpRLjxo1D//79UaBAAQCAiGlhIiIi+hI4mUWQzs6KWCxGeHg4Bg8ejEePHmHIkCF4+PAhAEAikcDExARGRkaqnwHAxMREV80lIiIi0js6CxSNjIxQoEABeHh4qP5rYGCgWgcAxsbGAICMjAwYGxurfs6rzCVG+GVgDTxc2h7X/VtjZMtSgvXGflcGocs7qi3hK77HzG6VVHUalC2C8BXfq9UpbJGTfS1WxAybRtXBvSXtcM63OTrVdFTbfo3iBXF8WhM8+rkD/prSGG4u1l/uoPOwtNQULJvrhb7tGmB4j9bYt2PDe+veCbqKXq1qoW+7BhrrEuJj8dOcaRjUqRlGebTHod1b1NZHhD7BzIk/oH+HRpg4tCduBF5QW3/y0B6MGdAZA79vgkW+kxD36uVnOb78JCUlBZ6TJ6B2japo3rg+1v/263vrBpw6ifbftYJ7tcoYMrAfQkOfqa1fvXI5mjSsi7ru1eDt5Ym01NRc7efa1SuoVrm82lK1Ujl079wRSqXysx9zXpWSkgJvz0loXKc62rZohE2///beumcDTqJrhzZoWKsqRg4diLB3rsXbgm/fwtmAkx+1HwBY8fMSrY8lv0tJScG0KRNRt2Y1tGjSAL+vW/veuqdPnUTHtq1Qu3oVDBvUX+O+WLNqBZo1rIf6tarD12sa0tL+vS9qVKmgsdSuXgUvX74AADy4fx9DBvRFPfdq6N6pA/6+eP6LHG+eJxLpbsnD8lSe9U2gKJfLMWvWLKSkpGDWrFlYvnw5bG1tddy6D1vgURWZWdmo7nkEHRaeRduqDuhTv5hGvZ8OP4DL6P2qpdyEQ4hJkmHV8RBVnTL2llhy+L5avVfJckhNDLFldF0cufkcVaccxojfrmJ823KoX6YIAKCwhRjrfqiNpYcfoOy4g1h29AHWj6iNIpbir3Ua8oxfl86BoZER1uw4gtnLfsflcwE4cehPwboVq9bE9mOXNcqVSiUWek+Eo7MrVm47CK/5K3DpzEkEHNkPAEhJSsTsKaPRsn1XrP3jGAaMmog1S2fjach9AMDZ44dw4q89mOK3BCu3HYKza0ks9J6A7OzsL3fgedAs3xkwMjLGidPnsGnbTpw8fgx/7NqhUS/k4QP4zfSGz0w/XAy8hpat22Dk8CGQy+UAgF07t+N0wCls3rYTxwPOQSQSYabPjFztp0ZNd9y4fVdtqV2nLoYOH6FXw1r8/XxgZGSMQ8fP4LeN2xBw4jj27N6pUe9RyEP4z56Jad6zcOrCZTRv2QpjRw1XXYu3paenwXf6FGRmZWm9HwDYs3snLpw789mOMb/w8/WGkZERjgWcxcatO3Dy+DHsfs99MXumD2b4+uF84FW0aNUGo4cPVV2LP3buwJmAU9i0bSeOnjoLiESY9dZ9ce3WP2rLyP+Nwfedu6BIkaJIT0vDuB9HwqNvf5y5GIg58xfip0UL8ezpk692Hihvy1OB4pu/6rOzsxESEoIOHTogJCQEN2/eRJUqVXTcuv9mayVB3dKFMXXbTSTLMhEZl44xG69jdOvSH/xsv4bFceJ2FKIT/52sU9rOEo+jkzXqupcohAfPk7D9YihkGdn4JyIRc/beQfc6zgCAnnVdcOBaBI7cfI7MbCWO3YrCH4Fh6N+w+Oc72Hwg7tUL/HPzOoaO9YSpuTmK2Nhh1JSZ2Ld9g1bbiYoIhUIhR9e+QyGRmsLO0RlDxkzFmWMHAQBnjh9CzXqNUKdRc5iIJajoVgNdPIbg9Ov1h3ZvxbCx02DvVAxSUzN07z8cIgMRnj1++LkPOc+KiYnB1SuX4eUzExYWFrC3d8Bs/wVYv1Yzq7h921YMGDQENWq6w9jEBN179EKFipVw+K+c87ll0wb4zPSDo6MTzM3N4eU9EzeDbiA8LEyr/QDAneDbiI6ORvOWrb7o8eclL2JicP3qFUzx8oG5hQXs7B3gM9sfmwQyWX/s2Iq+AwahWo2aMDY2QeduPVGuQkUcO3JIo+5Pi+Yj6nnkR+0nPCwUy39a/HkPNB94ERODa1cuY7r3v99Xv7nzBbPtO7dvRf9Bg3PuC2MTdOvRE+UrVsKRv3KuxdbNGzDDdxYcHB1hbm6O6d6+uBUUhPCwMI1tpaenY+f2rRgwaCgA4MmTx7C1tUOTZs1hbGyCUqXLoFHTZrh4QQ+ziiID3S15WJ5q3ZtAUSqVYvPmzaqlUKFC6NOnj45b999qliiEc/deQJ75b6boUXQyUuVZcC1i9t7PSYwNMLhxcSw/ph44lLazwOOYFI36hgbCmQ8r05zxm+4lC+H47Si1dX/diET9skVyfSzfgvt3bqFS9VowMfk3k+ro4gqJVIqoCM1/PN8nOzsbQmc8NSUJAGBZwBoNmrVRW1eoqA0S4+MAAGUruaF46XLq64vYIDE+NtdtyO9uBl1H7Tp1VRPXAKB4iRKQmppqdJ8FXb+GJk2aqZW1aNEKVwIvITY2Funp6ShfoaJqnbGxMRo1aYorlwO12g8ArF2zCkOH/aBX2cTbN2+gVu06aufItXjOOXq3W/lm0HU0bNxUraxp85a4djlQrezCubO4ce0qGjdtrvV+srKy4Os1Fd17enyGo8tfbgbdEPy+mpqaaXxfb1y/jsZN1e+L5i1b4srlS4h7733RBFevqF8rAPjzj52o36AhbO3sAAAlSpZCbOwrHNy/DwqFAv8EB+Pgvr0oWKjQZzxays90FihmZWVBoVDg4cOHqv++eU5iZmYmgoODce/ePdVjcbp166arpuaKfUEpnr1M1Sh/HJMM58LvDxR71y+Gs/deIDIuXa28tJ0F1g6vhTsL2+LXoe4oZJETCF55HIsqxazRvY4zJMYGqOBohemdKiIw5BUAwKGgKZ6+UG/H45iU/2zDt+jVi2jY2jtqlNs5uiAmKlLgE8LsHV2QnZ2NPVvXQZaehujIcPz28zyUq1QNANCw+XcoXb6y2meuB55HidfB4eD/TVELRGTpabh/5xaKlSjzMYeVL0VHRcHZ2UWjvFgxV0SEh6uVvXgRA0cnJ/V6rq6IiIhAdNRz4e24uiIiIlyr/Tx8cB9Pnz5Bqzbffcwh5VvR0VFwdHLWKHcu5ornkRFqZS9fvICDo/q1cCnmisi36iXEx2P+nJnwnT0PEolU6/1sWPcrrAsWRIdOXT/6mPKr6KjncHLWPEcuxYohMkL9+/ryRQwc37kWxYrlfO+jop7DSeBcuwh87xUKBbZu3oRBQ4aryiQSCWbO9scsHy/UqlYZfXp1Q8XKldGiZetPOTz6hujs8TgymQwPHz5EuXLloFQqUbZsWTg65vxil8vlCAoKwvDhw2Fubo7AQM2/it6Qy+UaY2aUWRkQGX7diS9SY0OkK7I0ymWKLEhMDAU/Y2wowrBmJdHz54tq5WIjA4zfdAN/P3wFpVKJ4c1L4bdhtdFp8TmkyDIxYOUlzOlRBT5dK0GpBLKyldh64RmAnAxleob6g8llGVmQGOep5PEXp1DIIX49W/5tJmIJFArNMVbvY2BoiEkzF+G3n+fh4B9bYGBoCFlaGv43bbZg/TtBVxF0+SIWrxUei7XulwWo3bAprAsVznUb8juZTKZ6csHbxBKxxr2bnZ2tGqusqieWQC6TQS6XC25H8nq9NvtZu2YVBg8ZDkND4XvzW5VzDqUa5RKxGPJ3nlOrFLwW6vX8/XzQsXNXVKhUGX++NbYuN/u5d/cf7PvzD2zavhvp6ekadb91MrkcEqnQOZJALsvFfSHJqSd/z3bEYonG937fnt2o6e4OB8d//4iOinoOz8kT4es3F02bNcfjx49w6OB+pKWmwtLK6lMOMf/Ro94FbegsejAzM4NcLkdWVhays7ORnZ2NR48eITs7G3K5HP369UNERASGDx8Od3d3LF26VHA7/v7+sLKyUluSbwhPWPiS0jOyIBYIxqzNTQQDSADoUccFVx7FamQi5ZnZOHorCknpGUiWZWLRoXuQmhiirL0lAOBOeCI6LjqHWtOPQZ6RBd8/biMpPQMAIMvIhthI/Zeftdn72/CtMjERI0Oh0ChPSUqEWKwZTPwXG3tHTJ+/HL/9eQIFCxVBlz6DBbOVL6Kf45d5MzB6ykyYmptrrD+6byeePXqAPkPHaLX//E4i0fyFBQCJCQkagZ2BgYHGDOSExARIpNKcIEVgOwkJ8ZBIpbnez5PHj3Hv7l20bd/hYw8p3xKLxZAL/KGUmJgA8TuBnUjgWiQmJqgCwEP79+LVq5cY+FZ2Krf7kclk8PWaginTvWFdsOCnHFK+JXnf9zkxd/fFm++1WCyGQuh7/852MjIysGnDegweqn69tmzcgM5du6Ft+w6QmpqiYqXKaNe+I2b5znh3k6SndJpmevdxNyYmJpDJZMjMzERWVhYKFSqE2bNn49ChQ/j1118RG6s5rsvT0xOJiYlqi0W1Ll/rEFSex6XDuZBm965zITOEvdLskjY0EOGHFqXw85EHudp+2KtU2Fmr/0M+pUN53AlPxN6r/3blRMalwbmwqXobCpsi7FVarvbzrShc1BYvop9rlL+IjoSNncNHbfPwnh0QiUTo2LO/xrq0lBTMmz4WXTyGoIJbDY31QVcuYu/2DZg0a7FgpvNbZmtnh8hIze7+yMgIje60okVtEBWlft0iIyLg4OgIWzt7tW7Pd7eT2/38tnY1BgwaonoMlz6xtbXT6GIGgOeRkWpZJgAoUrQoot+5Fm/qRUc9x89LFuDBvbtoXKc6Gri74chfB+DtOQnLliz84H5WL/8Z4WFh8Jw4Fg3c3dD9++/w9MljNHB3Q0qy5iS+b5Gtnf17zlEEHN4ZflHkPfeFo6MT7N53X0REqA0dOHRgPypVrgKXYq5q9Z49e4qq1aqrlZWvUBGXAy9pfUz5HiezCNJp67KyshAWFqb2l5JEIkFwcLBamr1OnTq4fv06CgkMrhWLxbC0tFRbvna3MwBcfRyL+mWLqE02KWNvARMjA8Gxi53dnXAnPEFjwoqxoQjbf6yn1lVsYmSAKi7WePJW3UrOBdDJ3QlTtwVptKNxeRu1srZVHXD+/otPOr78pmzFKgi+cQVZWf92w4c9fYSMjAzYOjj9xyeFvXoRjT1b12HERG8YGqoHGFlZmVg8azIqV6+Flh00x1qFPXmElQtmYoLPAhS1tdf+YPI5t6rVcSXwktq72kNCcsYmO7uojymsWq26xmzLk8ePoXbtuihUqBCMjY3VHtuRmZmJMwEBcK9dO1f7CQ8LQ9CN6+j4facvcah5XmW3arh2JVDtHD1+FAKFQgGnd8Z3VnGrjkt/qz8TNODkcdSsVQe2dvY4cfYSLly9hfNXbuL8lZto07YDZvkvxI/jJ31wP2MnTsHf126rPrtr32G4Fi+B81duwtzC4suehDzCrWo1XAlUP0eP3nxfnd+9L6rh73fvixPHUKtOHRR8z31x9nQAatWuAyDnd+2G9WsxZNgPGu1wdHTSeBTOwwf3YW2tn5le0qTTQPH58+dwdXXFq1evVGUGBgaoUKEChg4dip9//llVbmpqKrSJPCM6UYZrT+Lg27USTMWGsLeWYqFHNVXGcPmgGmhfLSeTJRIBo1uVFswmZmQpkZSWgTk93WBlagwbKwl+6l8dt0LjEfo6MykSAfN6ucF/3z+ISlAfV7T9Yii61XZGkwo2MDQQoXlFW3Ss4YiN5/TrmVgFCxdFmQqVsXHlEsjS0/DqRTTWLJmDLh6DAAA/z5mOv8+cyPX2NqxcjBbtu8K1VFmNdWt/mgexWIJ+P4zTWBcf+wrzZ4zDwNGTULp8JY31+sDGxgZVqlbFwvn+SEtNRXRUFGb5zMDQ4SMAAFMnTcCxo4cBAL08+mDtmlW4ffsWMjIysHfPbjx8+ABt2rYDAPTpNwC+3l6IiY5GamoK5s31Q606deDo6PTB/QDAut/WoG//gTDW07c8FbWxQaUqVfHTonlIS0tFTHQU5s7yxqChOQHEjKmTcPLYEQBA914e+H3tGtwJvoXMjAwc2PcnHj18gJZt2n7yfijnHFV2q4pFC/yRlvb6++o7A0OG5XxfPSdPwPGjOdeiZ+8++G3NagS/vi/27fkTIQ8foPV3OfeFR98BmOUzQ3VfzJ87G7Vq11FliY8e/gslS5VGiZKaL4Ho0csDv61Zjb8vnodcLseD+/fgPW0qevbSv5noJEynfS9mZmZQKpUaQeAPP/yAzZs3Y9WqVTpq2ceZsjUIc3u54ea875Aiz8Svpx5hx9+hAIDiRc1R1Cqny9GxoCkuPniJe5FJgtuZtDUIs7pXxsVZLSESAUdvRsHnj9uq9RJjQxy/HaWawPK2V8lyDF97BXN7VsFvw2vhwfMkDFodiNhkzfF637phY6fjt2XzMLRbK0hNTdGuiweatvkeABAVGYaEuFf/vYHXsrOzUaxEaXTsodnlvH/nRgQc2QeRgQF6t66jKi9ia4dFv+7Aghnj8TImCsvmemHZXC/V+q59h6Br36GfdoD5yAyfWZjr54umjerDzMwMffsPQOcuOU8yCA19ilcvc95WU6p0GUydNgPTp05GTHQUKldxw4pVv6pe39m9Ry/ExcaiR7dOUMjlaNGqNby8Z+ZqP9nZ2UhKTEKXrt2/8tHnLZ5evlgwdxa+a9YQpmZm6NWnPzp0yhmuExb2TPWHe8lSpTFxyjT4Tp+KFzHRqFjZDUuXr871q1T/az+Uw8tnJvxnz0TzRg1gZmaGPv0GoFOXnF6J0GfP1O6LKdO84OU5GTHR0ahcxQ2/vHVfdOvRE3FxsejVvTMUcjmat2yN6d6+qv08efxI7Q+mtxUvUQJevrPw0+JFCH32FPYODujWoxd6efT9sgefF+XxLmBdESl1+O6q1NRUWFpaQiaTqcYr/vjjj9i2bRv27t2LBg00X6eWGw4j9n7OZtInODyt+Ycr0VdTxk4/uvXyA1mGfk0wy8tMjBgg5BWmxrqbeSxtv1Jn+04/OFJn+/4QnWYU3wSHbwaV79mzB7///jtOnToFd3d3XTaNiIiI9AkfjyNIp39GGRoaQqlUYuvWrQCAjh074uTJkwwSiYiIiPKAPPF8iDFjxmDJkiWoWDHnFUQrVqxQW5+ZmYmEhAQcPnxYF80jIiIi0ks6H5ghEonw4MEDuLu7Y+vWrQgMDERGRobaolAooBB4eDIRERHRZ8HnKArSaUbxzTyawoULY/Xq1ahfvz5GjRqFIUOGoFmzZh/4NBERERF9SToNFN88aDQrKwuGhobo06cPLC0t0alTJ5w4cQK1atXSZfOIiIhIX3AyiyCd5jszMnLeT/z2k+k7dOiA0aNHo1u3boiPj9dV04iIiIj0nk4DRZks560i774Y3c/PD1KpFP37az7gmIiIiOiz4xhFQTptnUKhQPny5VWZxTcMDQ3h7e0NS0tLZGdn66h1RERERPpNp2MUHRwcEBwcLLiud+/e6N69OwwM8nakTURERPStyhPPURQiEolUb24hIiIi+qI4mUUQ03VEREREJCjPZhSJiIiIvhYRM4qCmFEkIiIiIkEMFImIiIhIELueiYiISO+x61kYM4pEREREJIgZRSIiIiImFAUxo0hEREREgphRJCIiIr3HMYrCmFEkIiIiIkEMFImIiIhIELueiYiISO+x61kYM4pEREREJIgZRSIiItJ7zCgKY0aRiIiIiAQxUCQiIiIiQex6JiIiIr3HrmdhzCgSERERkSBmFImIiIiYUBTEjCIRERERCWJGkYiIiPQexygKY0aRiIiIiAQxUCQiIiIiQex6JiIiIr3HrmdhzCgSERERkSAGikRERKT3RCKRzhZtJCUlwcPDA+bm5rC3t8f8+fPfW3f37t0oX748LCws0LJlSzx69Ejr88JAkYiIiCifGDZsGIyNjREZGYlLly5h9+7dWLNmjUa9y5cvw8vLC9u3b0dsbCx+/PFHdO3aFRkZGVrtj4EiERERUT4QGRmJ06dPY/Xq1bCysoKLiws2bdoEf39/jbrnz59Ht27dUKVKFZiYmKBdu3awsLDAP//8o9U+GSgSERGR3ssPXc8XL15EixYtIJFIVGXlypWDubk5QkJC1Oq2aNEC27ZtQ2BgIORyObZt24arV6+iSJEiWp0XznomIiIi0iG5XA65XK5WJhaLIRaL1crCwsJQsmRJjc+XKVMGT548QalSpVRlVapUwfDhw1GnTh0AgIGBARYuXAgHBwet2saMIhEREZFId4u/vz+srKzUFqHu5PT0dJiammqUS6VSpKenq5UdOnQIa9euxYULF5CamoqdO3ciKSkJSqVSq9PCQJGIiIhIhzw9PZGYmKi2eHp6atSTSqWQyWQa5bGxsRoBpJeXF37//XfUq1cPpqam6Nq1K0xNTbFixQqt2sZAkYiIiPSeLscoisViWFpaqi3vdjsDgLOzM54+fapR/vTpUxQvXlyt7PHjx6hbt65aWa1atXDs2DGtzgsDRSIiIqJ8oF69ejh16hQyMzNVZXfu3IFcLtcYu+js7KwxweXGjRuwtbXVap8MFImIiIjyAQcHB9StWxfjxo1DSkoKwsPDMXToUHh5eQEAevfujV27dgEAxo8fj379+uGff/6BTCbDgQMHMHfuXAwfPlyrfXLWMxEREem9/PKu5zVr1mDkyJGwtbWFhYUFxo8fj8GDBwMAHj58iKioKADA4MGDER8fj9atWyMuLg4VK1bE9u3bUaNGDa32J1JqO/0lH3AYsVfXTaDXDk9rrusm0FvK2Fnougn0miwjS9dNoNdMjNi5lleYGusuWCsycKfO9v3y9x462/eHMKNIREREei+/ZBS/Nv4ZRURERESCGCgSERERkSB2PRMRERGx51kQM4pEREREJIgZRSIiItJ7nMwijBlFIiIiIhLEjCIRERHpPWYUhX2TgeKKEXV03QR6zfOve7puAr1lzxB3XTeBXktX8IHbeYWJITvXiN6HdwcRERERCfomM4pERERE2mDXszBmFImIiIhIEDOKREREpPeYURTGjCIRERERCWKgSERERESC2PVMRERExJ5nQcwoEhEREZEgZhSJiIhI73EyizBmFImIiIhIEDOKREREpPeYURTGjCIRERERCWKgSERERESC2PVMREREeo9dz8KYUSQiIiIiQcwoEhERETGhKIgZRSIiIiISxECRiIiIiASx65mIiIj0HiezCGNGkYiIiIgEMaNIREREeo8ZRWHMKBIRERGRIAaKRERERCSIXc9ERESk99j1LIwZRSIiIiISxIwiERER6T1mFIUxo0hEREREgphRJCIiImJCURAzikREREQkiIEiEREREQli1zMRERHpPU5mEcaMIhEREREJYkaRiIiI9B4zisKYUSQiIiIiQQwUiYiIiEgQu56JiIhI77HnWRgzikREREQkiBlFIiIi0nuczCKMGUUiIiIiEsSMIhEREek9JhSFMaNIRERERIIYKBIRERGRIHY9ExERkd7jZBZhOskoJiYmYsyYMe9db2ZmhpcvX6p+Tk1N/RrNIiIiIqK36CSjKBKJsGfPHvz8889Yu3Yt0tLSIBKJIJVKMXToUEilUpiZmQEAYmJiUK1aNfz9999wcXHRRXOJiIjoG8eEojCdZBTFYjEkEgkAYPHixbhz5w6Cg4Mxf/58ADkZRVNTUwDA7t27YWNjwyCRiIiI6CvTSaBoZGQEI6OcZKaJiQnWrl2LtWvXwtDQUFXWoUMHxMTE4M8//8TEiRN10UwiIiIivaaTrmdDQ0PExMRg5MiRiI6OxsiRIwEABgY5cauRkRGaNm2KBg0aID4+Hl26dNFFM4mIiEhPGBiw71mIzh6PI5VKUa9ePZiamqJevXqoW7euap1IJMLYsWPRt29flCxZEmKxWFfNJCIiItJbOgsUrays4OHhAWtra3h4eKBPnz4AgLFjxyIpKQkA8Pz5c9y+fRtBQUG6aiYRERHpAZFId0teprPnKD579gzu7u4ICQmBu7u7qrxo0aKIj4/HkSNHcPbsWQwdOhS7d+9G1apVddVUIiIiIr2ks4yira0tNm/eDGdnZ2zZsgWbNm2CUqnEtGnTYG9vDy8vL0gkEnTs2BEXL17UVTOJiIhID4hEIp0teZlOMorZ2dkwMjJCmTJlYGhoqDpR2dnZAIDMzEycP38eJ06cgL29PW7duqWLZhIRERHpNZ1kFBUKBTIyMgAA1tbWaNeuHdq0aYNChQoBADIyMmBiYoKOHTuiUKFCSExMRHx8vC6amu+dO7gTClm6rptBRERE+ZBOMoppaWlISEgAAJw7d05jfXJyMtLS0mBpaQmxWIxffvkF5ubmX7mV2pOlpWLv2iW4e/UixKamqP9dVzT+vrdg3YuHd+PcwV2QpaWitJs7Og4aA3OrAqr1O5fPRdC5E6jdsiO+HzJW7bOpSQlYPLYfUpMT8b95a+BYoqzgPv65ch43zh5Dve/07/FCUmMDjG5YDLWLWSNNkYX9wTHYfTNKsK6xoQh7BtdQK1tw6jHOP46DCEDvGg5oVbYIjA1FuPQsHr9eDIMsMyf7fXBYTY3tZWYrMWjbLcSnZcCpgAQ/NnJFySJmiE6SYV1gOK6FJX72483rUlJSMGeWD04HBMDc3Ay9+/TDoCHDBOsGnDqJpYsXIiY6CpWruGGG7yy4uBRTrV+9cjl27tgGuUyG5i1bYaqnF0xfv8npQ/t58vgxZvp44d7df+Dg6ITxEyejQcNGX/TY85rUlBQsne+HC+dOw8zMHF16eKB3/8GCdc+fOYU1vyzFixfRqFCxCiZ4esPROeflB9nZ2dj422r8deBPKOQKNGjcDKPGTVa9LKFpHTeN7RkZGWH73iMoVLgIQp8+wcK5vnh4/y7s7R3xw4/jUbtewy923HlRSkoK5vr54szpAJiZm6G3Rz8MHDxUsO7pUyfx09KFiImORuUqbpjuPVPtvli1Yhl++3U16tVvgGUr1vznfn9esghjxqs/n7hls4aIi41V/Tz6x3EYMGjIxx9cPpTHe4B1RicZxYIFC/5nhnDHjh2QSqUAAAsLC4waNQrGxsZfq3kf7c81i2BoaIRpa3Zj1JyVCA48g8ATBzTq3b50GoHHD2Co9xJM//VPFCxqhz9W+KvV6TF6GrqOmCy4HzPLAvBefwDFy7u9ty0ZcjkObVyBTkPHw9BQZ3OWdObHRq7IzFai7+abmLD3LuoXt0abckUE6zoVkOJOVDLa/3pVtZx/HAcA6FTFFiUKm2Lsnn8wYOstvExWYET9f98S9PZn2v96FZuuROD4/ZeIT8uAkYEIM78rg7OPYtFt/XUsP/cMYxq5olhB6Vc5B3nJLN8ZMDIyxonT57Bp206cPH4Mf+zaoVEv5OED+M30hs9MP1wMvIaWrdtg5PAhkMvlAIBdO7fjdMApbN62E8cDzkEkEmGmz4xc7UehUGDUiKFo8107XAy8hhk+MzHTezpCHj74Oichj1jkPxOGRkbY/dcprFi3BWcDTuDAnl0a9Z48eogl82Zh4nQf/BVwCY2bt8LkMT/8ey22bULIg3tY/ft27Dp4HDa2tli2aK7q8wGXbqotg38Yje86dEKhwkWgUCgwZexINGvZBn8FXML4qTOwcI4vnjx6+NXOQ17gN9MbRkZGOHbqLDZu2YGTJ45h93vui9mzfDDDxw/nL11Fi1ZtMPqHoaprAQAjRv2INb/9/sF9/n3xPHbt3KZWlpyUBBNjE1y7+Y9q0bcgkd5PZ5NZ/kubNm3yRWD4tsTYl3jyTxA6DRsPqZk5rIvYovvoaTizd6tGXWMTCXqP80FhO0eYiCVo/H0vPLn7ecdhBuzdgpKVqsOlTMXPut38oJCZMSrbW2L5uWdIU2ThRYoCiwOeoHs1e8H6zgWliEgQ7p6vbG+J/cExiEvLgDwzG3/cjEKtYtaCdcVGBmhf0QZ/BOVkLusVt0ZoXBoO/fMCmdlK/BOdgu3XI9Glit3nOdB8IiYmBlevXIaXz0xYWFjA3t4Bs/0XYP3aXzXqbt+2FQMGDUGNmu4wNjFB9x69UKFiJRz+6yAAYMumDfCZ6QdHRyeYm5vDy3smbgbdQHhY2Af3c+rEcZQsWRo9e3vA2MQE1arXwLARo7Dh93Vf9Xzo0ssXMbh5/QrGT/WGubkFbO3sMc13LrZu1DwHe//Yjp59B8GtWk0YGxujY5fuKFO+Ik4dOwwAuHn9Krr08EDhIkUhkUjRq99g/H3ujOB+ZbJ07P1jO3r3y8lcnj99Eq4lSqJTt14wNjZG5arV0W/wD9ixecOXOvQ850VMDK5duYzp3v9+X/3mzsf6dZr3xc7tW9F/0OCc+8LYBN2690T5ipVw5PAhrfaZmJgAP19vKJXq5Y8fP4JLMddPOZxvAiezCNNpoPjy5Us4Ozv/Z3YxPDwcLVu2/Iqt+jjPHgSjVOUaMDb59+HgNo7FYCKR4lVUhFrdctXrwM6lBAAgKe4VDm9ejdJuml2YH+tVVASunzmKNn1++GzbzE/K21ogKCIRGVn//msYniBDekYW7K00H97ubC1FRIJMcFuXn8WjZzV7FDU3gdTYAANqOSJJliFYt035IrgaloBXqQoAQAU7CwQ+S1Crc+FJPKo4Wn7kkeVPN4Ouo3adumoPzi9eogSkpqYIDX2mVjfo+jU0adJMraxFi1a4EngJsbGxSE9PR/kK//7xY2xsjEZNmuLK5cAP7ufG9Wto0vSdbbdshcuBlz7j0eZtd24Fobp7HbVz5OJaHFKpKSLCQtXq3r55A/UaNlEra9S0BW5cDQQA1G3QCJt//xXRUc+RlpqKtSt+glUB4T+iDu75A7XrNkBRG9v3b7tZC9y4dvmTjzG/uBl0Q/P7WrwETE3NNO6LGzeuo/E790XzFi1xRcvv7pxZvmjXvqNG+ZPHj1DMlYEiCdNZoJicnAypVIqIiAhIpVKEh4fj1atXePnyJcLCwvDy5UvMnTsXhoaGuHbtmq6amWsJr16gkK2DRnkReyfExjwX/Mw/Vy9gzvAuCDp/As27DfhsbTm4YTky5DIsGN0Tq2aMfu/+v1VFzE0QlSTXKI9MkMHWQqJR7mItRZcqdtg5sBoWfV8OpYqYqdYdufcS8sxsbOjjhj8H10CLskXwy7lnGtswMhDh+0q22BX077kuai7G8yT1ADRJlgkTQwMY6dGroqKjouDs7KJRXqyYKyLCw9XKXryIgaOTk3o9V1dEREQgOuq58HZcXREREf7B/URFR8HJ2VltnbV1QSjkCigUio85tHwnJiYaDo7OGuXOLsXwPFL9D9pXL17A3sHxvfXad+oGiUSCnh1b4bsmtXH44F6M9/TW2LZCocDuHVvg0f/frsyY6Cg4OKm3o0ABayjkcr25FtHRzzW+jwDgUqwYIiPU74uXL2Lg6PjOfVEs53ufW4cO7kdERDiGjRilse7x40c4duQwGtWrhR5dv8ffF8/nerv07dNJoLhx40ZMnDgREokEIpEIEokEpUuXho2NDWxtbeHq6or9+/fD398flpaWkEg0f7nnNRkKOYwFXjVobCJGpkIzaAGACjXrw2vtXrToPhDr505BavKnT3J49uAOIh7fR7/Js+G56g+UrFwDW5f4QvluX8M3TGxoAHlmlka5PDMbYiPNAO3Y/ZcYt/cf9NkUhL23ouHduhQsJTnjOgfVdoKhgQiDtt5Ct/XXseP6cxQyNdHYRqtyRXDreRJikv/9JWdiKIL89aSXtykysyE2ypOjPr4ImUwmeA+LJWK1MVZAzgSJN+98V9UTSyCXySCXywW3I3m9/kP7kctkkEg0x4eKJWLIZMIZ5W+NQi58jkzEYsjl6ucgW6l5LUzEEtU1W/PLUmRlZmHb3sM4eOoi+g4ajtiXLzS2ffjAHrhVrwm7t4JOxXuupYlEsx3fKplMLvh9zPk+5+K+kEg07p/3iYp6jp+XLsIc/4WCw7oaNGiEDZu34+SZ8xg/cQp8vafj8eNHWhzNt4Fdz8J08tvq4cOHqmcpvvnyFytWDFlZWXB3d8f69ethZmaGQoUKQSwWw8jo/ZMx5HI5kpKS1JaM9wRmX1JOQKj5l3BqciKMxe8PdC0KFESjjr1QtmotBJ078cntuH0xAM279YdruSoQS03R4nWmMuLR/U/edn4hz8qGsaHmV9tSYqSarfy2K6EJiE3NQEaWEhefxuPcozg0KlkIlhIjNCtdGHOPhyA6WY5URRb23o5Go5IF4Vro33/gDQ1E6FzFFrtuqM+qVmQpYSLQDnOxoWAA+a2SvOcXWmJCgkawYGBgoPFHTUJiAiRSKcRizcASABIS4iGRSj+4H7FEAoXAvw1JiYmQ5oM/Rj8HE/H7zkGCRtBiINK8Fjn1JEiIj8Oxw/vh678Y9g5OsLCwRA+P/jh1/AgevTU5KDMzAzu3bECfAeozeU3EYigErlVyYpJg8PQtkgj8oQQACQkJkEg/fF8I3T9ClEolfLw8MWToD3AtXlywTu269eDo5ARjYxPUql0HAwYNwb49u7U4GvqW6SRQrFy5suoGMTHJyc68PU5DJBLBxMQEFhYWMDIy+s9A0d/fH1ZWVmrLn+t++bIHIKBA4aKIe6H5+JX4F9EoWPTfyQvZ2dkIC7mrUc+uWEkkx8dqlGsrNjoSNk7q/xjYuRRH/KvoT952fvEyRQFbC83sro2FGNECXdLvikqSobCZMewsxQiLT0d6hnpQF/IyFW4OVqqfm5UuhAcxqYhMVM+EvEiRw+addlhLjZEiz0Jmtv5keG3t7BAZGalRHhkZodGdVrSoDaKi1IdKREZEwMHREbZ29oh8p3v07e18aD92tnaIjHine/XlS1haWcHYRDNL/C2ysbFF1HPNcxT1PFIt4wcAhYsWRUx0lGC955ERcHEtAbN3HltWplwFXH89hhEAjv11EOUrVobTW49xAQAbWzuNdsS+egULK8t8N5HxY9na2mt09wPA88gIOLxzXxQRui8E7h8h27dtxo3r17Bk0XzUql4ZtapXRnp6GmpVr4yHD4Rn/Ds6OuFFTIwWR/Nt0MU7nt8seZlOAsXixYvj6dOnqmconjt3DmlpaTh37hySkpJw//59hISEQCaT4fz58xop97d5enoiMTFRbeky+H9f61BUipWphEfBN5CVlakqiw57gswMBQrb/fsPsIGBAXYsm60xwSXi0X0UddIcX6Uty0JFEBP+RK0sOuypWrD6rbsbnYwqDpZ4exigi7UUxoYGGmMXR9Z3QemiZmplFewsEJkoQ3SSHHaWYrw7nLBEYTPEp+dMaDEQAd3c7LHjhuY40LtRKajuZKVWVq+4NYIi9es5im5Vq+NK4CVkZv57b4SEPIRCoYCzi/p3vmq16rh4QX181Mnjx1C7dl0UKlQIxsbGePb03+93ZmYmzgQEwL127Q/uR2jbJ15vW19UrFIVN65eVjtHTx6HIEORAcd3xgxWqlIVVy5dUCs7G3AC1d1rw87eAc8jwtW2AwAhD+6i4OsXJ2RlZWH7pvXoM1DzeZmVqlTFlUD1V7OeDTiO6jVrf9Lx5SduVavhyuVAtXP4KOQhFBkKjbG2VatWw9/v3hcnjqFW7Tof3E9vj364dvMfXL5+W7VIpaa4fP02Spcpg19Xr8SZ0wFqnwm6cQPO7wT3pL90Eija2NggKCgIEyZMgEKhwIQJExAZGYkJEyYgLCwMO3bswPr16xEVFYUJEyb8Z6AoFothaWmptrw98/hrsSpUBC5lKuLQhuWQp6ch4dUL/Ll6IZp26QcA2P7TLNz6O+dmbNCuG3avmo/YmOdQyNIReHw/wh7dRZW6TT+5HbVbdsCpPzfj6b1bkKen4eTujTAyNoZD8TKfvO38IjY1A/diUjCsrgskRgYobGaCHxu5YseNnAzG5GYl0KBEQQBAWHw6RtZ3gZ2lGFJjA3SpYouyNuY4+ygOibJM3IlKxo+NXGEtNYbU2ABd3XKeq3j5Wc5M/UYlC+FZXBrC4jUfr3PxaRzKFDVD09KFYGggQlkbc3R1s8OfN/Unuwvk3O9VqlbFwvn+SEtNRXRUFGb5zMDQ4SMAAFMnTcCxozmPXOnl0Qdr16zC7du3kJGRgb17duPhwwdo07YdAKBPvwHw9fZCTHQ0UlNTMG+uH2rVqQNHR6cP7qdZi5a4c+c2Du7fh4yMDNy6GYQN639D/0HCD5v+FhUpaoMKld2wYukCpKWl4UVMNBbN8UXfQTnBnJ/XZJw+cRQA0Ll7b2xe/yvu3rmNzMwMHD6wF09CHqJZy+9gXbAQqlSrgcX+MxH76hVSU1KwfdN6PHr4AHXrNwYAnDp+GMVLloJriZIa7WjQpDnu/xOMY38dQGZmBv65fRM7Nv+Onn0GfrVzoWtFbWxQ2a0qFi3wR1paKqKjozDLdwaGDMv5vnpOnoDjR48AAHr27oPffl2N4Nf3xb69fyLk4QO0/q7dJ7ejXPnyWDR/Lh7cv4f09HQc2LcH+/buRrcePT952/kNxygK08mTmAsWLAhnZ2dcvXoV5ubmuHr1Ktzc3HD16lXUqVMHI0aMgLW1NaZPn46rV6+iRIkSumim1joPm4B9vy3F7KGdIZZK0aBdd7g3awsAeBkVgeT4nIc41275PeTp6fjVdyxSkxJQvIIbBnkugJHxp3d/ObiWRuehE7BnzWIkJ8SiZOUa6Dtxdp7/In5uv5x7hlENXLC1f1Wkvx5bePz+KwCAg5UEBU1zurcO/fMC5mIjzO9QDuZiQ9yLSYH3Xw9UYwiXn3uGYfWcsbpnJSiVOdnKqQfvq7qjna2l2H5deFZ5RpYSvkcf4seGrvixoSuik+T45dwzwaDyWzfDZxbm+vmiaaP6MDMzQ9/+A9C5SzcAQGjoU7x6+RIAUKp0GUydNgPTp05WvZllxapfVUNUuvfohbjYWPTo1gkKuRwtWrWGl/fMXO1HLBZj2fLVmOU7A7N8Z8DR0QnevrNQsmSpr3w2dGuCpzd+mj8bnds0hqmpGbr37oe2HTsDAMLDQhEbm3OfFC9ZGj9O9MRcn2mqN7PM+2ml6lqMmzIDK5YuQP8eHWAgMkDFKlWxZOU6VXd06NMnqgD0XWKxGHMXL8ci/5lY5D8T9g6OmDDNRzCo/JZ5ec+E/+yZaN64AczMzNCn3wB06twVABAa+gyvXv17X0zx9ILXtMmqN7P8svLf++JTNGjYGC9fvMDEcT/ixYsYlClbDkuXrUDRojafvG36NoiUOpgOm5WVBScnJzx//hxSqRTp6emoVKkSgoODVYGilZUVJkyYgJCQEFVXdW7tu61fGZu87Ne/w3TdBHrLniHuum4CvRafqh+PgckPrKT6MS4yPzA10V1So+rMgA9X+kKCfD69R/FL0UnXs6GhIdLT06FUKpGRkTPWKy4uDt7e3oiIiMCePXuQnp6O+Ph4yOVyjXEwRERERJ8TJ7MI00nXc0ZGBrKzsyGTyaBUKpGVlYUBAwZAJBJh0KBBkMlksLOzg5GREVJSUnL9rCgiIiIi+nx0EigqlUrs3r0bqampUCqVSE1NxZw5czTqxcTEIDQ0FKmpqTpoJREREekLfRvLn1s66Xo2MTFB06ZN8eLFC6xevVrtGYrvKly4MPbu3fsVW0dEREREgI4yigDw/PlzVKpUCdHR0RqB4pAhQ1CpUiWMGTMGZmZmaNmypY5aSURERKS/dPbCWTMzMyiVSpiamqqV//DDD9i8eTMsLCx01DIiIiLSN5zMIkxnGUWxWKx6Vd8bP/74I3bv3o2TJ0+iQYMGumoaEREREUGHgeKb93m+eY/znj178Pvvv+PUqVNwd+ez3oiIiOjr4WQWYTrrejY0NIRSqcTWrVsBAB07dsTJkycZJBIRERHlETrLKL4xZswYLFmyBBUrVgQArFixQm19ZmYmEhIScPjwYV00j4iIiPQAE4rCdJZRBHLSvA8ePIC7uzu2bt2KwMBAZGRkqC0KhQIKBV91RURERPS16Syj+OYV04ULF8bq1atRv359jBo1CkOGDEGzZs101SwiIiIiek1ngeKb9zdnZWXB0NAQffr0gaWlJTp16oQTJ06gVq1aumoaERER6RlOZhGms67njIwMAP8GjADQoUMHjB49Gt26dUN8fLyumkZERERE0GGgKJPJAAByuVyt3M/PD1KpFP3799dFs4iIiEgP8YHbwnQWKCoUCpQvX16VWXzD0NAQ3t7esLS0RHZ2to5aR0REREQ6G6Po4OCA4OBgwXW9e/dG9+7dYWCg00nZRERERHpN589RFCISiVRvbiEiIiL60jiZRRhTdkREREQkKE9mFImIiIi+JiYUhTGjSERERESCmFEkIiIivccxisKYUSQiIiIiQQwUiYiIiEgQu56JiIhI77HnWRgzikREREQkiBlFIiIi0nuczCKMGUUiIiIiEsRAkYiIiIgEseuZiIiI9B67noUxo0hEREREgphRJCIiIr3HhKIwZhSJiIiISBADRSIiIiISxK5nIiIi0nuczCKMGUUiIiIiEsSMIhEREek9JhSFMaNIRERERIKYUSQiIiK9xzGKwphRJCIiIvrGrV69GjExMVp/joEiERERUT6RlJQEDw8PmJubw97eHvPnz//gZ27cuIHZs2dDIpFovT92PRMREZHeyy89z8OGDYNEIkFkZCQSEhLQtWtXFChQAMOHDxesr1QqMXLkSCxatAhWVlZa74+BIhEREVE+EBkZidOnTyM0NBQSiQRWVlbYtGkT2rRp895Acf369bCyskLPnj0/ap8MFImIiEjvGeSDlOLFixfRokULtS7kcuXKwdzcHCEhIShVqpRa/fj4ePj6+uL06dMfvU+OUSQiIiLSIblcjqSkJLVFLpdr1AsLC0PJkiU1ysuUKYMnT55olM+YMQOJiYmoXbs23NzccP36da3bxkCRiIiISIf8/f1hZWWltvj7+2vUS09Ph6mpqUa5VCpFenq6WlloaCi2bNmCzZs3IzQ0FKNGjUKnTp006n0IA0UiIiLSeyKR7hZPT08kJiaqLZ6enhptlEqlkMlkGuWxsbEaAeSePXswbNgwdOzYEWZmZhg6dCjc3d1x8OBBrc4LxygSERER6ZBYLIZYLP5gPWdnZxw5ckSj/OnTpyhevLha2aNHj1CrVi21ssqVKyM0NFSrtjGjSERERHpPJBLpbMmtevXq4dSpU8jMzFSV3blzB3K5XGPsoqOjI+7cuaNWFhwcDFdXV63OCwNFIiIionzAwcEBdevWxbhx45CSkoLw8HAMHToUXl5eAIDevXtj165dAIB+/fph48aNOHDgANLS0rBu3TrcvHkT7dq102qfDBSJiIhI7xmIdLdoY82aNYiLi4OtrS3c3d3RuXNnDB48GADw8OFDREVFAcgJKvft24dZs2bBzs4Ou3btwvHjx7V+OwvHKBIRERHlE1ZWVti6davgumvXrqn9XKdOHY0ybTGjSERERESCmFEkIiIivafNpBJ9wowiEREREQliRpGIiIj0HhOKwr7JQLFZ6aK6bgK91rq8ra6bQG+xrjla102g1+KvLtd1E4iIPohdz0REREQk6JvMKBIRERFpQwT2PQthRpGIiIiIBDGjSERERHpP2zek6AtmFImIiIhIEDOKREREpPf4wG1hzCgSERERkSAGikREREQkiF3PREREpPfY8yyMGUUiIiIiEsSMIhEREek9A6YUBTGjSERERESCGCgSERERkSB2PRMREZHeY8+zMGYUiYiIiEgQM4pERESk9/hmFmHMKBIRERGRIGYUiYiISO8xoSiMGUUiIiIiEsRAkYiIiIgEseuZiIiI9B7fzCKMGUUiIiIiEsSMIhEREek95hOFMaNIRERERIIYKBIRERGRIHY9ExERkd7jm1mEMaNIRERERIK0DhQjIiJw7do11c93797F2LFjsXTpUigUis/aOCIiIqKvwUCkuyUv0zpQHDhwIIKDgwHkBI0dO3ZEuXLlcOnSJQwcOPCzN5CIiIiIdEPrMYqXLl3CwYMHAQDjxo2Dr68vPDw84OHhAXt7+8/eQCIiIqIvjWMUhWkdKLZs2RI//vgjzMzMkJycDA8PDwDAlStXULx48c/eQCIiIiLSDa27nrdt24bq1aujQoUK2Ldvn6r8n3/+wcaNGz9n24iIiIhIh7TOKEokEgwfPlyj/H//+99naRARERHR18aeZ2G5ChQrVaqU677727dvf1KDiIiIiChvyFWgeOjQoS/dDiIiIiKd4WQWYbkKFF1cXDTKYmNjcevWLTRt2vSzN4qIiIiIdO+j3swyZcoUVK1aFW3btgUAjBw5Ej4+Pp+1YURERESkW1pPZlmyZAmCg4Px6NEjWFlZAQAWLFiAtm3bYvny5Rg9evRHNeTw4cMwNTWFgYFm7CoSiWBra4tSpUp91LaJiIiI/ktef0OKrmgdKK5atQr79++HiYmJqj/f3Nwcy5YtQ7du3bQOFMPCwuDs7IzBgwejZs2aUCqVOHv2LBo1aoTr16+jYsWKMDExwfnz5xEcHAxnZ2dtm0xEREREH0HrQDE8PBxlypTRKC9fvjzCw8O1bkCdOnUwf/58mJqa4sCBA6ptHTx4EJ06dcKKFStgb2+PsWPHIi0tTevtExEREX0IJ7MI0zpQLFGiBO7fv48KFSpAqVSqym/duvVRb2aRSqXYv38/QkNDMWvWLADAq1evMGvWLDx48ABLliyBpaUlTE1NUbZsWa23T0REREQfR+vJLJ6enhgxYgTi4uJU0Xd4eDiGDx+OqVOn5no7165dg4+PD8RiMf744w84ODjA0NAQhoaGEIlEav81MDCAXC7XtqlEREREuSLS4ZKXaZ1R7NOnD9LS0uDm5ga5XI66desiNDQUM2bMQN++fXO9nYyMDBw/fhyhoaGIiIiASCTCoEGDkJ2djY0bN2LgwIG4ePEiRo8eDScnJ22bSURERESfSKR8u/9YCwqFAsHBwQCAihUrQiwWf1QDli5dinXr1kEmkyEjI0M16zk7OxtxcXHIyspCs2bNMGvWLFStWjVX20yWZX9UW+jzMzb6qCcw0RdiXfPjnkpAn1/81eW6bgJRniPROn31+QzaEayzfa/vWUln+/6Qj74k6enpiIuLAwDI5fKPChRfvnyJ+/fvY+XKlWjYsKFgndDQUGzatAlNmzbF8ePHUbNmzY9tMhEREZEgA05mEfRRgeLChQuxcOFC1KhRA0qlEjdu3ICnpyfGjh2r1XYMDAxw4MABrFmzBgBQq1YtxMTEqD1LUS6Xo3Xr1ti9ezeKFSv2Mc0lIiIioo+gdaC4du1abNq0CdeuXVM90/Dp06do27YtrK2t0b9//1xvSywWQy6X48CBA2jSpAkMDAzQs2dP/O9//wMAKJVKuLu7Y/HixShQoIC2TSUiIiLKFSYUhWkdKC5evBjr169Xe/C1q6sr1qxZg2HDhmkVKGZnZ0OhUGDlypUYPnw4kpOTIRKJ1J6XmJycDG9vbwDAsmXLtG0uEREREX0krWcahIaGokaNGhrlNWvWxLNnz7TaVmpqKsRiMY4ePYqIiAjs3bsXRYoUwfLly/H06VNUqVIFP/30E0qUKMGMIhEREdFXpnVGsVy5cggJCUGFChXUyu/fv49y5cpptS1ra2scPHgQAGBoaIgWLVqgRYsWOH36NLZs2YJevXrB1NRU2yYSERERaYVvZhGmdUZx1qxZGDduHGQymaosMTERY8aMwbx587TalkQiQd26dTXKmzRpgnXr1jFIJCIiItKhXGUU//e//6lF2qGhoShbtixatmyJzMxMHDlyBEWLFsWhQ4fQsmXLz9rAFy9eoHXr1ti+fbvgO6aJiIiIPhUTisJyFSi+OyaxevXqaj83atToo3Z+8+ZNNGzYEPfv34e9vT0SExMxZ84cTJ48GYULFwaQ8y7omzdvMiVMRERE9JXlKlDUZiazNkxNTZGSkgIzMzMAgImJCRYvXozRo/99e4REIlGtI+0dPXwI5StUhLNLMV03hYiIiPIZrccobtq06T8XbUgkEohEIkilUgA52UOlUgkjo3/j1zf/39DQUNumfnUpKSnw8pyEBrWro3Xzhtiwfu17654JOInO7VujnrsbfhgyAGGhz1TrsrKy8Nuvq9C+TTM0b1wXM72nIyU5WbX+eWQkxv1vBBrVrYFO7Vvh8KEDgvt4ERODJQvnwcjI+LMdY36RkpICz8kTULtGVTRvXB/rf/v1vXUDTp1E++9awb1aZQwZ2A+hb10LAFi9cjmaNKyLuu7V4O3libTU1Fzv58njx+jfpxfcq1VGpw5tcf7c2c96nPmFhZkEv8/pj5cXF+PJ8TmYMKD5e+uO7t0Y/xzwwfOzC7B1wSAUsTZXrbuz3wfJV39WW9KDlsOtrCMAwMTYCDf3eCH1+jJ0au72n20qYCH9z3Z8q3hv5B28FnmLgUiksyUv0zpQDA4Oxvz58zFjxgwEBgYiMDAQ3t7eWLRoEe7cuaPVtoyNjdX+C+TMOnq7m/nN/3/7bS151ZxZ3jAyMsKRE2fw+6btCDh5HH/+sVOj3qOQh5jr54vpPrNw5uIVNG/ZGv8bOQxyuRwAsH7tatwKuoF1G7bhz/2HYWhogJne01SfHz9mJBo0aoLjpy9i+ap1+POPnbh25bLGfpYsmofeffrD3sHhyx10HjXLdwaMjIxx4vQ5bNq2EyePH8Mfu3Zo1At5+AB+M73hM9MPFwOvoWXrNhg5fIjqWuzauR2nA05h87adOB5wDiKRCDN9ZuRqPwqFAqNGDEWb79rhYuA1zPCZiZne0xHy8MHXOQl5yIoZvZCRmYUSraajcf9F6NS8KgZ3qadRb2i3+ujSshraj1qBUq29cO9JNLYuHKxaX7HjTFjUHKNaBnltwuFzd3DzfgQAQJGRCbfOs7H10JUPtunnaT3gaGP9+Q4yn+C9kXfwWlB+oHX0VbNmTdja2uLu3btYuXIlVq5ciTt37qBo0aJaj1U0MDCAUqlEs2bN0LRpUzRt2hRKpRJdu3ZV/dy0adN8MT7xRUwMrl+9Ak8vX5hbWMDO3gEzZ8/DhvWafyHu3L4V/QYMRvUa7jA2NkHX7j1RvkJFHD18CACwY9tm+M72R1EbG1hZFcDU6T64E3wbiYkJSIiPR3JSEjp37Q6xWAwHR0e079gJZ8+cUtvHlcuX8OTxI/TpN+BrHH6eEhMTg6tXLsPLZyYsLCxgb++A2f4LsH6t5rXYvm0rBgwagho13WFsYoLuPXqhQsVKOPxXzmObtmzaAJ+ZfnB0dIK5uTm8vGfiZtANhIeFfXA/p04cR8mSpdGztweMTUxQrXoNDBsxCht+X/dVz4eu2RexQsMapfC/OTuQlCJDWFQ8Bs/YhEmDNCe+ebSrhTFzd+JJ+Cukpiswe/VhWFlI4epYWHDbkwe3wry1R7RuU/fW1dG5eVWtP5ff8d7IO3gt8h6RSHdLXqZ1oOjn54dly5apxhUCgLm5OZYuXYrp06d/VCNq1aqlWqZMmYKGDRuqfnZ3dweQ959vdOvmDdSqXRdisVhV5lq8BKRSU7VuZQC4GXQdjZo0VStr1qIVrl4JRFpaKjp26opChf79xWhkZITCRYogLjYWBaytYWNri42//waZTIZnT59g5/YtKPhW/cyMDCyaNweeXj4wMta/buebQddRu476tSheogSkpqYa3TVB16+hSZNmamUtWrTClcBLiI2NRXp6OspXqKhaZ2xsjEZNmuLK5cAP7ufG9Wto0vSdbbdshcuBlz7j0eZ9ddyKIyDwPuSKTFXZg6cxSEmTo4RzEbW6hgbC97m1peajsjo0qYzoV4m4eidUq/bYF7HCvPGdsXzbGa0+9y3gvZF38FpQfqH1A7cfPXqEkiVLapSXKlUKDx8+1GpbSqUSIpEI/v7+/1lvwYIFUCqVWm37a4uOjoLjW681fMOlmCsiIyLUJpO8eBEDB0cntXrFirkiMiIcpqZm+HHcRPVtRz3Hi5h/PzNz9jz06dkFv/y0GADgVrU6evTyUNXfvm0zIiLCMXXiOJiamWKKpzdq19Xs5vtWRUdFwdnZRaO8WDFXRISHw+Wda+Ho9M61cHVFREQEoqOeC2/H1RUREeEoUKDAf+4nKjoKLVu3UVtnbV0QCrkCCoVCbyZoOdkWxOPwVxrlIaEv4OpQGI/DXqrK9p68iSVTumGozxa8iE3C2H7N4WRbEHdCnmt8fsqQ1pi86E+t2/PrrL5YuvEk4pPSUL285j37LeO9kXfwWuQ9eT0hpStaB4olS5bExYsX0bSpekbswoULggHkf8nMzMkwZGVlwdDQEJcuXYKDwHg6kUiU5wNFuUymmqH9NolYArlcplamzM7WGHMpFotV403elpWVhZne09Gn/0CYmJggJTkZY/83AsNH/g8dO3XFi5ho7NqxDYkJCTA1NUN6Who2rF+LyZ4z0Kr1d7gc+De8pk3Cjj/2oXCRop/3oPMo2XuuhViieY6zBa+FBHKZDHK5/P3XVCb74H5yvhNSwfUymUxv/gGWSIyRLlNolKfLFJCK1TPeP28JQAFLU5xaPw7Z2dlwsLGGz/KDUGRkqtVrVb88UtLkuBj0WKu2jOrVGAYiEX7Zehp92tfS/mDyOd4beQevBeUXWnc9e3l5YdiwYbh3756q7O7duxg+fDh8fHy02tabm0EulyM+Ph716tWDq6srihUrhmLFiqn+P5ATML1vG0lJSWqLUMD1pYklEigE9puYmKBxE4pej81Uq5eQIHgz//LTYhgZGcGj7wAAwIH9e+BWtRp69+kPMzMzuBYvgUFDhsNz8ngAQOCli6jpXhvfd+4KqakpGjdtjnbtv8df75kZ/S2SSCSC3wGhc2wgcC0SEhMgkUrfG7wnJMRDIpV+cD9iiQQKheb6pMRESAWu9bdKJsuAWKz5N2nBAmZIeyeAzMrKhvcvB1C85XSs3H4Wdx9HYenGkxqfnTqkNfy1HJtYxtUGEwa2wFDvzdodwDeE90bewWtB+YXWgWKPHj3g6emJJk2aoFatWqhZsyaaN28Ob29vdOnSRattpaSkQKlUIiUlBRYWFnj06BHCwsIQHh6O8PBwhIWF4cmTJwD+zT6+y9/fH1ZWVmrL4oXavUrwc7C1tcPzyEiN8sjICDg4OqqVFS1qg+io55r1HNS7Fvb+uQvnz53BnPmLVH9Nhj57iqrV1B+AXqRoUcTFxiIhIR7h4WEoUUI9s1uydGmN/X3LbO3sEPmea+H4Tpd/0aI2iHr3WkTkXDNbO3tERka8dzsf2o+drR0iI9Q//+rlS1haWcFYj/5KD4+OQzF7zckoxewL4WmkZpc0ADjZWmPy4Fb4wXcLMjLV/0hs7F4aAHDmSu6HuhgaGuBX3z4oVMAMdw74ID5wKVbO6I0hXevj3KaJH97AN4L3Rt7Ba5H3GOhwycs+qn2DBw9GWFgYVq5ciTVr1iA0NPSjHspdsmRJXLp0CdbW1jAyMkLx4sXh4OCgtlhYWECpVCI9PV1wG56enkhMTFRbJkya+jGH9UmquFXDlSuBagHto5CHyFAo4PTO+BC3qtXw98ULamWnTh6He+06qp8vB/6N1St/wc/LV8PS0kpV7uDohGdPn6h9Ni42FomJCbCwsERRG1s8fvxIbf3jkBDYO6gHq98yt6rVcSXwktq1CAl5CIVCAWcX9WtRtVp1XLxwXq3s5PFjqF27LgoVKgRjY2O1852ZmYkzAQFwr137g/sR2vaJ19vWJ5duPkET99IwNPz3n5vyJewgNjHCE4GxiwCweEo3bNj3t+BElalDWmPeb0e1akNWVjYa9V8MK/exsK49Dta1x2Gk3zb8tvsCGvZbpN0B5WO8N/IOXgvKL3IVKMbFxWksKSkpqq7h5ORkVbk2zMzMUKtWLbXnKL7L0tISwcHBKFWqlOB6sVgMS0tLteXt2V1fS1EbG1Su4oYlC+chLS0V0dFRmDPLG4OG/gAAmD51Ik4cy+kq69GrD9avXY07t28hMyMD+/f+iUcPH6BVm7YAgCePH2GG52TMX/gTHJ3UB9u379AJhw8dwPGjhyFLT0dY6DN4Th6PDp26wNDQEI0aNcGd4FvYt2c3ZOnpOHsmAEcPH0K79t9/1fOhSzY2NqhStSoWzvdHWmoqoqOiMMtnBoYOHwEAmDppAo4dPQwA6OXRB2vXrMLt27eQkZGBvXt24+HDB2jTth0AoE+/AfD19kJMdDRSU1Mwb64fatWpA0dHpw/up1mLlrhz5zYO7t+HjIwM3LoZhA3rf0P/QYOFG/6Nev4yEYG3n2LhxC4wk5rA0aYAVnr3xrzfjgEANswdgC4t/n1UTdtGlVC+uB1mrjyksa06VYrD3EyCYxfufrX2f0t4b+QdvBZ5z5vnOOtiyctEylzMEnF1dc3VhBKRSKTqKtalZFm2TvabkpyMeXNn4ezpAJiamcKj7wD0G5Bzs/Xt1RXfteuAXh79AOS8mWXZ0kWIiYlGpcpumO49E07OLoiLjcWAPj3w/HmkxttoZsycjXbtv8ed4NtYstAf9+/dRZEiRfFduw4YNHQ4jI1zugmePX2CuX4+eHD/HkqULIXJnjNQtlz5r3syXjM20k1SPTk5GXP9fHE6IABmZmbo238ABgwaAgDo1b0z2rXvCI++OVnwgFMnsXTxQsRER6FyFTd4+/qp/UW/euVy7Ni+FQq5HC1atcYUTy+Ympp+cD8A8PjRI8zynYG7/9yBo6MTJk6einoNGn7FM6HOuuboD1f6AizNJfjZswfaNa6M5FQZftkSgKWbcp79eWHrZGw/dAUrtp8BALSuXwHJqTLBiSrDujVA5IsE/HU2+D/39+vMPjhy/g72nrz53jp92tdC9fLOGDf/j48+rk8Rf3W5TvbLeyPv4LXQJNF6iu3n8+O++zrb97Lvy+ps3x+Sq0DxSypYsKBGJrJr16748ccf0bDhx31RdRUokiZdBYokTFeBImnSVaBIlJcxUMx7dP5bvECBAlAqlQgLCwMApKen4/Dhw8jIyNBxy4iIiEhfGIh0t+RlOozdc9LhaWlpcHFxQYUKFXDkyBHs2LEDDg4OqFatGjp27AhDQ0MolUoUKFAAv//+uy6bS0RERKRXdJZRjImJQdWqOQPYjx49iiNHjiA+Ph7e3t4YPHgwRCIRLly4gI4dO+Ly5cvo2LGjrppKRERE3zhmFIV9UqD4vmcb5oaZmRkmTJgAExMT7NixA8nJyejatSsGDBiAXbt2ITY2FmZmZujfvz+srKzw/ffff0pTiYiIiEhLHxUo/vXXX3Bzc4O5uTkAYNGiRThx4oRW2zA3N8eIESOwbds2hISEwNXVFe3atYOfnx+USqVOHnFDRERE+omPxxGmdaB49OhRTJgwAZs3b1YdXLNmzTBs2DCcOnVK6wYMHDgQvr6+cHZ2RmBgIJRKZb44cURERETfOq0DRR8fH6xcuRKVKlVSBXNVq1bFqlWrMH36dK0bIJFIEB0djYULFyIpKQmenp4AAIVC8YFPEhEREdGXpHWgGBwcjAYNGmiUN23aFMHB//0Q3HcdP34cADBixAjcv38ff/zxB3bv3o2aNWvCzMwM6enpOHDgAFJSUnDw4EFtm0pERESUK5zMIkzrQLFgwYKIjY3VKI+KioK1tXWut5OWloYuXbrg/v37+PvvvzFq1CiYm5vj559/xuHDhyGXy1GmTBksXboUrq6umDlzprZNJSIiIqJPoHWg2L9/f8yaNUutTKlUYtq0aejXr1+ut2NqaoqHDx+iW7duqFatmiob2bZtW5QtWxYrV67EhQsXcPr0aZw7dw7Xrl3TtqlEREREuSIS6W7Jy7QOFGfOnInExETUqVMHGRkZmDZtGtzc3JCdna0RQH6InZ0dtm3bhkmTJmH48OGq8gkTJmDdunXIysrStnlERERE9Jl89Luer127hrNnzwIA6tevj1q1an1SQ+Li4lCwYEHVz9evX0f16tU/alt813PewXc95y1813PewXc9E2nS5bueJ//1QGf7XtC2jM72/SEffUlq1KiBGjVqfNLOU1JScPr0aVhYWMDAQDOgOHfuHAAgIyMDGRkZaN269Sftj4iIiEiIQV7vA9YRrQPF9u3b/+czDg8cOJDrbaWkpKBjx44oVKjQf9aLi4tD6dKlGSgSERERfUVaB4oTJ05U/f/s7GwkJSVhz549CA4OxsKFC7XallQqBQCEhobC1NRUsI5MJoOpqSnu3bunbVOJiIiIcoUDpYRpHSg2atRIo6xjx46YN28eTp48iWbNmuV+50ZGquxkSkoKtm/frnp1n0wmQ79+/fiWFiIiIiId+WwB9NixY7Fu3TqtPmNoaIg3c2mUSiV++OEHBAYG4tKlS/jf//73uZpGRERE9J/4eBxhn21+UXh4OLSdQP12ptDMzAwGBgZYuXIlAGDLli2QSCSQy+Wfq4lEREREpAWtA8UbN26o/ZyRkYEnT55g3rx5GDNmzEc3xMDAQC1wFIlEWgeeRERERPT5aB0oTpgwQe1nsVgMW1tbeHl5oVu3blpt6+1AUCaTISsrC71794ZSqYRcLkd6ejoMDQ21bSIRERGRVvh4HGFaB4qHDx9WzVb+VFlZWaosolKpxPLly1Wzn5s0aSL4bEUiIiIi+jq0DhRLlCiBsLAwGBl9+vDGzMxMADnjG6VSKdq2bau2/sWLF6oxiuHh4XBycvrkfRIRERG9iwlFYVpHe82aNcOiRYswadKkT+4WTk1NhVKpRPny5T84HrFYsWJ89zMRERHRV6R1oBgfHw8/Pz8sXLgQ5cuXh6WlpVrAqM2bWYoWLYpXr17B3Nz8P4NOhUKBuLg4bZtKRERERJ9A60Bx0qRJmDRp0ufZuZERChYs+MF6UqkUDg4On2WfRERERO8yYNezoFwFii1atMCJEycACL+ZhYiIiIi+PbkKFM+ePful20FERESkM3w8jrBcBYrZ2dlYsmRJrjY4fvz4T2oQEREREeUNuQoUlUolUlJS+KYUIiIi+iYxoSgsV4GigYEBvL29v3RbiIiIiCgPydWrTziBhYiIiEj/5CqjePLkyS/dDiIiIiKd4eNxhPFlykREREQk6NNf2ExERESUz4nAlKIQZhSJiIiISBADRSIiIiISxK5nIiIi0nuczCKMGUUiIiIiEsSMIhEREek9ZhSFMaNIRERERIKYUSQiIiK9J+LLngUxo0hEREREghgoEhEREZEgdj0TERGR3uNkFmHMKBIRERHlE0lJSfDw8IC5uTns7e0xf/78XH0uPj4+13XfxowiERER6b38Mpdl2LBhkEgkiIyMREJCArp27YoCBQpg+PDh//m5kSNHolChQlrvjxlFIiIionwgMjISp0+fxurVq2FlZQUXFxds2rQJ/v7+//m57du3448//viofTJQJCIiIsoHLl68iBYtWkAikajKypUrB3Nzc4SEhAh+JjIyEuPHj8fYsWM/ap/seiYiIiK9Z6DDvme5XA65XK5WJhaLIRaL1crCwsJQsmRJjc+XKVMGT548QalSpdTKlUolBgwYgMmTJ8Pa2hrXrl3Tum3MKBIRERHpkL+/P6ysrNQWoe7k9PR0mJqaapRLpVKkp6drlC9btgzZ2dkfnU0EmFEkIiIi0unjcTw9PTF+/Hi1sneziUBOQJiWlqZRHhsbqxFA3rt3D/Pnz8eVK1c+6a0zDBSJiIiIdEiom1mIs7Mzjhw5olH+9OlTFC9eXPVzZmYmBg4ciFevXqm6qrOysqBUKnH16lVcvnw5121j1zMRERHpPZFId0tu1atXD6dOnUJmZqaq7M6dO5DL5WpjF42MjBAYGAiFQgGZTAaZTIa1a9fihx9+0CpIBBgoEhEREeULDg4OqFu3LsaNG4eUlBSEh4dj6NCh8PLyAgD07t0bu3bt+qz7ZKBIRERElE+sWbMGcXFxsLW1hbu7Ozp37ozBgwcDAB4+fIioqKjPuj+RUqlUftYt5gHJsmxdN4FeMzbi3yJ5iXXN0bpuAr0Wf3W5rptAlOdIdDhzYsXFZzrb96h6xXS27w/5JiezBIUl6LoJ9Jp9Aamum0BvYXCSd3Raq904Ifpy/hzirusmkEo+eY+eHvkmA0UiIiIibeSXdz1/bewXJCIiIiJBDBSJiIiISBC7nomIiEjv6fLNLHkZM4pEREREJIgZRSIiItJ7BpzNIogZRSIiIiISxECRiIiIiASx65mIiIj0HnuehTGjSERERESCmFEkIiIivcfJLMKYUSQiIiIiQcwoEhERkd5jQlEYM4pEREREJIiBIhEREREJYtczERER6T1mzoTxvBARERGRIGYUiYiISO+JOJtFEDOKRERERCSIgSIRERERCWLXMxEREek9djwLY0aRiIiIiAQxo0hERER6j+96FsaMIhEREREJYkaRiIiI9B7zicKYUSQiIiIiQQwUiYiIiEgQu56JiIhI73EuizBmFImIiIhIEDOKREREpPf4rmdhzCgSERERkSAGikREREQkiF3PREREpPeYORPG80JEREREgphRJCIiIr3HySzCmFEkIiIiIkHMKBIREZHeYz5RGDOKRERERCSIgSIRERERCWLXMxEREek9TmYRxowiEREREQliRpGIiIj0HjNnwnheiIiIiEgQA0UiIiIiEsSuZyIiItJ7nMwijBlFIiIiIhLEjCIRERHpPeYThTGjSERERESCmFEkIiIivcchisKYUSQiIiIiQQwUiYiIiEgQu56JiIhI7xlwOosgZhSJiIiISBAzikRERKT3OJlFGDOKRERERCSIGcXPKD0tFVtWLsCty+chMTVDs/bd0aZrX8G6QZfOYv+2tYiNiYJr6fLo/cNE2Dq6qNafO7YfW1YugOj1mAljExMs/yMAABD66D52/vYzwp88RGEbe3Qb9D+Ur+ouuJ/UlCScO7r/ve34lqWlpmDF4jkIvHAGpqbm6NCtN7p5DBSse+v6FcyYMBLGJsb48/gltXWJCfFYtdQfN678DVMzC3Tu2RcduvZWrQ+6egm/r16G5+GhcClREj+MnYpSZcqr1h/auxN7tm9CSnIi3GrUxohxnrAuWOjLHHQelZKSgjmzfHA6IADm5mbo3acfBg0ZJlg34NRJLF28EDHRUahcxQ0zfGfBxaWYav3qlcuxc8c2yGUyNG/ZClM9vWBqZgYAiIgIx5xZvrgZdANFihbFiFE/os13bVWfvXH9GhYvnI+nTx6jeImSmDx1GipXcfuCR573mBobYnTDYqjtao00RRb2347GHzejBOsaG4qwd0hNtbL5Jx/h/OM4iAD0ruGA1uWKwthQhL+fxuPXi6GQZWYDACzERvihvgtqOhdAekYW9gdHY8+taNV2XAuZ4od6LihZxAwxyXL8dikMN8ITv9hx50UpKSmY6+eLMwEBMHt9XwwcPFSw7ulTJ/HTkoWIiY5G5SpumO4zU+2+WLNqBXZt3wa5XIbmLVph8rTpMDXNuS8SEuKx0H8uLpw/B1NTU/Tq0xf9BgxSffbB/ftYOG8O7t39Bw4Ojhg7cRLq1mvwRY+d8o88l1FMSUmBpaUlMjMzVWWHDx+Gh4cHFAqFDlv2YZuXz4OhoREWbDgAz4W/4vrF0zh7ZK9GvQfBN7Br3TIM+HE6Fm36CzXqN8NPPmMhS09T1Xke9gQDfpyGNfsvYM3+C6ogMSH2JZb7TULL73thyZbD6DlsHDYsm4Oo8GeCbdq6ahHiX8V8kePN635Z4AdDQyNs2nMci1dvxMUzJ3Bk/27BulWqu+PAmWuC65bMmQHrgoWwac8J+P/8K04ePoDzp48DAJ48eoCf5vli6OgJ2HbwNLr0GoDZ08YhMT4OAHDh9AkEHD2E2UtWYev+ANSoXR8LZk79Mgech83ynQEjI2OcOH0Om7btxMnjx/DHrh0a9UIePoDfTG/4zPTDxcBraNm6DUYOHwK5XA4A2LVzO04HnMLmbTtxPOAcRCIRZvrMAAAolUqMGT0S7rVq4+zFy1i4+Gcs+2kxbt+6CQAIDX2GyRPG4n9jxiHg3N8YMGgIxv5vFGKiozXa8S37sZErMrOV6LMpCOP3/IP6JQqiTfmignWdCkhxJyoZ7dZcUS3nH+d8tztXsUXJImYY8+cd9N9yEy9T5BjRoJjqsxOaFsfzRBn6bg7CmD/voIKdBZqXKQwAEBsZwKd1aey7HY0ev1/HgpOPMKSOMxwKSL748eclfr7eMDIywrGAs9i4dQdOHj+G3e+5L2bP9MEMXz+cD7yKFq3aYPTwoar74o+dO3Am4BQ2bduJo6fOAiIRZr2+LwDAe9pUODk74+jJ09iy4w8E3biOA/tzfjelp6Vh3I8j4dG3P85cDMSc+Qvx06KFePb0ydc5CXmISIf/y8vyXKAolUqRlpaGrKws+Pn5AQAsLCywY8eOPB0oxse+wP3g6+g7ajJMzcxRqKgdBo/3xpHdmzTqnti/A10HjkKxUuUglkjQsPX3cC1dAXeDrqjqPA97ClvHYhqfvXXlAqrXbwq32g1hbCJGmUrV0KJjT1w+e0yj7uWzx3H9QsBnPc784tXLGNwOuorRE71gZm6Borb2GD99NnZtWafVdrKyslDNvQ6GjJoAiVQKOwcnNG3dDnduXgcAnDt5DJ169EWlqjVgIhajbsOmqNuwKQIvngUABN+8hlbtO8Pe0RnGJiZo2fZ7PI8IQ0py0mc/5rwqJiYGV69chpfPTFhYWMDe3gGz/Rdg/dpfNepu37YVAwYNQY2a7jA2MUH3Hr1QoWIlHP7rIABgy6YN8JnpB0dHJ5ibm8PLeyZuBt1AeFgYkpOS0LO3BwYOHgoTExOUKVsWTZo0Q9CNnGu1Y9sW9O0/ELXr1IVEIkHzFi3RvuP3OHb0yFc9H7pUyMwYlR0s8cu5p0hTZOFFigKLTj1Gj6r2gvVdCkoRkZAuuK6SvSX2345GXFoG5JnZ+CMoCrWLFVBbv/PGc8gzs5GQnomDwTGo42oNAHC2luJlqhyXnsUjM1uJZ3HpuPQ0HjWdCwju61v0IiYG165cxnTvf+8Lv7nzsf43zfti5/at6D9ocM59YWyCbj16onzFSjjy1yEAwNbNGzDDdxYcHB1hbm6O6d6+uBUUhPCwMAA5mfTBw4ZDamqKQoULo2fvPjh96iQA4MmTx7C1tUOTZs1hbGyCUqXLoFHTZrh44fzXOxmUp+ksUExJSYGDgwOKFy+O4sWLw9XVFTVq1IChoSGkUikMDAzw008/AQAsLS0BAKI8PNL00d3bKO/mDmMTsarMzqkYxBJTxDwPV6vr4FICZavUUCsrWLgokhLiVD9HhT2FrYOzxn6ys7MF95+Wkqz2c3zsC/yxbhmad+iu9bF8C+4F34RbjdowEf97PZyLFYdUaorI8NBcb8fQ0BAdu3nA0MgIWZmZuP9PMI7s342qNesAALKzswQ/9yYQrFmnAQ7u3o7Qp48gl8uwd8dmpKWmQizWn8zJzaDrqF2nLsRvXYviJUpAamqK0NBnanWDrl9DkybN1MpatGiFK4GXEBsbi/T0dJSvUFG1ztjYGI2aNMWVy4GwtLJCt+49AQAZCgUu/X0RJ08eh3ut2gAABwdHNG6qvm1bWzvExr76nIebp5W3tUBQRCIyspSqsvAEGdIzs2BvJdao72wtRUSCTHBbl0MT0LO6A4qam0BqbIABtZyQJPu3J+hKaDwG13GCqbEhCpuZoEc1eySkZQAAQuPSUEBqjGalC8PYQITSRczQomxhxL9erw9uBt0QvC9MTc007osb169rfHebt2yJK5cvIe6990UTXL0SCACo37ARflq8CCkpKYiOisL6tWtQqFDO8JcSJUshNvYVDu7fB4VCgX+Cg3Fw314ULKRfw2OAnMksulryMp0FilKpFBKJBJs3b4ZIJMKWLVuQlpbT9SoWi2FsbAwjo5whlCYmJqryvCruZQyK2jlqlNs6OONldKRaWae+w2Fmbqn6OTsrC8HXA+FSsiyAnKAvMSEOfmMHYHzf77Bx2VxVt3SlGnVx+cxx3LpyHhkZCjwIvoEjuzejVAU31faUSiV+/2k2WnX2gL1LiS9wtHnfi5ho2Ds6aZQ7OBdD9PNIgU98mL/3JEz4oS8KFi6C6rXqAQDqNmqGPds34p/bQchQKPD3uQAcPbAHFatUAwDUqF0f5SpVwch+XdG5eW1sWrscoyd6wfj1d1ofREdFwdnZRaO8WDFXRISr/xH14kUMHJ3Ur1sxV1dEREQgOuq58HZcXRERob4dj17d8cPQQahR0x1ly+WMF+3Tb4DamC4AOHf2NCpUrAh9UdTcBM8TNQO/iAQZbC01/3hxLihFlyp22DWoOhZ3Ko9SRcxU647cfQF5ZhY29q2KPUNqomW5Ilh29qlq/Yrzz1CveEH8OaQGNverioKmJth6LefeU2QpsSTgCcY2dsWB4e74uWtFPIhJxfnHsV/gqPOm6KjncHLWTAa4FCuGyHe+zy9fxMDxnX/PihXL+d5HRT2Hk5PQdv69vzy9vHHqxHE0qF0DbVo0wcuXLzFsxCgAgEQiwczZ/pjl44Va1SqjT69uqFi5Mlq0bP25DpXyOZ1NZjE0NISZmRnq1aun+q+BQU7c+m6AqFAoIJFIVOVvk8vlqnEabygUcpiYfN2gMkMhh4lAlshYLEbGO+1716Gdv6OwjR1cS+f8QsvMyMBY36UoXrYiMhQK/LlxBTavmI+hE2eisI0dhk6aiT/WL8fvP81GVmYmrAsXRbW6jVXbO3VwF5TZ2WjesSf+PnX4sx5nfqGQywWzdiYmYijkwhmSD5k6awHCnz3F76t/xqolc/HjFB+UrVAZg0aOw8/zfJGSnIS0tFRUqFwVZcpXApAzkeXhvX+wYsMfsLFzwPnTx5EQrz+/DAFAJpNBItG8FmKJWOPezc7OVv07oKonlkAuk0EulwtuR/J6/ds2b9uJB/fvYd7c2fjt19UYOnyExuf2792D2Fev0LRZi485rHzJxMgA8kzNXglFZjbEhpp5g+P3XmLl+WdIkmXC3aUAfNqUxqhdwUiUZWJQbScYikQYuOUmkuWZaFWuCAqZ5fybbSACfNuUwZmQWOwKeg6psSG+r2yLAlJjxKVloIi5Caa0KIklp5/g76fxcCkoRbPShWFqbIgUhXCW/lsjk8shkUo1ynO+z7m4LyQ59eTv2Y5YLIFcLkdmZibGjBqBNm3bYcDgIUhLS8PWzRsRHxeHokVtEBX1HJ6TJ8LXby6aNmuOx48f4dDB/UhLTYWlldXnPeg8jg/cFpanxii+uRHS09MxaNAgxMfHY9CgQfDy8oKdnZ3gZ/z9/WFlZaW2bF3z01dsdQ5jEzEyFJoBYWpSomAA+cbNy+dx8cQhDPhxuqrM0rogyld1h0RqCgurAugzcgru37qG9LRUAEB5N3f4LNsEr6UboATQZ9QUGBrmBNFR4c9w9M8tGDjOO0931X9pJmKx4JjW5KREiAWCjdwwMjKGa8nSmOa3CJfOn0FyUs4MzcYtvsOv2/bDe94yGBoaYuT4aQByxjduW78a02cvQrESpSA1NUXLtt8jIuwZrlw899HHlt9IJBKNgBAAEhMSNAI/AwMDKJVKtbKExARIpFKIxZqBJZAzo/PdX5RisRiVq7hh6bIV2Lxxg8Zn7gTfxk9LF2HewiWCf4B+qxSZ2TARCAgtJEaCAeTl0ATEpmYgI0uJi0/icfZRLBqVLAQriRGalymCuccfITpZjlRFFvbcikbjkoXgWsgUtVysocjKxvrAcKTIs/AyRYFNVyIwvklxGBuI0LmKLY7efYHTIbGQZ2bj4YtUnHr4CmMaF/8apyFPkLzv+5yYu/vizf0jFouhELq/Xm/n/NkzEEskGDN+IqysCsDOzh6jRo+Bj9c0KBQKbNm4AZ27dkPb9h0gNTVFxUqV0a59R8zynaGxTdJPeSpQfHMjGBgYwMHBAePGjYODgwMUCgVq1Kgh+BlPT08kJiaqLR7Dx37FVucoWMQGr2I0HzHxKuY5itgKDxQPe/wAm5b7Y8Q0f1haF3zvto2MjGBduCgSYl+qlW9fsxh1m7ZB6dfdzllZmfj959lISUrA9GHdMKJzI2xe7o+zR/Zh7oTBH39w+VBRG1vERGl2McdERcLWXnOIwPvEvXqp0VUtkUphY2eHhPh/x5RmZWVhxeLZ6D3wBzg45XSPJr0OcIq+c/3LlK+E61f+1uZw8jVbOztERmpei8jICI3utDcZDrV6ERFwcHSErZ09IiMj3rudyMgIvHz5Qm2djY0NDAwNIHsr4xj1/DnGjRkN31lzULyEfg3NeJGigI2lZm+LrYUYUUkfzrRHJ8lR2NwEtpZihMWnIy1DPfv38GUqqjpawrGABHei1MdNyzOzkaLIgktBKRwKSPHPO+tDXqTCzdES+sLWzh7PBb7PzyMj4PDO8Isi77kvHB2dYPe++yIiAg6OTnj27CmqVauutk5qagoLCws8CnmIZ8+eouo768tXqIjLgeqPCSP9lScDRRMTE/j5+cHPzw+zZs1CcnIyBg4Ufv6dWCyGpaWl2vK1u50BoGT5yrh/6xqysv4dzB0Z+hgZGRkoaq85Vi4+9gVWzJ6CPiMno1ipchrlb0tJSsTLqEgUtvk3q3rj0hlEhj5G5/4jVWWGhkaYtug3rN57Hqv2nMWqPWfRd7QnGrX5HtMWazfbN78rV8kNt65fQdZbj1l69uQRMjIUsHfUHM/zPtHPI7DIb5paWVpqCl7GRKsFnAd2b4ORkRG+795HVVbAuiDS09KR+s5Eo8cP78FajwaKu1WtjiuBl9QeeRUS8hAKhQLOLupjDqtWq64x2/Lk8WOoXbsuChUqBGNjY7XHdmRmZuJMQADca9fGzaAbWLJwvtpnIyMjYGZmpsrQpKam4H+jhmPAwMFo1LjJ5z7UPO9udDLcHCxh8FZng0tBKYwNRYhKUs9KjWxQDKWLmqmVVbC1QESCDNHJcthZitW2AwAlC5shPi0DUUlyOL3zqBtjQxGcrCWIT89AdJIcjtbqWeDihU2RmJ4JfeFWtRquBAaq3ReP3twXzu/eF9Xw97v3xYljqFWnDgq+5744ezoAtWrXgaOjE56+86gbuVyOp0+eoHDhInB0dNJ4FM7DB/dh/R/Ji28VJ7MI01mgmJWVhZSUFBw/flz13zc3TFZWFv7++28cO3YMo0aNgqurK1q1aqWrpuaKdaGiKFGuEnb+9jNk6WmIexmDTb/MQ9seAwAAaxd64+r5nMcRyNLT8MusiWjavhuq1WmssZ2EuJfYu3kN5LJ0vHgejtXzp6N+i3aqGdVyWTp2rv0ZfUdNhURq+jUPM98oXMQG5SpWwa+/LEJ6WhpexkTjlwWz0KNfzsNsF8ycivMBmo8UelfZilWgVCqxa8t61XYWzpqG777vBmNjYwA5j+LZtXkdxkydCUNDQ9VnRSIRvvu+KxbM9ET080jI0tNx4vB+nDlxFE1btfsyB54H2djYoErVqlg43x9pqamIjorCLJ8ZqnGDUydNwLGjOWNpe3n0wdo1q3D79i1kZGRg757dePjwAdq0zTlfffoNgK+3F2Kio5GamoJ5c/1Qq07OL8MmTZvjTnAwDuzbC5lMhqdPHmPKxPEYNjznj6msrCxMGj8W1arXhEff/ro5GToWm5qBe9EpGF7PBRIjAxQ2M8GYRq7Yfj0nWzW5eQk0KJETIITFpWNUg2KwsxRDamyALm52KGtjjrOPYpGYnong58kY08gV1lJjmBoboqubHYoXNsXlZwm4HBqPkkXM0K6CDaTGBihkZowJTUvgfnQKYlMzcDA4Gr2q26OakxWMDUUoXsgUE5qWwME7+vNMy6I2NqjsVhWLFvgjLe31feE7A0OG5dwXnpMn4PjrRzf17N0Hv61ZjeDX98W+PX8i5OEDtP4u577w6DsAs3xmqO6L+XNno1btOnBwdETDxk1w/95d7Ny+FampKXgREwPvaVNRuYobitrYoEcvD/y2ZjX+vngecrkcD+7fg/e0qejZy0Nn54byFpHy3YEPX0lKSgpKly6tNpO5YMGCuH79OszNzbFp0yaMHDkSWVlZOHr0KKpXr/4fW1N37mHchyt9AWmpKdi6amHOm1mkpmjxfU+06pyTYZo9biBqN2mNpu26YcXsybh99SIMDAzVPl+nWRsM+HE64l69wLbVi/Dg9nUYi8Wo07g1OvUbAaPXgUlSfBwunz2GFt/3+mCbLp78C6GP7qH3DxM//wHngn0BzUHWX0tqSjJWLpmLwAtnIJWaoVOPPujSewAAYMyQ3mjaqi06dlP/x7BLyzoab2aJffUCq3+aj1vXL8PY2ASt2neGx6ARqqAwMjwUd27dQKt2nTTakJWZiY1rl+PUkQOQy+UoVbY8Bo8cj5JlymnU/RocC+rmeiQnJ2Ouny9OBwTAzMwMffsPwIBBQwAAvbp3Rrv2HVXB27tvZvH29VPLPK5euRw7tm+FQi5Hi1atMcXTC6amOX8wPXv6BP5z/HDr5k1YWVmh38BB8OjTDwAwZ5Yvdu3crhbMA0D1GjWxdv3Gr3AW1HVae/mr7xMATE0MMbpBzptZ0hVZ2HM7Gn++fjPLz10qIODhK+wPznlIf89q9mhbwQbmYkPcjU7B6gvPEP76cTkSIwMMq+eC+iUKQqlU4m50Cn69GKrKTNpbiTGyfjFUsLNAijwLfz+Nw4bL4UjPyBkLWcPZCgNrOcGxgBQxyXIc+icGB4J183KAP4cIv9nqS0tOTob/7Jk5b2YxM0OffgPQf1DOMKHe3bugXfuO6N035/v77ptZvHxnqWUe16xagZ2v74vmLVtjiud0SF/fF6GhzzB/jh+CblyHpZUVmjRrjv+NGQczM3MAwIXz57Bs6WKEPnsKewcHdOvRC708+upknLupse7Sa8fvvfxwpS+kZbkiOtv3h+gsUHyfrKwsSCQSZGRkICsrC7///jumTp0KDw8PLFiwIFePyNFVoEiadBkokiZdBYqkSVeBImnSVaBImhgo5j15aowikDPjOSsrC5mZmTA0NMSQIUNw+fJl3Lp1S20sBxERERF9WXnuuRDm5uZITk5We2RFiRIlcPr0ab1+3AsRERF9OXn9ncu6kucyigBgZmamUcYgkYiIiOjrynMZRSIiIqKv7d3HPVGOPJlRJCIiIiLdY0aRiIiI9B7HKApjRpGIiIiIBDFQJCIiIiJB7HomIiIivceHqwhjRpGIiIiIBDGjSERERHqPk1mEMaNIRERERIIYKBIRERGRIHY9ExERkd7jm1mEMaNIRERERIKYUSQiIiK9x8kswphRJCIiIiJBDBSJiIiISBC7nomIiEjv8c0swphRJCIiIiJBzCgSERGR3mNCURgzikREREQkiBlFIiIi0nsGHKQoiBlFIiIiIhLEQJGIiIiIBLHrmYiIiPQeO56FMaNIRERERIKYUSQiIiJiSlEQM4pEREREJIiBIhEREREJYtczERER6T0R+54FMaNIRERERIKYUSQiIiK9xxezCGNGkYiIiIgEMaNIREREeo8JRWHMKBIRERGRIAaKRERERCSIXc9ERERE7HsWxIwiEREREQliRpGIiIj0Hh+4LYwZRSIiIiISxECRiIiIiASx65mIiIj0Ht/MIowZRSIiIiISxIwiERER6T0mFIUxo0hEREREgphRJCIiImJKURAzikRERET5RFJSEjw8PGBubg57e3vMnz//vXX37duHypUrw9LSEs2bN8eDBw+03h8DRSIiIqJ8YtiwYTA2NkZkZCQuXbqE3bt3Y82aNRr1zp49i/Hjx2P9+vWIjo5G9+7d0apVK6SkpGi1PwaKREREpPdEOvxfbkVGRuL06dNYvXo1rKys4OLigk2bNsHf31+j7pIlS7BgwQLUqFEDpqamGDZsGGrVqoXjx49rdV4YKBIRERHlAxcvXkSLFi0gkUhUZeXKlYO5uTlCQkLU6laqVAnNmjVTK3NyckJMTIxW+2SgSERERHpPJNLdIpfLkZSUpLbI5XKNNoaFhaFkyZIa5WXKlMGTJ0/UymbPng1ra2vVz1lZWThy5Ahq1Kih1XlhoEhERESkQ/7+/rCyslJbhLqT09PTYWpqqlEulUqRnp7+n/vw8/ODq6sratasqVXb+HgcIiIiIh3y9PTE+PHj1crEYrFGPalUirS0NI3y2NhYwQDyjQMHDmD9+vW4evWq1m1joEhERER6T5ePURSLxYKB4bucnZ1x5MgRjfKnT5+iePHigp8JCgrC0KFD8ddff8HGxkbrtrHrmYiIiCgfqFevHk6dOoXMzExV2Z07dyCXywXHLkZGRqJjx45YvXq11mMT3/gmM4qv0jUHgJJumJl8k1+xfMuxoFTXTaDXFnesqOsm0GunH7zUdRPotbYVi+pu5/ngzSwODg6oW7cuxo0bB39/f8THx2Po0KHw8vICgP+3d9/hUVRtA4d/2b5JCIQSCIReBWmCiIB0BWnSuwiIoKCINIE3VKWoKLz0JiBFkd47AkqRpgGkd0hICAnp2exuduf7I2Y/ll2ar2QDeW6uvS525sycMzPZ7JPnnDND586dadmyJe3btycxMZFmzZrRv39/WrVq9Y/rlIyiEEIIIcRzYu7cudy7d498+fJRrVo1Wrduzfvvvw/AxYsXCQ8Px26306lTJ0JCQhg2bBgajcbxSi/7pCTdI4QQQogs72lufO1J2bNnZ/ny5W7XHT9+3PH/TZs2/Sv1SUZRCCGEEEK4JYGiEEIIIYRwS7qehRBCCJHleT0fPc8ZTjKKQgghhBDCLckoCiGEECLLk4Sie5JRFEIIIYQQbkmgKIQQQggh3JKuZyGEEEII6Xt2SzKKQgghhBDCLckoCiGEECLLe16ezJLRJKMohBBCCCHckoyiEEIIIbI8ueG2e5JRFEIIIYQQbkmgKIQQQggh3JKuZyGEEEJkedLz7J5kFIUQQgghhFuSURRCCCGEkJSiW5JRFEIIIYQQbkmgKIQQQggh3JKuZyGEEEJkefJkFvckoyiEEEIIIdySjKIQQgghsjx5Mot7klEUQgghhBBuSUZRCCGEEFmeJBTdk4yiEEIIIYRwSwJFIYQQQgjhlnQ9CyGEEEJI37NbklEUQgghhBBuSUZRCCGEEFme3HDbPckoCiGEEEIItyRQFEIIIYQQbknXsxBCCCGyPHkyi3uSURRCCCGEEG5JRlEIIYQQWZ4kFN3LdBnF1NRUevbsSUJCAgCnT5/mzJkzHm6VEEIIIUTW45GMotlsZvbs2RiNRtRqNcnJybRq1YoGDRrwxx9/sGTJEqZNmwbAxIkTOXToEJcuXUKr1XqiuUIIIYQQWZJHAkVFURg4cCC1atVCURQOHz5MkyZNuHr1KgaDAb1ej16vZ9OmTaxZs4YtW7ZIkCiEEEKIZ0f6nt3ySKCo1+tRq9X8+uuvAHh7e6PX69FqtWg0GlQqFYsWLSI4OJgff/yRhg0beqKZQgghhBBZmkcCRS8vL7wemIeuVqtRqVQEBwdjtVo5ePAgR48epUiRIp5oohBCCCGyEHkyi3sem8yiKIrTe7vdjqIoXLlyBZvNxoYNG1i2bJlLOSGEEEIIkTE8Eija7XaXjGJqaio2m42ffvoJnU7Hvn37WLlyJd27d/dEE4UQQgiRhXh5ee6VmXkkUExJSSE1NdXR3Ww2m0lISMBqtWKxWLBarZQpU4Z9+/axd+9e5s2b54lmCiGEEEJkaR6bzHL69GnUajVeXl7YbDaCgoKYPn06FouF1NRUkpKSMBqNzJw5kx49etClSxd8fHw80VwhhBBCiCzJIxlFtVpNuXLlOHnyJEWLFqVs2bL4+fnRr18/fH19CQ8PZ9++fZQqVYoiRYowY8YMCRKFEEII8cx4efCVmXkko3jz5k3atGlDSEgIq1evJjk5mYkTJ2IwGBxlFEUhISGBunXrsnLlSk80UwghhBAiS/NIoJgvXz6qVq3KihUrKF68OD/++CPJyckMGjTIqZzNZuPIkSPY7XZPNFMIIYQQWUVmT+15iEcCRZ1Ox+zZsx3vc+XKxdtvv817773nUrZnz54Z2TQhhBBCCPE3jwSKD2rUqBGNGjXydDOEEEIIIcR9PHbDbQCTycTatWsBKFSoELdu3fJkc4QQQgiRRXl58F9m5tGMotVq5eOPP6Z169bodDpy587NwYMHGTduHGq12lFGr9ezefNmTzZVCCGEECLL8UigaLPZqFChAnny5CEmJob69esTHh6OXq/HaDQSExNDrVq1yJ8/P5MmTWLjxo2eaKYQQgghsojM/oQUT/FI17PVaiU4OJiBAweSK1cuPv/8c/z9/VGpVBiNRnLlykWZMmWoXLkyOp2OGjVqeKKZQgghhBBZmkcyigaDgfr165M7d268vb1p1KgR3t7eAC7PgH6epCQnsX7BFM4dO4De24eab7ehTsvObsse3LqGA5tXkpKcSKlK1Wje81N8/XI41q+cMZGQ33bx2lsteOf9AU7bXjp1nO3L5xEVfot8hYrRomd/ChQr7Vh//JetrJs3mTwFCjHg28XP4EifD8lJiSycPokTh3/F6O1D45YdadHBdWY9wLFD+1i9ZC5Rd8IpVqosPT4eSv6CRRzrZ38zhgO/bKNh0zb0+Hio07ahN66yeOY3XLt0jtx5A+nYox+VX6vlWL9r0yo2r15GUkI8L7/yGj36DSG7f65ncsyZVWJiIuPHjWbvL7/g6+tD567d6Nmrt9uyv+zZzZRvv+FORDgVKlZi5JhxFC5cxLF+zqwZ/LziR8wpKTR8qxHDhgfj/fcN+R9Xz9UrVxg7OphzZ89QIKggAwcP5Y3adZ7psWc2yUmJzJ0ykaMH92H08aFZm8607tTdbdlTfxxl3NCP0Wq1/LTtoNO6j7q0IDIi3GmZ3W5j8tzlFC/1Evei7jJr8hecDjmOf85ctO/2AfUbt3CUPXv6TxbPmkLozWsULFyUnh8PpnTZCv/68WZmKclJrJ73LX8dO4DB6M0bTdvRoFUXt2VPH/mV7Su+597dCAqVeIk2HwwkoEAhABJi77F+4TQunDyG3ujNG03aULdFRwAun/mTOWM+c9qXgkJgoWIMmrwQLy8v9m9eyYGta0hOjKdUhaq0/mAg2bL7P9uDz4Se3+jj2fJYRjEwMBCj0ciVK1fQarVcuXIFq9VKSkoKJpOJ6Oho7ty5g81me24muaybNxm1Ws3wuav56MuZnD6ynyO7XLvNTx/ex9FdG3l/5LcMn7sG/4BAVs+c5FSm/cfDafPREJdtw69fZs3sr2j6Xl+CF6yndouOLP0mmMT4WEeZqvWbMHja8n/9+J43C/47AY1Gw8wftzJ26kKOHtjDni1rXcqdO3WCZXOn0GfgSGb9tJ3qdRoy6T/9STElO8p8NGQMvT8Ldtk2MT6OSSM+oWGzNsxesZ1uHw5i/tTxXL98AYAjv+3ht91bGT5hBrNX7KDSqzWYPtF1Py+6cWNGotFo2bX3V5b8+DO7d+5g1coVLuUuXbzAF2NHMXrsFxz8/ThvNX6bvn16YTabAVj580/s/WUPS3/8mZ2//IqXlxdjR498onosFgv9PvqAt5s04+Dvxxk5eixjR/2HSxcvZMxJyCRmf/slao2GBau2M2nGYg7v382Ojavdlq3wSjVW7z7qfj/LN7JmzzHHa8B/vqRK9VoUL/USAF+NHkyR4iVZsuEXhn/5HSuXLuCPo2nB5u3Qm0we+zldevVj0dpdtOz4HpOCBxF1986zOehMauWcr1Gr1Yyet5b+E+Zw6vA+Du3c4FLu8pk/2bB4Bh37DWfs9xuoVKM+c78YhNmUjKIoLPxqBAFBhRk5ZxUfjvqOkEN7ObJnCwAlylVm8qp9Tq9SFaryZttueHl5cXD7Ok4e2kvvkd8yau4a8gYV4YfJI1EUJaNPh8ikPBIoqlQqbt26xeXLl8mTJw+xsbHkzZuXxMREoqOjCQsLY8mSJXzxxRf4+/tTs2ZNTzTzqcTdu8vVMyG0/GAgBm9f/PPko32/Eexb7xqwafV6On02mtyBQej0Buq804lrZ0OeqJ6Th36hVrP2FCtbCa1OT7lqb1CuWm3OHT/4+I2zkHtRkZw9eYKe/Yfj7eNLnryBfDRkLBt+XuxSduuaH+ncqz/FSpVFbzDQoElrSpQux6kTvz+2nl93b6HK63WoXrshOr2BcpWq0qrz++zfuQmAsydPUO/tluQrUBCtTkfdRi2ICLtJUmLCv33ImdadO3c4dvQIwaPHki1bNvLnL8CXE79m4fx5LmV/+nE53Xv2ouqr1dDqdLTv0IlyL5dn65a087lsyWJGj/2CoKCC+Pr6EjxqLCF//sGtmzcfW8+eXTspUaIUHTt3QavT8UqVqvT+qB+LF32foefDk6LvRnI65DgfDhyBj282AvLlp//wcaz5cdH/tF9FUVi97Hvav/sBAOfPnMScYqJLr4/R6w0ULlaS3p9+zprlCwHYuu5nWrTrSsUqr6HXG3i9dgPqNWrGwb27/udjfF7ERt/l8l9/0rbPYIw+vuQMyEfn/v9hz9plLmX3b1pJ824fUbBEGXR6A6+/1YLCJcty4eQx7t6+hdViplH7HuiN3uTJX5C2vQdxdO9Wt/XevHyO2KhIKlSvC8Dx/Tto88FA8gQGoTd607jj+5iSEom+c/tZHr54jnjsWc8FChQgT548zJs3Dx8fH3r16oXNZqNatWpMnjyZkJAQZs6cyfnz57l586YnmvlUbpz/ixLlq6DV6R3LAoIKozcYiQoPdSpb5pXXyVeoGADx96LYtmwuJStWe6J6lIc8pcaUhQKPJ3HxzEnKv1IN3X3Xo0ChohgMRsLDnH+eChYtQblKrzoty5UnL3Ex9x5bj1/2HNSs39jNttEAVH6tJjvW/0zo9StYzClsWbMcU3KSU7tedCF/nqD66zXQ6///mIsVL47R25sbN647lf3zxHHq1WvgtOzNNxtx9PfDREdHYzKZKFvuZcc6rVZLnXr1OXrk98fW88eJ49Sr/8C+32rEkd8P/4tHm7md/yuEilVec/r5K1i4GAajN7dD//nv2SMH9uKfKzelypYH4NypP3m1Rh2noUQVq1Tn5rUrWCxm8gbmp1rNuk77yB3w/5+brOD6+dOUqljV6Tsjb1AR9AYjd28796IFFipGyfJVnZblyB1AQuw97Hab2yFbD/tO2LV6CQ3/ziYCD33yWVb8TvHy8twrM/PofRQVRaFHjx6EhYWRlJRE7ty5sdlsDBgwAL1ez4QJE1i1apUnm/jEYqPukCtfAZfluQMLce8hf5mdPXaAiR+2JeS3XTRo537s3IPKVXuD3zb+zPXzp0i1Wjhz9DeO7t5E0bIV/6f2v2iiIiPIm7+gy/LAoMJEhoc5LWvf/SN8s/k53tttNkKOHaLY311oj1KrQRNKPTCu6s8jByhaqiwAlV6tSalyFRjapyPdW7zBysWzef/TEWh1un9yWM+liPBwChUq7LK8SJGihD4wrCQy8g5BBZ2vW5GiRQkNDSUi/Lb7/RQtSmjorcfWEx4RTsFChZzW+fvnxGK2YLFY/smhPXfuRkYQWMD1c1GgYGHu3A51s8WTWbV0Ae3f7fXIetRqNQH58nM3IpzmbbuQP8j5Whw//BvFS5f9x2143sRE3SF3viCX5XnyF3LJ5jXp/AHevtkc7+02G+f++J2CJcoQkL8QdpuNXauXYDYlczc8lNXzvqWYm++E29cvExl2g8o16juWVXy9Dmu/n0pURBhmUzLbf15IbNQdAgsX+xePVjzPPDKZxW63U79+fYYO/f9JAQcOHGDJkiXYbDZSUlJYsmQJVapU4f3336ds2bKUK1fO7b7MZrNj/FI6q8Xs9FdaRrBaLGj1BpflWp0Oq8XsZgso+2otRsxby5+/7mTxxM/p/833+GTL/sh6CpUqx9vvfsia2d9gSkrAbEqiSJkKFCzx+KAmK7FYzOjdXA+dXo/lIdcj3dofvycgXwGKl3b/M/coZ0KOEXLsIF/NTRsXt2vTKq5cOMukOT8RkC8/v/+6O0tlTQBSUlIwGFyvhd6gd/ns2u12VCrnv1/1egPmlBTMZrPb/Rj+Xv+4eswpKRgMRrfrU1JS0GWB4N1i/uefi4c58fsBjN4+lK3wyhPUY3Bbzy/bNxJzL5rqb9T7R214HlktZnR61+8prf7h3xnpdq7+gVx5Ayn09+/9np9PZPW8yezb+BMqtRqzyUTXAaNcttu1egkNWnVF9fd9igHqNO9AcmICM4L74eWlIu7eXd7u9AEa7Yv/eXCVyVN7HuKRjGJiYiKVK1emffv2pKamkpSUxK1bt1i3bh0bNmwgMTGRdevWcfHiRQIDA5k7d+5D9zVx4kSyZ8/u9Fr7/fQMPJo0Wp2OVKtrViI5Md5tAJkuW46c1G7RkdKVqxPy25ONz6lUqyGD/ruUbp9PQKVS806vzx6/URaj0+nd/rJNjI9z+wWW7sTh/ezfsZHeA59+wsndiNvM/GoUHw0Zi7ePL3abjTVL5zNg5FcUKloCg9Gbuo1aEB56gz9+/+2p9/+8MhgMLgEhQFxsrEtgp1KpXAbRx8bFYjAa0etdA0uA2NgYDEbjY+vRG9wHKfFxcRjdBJgvorSA0PX3VMJjPhePsmqZczbx0fXEonugnkvnz7Bk3jQGjpyAWp0pniqbIbQ6PVY35yg5Id7lHN3vr2MHOPrLFjr0HeZYlitffvqM+o5xizbh55+bN9u+R+4HerjuhF4n9NpFqtR5y2m5Wq2hWdcPGbNgPW80bUPeoCLUe6fT/3h04kXikUDRz8+PKVOmcP78eapXr063bt0YP34869atY/bs2WTPnp1169axbt06Tp8+zbRp0x66r+HDhxMXF+f0av3+Jxl4NGly5M5LTGS4y/KYyHBy5g10vLfb7dy8dNalXGDh4iQ8RabJbrexfv53NGjXndyBrt0XWV3ugHxERrh2+UdG3CbAzRABgOuXLzB/6gQ+G/X1U9++Jjkpka9HDqBV5/cpW7EKkPalqDcYyXPf9QcoUeblJ5oo86LIFxhIWFiYy/KwsFCCgpy7JwMC8hIe7nzdwkJDKRAURL7A/ISFuXaPpu/ncfUE5gskLNR5+6i7d/HLnj3LDAXIE5CPyAjXcxQZfpu8+d1/Lh7l1IkjAFSo8tpj60lNtRJ7L5qA+z4Pd++E89XIQfQbMoqCWayr0z93Xu65+c64dyecnHnzu90m9OpFVs7+mh5DxpMtR06X9b9tWY1KpaJ+K9fbsu1es5T673R+aDAec/cOu9cspWO/YWi02qc8GvEi8+gYxaCgIHbs2EGnTp1o164dAP7+/mzZssVR5nHdQXq9Hj8/P6dXRnc7AxQu8zKXT/+BzZbqWBZx8yqpVqvTOBSVSsXK6eNdJriEXjlPQFCRJ67v0Na1qNUaajVr9z+3/UVUqlxFzoQcc7oet65fJtVqJZ+bMVr3oiL5dswg3u8/jGKlnm6clM2WytQvPqdCleq82bytY7lfjpykpCSTnJToVP7a5fPkyEL3UaxUuQpHfz9Maur/X4tLly5isVgoVNh5TGHlV6pw8IBztnX3zh1Ur16DXLlyodVquX7tqmNdamoq+375hWrVqz+2Hnf73vX3vrOKMi9X4tQfzp+LG9cuY7VaCCxQ6BFburdq2fe069rLZflL5Svzx9FDTsv+PHaYIsVLOYJyU3IS40d8yjsduvHq67Wfuu7nXZEy5bl0+oTTtQi/eZXUVCt53PzxHxt9l4VfDadtn8EULFHGZX1M1B12rf6BDn2HuQSDURFhXDt/mlfrvf3Q9qz9fiqvNWhG4VJPP+TmRSGTWdzzaKCY7tNPP8XX1xdI66aqWPH5m5iRPWceCpcux5YfZmJOSSY2KpK1cydTr827AKz47xecOrQXgJpN27Fmztfcu3MbS4qJIzs3cOvyOSrUeLLxOXH37rJ33VLafDQUlUr9+A2yoJy5AyhZtgJL50whxZRMdGQE86dOoGXnngDMmBjM7/vTuvpTTMl8M+ozGr3TgVdrPv0YqYXTJqHXG+jSe4DTci8vLxo0bc2MScFERoSRkmJi/85NHNq7g1oNm/zPx/i8yJs3LxUrV+abryaSnJRERHg440aP5IM+HwEwbMggdmxPu5VHpy5dmT93NqdOncRqtbJu7WouXrzA202bAdC1W3fGjArmTkQESUmJTJrwBa+9/jpBQQUfW0+DN9/ir79OsWnDeqxWKydD/mTxwgW81/N9z5wYD8iVJ4Ay5SqwcOa3mEzJREVGMGvyF45g77svRnBw784n2te50yGYkpOoUr2Wy7oyL6f9Dl+zfCEWi5lb16+yePYU2nZNO9c2m41vxn5O2Qqv0Lyt+4cSvOhy5MpDkdIvs2HRdMymZGKi7rBy9tc0bNMNgKVTxhJy8BcAzKZkvp/4OW80aUuF19wH1esXTqNGo5YEFSvlsm7P2qXUad7+oZnCv44dIOLWNd7u5Br0C+HRASE2m40bN25QrFgx4uPjCQoK4uLFi+TLl89RJjQ0FEVRKFjQNQuU2bTqPYj1C6Yy4YPW6I3e1GrWnlfrNwUgKvwWCbFpXcvV33oHiymZ+WM/Iyk+lqLlKtF9+FdPPHjYajbTuEsfxy12hHu9Ph3BwumT+KhjY4ze3rzdugv1Gr8DQHjYTWLuRWG325k+8T/cuHKRW9eusGLhTMf2td9sSu+BIx+2ewA2rVzC3u0b8FKp6Nb0/zNTefIGMmXxOtp0/YCVi2Yz6tOeWC1mipZ8iWHjp5M7IN8j9vriGTl6HBO+GEP9OrXw8fHh3fe607pNWjb8xo1rRN29C0DJUqUZNmIk/xk21PFklpmz5zl6Ftp36MS96Gg6tGuFxWzmzUaNCR419onq0ev1TJsxh3FjRjJuzEiCggoyasw4SpQomcFnw7M+HPgf5k2dRM/Wb2L09qF5uy40bNoSgNuhN7gXHfVE+7l+5SLtu7l/ug7A0DHfMPvbL1m5dAE5/HPSsfuHVKpaHYAF077mz6OHUKnU7Ni4xrFNuYqvMO67h49Jf9G06zOENfO/Y3SvlugNRuo070D1hml/FN0Nv0V8TDR2u52lU8YSdu0S4TeusmXZ/5+fqnUb07HfMOx2O/mLlHD7VBe73U5yYiLVGzZ/aDtUKhWd+g1/5NjIrCCTJ/Y8xkvx4O3XY2JiyJ07t2MAuk6nIyEhAZ+/H8e1YMECBg8eTJs2bfj++ye/Ke7ak67jPoRnFM7u4+kmiPuUC/J7fCGRIa5GJnm6CeJv1+7Jtcgsmr4c4LG6b8d67jZZ+XNk3nHSHs0o+vr6otFo0GjSmqFSqdDr9cTGxtKzZ0+2bt1KiRIlmDVrliebKYQQQogXXGYfK+gpHhujmJycjFardZqsolKp0Gg03Lp1i9TUVA4fPkxMTIzTkxaEEEIIIUTG8EhGUVEUihYtSuHChUlJSaFatbTH19lsNvbu3UtQUBAbN24EcDy2y2h0vVGuEEIIIYR4djySUbRarQwbNozevXujUqno168fffv2BWDq1KnUqFHDcYucfPnycfnyZU80UwghhBBZhJcH/2VmHp3Mkpqaio+PD2azGUVR0Gg0JCcns3r1akaOHEnTpk05ePAgI0aMoG3bto/f4d9kMkvmIZNZMheZzJJ5yGSWzEMms2QenpzMEhFn9Vjd+bJn3puce/Q+inFxcVitVsxmM1Zr2gWyWq106dKFs2fPotFoCAkJ4fffs85TLIQQQgjhAV4efGViHp31bDQauXHjBnq9nri4OPLnz09ycjK+vr4YDAamTJlCtWrVHGMYhRBCCCFExvFoRvHDDz/kww8/BODUqVOcOHECHx8fxo8fz8WLFwHo1KkTxYsX92QzhRBCCCGyJI8Fihs2bGD79u3MmDEDgI8//piff/6ZM2fO8Ntvv1GhQgXKli3L0KFD2bFjh6eaKYQQQogsQHqe3fNY13PTpk355ZdfKFq0KKdOnSI2Npa+ffuiVqvZvn070dHRLFy4kBkzZuDj40OjRo081VQhhBBCiCzJo7Oe73f58mVKlCjhstxqtaJWq1Gpnjz5KbOeMw+Z9Zy5yKznzENmPWceMus58/DkrOfIBM/Neg7IlnlnPXsko2iz2Zg6dSpa7eNPjEqlokKFCtSuXTsDWiaEEEIIIdJ5JFBUq9V8/vnnVKtW7bGP54uIiCAsLIyYmBjUanUGtVAIIYQQWUlmv/G1p3hsjKJOp2P16tXkz5//keUuXLjASy+9xJUrVyhVqlQGtU4IIYQQQngsULw/O2g2m5k9ezZeXl54eXmRPmyyX79+5MyZk8OHD0uQKIQQQgiRwTwWKNrtdqf3AwcOpGvXrqjVahRFYenSpfTr1488efKQJ08eD7VSCCGEEFmC9Dy75bFA0Wq1kpCQAKR1QwPMmTMHb29vUlNTWbJkCRqNRx8cI4QQQgiRpXkkEktNTSVv3ryYTCYAR5ezl5eX03shhBBCiIwgUYd7HgkUNRoNt27dcnQ/WywWFEVh6NChaLVax/LU1FTJKgohhBBCeIhHHuGXmJjIkCFDqFq1KjabDZvNxsiRIwkMDCQgIICAgACCg4NdxjEKIYQQQoiM45F03aBBg9i/fz9DhgzBarViNBoZO3asJ5oihBBCCIGMeHPPI4HipEmTyJYtGxqNhqNHj/L222/j4/PoR73dvHkzg1onhBBCCCHAQ4Giv7+/4/9FihR55Axns9lMTExMRjVNCCGEEFmQPJnFPY/PFAkICKBp06aeboYQQgghhHiAxwNFIYQQQghPkzGK7nlk1rMQQgghhMj8JFAUQgghhBBuSaAohBBCCCHckkBRCCGEEEK4JZNZhBBCCJHlyWQW9ySjKIQQQggh3JJAUQghhBBCuCVdz0IIIYTI8uTJLO5JRlEIIYQQQrglGUUhhBBCZHkymcU9ySgKIYQQQgi3JKMohBBCiCxPEoruSUZRCCGEEEK4JYGiEEIIIYRwS7qehRBCCCGk79ktySgKIYQQQgi3JKMohBBCiCxPbrjtnmQUhRBCCCGEWxIoCiGEEEIIt6TrWQghhBBZnjyZxT3JKAohhBBCCLckoyiEEEKILE8Siu5JRlEIIYQQQrglgaIQQgghhHBLup6FEEIIIaTv2S3JKAohhBBCPCfi4+Pp0qULvr6+5M+fn6+++uqhZdevX0+pUqUwGo3Ur1+fS5cuPXV9EigKIYQQIsvz8uC/p9G7d2+0Wi1hYWEcPnyY1atXM3fuXJdyp0+fpk+fPsyfP5+4uDjat29P48aNSUlJebrzoiiK8lRbPAfWngz3dBPE3wpn9/F0E8R9ygX5eboJ4m9XI5M83QTxt2v35FpkFk1fDvBY3Sarx6rGqH2ycmFhYbzyyivcuHEDg8EAwLlz53j77be5fv26U9k+ffpQqlQpBg0a5FjWsWNH3nrrLXr27PnEbZOMohBCCCGyPC8vz72e1MGDB3nzzTcdQSLASy+9hK+vr0u38m+//cY777zjtKxt27bs2bPnqc6LBIpCCCGEEM+BmzdvUqJECZflpUuX5urVq07LwsLCKFas2GPLPY7MehZCCCGE8CCz2YzZbHZaptfr0ev1TstMJhPe3t4u2xuNRkwmk9Myu92OSqV6bLnHeSEDxdYVAz3dhP+Z2Wxm4sSJDB8+3OUHRWQsuRaZx4t0Lcrmf77H78q1yFxepOvhKQYPRkRjvpzI2LFjnZaNHj2aMWPGOC0zGo0kJye7bB8dHe0SQKpUKhRFweu+vm135R7nhZzM8iKIj48ne/bsxMXF4ecnExA8Sa5F5iHXIvOQa5G5yPV4vj1pRnHlypVs27aNRYsWOS0vU6YMmzdvduqWLlu2LNu2baNw4cKOZStWrGDz5s0sW7bsidsmYxSFEEIIITxIr9fj5+fn9HKXGa5ZsyZ79uwhNTXVseyvv/7CbDa7jF2sVasW27dvd1q2evVqGjZs+FRtk0BRCCGEEOI5UKBAAWrUqMFnn31GYmIit27d4oMPPiA4OBiAzp07s3LlSgA++eQTvvzyS44cOYLVamXhwoWcOnWKTp06PVWdEigKIYQQQjwn5s6dy71798iXLx/VqlWjdevWvP/++wBcvHiR8PC0e0mXL1+e6dOn8+677+Ln58eyZcvYunXrU49hfSEns7wI9Ho9o0ePlkHJmYBci8xDrkXmIdcic5HrkXVkz56d5cuXu113/Phxp/ctW7akZcuW/1N9MplFCCGEEEK4JV3PQgghhBDCLQkUhRBCCCGEWxIoCnEfs9mMxWJBURRSU1NJSEjgxo0bHD16lBUrVjBixAgWL17ssl10dDQmkwmbzcaDoznS95WSkkJcXByxsbEZczDPkaSkJJdlCQkJREREZEj9hw4d4tixYxlSl8ia7t27R+/evYmPjwfAarW6LXf/bU/cMZvN2O32R5aJi4vDZrM57dNisQBpT/ZwV4fZbObGjRuO8klJSU77sNvtmEwmUlJSHlm3ePFIoPgcUBSFxMRElw+3oihYrVYSExM91LLMLTQ0lMjISOLj4zGZTFitVlJTUx0vs9lMYmIi0dHR3Lx5k9TUVPbv30/u3LnJkSMHQUFBvPrqq5QtW5bPPvuMzZs3c+fOHQ4ePEhcXJxTXcWLF6dMmTKULl2aYsWKYTQaKVOmDPnz5ydnzpyUK1eOcuXKUbZsWUaOHOmhM/JsWa1WwsLCiI2NJTEx0fGlkpKSgslkIjExkdjYWMLDw0lISHBsFx4eTt68eV3u97Vs2TJq1qzpONf3B+CJiYmEhIRw+fJlbt26RXh4OBEREURERHD79m1u3LjBhQsX+PPPPx3bmEwmbt++TVxcHAkJCURFRREZGYmiKAwcOJCNGzc6ysrQ7YdLSEhwG2ik/2El3MuWLRv79+93PH2jaNGiaLVavL298fX1xWg0olarmTJlCpD2eVq/fr3LfmbOnEm+fPke+Xt/zJgx1KtXz/FzHBERgV6vJzw8nHXr1lGhQgWXbT799FPatGmDoiicP38eX19f9Ho9Go0GjUaDTqfD29ubWbNm/QtnQzxPZNZzBgoNDUWn02EwGNBqtWg0GqdH69hsNqxWK2azmaSkJPLnz49Go8FqtZItWzZKliyJTqdz2mdcXBxBQUEcPnw4ow8n02vcuDFnzpx54vKnT5+mcuXKREREYDAYHM/IrFq1KuPHj6du3bpA2i/wlJQUIiMjCQgIAHDKEp4/f56uXbty/Phxli1bxoEDB5gzZ86/dlyZVXx8PEFBQU9Udv369bzzzjsADBo0CJPJxODBgxk8eDAmk4nFixczYcIEzGYzpUqVwtvbm5iYGMd5/uuvv3j99dcfW4+Pj4/jC/WPP/6gefPmmM1mdDodOp2OFi1a8NJLL3Hq1Cni4uL48ccfSU5O5vDhwxQpUuQfnYcXXenSpdHpdPj6+jotT05OxmQyOW7NIZxptVqGDBnCjBkzSE1NZePGjRiNRrJly+Yo065dO7RaLZD2e+SDDz5g9erVzJkzh5SUFLJnz46fnx+FChXCx8cHi8VCYmIifn5+aDRpX+ehoaHMmzePn3/+meTkZLy8vLDb7ajVavLkyYOvry+5c+cmLi7OEagCDB48mNKlS7NixQoqVaoEuGY3a9WqhdFozICzJTIVRWSYcuXKKcATv65du+bYFlDOnTvnss+lS5cqderUybiDeI5ERkYqMTExSnJysmKxWBSbzaZERkYq/v7+yuLFi5XU1FQlJSVFiY+PVyIiIpQ5c+Y4zr2Xl5ei0+kUo9GoqFQqxWAwKAaDQVGpVI4yBQoUcKrvjTfeUMqVK6eUKVNGMRqNSsWKFZVChQopuXLlUl5++WWlVKlSypw5czx0Np69lJQUBVDOnDmjJCQkPPSVK1cuZc+ePYqiKMqsWbOUwoULK9HR0Urp0qWVPXv2KOfOnVM6dOigjBgxQjl9+rRSoEABxWq1utQVHh6uJCQkOK7t559/rtSpU0exWq2KyWRS7t27p9y6dculnW+99Zaydu1aRVEUZd++fUrZsmWVGzduKHa7XWnTpo3yww8/PPuT9RwrXLiwsm3bNpflv/32m1K4cOGMb9BzICIiQvn999+VpKQkxWKxPLRcnTp1lClTpjjeX758WWncuLFy48YNBVA0Go2i1WoVlUqleHt7K1qtVgGUS5cuKYqiKHa7XXnrrbcUX19fJUeOHEqOHDmUdevWKQEBAQqgFC9eXAkMDFT0er2SN29eZdWqVU71r127VjGZTMq5c+cUd+FBzZo1lblz5/47J0U8NySjmIH27t2LVqt1pPPVajXR0dGULl2aKVOm0LVrV8dYkuTkZHLnzu20fYsWLdxmFIsXL56Rh/HcyJMnj8uykSNHUqhQIbp164aXlxdqtRq9Xk+2bNno1q0bHTp0wMfHx/FXPaRlFCdPnuzIKCqKgslkwmQyOe07IiLC0X3pLqPYq1cvtw9zf1Go1WoAvL29UalUeHl5YTAYsNvtJCUl4eXl5cieqFQqoqOj+eGHH1i/fj05c+akX79+2O12OnfuzPXr17l27Rp+fn6UK1eO0NBQpwyfXq8nV65cJCQk4OPj45SZT+8qMxgM+Pv7O7UxNTWVkydPUr9+fQDq1KlDSkoKtWrVAtKyMSdOnGDo0KEsWLCAZs2aPctT9tz68MMP3WYUhXvHjh2jW7dujrHMdrsdnU6HoiiOsYMGg8FRXlEUTp06RcWKFdm2bRuQdn6NRiOLFy9mxowZjvvlWSwWRzbxv//9LzExMRw7dgwfHx8AChYsSMOGDcmRIweXL19m+/btTJo0iX379jnq2759O9HR0Y7PbPrYxPvblF5X27Ztn81JEpmWBIoZ6GkDlwdt3LiRMmXKOC1btmwZ8+fPf2ZtfpEsW7aMefPm0blzZ2w2Gxs2bKBNmzaO9UajEaPR6Jiw4u/vj0aj4dKlS/Tq1Qtvb28sFgvXr1/nwoULTg9ah4cPTr/f/QHNi2zx4sV8/PHHju57u93O7Nmz6dOnj6NMrly5+P333x3vu3fvTrt27ShWrBhdunShVatWrF69mh07drit4+bNm5QoUYIDBw5Qs2ZNp3XpwbzFYiFHjhyO5Xv37iUhIYFGjRphs9k4duwYVquVQ4cOsXjxYlJTUxkzZgzNmjVzdMkJV3PmzKFx48ZOyw4cOECXLl081KLMTaPR4O3tjZeXF1999RXjxo1zWv/tt98ycOBAx/vLly/TvHlzsmfPzowZM6hYsSJGo9Ht2FkvLy8SEhLInj07PXv2xM/Pj3r16lGwYEFq1qyJr68vCxYswGazUaJECZKTk4mJiaF48eKYzWZCQ0PZvHkz27Ztw2g00rlzZ4KCgjh58iTZsmVDrVajUqmw2+2YzWa5oXcWJIGiBz0ucElnNpspUKAALVq0cIxrTB93YrfbKVmypAda/3zZuHEjffv2pVixYkDa3evfe+899u7dy/Tp010yUj179uTLL78EXDOKXl5ebsfpBAQE0KxZM0c2rUyZMo5f7CVLlsRms1G1atVnfKSZg7e3N+3bt2fFihVAWgbqUV8wW7ZsoX///rRp04aJEyeiVquJiYmhQoUKjBs3jo4dO7oEbun7K1CggGPZ/v37na7loEGDmDx5suP99OnTKV++PLVr13a0LT2YfdDDlmd1/v7+9O/f3+3vopw5c3q6eZmeTqejb9++fPXVV0DaZ+PBPyBLlizJlStXmDVrFqVLl+bll18mLCwMSPv9oygKGo0Gu92OoiiOsbh+fn707NmTjRs30rJlS7p3705kZCQDBgzA19cXrVaLl5cXNpsNs9lMVFQUADNmzHBkKgGWLl3KJ5984sjOp29jtVopVqwYly9fzsAzJjxNAkUPeZLAxWazkZKSgsFgIDQ09JH7S58E82B3UFaXmprKqFGjmDZtGuvWreP7778HoHr16uzZs4cmTZpgtVqZM2eO0y/rxYsXs3v3biBtUHnfvn3x8/NzrHf3l/2RI0cc/x8/fjx37txh2rRpz+rQnnuKorBjxw4mT57MuXPnaNKkCTt37mTnzp2OMn379mXChAn069ePt99+m7Vr1z5yn9WrV2fVqlVA2rW/P7jcu3cvmzZtol+/fvTv35+VK1c61tWtW5e4uDgURWHFihWEhoYyePDgf/mIn28JCQkYjUanmeTupKamYjKZ3PaKiLQ/QLRareN39YOTGtNptVqqV6+Or68vx48fx9vbG61WS4cOHejfvz/169d33L0hfba5yWQiNjYWRVGw2+3ExMRgMBg4evQouXLlwmAwOA2dSR9ycT9FUXjvvffo1asXer2eTp06UaxYMSZMmOCYyGe1Wp2G54gXmwSKGexpApdz585Rvnx51Go1BoPBMbbRZDKhUqnQ6XSO+/OlpKRQtmxZ/vrrLw8fYeZgt9v56aefGDt2LMnJyezcuZMaNWo4zjfAa6+9xrp162jYsCFWq5UFCxagUqlISUnhlVdeoXXr1gCMHTuWFi1aOLr9jxw54jQ+cevWrXTs2BFfX190Oh0ajYawsDD8/f0dQU/62NOkpCTH7NAXmdlsZs2aNY4vQ7PZ7JhJme7EiRO8++679OjRg++//x6DwUBSUpJj7JbZbCZXrlz06dOHP/7444m+mPR6/UNnXi9dupQmTZq4LLfb7ezbt8+l61n8v/RslUqlwmAwYDAYUKvVWCwW7HY7BoPBEbSkpKRgNBrltl0PkZ4FTJ9RrCjKQ2/HNGrUKGrVquW4pdby5cs5ePAg33zzDX/99RcFCxbE39/fEZRfuHCBpk2bEhsby5EjRxg7dixTp05lyJAhFChQwNETEh0dTY4cOdi1a5dLnXfu3CEwMBC1Wo1Op8NisaBWq5k2bRp2u52UlBS6devm9n6y4sUkgWIG+SeBy/z587FYLGi1Wn744QcqVqxIpUqV6Nq1KyVKlGDMmDFA2pcwZJ3xb08iNTWVrVu3UrJkSX744QeXiUHpateuzaxZs0hISHCcvyZNmlC5cmWMRiMqlQqNRoOfnx++vr5YLBbmzZvnlKlq0KABN2/exNvbG6vVyhtvvMF///tfmjZtCsCUKVPYvXs3mzZtIjk52e3NpV807777Ll26dMFoNOLl5eX2Jr1Vq1bl9u3baLVaatWqxfnz510GzycnJ1OzZk02bdr0P7dp2rRprFixgpCQEKfl9+7do1evXty8eRO73U5ISIhjooBI4+vr67it0Jo1a8ibNy+1atUiODiY0NBQR9BgsViw2WyOiU3CldlsZtq0aU69DRUrVnQpFx0dzb59+5g6dSqQli0MDg5m0aJFlC5dmubNm6PRaFi3bp1jm0qVKhEWFkbLli1p2bIl7733HmazmeHDh/PWW2+RK1cuIK2X5Pz5827bd+DAASIjI/Hx8eHChQvUrVuXFi1aULNmTXr06IHZbJb7jGYxEihmkH8SuKhUKsfM6D59+nDixAlHue+++4558+ZhtVqxWq1MmTKFHj16ZNThZHo6nY4ffvgBtVr92AC6V69eTu/bt2+P1WrF398fb29vwsLCHBmvhIQEoqOjuXPnDsHBwUBaFit9vNzWrVux2+0MHjyYTZs2UaBAAZYsWcKvv/6KSqXC19f3hR8eYDabUalUqFQqxwSf9PF+DwaM6VlCjUbDggULaNmypdP6xYsXu9x02GKxEB8f/8gnWNjtdke23WQykTdvXsd5X7x4MWvWrAHg+vXrpKamMnfuXGbOnElqaioDBw6ke/fu//TwX1jpPRh9+/Z1yiatWrWKXbt2OX4XDRgwgNGjR3uuoZnciBEjCA4ORqvVOmUWH7Rw4UKKFi3KSy+95NiuSZMmtGjRAkVRGDt2LK+//jrz5s2jd+/eLtufPXuWhg0bMmLECACKFClC3rx5gbRhBA8GijabjYsXL9K/f38uXrzoyBwOHDiQbt26Ua1aNfLnz0+LFi3+zdMhngMSKGaQ/yVwmTJlCj4+PmzYsIFy5coBMHDgQEdGUbiXfsuI+z1qZnJiYiJRUVGcOXPG0Y2sUql49dVXmTx5MrVr13Z0r8XHx3Pz5k0KFSoEpN1s2mw2U6ZMGb777js2bNjAvHnzqFChAvfu3aNz5860adOGtm3bki9fvmd2zJ6UfpuPB2fmu/PgdbDZbHz88ccMGzbMaXlcXBzVqlVzWnbx4kXKly/veF+0aFGn9Q9+vipWrOjIIiYmJtK9e3fGjRvHoEGDWLJkCQ0aNKBw4cJky5YNm81GUFAQer1eMvRupHfPb9iwgUaNGgFpN4mWbshHS+/1Aedbznh5eaHT6YiMjCQmJoaIiAhUKhUWi4Xp06fTvn17AH788UemTp1KxYoVKVy4MBEREeTMmZPixYszePBgGjdu7PhdZDabOXv2LLt372bBggU0aNAARVEYMGCAI9NrsVioXLmyUxuPHDmCWq1m27Zt7N27l759+1KnTh2Cg4NRq9XMnj2btm3b0qZNG4YNG+Y2CypeTBIoZqCnDVwADh8+zMyZMzl69Ci9e/fmt99+Izo6Gm9vb06dOoVWqyUlJcXxxIp69eo9i6a/MGJjYx861u3gwYO0atUKb29vDAYDGo3GkRnr2bOn46//9MH6VatWdUx4WbJkCZ988gl+fn5UrFiRmjVrcuDAAapUqYLJZGLNmjV8++23jB8/nosXL76QA/3v3bsHwLVr1x75VJPSpUu7/NwnJSUxY8YMl4zi2rVr2bBhg9Oy4sWLc/LkSYxGo+N+pOmzb9O7xOx2OzabzfHc7nTR0dEA5MyZky5dutCmTRv27NkDQExMDDqdjk8//ZRff/2V77777h+dhxfVlStX+Pzzz9m+fTtTpkyhZs2aZMuWDZ1OR0hIiGM8W3x8PAkJCY6hFyLtZ+tRrl69yuuvv463tzcVKlRArVbTo0cPqlevDkC1atX47LPPqF69OqVLl6ZEiRL4+PhgMpno27ev08+4Tqfjrbfeonfv3o5H9SUlJXHs2DHH5/LAgQNMmDDBqQ1t2rShXbt2nD17ln79+jF+/Hg++ugjx/q2bdvi5+dHr1695I4AWYyXIoMNPKpBgwZotVqX59xC2oe7SpUq9OrVi8GDB6MoCitXrmTZsmWcPHmSiIgIpy/cYcOGMXHixIxsvvhb+nOj08cAPcy1a9dcMmDCMyIjI7l27Rqvvfaa0/KzZ8/i7e0tj/C7j91up169epQvX95xC5Vt27axaNEijh8/Tnh4uNOwgo4dO/LTTz95qrnPpfPnz1O8ePFMMZs4ISHhoX/Myr0Usx4JFDO5u3fvkitXrof+BWc2mx1ZE4PB4PLkFiGE+DckJCSg0Wge+qxfi8XimOiQ/kx7IcTzTwJFIYQQQgjhlgw0EEIIIYQQbkmgKIQQQggh3JJAUQghhBBCuCWBohBCCCGEcEsCRSGEEEII4ZYEikK8wOrWrYtGo0Gn02E0GqlUqRI7d+58ZvWlPybvxIkT5MmTh9u3bz/xtvv27aNZs2b/WluKFClCVFSUy/IxY8YwefLkp9rXv/XYxbp168pzpIUQzxUJFIV4wf3+++9YLBaioqIYN24c7777LpcvX36mdWbLlo1SpUo99J57Qgghng8SKAqRRfj4+NCiRQvatm3Lxo0bn2ldpUqV4uDBg/j7+z/TeoQQQjxbEigKkcVYrVbHY8J8fX2ZNWsWPj4+HDlyBICIiAi6dOlCjhw5yJYtG82bN+fChQtO+4iKiqJHjx74+/vj5+dHx44diYiIcFr/4CPwwsPD6dGjB3ny5MHb25vXXnuNNWvWAPD555/ToEEDtm7dikaj4cSJE0Da00D69u3r2KZevXqOdqZLTk5mwIAB5M2bFx8fHxo3bszFixef+HxcvXqVli1b4uvrS548eejfvz9Hjx6lbt26TuXCwsLo0KEDfn5+5MyZk549ezqeb53u0qVLNG/eHF9fX/z9/enSpQvh4eFu6503bx4BAQEULFiQVatWPXF7hRAiI0mgKEQWYbFY2L59O6tWraJp06YApKSksGvXLsLDw3nttddISEigQYMG1KhRg5s3bxIWFkbLli1p2LAhN2/eBNKeQV63bl2yZ8/O6dOnuXXrFo0bN+add955aN13796lVq1aFChQgD///JO4uDgmT57MuHHjWL58OV999RV79uyhSZMmpKamUqVKFWw2G02bNiVPnjycO3eOqKgoPvnkE9q2besIJO12O82bNyciIoJDhw4RGRnJRx99RIcOHYiPj3/sOQkLC6N27dpUq1aNa9eucebMGQICAujZs6dTOavVSqtWrWjdujVhYWGEhISg1Wpp2LCh4xnHoaGhNGrUiK5duxIZGcnly5epUKECdevWdWlLYmIiX375JSdPnmTz5s2EhYU9+YUUQoiMpAghXlh16tRRdDqd4uPjo+TOnVupWbOmsnPnTsd6QDl69Kjj/ddff60MHTrUZT///e9/lf79+yuKoijffPON0rFjR5cyixcvVnx8fBRFUZS7d+8qhQsXdqwbMGCAMnz4cJdtYmJiFJPJpCiKouzdu1dp2rSpY93KlSuV9u3bu2yzYcMGpUWLFoqiKMqqVauUGjVqKHa73anMvn37FEC5e/euy/ajR49WvvnmG0VRFKVv377KsGHDXMp89tlnSp06dRzvAWXDhg0u5Zo2barMnj3bsa9Zs2a53dd3332nKEra9Th27JiSmJioFCtWTImPj3cpL4QQmYlkFIV4wR08eJDExETu3r3LgQMHePPNN53WV6xY0fH//fv3M2XKFAwGg9Nr6NCh/Pnnn44yXbt2damnXbt2qNVqt23Ys2eP221y5MiBwWBwu83+/ftZu3atS1vat29PSEiIo0znzp3x8vJy2rZOnTrky5fv4SflvjrctatDhw5O7/V6PU2aNHEp17VrV/bv3+/Y14ABA1zaO3PmTMe5S+fj48OQIUN49dVX2bx582PbKYQQnqLxdAOEEJ5jMBjQ6XROyzZu3Ejjxo0fuo2iKCiK8lT12Gw2UlNTn7p906dP58MPP/xHbXmSNnp5eT1RObvd/kTlTp48SZkyZR5bDuDDDz+kTp069OnTh5CQEIKDg59oOyGEyEiSURQiC3swA1irVi02bdrkUm7RokXs3r0bSLsX4JIlS1zKrFy5EpvN5rae2rVrs2jRIpflsbGxjjF+D3pYW7Zu3cqyZcscbVm+fDl2u92pzL59+7hz547b/d6vbt26jn3d7+eff3Z6b7Va3U44WbJkiWPSy8Pa+/XXX3Py5Em39b/00kts27aNb7/99rFtFUIIT5BAUQjh0LdvX/bs2cOkSZOIjo4mPj6eGTNmMGrUKMqVKwekZcL++usvPv74Y8LCwoiLi2P+/PnMnz//ofsNDg7m559/ZtiwYdy6dQur1cq+ffuoVasWGzZsAEClUmG1Wh3btG3bltjYWD777DPCw8NJTk7mp59+olevXlSoUAGAVq1aodfr6dChA1euXCEpKYnVq1czePDgJ7o1z4gRI1i+fDkTJkwgKiqKu3fv8uWXX7J3716ncnq9nunTp7N06VISEhK4efMmvXr1IjIyku7duwPwn//8hxkzZrBgwQLi4+OJiopi9OjRLFq0iBIlSjjt7+zZs3zxxRckJCSwbds2goKCHn9xhBDCAyRQFEI4+Pn58csvv3Dy5EmKFy9OwYIF2blzJ7/88guBgYFA2i119u3bR3x8PC+//DKFChXiwIEDj7w3Y4ECBTh06BDXrl2jfPny+Pv7ExwczMSJEx3jAcuUKcOZM2eoVKkSABqNhm3btmEymahQoQIBAQHMnz+fDRs2OAJFtVrNli1bCAwM5PXXXycgIIClS5eyZs0a/Pz8Hnu8gYGB/Prrrxw7doyiRYtStmxZ4uPjWbBggVM5jUbD+vXr2bJlC/nz56dSpUqoVCp2796NXq8HoGDBguzYsYP169eTP39+SpUqxZUrV9i3bx8+Pj5O+ytatChXr14lX758jBkzxm22VQghMgMv5WkHGwkhhBBCiCxBMopCCCGEEMItCRSFEEIIIYRbEigKIYQQQgi3JFAUQgghhBBuSaAohBBCCCHckkBRCCGEEEK4JYGiEEIIIYRwSwJFIYQQQgjhlgSKQgghhBDCLQkUhRBCCCGEWxIoCiGEEEIIt/4PmbwxkpJxFTwAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-210_torch.float16_lf\n","不是 1434\n","是 934\n","不重要 479\n","问法错误 117\n","回答正确 36\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-245_torch.float16_lf\n","不是 1501\n","是 1013\n","不重要 353\n","问法错误 98\n","回答正确 34\n","男 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:595: RuntimeWarning: invalid value encountered in divide\n"," cm = cm.astype(\"float\") / cm.sum(axis=1)[:, np.newaxis]\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-280_torch.float16_lf\n","不是 1483\n","是 926\n","不重要 483\n","问法错误 77\n","回答正确 31\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-315_torch.float16_lf\n","不是 1420\n","是 901\n","不重要 561\n","问法错误 84\n","回答正确 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf **********\n","Qwen/Qwen2-7B-Instruct/checkpoint-350_torch.float16_lf\n","不是 1412\n","是 919\n","不重要 561\n","问法错误 74\n","回答正确 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAooAAAK8CAYAAABoV548AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAC+UElEQVR4nOzdd1gU1xoG8Hdpu0sVGwiIAvYuKvYuduVqLFGM2I29a1QEO5aoiTGWGHs3xtg7diN2FI0KNnpRettdyt4/0I3rjgJGXXDf333myd0zs2fOzOzit985Z0akVCqVICIiIiJ6h562G0BEREREBRMDRSIiIiISxECRiIiIiAQxUCQiIiIiQQwUiYiIiEgQA0UiIiIiEsRAkYiIiIgEMVAkIiIiIkEMFImIiIhIEANFokJGoVBgw4YNaNmyJaysrCCRSFCmTBn07dsXp0+f/iJtuHv3LhwdHWFiYoI1a9Z8kjp79uyJunXrfpK68mPdunV4+fJlrtt5e3v/532JRCI8evTog9to6zwQEQlhoEhUiAQFBcHFxQULFixA9+7dcebMGQQGBmLXrl0oU6YMunfvjn79+iEzM/OztmPTpk2oVq0a7ty5g7Zt236SOsuUKYNy5cp9krryw9/fHz/++OMHt7l8+TLWr1//RdqjrfNARCRExGc9ExUO8fHxcHFxQZUqVbBz506YmJhobBMcHIyuXbtixYoVaNWq1Wdry4ABA2BtbY1FixZ9tn18Ka6urrh69SpevHiB4sWLC27Ttm1bnD59GsnJyTA1Nf3ofYlEIjx8+BCVKlX66DqIiL4kZhSJConFixfDwMAAe/bsEQwSgZxslL+/v0aQePr0abRq1QqmpqYwNTVFq1atcObMGbVtzp8/D2tra6SlpWHKlCmwsbGBmZkZunTpghcvXqi2a9CgAbZs2YLFixdDJBJh8+bNePHiBUQiEWQymUabfvjhBwwYMED1eufOnXBwcICZmRmGDh2K5ORkAMDs2bPx7bffqr03KCgIffv2RYkSJSCRSFCzZk2sXr0a7/6+fdOl+9tvv6Fy5cqQSqWoV68ezp49m+t5ffLkCaysrLBs2TLB9X5+frh+/TpMTU3x5MkTjfV//vknGjZsCGNjYxQtWhTffPMNHj16hPHjx2P27NkAgPHjx0MkEgEAKleurAo2W7RogWXLlqFDhw6QSqUIDAxUOw+enp6oWbMmFAqFan8bNmyAjY0N4uLicj02IqL/ioEiUSGxadMmTJ48GRKJ5IPbvQlI3lizZg26deuG9u3b4/bt27h16xbatm0LNzc3rF27Vm3bjIwMdOzYEXp6ejh79izOnz8PY2NjtGnTBnK5HABw7Ngx9OrVC6NHj0ZkZCR69+6d52OIiIjA6NGjsWHDBpw/fx4JCQm4c+eO4LbXr19H3bp1YWpqipMnT+LRo0eYMmUKFi1ahH79+mkEizNmzMDhw4exefNm3LlzB25ubujYsSP++eef97ZHoVAgJCQEa9aswa+//ioYfM2bNw/jxo1D+fLlNQJFT09PfP/99/Dw8EBAQADOnDkDZ2dnNG/eHP7+/mp1REZGAgAuXbqEZ8+eqdYtWrQIjRs3xv3791GhQgW1+r29vaGnpwcvLy8AwIsXLzBx4kT8/vvvKFq06HuPi4jok1ESUYEXHx+vBKC8d+9evt4XFBSkNDIyUvr6+mqsO3XqlNLIyEgZFBSkVCqVynPnzikBKL29vdW2k8lkSisrK+WxY8dUZR4eHspp06apXj9//lwJQJmenq6xn2nTpik9PDyUSqVSeevWLWWVKlUE2+rt7a3s3bu3UqlUKjMyMpTlypXTaItSqVSGhYUprayslJs3b1aVAVC2atVKmZWVpbatm5ubcurUqYL7UyqVyocPHyotLCyUSqVS2blzZ+XMmTPV1t+8eVNpbm6ujIuLU/bo0UO5cOFC1bpz584pTUxMlA8fPtSo9/r160oDAwON9gNQ27558+bKOnXqvPc8KJVK5b1795RSqVR56dIlZYsWLZRDhw597/EQEX1qzCgSFQJZWVkAAH19/Xy9b9euXWjdurXgeEVXV1e0atUKu3fvVpWJRCJMmDBBbTuxWAxnZ2c8fvz4I1oOtcxfzZo1IZFI0K9fP0RFRb33PVevXsXLly8xY8YMjXW2traYMGECtm3bplY+fvx46Omp/0lr1KjRB9v95MkTODo6AgC8vLzwyy+/ID4+XrV+3rx5GD16NCwtLeHk5ISgoCDVuq1bt8LDw0NwvGG9evXQrVu39+73ba6urh9cX716dXh7e6Ndu3YIDg7G8uXL81QvEdGnwECRqBAoWrQoSpYsidu3b+frfaGhoRrdmW+rXLkyQkNDVa8tLCxgYWGhsZ2pqSmSkpLeW8+bAC07O1tj3ZsuayAn0D179iyKFi2KqlWrYtWqVe9td9myZWFkZJSndgOAvb19vtsdFBQEJycnADnBXePGjbFixQoAObcAOnv2LCZOnAgAcHJyUut6DgsL++CklLzOXC5ZsmSu23Tu3BlpaWlo3Ljxf5pMQ0SUXwwUiQoBkUiEPn36YMWKFarsYl7Y2tp+MKP29OlT2Nraql6LxWLB7fT09ASDwDfeBC+pqaka654/f6722sLCAitXrsTly5exePFitYzm2+1++vTpe4/13Xa/r+25tfvJkyeqQBHIGRO4cuVKJCQkYN68eRgxYgSKFSsGABoZxdKlS+earcyL3MacZmZmYuDAgejQoQP27duHY8eO5aleIqJPgYEiUSHh6emJly9fYuDAgWqzYN8WHR2NNm3a4MqVKwCA3r174+zZs6rXb7t69SpOnjyZr8ko72NpaYlixYrh6tWrauUPHjzAyZMnBd9TuXJldO3aVbBtjRo1QvHixbF06VKNda9evcKKFSvg7u7+n9v9dtczANSvXx/169fH999/j5MnT2Ly5MmqdU5OToiKikJKSgoAwMPDA5s3bxacLHPjxg0cOHAgT214d/LRu3x8fBAbG4u9e/diwYIFGDx4MGJjY/NUNxHRf8VAkaiQKF68OE6ePImrV6+iVq1aWLt2Le7fv4/Q0FBcv34ds2fPRqVKlWBiYgJnZ2cAQKVKlbB48WJ06NABy5cvR0BAAPz9/eHj44M2bdpg8eLFqFix4n9um0gkwqBBgzB27FgcOXIEz58/x44dO9ChQwc0a9ZMtd22bdvQs2dP+Pv74+zZs9i3bx+aNGmiUZ+hoSG2b9+OhQsXYtSoUbh69SoeP36Mbdu2oXbt2nBxccHAgQP/c7vf7np+w9vbG3v27MGwYcNQokQJVXnp0qVhZGSkyhQ2a9YM48ePR4MGDVTn9s6dO1i4cCG6d++Opk2bauxPX18fISEhqlsC5cbf3x8LFy7Etm3bYGpqigkTJqBq1aoYMWLEfzhqIqK8Y6BIVIhUrlwZd+/exbBhw7B9+3Y0adIETk5O6N69OwICArBlyxYcPHgQUqlU9Z7x48djz549OHjwIBo2bIgmTZrgxIkT2LdvH8aNG/fJ2ubj44N+/fph6NChqF69OrZt24ajR4+qglYA6NSpE4yNjdG8eXO4u7tj3Lhx781oNm7cGNeuXcPLly/RuXNn1KhRA4sXL8bkyZOxd+9ejYkr+ZWRkYGQkBC1jCKQk83s0qULpkyZolaup6eHsmXLqnU/z58/Hxs3bsS+fftQv359tG7dGgEBAbh06RKqV6+usc/evXujc+fO771n49sUCgX69++PiRMnolGjRgByAvItW7bgzJkz2LFjx8ccNhFRvvDJLEREREQkiBlFIiIiIhLEQJGIiIiIBDFQJCIiIiJBDBSJiIiISBADRSIiIiISxECRiIiIiAQxUCQiIiIiQQwUiYiIiEiQgbYb8DnYjzmk7SbQawcmtdB2E+gtVezMtd0Eei1FlqntJtBrUiN9bTeBXjMx+vCzzz8nae3RWtt3+p1VWtt3bphRJCIiIiJBX2VGkYiIiChfRMydCeFZISIiIiJBDBSJiIiISBC7nomIiIhE2ptIU5Axo0hEREREgphRJCIiIuJkFkE8K0REREQkiBlFIiIiIo5RFMSMIhEREREJYqBIRERERILY9UxERETEySyCeFaIiIiISBAzikRERESczCKIGUUiIiIiEsRAkYiIiIgEseuZiIiIiJNZBPGsEBEREZEgZhSJiIiIOJlFEDOKRERERCSIGUUiIiIijlEUxLNCRERERIIYKBIRERGRIHY9ExEREXEyiyBmFImIiIhIEDOKRERERJzMIohnhYiIiIgEMVAkIiIiIkHseiYiIiLiZBZBzCgSERERkSBmFImIiIg4mUUQzwoRERERCWJGkYiIiIgZRUE8K0REREQkiIEiEREREQli1zMRERGRHm+PI4QZRSIiIiISxIwiERERESezCOJZISIiIiJBDBSJiIiISBC7nomIiIj4rGdBzCgSERERkSBmFImIiIg4mUUQzwoRERERCWJGkYiIiIhjFAUxo0hEREREghgoEhEREZEgdj0TERERcTKLIJ4VIiIiIhLEjCIRERERJ7MIKnAZxdTUVNSoUQOZmZmqsvPnz2PmzJlqZURERET0eRW4QFEsFuOff/6BUqnEli1bVOWLFi2CTCbTYsuIiIiIdIvWup5TU1PRtm1biMViAIBSqYSFhQUOHDgAiUQCpVKJCRMmwMPDA0WKFAEAiJgWJiIios+Bk1kEae2siMVihIaGYvDgwXjy5AmGDBmCwMBAAIBEIoGRkREMDAxUrwHAyMhIW80lIqKPFBUZgWOHD2i7GUT0EbQWKBoYGKBIkSJwd3dX/VdPT0+1DgAMDQ0BABkZGTA0NFS9LqhMJQb4ub8zHv7YETfmt8WINuUEtxvXvgKe/dRZbXnxcxfM/qYaAEBPBIxpVx5XZrfBnYXtsLRvLZhJ/k3+WheRYP3QeghY3AHnZ7VCz/ql1eoXG+hp1N+5ts3nO/ACKi01BasWeWKAWzOM6NMBh/Zsee+2N/4+j6nf98Ggbi2wYNpIRIS+UK3LzMzE5tU/Ysg3rTC0RxvsWP8zsrL+HS/7/MljeE8YjAFuzfDDSHfcv3Ndre4TB3ZjzHddMLh7S6xcOANJCfGf+lALvJSUFEyfOgkN6tZGmxZNsPH339677VnfM+jSsR1cnGtgyMD+CA5+obZ+7epVaNmsERq5OMPLczrSUlPzvJ9nT5/Co18fuDjXQLeunXDp4oVPepyFQWpKCmbPnIo2Teqia7sW2L759/due/GcL77t1hEtGzljzPCBCA0JVlt/3e9vNKlbDc1caqiWuNhXGvX8tNQH8XGxamX3/G/Do093tGzkjMHf9cI/9+99mgMsRFJSUjBz2mQ0dnFG21ZNsXnD+vdue873DP7XuR0a1q2JYYM9EPLO92LNrytRt2YVjB01XOO9EeFhGDf6ezRtUAdundrh6OFDauvv3L6F/n17oWmDOujv3hv37vp/isMrfEQi7S0FWIHKs74JFOVyOebOnYuUlBTMnTsXq1atgrW1tZZbl7tF39ZEZnY2XDxP4X/LLqFjrVJwb1xGY7ufTwTCcfwR1VJt6nHEJMmw5swTAMCYdhVQz7EYuq+4jBbzzyJbqcSP/WoDAAz1RdgxqiEuPXoJl1mnMHrTLYxqWx6u1axU9TtZmeL60zi1fRy5E/FlTkIB8vvPC6FvYIDVO49h7k8bce2yL84c3a+x3T/3bmH7uhUYPnEW1uw6gQbN28Bn5ljI0tMAAH9sWYPIsGD8+PsfWPb7HwgLeY69W9YCAGSydCyZNR6uXXrg932+6P/9RPy6xAsvoyMBAH4Xz+DM0f2YsehXrN55HCWsbbBm2ZwvdxIKiLmzZ8HAwBCnz13E1p17cObUSfyxd7fGdkGBjzFvjhe858zDFb+baNu+A0YOHwK5XA4A2LtnF86d9cW2nXtw6uxFiEQizPGelaf9KBQKjBoxFB06dsYVv5uY5T0Hc7xmIijw8Zc5CQXE4gWzYWBggAPHz+G3zTtxzvcUDvy5V2O7p0GBWLJwDqZ5zsGpC35o5doeE0cPV10LAHj+7AkGDRuJi9fvqZaixYqr1fP35YsIDwtFb3cPVVlc7CtMnzwOA4eOwOkL1+AxaDh+mDgGsa9efr4DL4Dmz/GCgYEBTvhewObtu3Hm9Ense8/3YsFcb8zynoeLV2+gbbsOGP39ULVrMWLUWKz9fZPgfsaPGYlmzVvizIW/sXrdBvz5x27cuO4HAAgJfoFpk8dj1JjxOH3+CjwGDsakcaMRHRX1eQ6aCp0CFSgqlUoAQHZ2NoKCgtC1a1cEBQXB398fNWvW1HLrPszKQoKG5Ytjxu57SJZlIjw+HRO23cFI1/K5vve7pmVxOiAa0Yk5k3UGtXDExO13EJ0oQ2JaBmbsuYfaZYrAwtgQrapaIeRVKrZeeoF0RRbuhyVi9p/38W2jfwPSCqXM8DQ65bMda2EQ9yoGD+7ewuCx02FsYooSVqUwcsocHNyzWWPbY3/uRN8hY+FUoQrEEglad+yOchWr4t4tP2RmZODs8YMYMdkbRSyLwbyIJUZOmY1zJw5CJktHcmICvhs+AU1adYCBoSGq1KiDchWr4VngPwAAI7EEY2csRClbe4glEnTt5YGH925/4bOhXdHR0bhx/Ro8vefAzMwMNja2mO+zBBvXa2YVd+3cgQGDhqBuPRcYGhmhV+8+qFqtOo4dPQwA2L51M7znzIOdXWmYmprC02sO/O/cRmhISK778T19CuXKVcC3fd1haGQE5zp1MWzEKGzetOGLng9tehkTjds3r2PKDG+YmpnBupQNZs31wbZNmpmsP/fuhHv/Qahdpx4MDY3QrUdvVK5aDadPHFVt8/zpE9iXdXjv/hQKBVYuW4QpM7xUPUUAcOTgX2jdtj1atHKFgaEhmrVsjQ6d3bD/D80g6WsVEx2Nm9evYYbXv5/XuQsXY9MGze/Fnl074DFoMOrUc4GhoRF69PoWVapVx/FjR3LdT3x8PJKTkvBNz94Qi8WwtbND1/91x/lzZ1V19+s/APUbNoJEIkHrNm3Ruev/cPrk8U9+zAWeSE97SwFWoFr3JlCUSqXYtm2bailWrBj69eun5dZ9WD3Horj0+CXkmdmqsifRKUiTZ6JsCZP3vk9sqIeBzR2x+nQQAMDYSB+7/w7Gq+R/fylmZSsRkyRHCTMxZBlZ2HFFvfsnIj4dxc3Eqtflrc3wLEa3A8XHD+6iurMLjIz+PS+29g6QSKSIDA9R27a0QzlUrVVPraxYCSskxsfhxdNA2NqXRZGi/2ZJzMyLoFzFagh8cA8lrEqhUYu2AACFXIarF07jyeMHKF+5OgDAuX4T2DvkDEGIi32Jnb+vRM06DT7LMRdU/nduoUHDRqqJawDg6OQEqbGxRrfynVs30bJla7UyV9d2uO53FbGxsUhPT0eVqtVU6wwNDdG8ZStcv+aX635u37qJlq3eqbttO1zzu/oJj7Zgu+d/B/XqN1Q7R2Udcs7Ru93Kd+/cQtMWLdXKWrZ2xc3XmSgAePH8KezLlH3v/nZs2YCateuiRi1n9br9b6Fp81ZqZS3atMWtG37QFf53bqP+u59XRycYG5todCvfuX0Lzd/5XrRxbYsbefjsWlpawsraGps3/g6ZTIbnz55h146cf1cBwMbWDi3eqdvK2hqxsbFC1ZEO0lqgmJWVBYVCgcDAQNV/39wnMTMzEwEBAXj48KHqtjg9e/bUVlPzxMZSiuCXqRrlT2NSYF/M+L3v69uoDC4+ikF4fDoAIE2RBZ9DDzXqti4iQUhsGi48fIkz96PV1repZoV7IQmq1xVKmWFYKycELG6P/ROaoEZpi/9wZIVTbEwUrG1Ka5Tb2JVBTGS4WlnvASNgamauep2dlQX/G3/DsUJlxL6MgpWNnUY9pezsEROlXs/Ivh2xcuEMtGjbBUWLl1Rbd/PvCxjVtyMunz2O7v2G/pdDK3SiIiNhb685BKNsWQeEhYaqlcXERMOutPp1K+vggLCwMERFRgjX4+CAsLDQXPcTGRWJ0vb2aussLYtCIVdAoVB8zKEVOtFRkbArba9Rbl+mLCLC1K/Fy5gY2NiWfmc7B0SEh6leP3/6FDOnjEeHVo0wc+p4tXGI0VGR2Lbpd1z3u4L2LRril+VLkJ2d/d522JdxQERYGHRFVFSExucRAMqULYswjWsRDTu70u9s56Cx3fvMXbgYG35bg0b1auEbt44wMTXFt31zki/u33loBPuXLp5X+0FGuk1rgaJMJkNgYCAqV66MwMBAVKpUCWlpOWPC5HI57ty5A2dnZyxbtgzr179/gK9cLkdSUpLaoszK+FKHoSIx1Ee6IkujXJaRDYmRvuB7DPVFGNLSCb+eevLeevVEwDL3WvjN9ykUb2Ur3yhvbYrBLZywzvffOvZcDUHXZZdQd+YprD/7FBuG10dRU92aMa5QyGEklmiUG4rFUCjkAu/41/6dG1DS2hZOFatCIReux0gsgUKufl/PVTuOYvrCVfC75IvLZ9W7beo2ao41u0+gx3fDsWTWeCQnJeT/oAopmUymunPB28QSsdoYKyBn2Mmbscqq7cQSyGUyyOVywXokr9fnth+5TAaJRCq4Xlfu0SqXv+cciSWa10IpcC0kYshff+7lcjlmeM/Hxh1/4I+DJ1HWwQkzJo9Tbbv597Wo16AhNm7fi407/sA9/9v4c++unPfKNK+lWKz5efia5ZwDgc+jWAK5LA/fC4nmNROSnJyM8aO+x/ejxuKS303sO3gUFSpUREJCguD2hw7sR+yrV2jZuk3eD+ZrwcksgrQWKJqYmEAulyMrKwvZ2dnIzs7GkydPkJ2dDblcjv79+yMsLAzDhw+Hi4sLVqxYIViPj48PLCws1Jakm/u+8NEAsowsiA01T6eliaFgAAkAvRrY48bTWAS/0sxEvjHdrQoyspRYf+6pxjoLqSHWD3XB/L8eICwuXVV+5n7OeEd5ZjaO343EoVvh6Ops+xFHVXgZGYmRIRAQpiQlQiwQ+L1x8+oFnD95CMMmeubUIxYjQyDblJKUCPE7/9BJJFLUqFMfIyZ54ci+7RrvKWJZDF16foda9Rrhsq/ujP+RvOcftMSEBI1gQU9PTzUE5Y2ExARIpNL3BhIJCfGQSKW57kcskQj+SEhKTIRUIHj6GgkFhACQlJig8XnWE2lei8SERFVwIxaL0bxVG5iZmcPUzAxDR4yBTCbD06Cc25xdunAOM2cvgGXRYrCxtcN0r3k4sC9nDKLQjwShNnzNxBIxFO/7vEpz/14IfX+EHDqwH7Wc68D9Ow+YmJjC0dEJg4cOxw9TJmps++B+AFauWIaFS5apjSkl3abVMYrv3u7GyMgIMpkMmZmZyMrKQrFixTB//nwcOXIEv/32m+CYienTpyMxMVFtMa/b40sdgkpEfDpKC3Qxly5mjJBXaRrl+noiDG9dDr+cCnpvnX0a2aN1NSuM2XwL7/yNgIGeCOuG1MPJu5H46+aHu2tCYlNRqoju/AEGgGIlrfEySnOm98uoCJS0Fg6anz95jPU/LcQEryUoYpkzfqdYCeF6YqLCUdLaFuEhL5CSlKi2zt6pAhLiXuX8+Hl0X+O9ZRzLIyFO8xYiXyvrUqUQHh6uUR4eHqbRnVaypBUiI9XPd3hYGGzt7GBdygbh4Zqf9Tf15LafUtalEP5O1+arly9hbmEBQx25R6uVdSlERmieo4jwcNjaqQ+xKFGyJKKjItXKIiPCYGOrORTjDRs7O8TERCM+Pg5SqRTm5v8Oe3FwKoeYmOj3tiMiIhy2H6j7a2NtLfx5jggPg+0734sSAt8Loe2EBL94jtrOdTTqi4t9hYS3btUVGRmBSeNGw2vufDg6OuXnUL4enMwiSKuty8rKQkhIiNovJYlEgoCAALU0e8OGDXHr1i3V4Nu3icVimJubqy0i/S9/v8Ubz+LQuEJx6Ov9m0KuUMoMRgZ6ghnDbnXtcD804b2zk5tULI5JHSth4NprSEzX7Epf1KcmEtIUGuMZ5/WsjppliqiV1XMshmcx789afo0qVq2J+/431O53GPriCTIyMmBtq/nHNe5VDJbNnoQhY3+AU4UqqvKyThUQFvIcKclJqrKUpEQ8ffwAFarUxPXLZ3H0zx1qdT17/A9s7R2hp6eHXxd7aUyeeRqYs15X1KpdB9f9rqo9qz0oKGdssn0Z9TGFtZ3r4MrlS2plZ06dRIMGjVCsWDEYGhrixfNnqnWZmZk4f/YsXBo0yHU/QnWffl23rqhRqzZuXfdTO0fPngQhI0MBu9Jl3tnWGX5/X1YrO+d7CnVdGiAjQ4FxI4dA/laXvUKhwMMH91HavgwsLIogOSkJSW/9iHr+7CmsrEu9t+7zZ06hbv2Gn+xYC7patZ1x45r6tXgSFAhFhkJjrG2t2s74+93vxemTqN8g9/Nla1da7TsDAHGxsUhMSIDZ67HZqakpGDfqe/QfOBjNmrcUqoZ0mFYDxYiICDg4OODVq3+zK3p6eqhatSqGDh2Kn3/+WVVubPz+CSEFQXSiDLeex8Ore1UYG+mjVBEJFvepiV9O5GQMV3o4q256LRIBI9uWw8qTwtnE8tam+Ll/HYzYeBPBAtnI0W3Lo0IpM4zfekdjXVBUMub3rI4yxU1gItbH8NZOqF3WEgdvaWYRvmZFi5dEhSo1sHXtCsjS0xAbE4X1Py1Et76DAAC/+Hji6oXTAABZehqWeE1Ae7feqNdY/Y+kgaEhWrTtjPU/LUByUgKSEhOwbvk8tO3aE2KJBM3bdsbFM0dx5/oVZCgUeBr4D35fuRDd+w4GAHTo3ge/LZ+P6MgwyGTpOH3kTzx59AANm7t+2ROiRVZWVqhZuzaWLvZBWmoqoiIjMdd7FoYOHwEA+GHKJJw8cQwA0Me9H9avW4N79+4iIyMDf+3fh8DAx+jQqTMAoF//AZjt5YnoqCikpqZg0cJ5qN+wIezsSue6n9aubXH//j0cPngAGRkZuOt/B5s3/g6PQYO1c2K0oERJK1SrWRsrly9GWloqoqMisWi+NzwG59ykefaMKfA9dQIA0KO3O7ZsWIcHAfeQmZGBIwf342lQIFzbd4KhoRHMTM2wbPF8JCUl4uXLGMz3noHKVavBrrQ99PT00KGLGxbMnon4uFhEhIdh0Twv9Po2ZwJFF7fuOH7kIK5euYTMzExcuXgeZ04dR/ee32rt3HxpJa2sUKNWbSxb4oO0tFRERUVi3uxZGDIs5/M6Y+oknDqRM0Tl2779sOG3tQh4/b048NefCAp8jPYdO+e6n65u3XD08CGcPHEM6enpCAl+gR+mTIBbtx7Q19dHVlYWpk2aAOc6ddG3X//PesxUOImU7w58+ILi4uJQvHhxJCcnw8Tk31vIfP/999i0aRPWrFmDQYMG5bte+zGHct/oMzCTGGB+rxpoW8MaqbJMrD/3FOt8c8YWHpnSDPuvh2LjhecoXcwYw1s7wXNvgEYdxUyNcHByU9gXM0FmlvrklSk7/aHIzMYvHnWgBDTGrDiOz7mn1ph25dGvcVkUMTHEzWfx8N4XgCdauq/igUkttLJfIOfJLBt/WYSbVy9CamyMjt3d0aXndwCAGaP7o2nrDmjn1hvLZk/C7WuXoaenPumomWsnDJ84C5kZGdj220+47HsMIpEeWrbvij6DRkNPP2f7oIcB2LZuBYKfBaJYCSv0+G646pY5SqUSh/duxekj+5CUGI8qNepg4Oip7+3+/tyq2JnnvtFnkJycjIXzZuPc2bMwMTHBdx4DMGDQEABAn17d0bmLG9y/y7kh81nfM1ixbCmioyJRo2YteM2ep5Z5XLt6FXbv2gGFXA7Xdu0xbbqn6ofkh/YDAE+fPMHc2bPwz4P7sLMrjclTf0Djps2+4Jn4V4osM/eNPsd+k5Px46J5uHzhLIyNTdC7nwfc++f8nR3Urxfad+yCXn1zvicXz/li9cpliI6OQrXqNTHNc7Yq85icnISflvrgyqXzgBJo1rI1xk36ASampgByMoyrVy7D6RPHIJVK0eNbd3z71k237/nfxrLF8xHy4jkcnMpjygwvVK6inZm20vdMOPzckpOTsWj+HJw/l/N5de8/AB4Dc364uPf+Bp26uKmCt3O+Z/DziqWIjopC9Zq14Ok9VyPzePPGNWzdvBErf12nVn4/4B5+XLwQjx7+gxIlSqJjl64YMux7GBoawWf+HPyxZxf09dXPgXPdelj3++bPd/DvYWKkvYkd0i6rtbbv9MMjtbbv3Gg1UExNTYW5uTlkMplqvOLYsWOxc+dO/PXXX2jatOlH1autQJE0aTNQJE3aChRJk7YCRdKkrUCRNDFQLHi0Oq3pTXD4ZnbV/v37sWnTJvj6+sLFxUWbTSMiIiJdUsBvU6MtWh2jqK+vD6VSiR07ciYDuLm54cyZMwwSiYiIiAqAAnGjpHHjxmH58uWoVi1nfMqvv/6qtj4zMxMJCQk4duyYNppHREREpJO0fvMekUiEx48fw8XFBTt27ICfnx8yMjLUFoVCdx6xRURERFrA+ygK0mpG8c08muLFi2Pt2rVo0qQJRo0ahSFDhqB169a5vJuIiIiIPietBopvbjSalZUFfX199OvXD+bm5ujWrRtOnz6N+vXra7N5REREpCs4mUWQVvOdGRk5Txx5+870Xbt2xejRo9GzZ0/Ex8e/761ERERE9JlpNVCUvX7807sPh583bx6kUik8PDyE3kZERET0aXGMoiCttk6hUKBKlSqqzOIb+vr68PLygrm5ObKzs9/zbiIiIiL6nLQ6RtHW1hYBAZqPsQOAvn37olevXtDTK9iRNhEREdHXqkDcR1GISCRSPbmFiIiI6LPiZBZBTNcRERERkaACm1EkIiIi+lJEzCgKYkaRiIiIiAQxUCQiIiIiQex6JiIiIp3HrmdhzCgSERERkSBmFImIiIiYUBTEjCIRERERCWJGkYiIiHQexygKY0aRiIiIiAQxUCQiIiIqJJKSkuDu7g5TU1PY2Nhg8eLF79123759qFKlCszMzNC2bVs8efIk3/tj1zMRERHpvMLS9Txs2DBIJBKEh4cjISEBPXr0QJEiRTB8+HC17a5duwZPT0/s2bMHlStXxqlTp9CjRw/cuHEDhoaGed4fM4pEREREhUB4eDjOnTuHtWvXwsLCAmXKlMHWrVvh4+Ojse2lS5fQs2dP1KxZE0ZGRujcuTPMzMzw4MGDfO2TgSIRERHpPJFIpLUlr65cuQJXV1dIJBJVWeXKlWFqaoqgoCC1bV1dXbFz5074+flBLpdj586duHHjBkqUKJGv88KuZyIiIiItksvlkMvlamVisRhisVitLCQkBOXKldN4f8WKFfHs2TOUL19eVVazZk0MHz4cDRs2BADo6elh6dKlsLW1zVfbmFEkIiIi0iIfHx9YWFioLULdyenp6TA2NtYol0qlSE9PVys7cuQI1q9fj8uXLyM1NRV79uxBUlISlEplvtrGQJGIiIh0nja7nqdPn47ExES1Zfr06RptlEqlkMlkGuWxsbEaAaSnpyc2bdqExo0bw9jYGD169ICxsTF+/fXXfJ0XBopEREREWiQWi2Fubq62vNvtDAD29vZ4/vy5Rvnz58/h6OioVvb06VM0atRIrax+/fo4efJkvtrGQJGIiIhIpMUljxo3bgxfX19kZmaqyu7fvw+5XK4xdtHe3l5jgsvt27dhbW2d9x2CgSIRERFRoWBra4tGjRphwoQJSElJQWhoKIYOHQpPT08AQN++fbF3714AwMSJE9G/f388ePAAMpkMhw4dwsKFCzXut5gbznomIiIinVdYbri9bt06jBw5EtbW1jAzM8PEiRMxePBgAEBgYCAiIyMBAIMHD0Z8fDzat2+PuLg4VKtWDbt27ULdunXztT+RMr/TXwoB+zGHtN0Eeu3ApBbabgK9pYqdubabQK+lyDJz34i+CKmRvrabQK+ZGGkvWCvivl1r+07Y0U9r+84Nu56JiIiISBC7nomIiEjnFZau5y+NGUUiIiIiEsSMIhEREek8ZhSFMaNIRERERIIYKBIRERGRIHY9ExERkc5j17MwZhSJiIiISBAzikRERERMKApiRpGIiIiIBDGjSERERDqPYxSFMaNIRERERIIYKBIRERGRIHY9ExERkc5j17MwZhSJiIiISBAzikRERKTzmFEUxowiEREREQlioEhEREREgtj1TERERMSeZ0HMKBIRERGRIGYUiYiISOdxMoswZhSJiIiISBAzikRERKTzmFEU9lUGivsmNNd2E+i1odtuabsJ9JYr01tquwn0mlKp7RbQG2nyLG03gV4zMfoqw5JCjV3PRERERCSIoTsRERHpPHY9C2NGkYiIiIgEMaNIREREOo8ZRWHMKBIRERGRIAaKRERERCSIXc9ERERE7HkWxIwiEREREQliRpGIiIh0HiezCGNGkYiIiIgEMaNIREREOo8ZRWHMKBIRERGRIAaKRERERCSIXc9ERESk89j1LIwZRSIiIiISxIwiEREREROKgphRJCIiIiJBDBSJiIiISBC7nomIiEjncTKLMGYUiYiIiEgQM4pERESk85hRFMaMIhEREREJYqBIRERERILY9UxEREQ6j13PwphRJCIiIiJBzCgSERGRzmNGURgzikREREQkiBlFIiIiIiYUBTGjSERERESCGCgSERERkSB2PRMREZHO42QWYcwoEhEREZEgZhSJiIhI5zGjKIwZRSIiIiISxECRiIiIiASx65mIiIh0HnuehTGjSERERESCmFEkIiIincfJLMKYUSQiIiIiQcwoEhERkc5jQlEYM4pEREREJIiBIhEREREJYtczERER6TxOZhGmlYxiYmIixo0b9971JiYmePnypep1amrql2gWEREREb1FKxlFkUiE/fv34+eff8b69euRlpYGkUgEqVSKoUOHQiqVwsTEBAAQHR0NZ2dn/P333yhTpow2mktERERfOSYUhWkloygWiyGRSAAAy5Ytw/379xEQEIDFixcDyMkoGhsbAwD27dsHKysrBolEREREX5hWAkUDAwMYGOQkM42MjLB+/XqsX78e+vr6qrKuXbsiOjoaf/75JyZPnqyNZhIRERHpNK10Pevr6yM6OhojR45EVFQURo4cCQDQ08uJWw0MDNCqVSs0bdoU8fHx+Oabb7TRTCIiItIRenrsexaitdvjSKVSNG7cGMbGxmjcuDEaNWqkWicSiTB+/Hh89913KFeuHMRisbaaSURERKSztBYoWlhYwN3dHZaWlnB3d0e/fv0AAOPHj0dSUhIAICIiAvfu3cOdO3e01UwiIiLSASKR9paCTGv3UXzx4gVcXFwQFBQEFxcXVXnJkiURHx+P48eP48KFCxg6dCj27duH2rVra6upRERERDpJaxlFa2trbNu2Dfb29ti+fTu2bt0KpVKJGTNmwMbGBp6enpBIJHBzc8OVK1e01UwiIiLSASKRSGtLQaaVjGJ2djYMDAxQsWJF6Ovrq05UdnY2ACAzMxOXLl3C6dOnYWNjg7t372qjmUREREQ6TSsZRYVCgYyMDACApaUlOnfujA4dOqBYsWIAgIyMDBgZGcHNzQ3FihVDYmIi4uPjtdHUQs/36J9IjI/VdjMKjW+cbVDUxFDbzSAqVLKysrB98+/IysrSdlN0Hq8FfWpaCRTT0tKQkJAAALh48SIeP36MZ8+e4erVqwCA5ORkpKWlAci5Ofcvv/wCU1NTbTQ1X9JTU7B68SwM6dYcY9w74sjeLe/d9ubf5zFjRF8M7d4Si6aPQmRYsGqdQiHH9nXLMca9I8a4d8TO9T8jQ6F4b117Nq4SLH/x5BEO7toEQyPdmzVuYqSP+f+rjEvTmuLE+EbwaGSf63sqWZticNMyUGRmv3eb1pVLoJL1+z+LY1o7qr1uX60k/vjeBRemNsWvfWvCzlKS94P4iqSkpGD61EloULc22rRogo2///bebc/6nkGXju3g4lwDQwb2R3DwC7X1a1evQstmjdDIxRlentOR9tYjPnPbz7OnT+HRrw9cnGugW9dOuHTxwic9zsIgNSUFczynwrVpXbi1b4Htm39/77YXz/vi2+4d0aqxM8Z+PxChIcGC2/25Zwf8b99U3Qv3jTmeU9G8fg3VMmXcCNW6u/63MNTjW7Rt7oJhA/rgfoDu9RzxWhQsnMwiTCuBYtGiRT+YIdy9ezekUikAwMzMDKNGjYKhYcHP8mxY6QN9AwOs3H4U3ss34Prlszh7bL/Gdg/v3cbO9T9hyARPrNp5HC5N22DJzLGQpecEx1tWLUFqchIWrtmJOT9vRmRYMPZu/lVwn2eP7ced65c1ypVKJTavWoI+Q8bC2KTgB9mf2szOFZGZrUSHn/7GgE230LpyCXR3tvnge37oUAE/nXmKFLnwL/HipkaY0bHie8eTNHQsip51bFWvGzkVxdCmZeF54B+0W34FZx7G4Odva8BIX2tDg7Vm7uxZMDAwxOlzF7F15x6cOXUSf+zdrbFdUOBjzJvjBe8583DF7ybatu+AkcOHQC6XAwD27tmFc2d9sW3nHpw6exEikQhzvGflaT8KhQKjRgxFh46dccXvJmZ5z8Ecr5kICnz8ZU5CAbFkwWwYGBjgr+PnsG7TTpw/ewoH/tyrsd3TJ4FYunAOps2cg5Pn/dCqTXtMGjNcdS3eiH31Eju2bMDEaZ4adTx/9gR7DpzAhWv3cOHaPSz9eQ0AIDQkGF4/TMKwkeNw+ORFuPcfhBmTxyAmOurzHHQBxWtBhUGB/BerQ4cOhSIwfFvcqxg8vHcLA8f8AGMTUxS3KoXhk2fj8B7NrOKJv3bi20Fj4FihCsQSCVp17AanSlURcPsaUpITcef6ZQwcOx1m5kVQtHhJjJg6F5d9j2nUEx0Rit0bfhFsz4VTh2BsYoKGLdp+8mMt6EqYGaFuGUssPBqIFHkWohLl8Dr4EAMbvz+r6FarFFLkWTj1IOa923h1qQRTib7gOnOJATw7V1T7ZdiphjV+OfsMj6NSIMvMxl93IvEiNg01S1t89LEVRtHR0bhx/Ro8vefAzMwMNja2mO+zBBvXa2YVd+3cgQGDhqBuPRcYGhmhV+8+qFqtOo4dPQwA2L51M7znzIOdXWmYmprC02sO/O/cRmhISK778T19CuXKVcC3fd1haGQE5zp1MWzEKGzetOGLng9tehkTjdu3rmPydG+YmprBupQNPOf4YPvm9Rrb/rlnJ/r2H4TaderB0NAI/+vRG5WrVMPpE0fVtlv98zJ809sdNrZ2auVZWVmIiY6ClXUpzbr37kRvdw/Uq98QYokEzVu5on0nN5w9feLTHnABxmtR8HAyizCtBoovX76Evb39B7OLoaGhaNu24Ac7Qf/cRbXaLjB6q5vX1t4BYqkUUeEhatvalXVC1Vr11MqKFrdCYnws0tNS0alHP7V6jE1MIYIICrlMVZadlYW1S73h2rWXRltSk5Pw1/b18Bg19VMdXqFSq7QFrj2PgyLr3y7kF6/SkKbIQumiUo3tzSQGGNasLBYdD3xvnT3r2kJqqI97oUmC62d0qogj99R/geu/5y7/5lKt3ZVKK/zv3EKDho3Ubpzv6OQEqbGxRrfynVs30bJla7UyV9d2uO53FbGxsUhPT0eVqtVU6wwNDdG8ZStcv+aX635u37qJlq3eqbttO1zzu/oJj7Zgu3f3Tk5A8NY5KuvgBKnUWKMr857/LTRt3lKtrEVrV9y64ad6fffOLTx+/A/69h+osa+I8DCUtLIW/EfQxsYWTZu3UiuzsrJGXJzujKfmtaDCQmuBYnJyMqRSKcLCwiCVShEaGopXr17h5cuXCAkJwcuXL7Fw4ULo6+vj5s2b2mpmnr2KiYaVjZ1GeSm7MoiJClcr6+kxAiZm5qrX2VlZuHfzbziWr4ISVjbo1OM7te2DHt6DeRFLGIn/Hd92aM9mmBcpihbt3TT2uW/bOqSlpmL2hEGYOcodz4Me/tfDK1SszSUIjUvXKA+OTYNdEc1AcUQLB5hKDLBlkDN2Dq2rMQbRvqgUQ5qUgdfBh8hWKjXe37G6FWyLSLD+4gu1ct+HMRjdyhHlrUwgNtBDt9ql0LhcMdwNTfxvB1jIREVGwt6+jEZ52bIOCAsNVSuLiYmGXenS6ts5OCAsLAxRkRHC9Tg4ICwsNNf9REZForS9elbZ0rIoFHIFFB8YA/w1iY6KhK2dZmbdvkxZRISrX4uXMTGwsVW/FvZlHRARHgYg5+4Vy5fMR2JCAjq1boKpE0Yi8fXYcyCnqzMiPAxd2zVDT7d22LltE5Svvz+9+vZH6Xeu1ZXLF1CpSjXoCl4LKiy0Eihu2bIFkydPhkQigUgkgkQiQYUKFWBlZQVra2s4ODjg4MGD8PHxgbm5OSSSgj8BIEMhVwvk3jAyEkPxzjiSdx3YtQElrG3gWLGKxjqZLB0bflqA7v2GqcqeBz3EueN/YfC4mRrbv4qOxN9nj+P7KbOxYsshtOncEz/Pm6qWjfzaiQ31IMvQnJAiz8yG2FD9I29tIUbH6lbwOvAQnVZexR83w7GsV3WIDXK20xeJMO9/VbDy7FNEJmqeQ2tzMca2dsKsAw+Rma0eRJ7+5yX2347A8l7VcXB0A0zvWBFH7kbhVYpuBCVvyGQywe+wWCLWGGOVnZ2teua7ajuxBHKZDHK5XLAeyev1ue1HLpNBItH8oSCWiCGT6cb3QyF/3zmSaF4LpdC1EEP++m/JmVPHoJArsOLX9dh35DSKFS+BJQu8VdtaW9vgl3Wbse/wGfz48xqcO3MShw/sE2zXscN/IS72FZq1aC24/mvEa1HwsOtZmFYCxcDAQNW9FN98+MuWLYusrCy4uLhg48aNMDExQbFixSAWi2Fg8P6uOrlcjqSkJLUlt8DsczA0EgvOTE5JToRYIIB847bfRVw8dRhDxmsOPlYqlfht2RyUr1IDLk1zvrQKuQxrl87GgNHTYF7EUuM9N/4+hxYd/oc6DZtDIpGiZYf/wbFCVdy5duk/HF3hIs/IVgV6b7OQGkKWoT5RpVWlEth/OxIXAl9BlpEzjvB+RBKaVci5VdPgpmUQlSjD0XvRgvua3bUyNlwOxovYNMH1O6+Focsvflh2KgjxaQqs9H36H4+u8JEI/MMHAIkJCRr/UOrp6akyHW8kJCZAIpW+/odRs56EhHhIpNJc9yOWSKBQaK5PSkyEtBD8GP0UjMTC5yAxUeBaiDSvRWJioirYPnvqBMZOnIZy5SvCzMwcE6fOxP2Au4iLfQUAqFCpMipWqgIjIyOUKeuIaZ5zBCdqPHwQgDW/rMDsBUs/+Lf+a8NrQYWFVgLFGjVqqP6gGxkZAYDaOA2RSAQjIyOYmZnBwMDggx9YHx8fWFhYqC1b1i7/vAcgoHhJK7yMjtAofxkVgZKlbAXeAbx48hgbfl6IsZ6LYWFZTGP9vi1rkJQQB4+R/441/GPLGkRHhOCXBdMxqGsTTB3SExEhzzGoaxOkpaYgOiIMpcs4qdVT2qEcXsXozgy2qCQZbIpo/sNvW0SCsHj1zFFpSymevkxRK3sSnQprCwkqWZvCo5E9mlUojr+nN8Pf05vBuUwRbBzgjF51bfFtPVvULmOBCa5OqvXGRgb4e3ozlCtpoqrP2EgfE13LY8mJICTJMj/PQRdg1qVKITw8XKM8PDwMdnbq3WklS1ohMlL9exQeFgZbOztYl7JB+OuuNqF6cttPKetSCA9Tf/+rly9hbmEBw9d/h752VtalEBmheY4iw8M1JkCUKFkS0VGR72wXptouLCwEDuXKqdYZGhqhTFkHjfe8YWNrh5cx6j+4oqIiMGPKOPwway7KOjgJvu9rxWtR8PD2OMK0Eig6Ojri+fPnuHjxIoCceymmpaXh4sWLSEpKwqNHjxAUFASZTIZLly5ppNzfNn36dCQmJqotHt9P/FKHolK+Sk38438DWVn/BgKhL54iI0MBK5vSGtvHvYrBT3MnY+DoaXCsoNnlfPH0EVy75Itxs5bA4K0Z4O7DJmDzkavYeOgyNh66jCW//wEbewdsPHQZxiamKFq8JEKD1bNWoS+eoITVh28N8zXxD02Ei4Ml9N/69jmVMIGhvh7C4tXHLsYky+FUQn1MYrmSJohIkOFRVAoaL7qIhj4X0MjnIhr5XMTt4AQM2nwbe2+GY/eNcNRf8O+6Rj4XkabIRCOfi3gS8++9/Ua2cEBAeCJ8H778vAdeQNWqXQfX/a4iM/Pf70ZQUCAUCgXsy6iPjartXAdXLqtnv8+cOokGDRqhWLFiMDQ0xIvnz1TrMjMzcf7sWbg0aJDrfoTqPv26bl1Ro2Zt3Lzup3aOnj0JQkaGAnal1a9F9VrO8Ptb/dZb531Poa5LAwA5Qf3zJ09U6zIzMxAaEgxrG1tcuXQeG39brfbee/631cbCpaWmYtr4Uejz3UA0btriEx1h4cFrQYWFVgJFKysr3LlzB5MmTYJCocCkSZMQHh6OSZMmISQkBLt378bGjRsRGRmJSZMmfTBQFIvFMDc3V1uMxF/+BtNFi5dEuco1sGPdCsjS0xD7Mhobf14Atz6DAACrF3vi2sXTAABZehqWe0+Ea9feqNu4pUZd/9y9ib2bVmHSnOUwMy+Sr3Y0ad0Rl88cw22/i5DLZDh/8iBCngWhVv0m//kYC4uXyQrcDUvExLblIDXUh5W5GJ6dK2LD5ZyZhAu6VYFrlRIAgCP3otC5hjWaVSgGiYEe3GqVQgUrU1wK/DQz/ipam6JdNSssPh70SeorjKysrFCzdm0sXeyDtNRUREVGYq73LAwdnnPD3x+mTMLJEzm3f+rj3g/r163BvXt3kZGRgb/270Ng4GN06NQZANCv/wDM9vJEdFQUUlNTsGjhPNRv2BB2dqVz3U9r17a4f/8eDh88gIyMDNz1v4PNG3+Hx6DB2jkxWlCipBWq16iNX5YvRlpaKqKjIrF4gTc8Bg0HAMyeOQW+r2+L0qO3O7ZuXIcH9+8hMzMDRw7ux5MngWjTrhMAoFuPPvh5+SI8CXqM5OQkrFiyELWc68LSsigqVqqCv/btxnnfU1AoFLh75xaWLpwDd4+cc52VlYVZ0yeiZu066NXnO+HGfuV4LQoejlEUJlK+O/DhC0hJSYGLiwv++ecfmJqaIiUlBbVq1YK/vz8aNmyIESNGwNLSEjNnzsS9e/fg5OSEp0/zPrbr+jPtzCpNS03B5lWLcdvvIiRSY3To3lc1g9lrbH80btURrl17YcWcyfC/fhl6eur35GvSpiM69+yPORMGIy01GSKReoD8g8+vqFzDWa3sZXQElnlPxKK1/968OOjhPWxb8yOiwkNRrlI1DBjzA0paC3d/f24jdtzWyn5Nxfr4oUMFNK9YHGnyLGy/FoptV3NmEm4bXAfHAqKx63pON2R1W3NMbV8e9kWNERCehIXHHiMiQXhyw7rvauGnM0/xMDJZcP2laU3RdPG/WatqNuYoYWaEc49ffeIj/DhXpmv+MPkSkpOTsXDebJw7exYmJib4zmMABgwaAgDo06s7Ondxg/t3HgBynsyyYtlSREdFokbNWvCaPU8t87h29Srs3rUDCrkcru3aY9p0TxgbG+e6HwB4+uQJ5s6ehX8e3IedXWlMnvoDGjdt9gXPxL+S07UzDCElJRnLFs3D5QtnYWxsgt7uHujbP+cH7eDveqFdxy6qgOHieV+sXrkMMdFRqFa9JqbOnK2W7Tr01x/Ytvl3pKemolnLNhgzcSqk0pxrcdf/FlYtX4KnT4NQsqQV+g0Yis5u3QEAPy6aiwP79mg8PaSWc138vGbjlzgNBQKvhaYSZtobG1l7zlmt7fuOd6vcN9ISrQSKWVlZKF26NCIiIiCVSpGeno7q1asjICBAFShaWFhg0qRJCAoKUnVV55W2AkXSpK1AkYRpK1AkTdoKFIkKMgaKBY9Wup719fWRnp4OpVKJjIwMAEBcXBy8vLwQFhaG/fv3Iz09HfHx8ZDL5WpjOIiIiIg+NU5mEaaV0D0jIwPZ2dmQyWRQKpXIysrCgAEDIBKJMGjQIMhkMpQqVQoGBgZISUkRvOUFEREREX1eWgkUlUol9u3bh9TUVCiVSqSmpmLBggUa20VHRyM4OBipqakCtRARERF9GgV9Uom2aKXr2cjICK1atUJMTAzWrl2rdg/FdxUvXhx//fXXF2wdEREREQFayigCQEREBKpXr46oqCiNQHHIkCGoXr06xo0bBxMTE7Rt21ZLrSQiIiLSXVrJKAKAiYkJlEql6rYWb3z//ffYtm0bzMzMtNQyIiIi0jWczCJMaxlFsViselTfG2PHjsW+fftw5swZNG3aVFtNIyIiIiJoMVA0fP1YujfPcd6/fz82bdoEX19fuLi4aKtZREREpIM4mUWY1rqe9fX1oVQqsWPHDgCAm5sbzpw5wyCRiIiIqIDQ3i3QXxs3bhyWL1+OatWqAQB+/fVXtfWZmZlISEjAsWPHtNE8IiIi0gFMKArTWkYRyEnzPn78GC4uLtixYwf8/PyQkZGhtigUCigUCm02k4iIiEgnaS2j+OYR08WLF8fatWvRpEkTjBo1CkOGDEHr1q211SwiIiIiek1rgeKb5zdnZWVBX18f/fr1g7m5Obp164bTp0+jfv362moaERER6RhOZhGmta7njIwMAP8GjADQtWtXjB49Gj179kR8fLy2mkZERERE0GKgKJPJAAByuVytfN68eZBKpfDw8NBGs4iIiEgH8YbbwrQWKCoUClSpUkWVWXxDX18fXl5eMDc3R3Z2tpZaR0RERERaG6Noa2uLgIAAwXV9+/ZFr169oKen1UnZRERERDpN6/dRFCISiVRPbiEiIiL63DiZRRhTdkREREQkqEBmFImIiIi+JCYUhTGjSERERESCmFEkIiIinccxisKYUSQiIiIiQQwUiYiIiEgQu56JiIhI57HnWRgzikREREQkiBlFIiIi0nmczCKMGUUiIiKir9zatWsRHR2d7/cxUCQiIiIqJJKSkuDu7g5TU1PY2Nhg8eLFub7n9u3bmD9/PiQSSb73x65nIiIi0nmFpet52LBhkEgkCA8PR0JCAnr06IEiRYpg+PDhgtsrlUqMHDkSP/74IywsLPK9PwaKRERERIVAeHg4zp07h+DgYEgkElhYWGDr1q3o0KHDewPFjRs3wsLCAt9+++1H7ZOBIhEREem8wpBQvHLlClxdXdW6kCtXrgxTU1MEBQWhfPnyatvHx8dj9uzZOHfu3Efvk2MUiYiIiAqBkJAQlCtXTqO8YsWKePbsmUb5rFmzkJiYiAYNGqBWrVq4detWvvfJQJGIiIhIi+RyOZKSktQWuVyusV16ejqMjY01yqVSKdLT09XKgoODsX37dmzbtg3BwcEYNWoUunXrprFdbhgoEhERkc4TiURaW3x8fGBhYaG2+Pj4aLRRKpVCJpNplMfGxmoEkPv378ewYcPg5uYGExMTDB06FC4uLjh8+HC+zgvHKBIRERFp0fTp0zFx4kS1MrFYrLGdvb09jh8/rlH+/PlzODo6qpU9efIE9evXVyurUaMGgoOD89U2ZhSJiIhI54lE2lvEYjHMzc3VFqFAsXHjxvD19UVmZqaq7P79+5DL5RpjF+3s7HD//n21soCAADg4OOTrvDBQJCIiIioEbG1t0ahRI0yYMAEpKSkIDQ3F0KFD4enpCQDo27cv9u7dCwDo378/tmzZgkOHDiEtLQ0bNmyAv78/OnfunK99MlAkIiIinafNMYr5sW7dOsTFxcHa2houLi7o3r07Bg8eDAAIDAxEZGQkgJyg8sCBA5g7dy5KlSqFvXv34tSpU/l+OgvHKBIREREVEhYWFtixY4fgups3b6q9btiwoUZZfjGjSERERESCmFEkIiIinVcYnsyiDcwoEhEREZEgZhSJiIhI5+kxpSiIGUUiIiIiEsRAkYiIiIgEseuZiIiIdB57noUxo0hEREREgphRJCIiIp2X3yek6ApmFImIiIhIEDOKREREpPP0mFAUxIwiEREREQlioEhEREREgtj1TERERDqPk1mEMaNIRERERIKYUSQiIiKdx4SisK8yUHQsaaLtJtBrV6a31HYT6C2W9UZruwn0WvyNVdpuAhFRrtj1TERERESCvsqMIhEREVF+iMC+ZyHMKBIRERGRIGYUiYiISOfxySzCmFEkIiIiIkHMKBIREZHO4w23hTGjSERERESCGCgSERERkSB2PRMREZHOY8+zMGYUiYiIiEgQM4pERESk8/SYUhTEjCIRERERCWKgSERERESC2PVMREREOo89z8KYUSQiIiIiQcwoEhERkc7jk1mEMaNIRERERIKYUSQiIiKdx4SiMGYUiYiIiEgQA0UiIiIiEsSuZyIiItJ5fDKLMGYUiYiIiEgQM4pERESk85hPFMaMIhEREREJYqBIRERERILY9UxEREQ6j09mEcaMIhEREREJynegGBYWhps3b6pe//PPPxg/fjxWrFgBhULxSRtHRERE9CXoibS3FGT5DhQHDhyIgIAAADlBo5ubGypXroyrV69i4MCBn7yBRERERKQd+R6jePXqVRw+fBgAMGHCBMyePRvu7u5wd3eHjY3NJ28gERER0efGMYrC8h0otm3bFmPHjoWJiQmSk5Ph7u4OALh+/TocHR0/eQOJiIiISDvy3fW8c+dO1KlTB1WrVsWBAwdU5Q8ePMCWLVs+ZduIiIiISIvynVGUSCQYPny4RvmYMWM+SYOIiIiIvjT2PAvLU6BYvXr1PPfd37t37z81iIiIiIgKhjwFikeOHPnc7SAiIiLSGk5mEZanQLFMmTIaZbGxsbh79y5atWr1yRtFRERERNr3UU9mmTZtGmrXro1OnToBAEaOHAlvb+9P2jAiIiIi0q58T2ZZvnw5AgIC8OTJE1hYWAAAlixZgk6dOmHVqlUYPXr0RzXk2LFjMDY2hp6eZuwqEolgbW2N8uXLf1TdRERERB9S0J+Qoi35DhTXrFmDgwcPwsjISNWfb2pqipUrV6Jnz575DhRDQkJgb2+PwYMHo169elAqlbhw4QKaN2+OW7duoVq1ajAyMsKlS5cQEBAAe3v7/DaZiIiIiD5CvgPF0NBQVKxYUaO8SpUqCA0NzXcDGjZsiMWLF8PY2BiHDh1S1XX48GF069YNv/76K2xsbDB+/HikpaXlu34iIiKi3HAyi7B8B4pOTk549OgRqlatCqVSqSq/e/fuRz2ZRSqV4uDBgwgODsbcuXMBAK9evcLcuXPx+PFjLF++HObm5jA2NkalSpXyXT8RERERfZx8T2aZPn06RowYgbi4OFX0HRoaiuHDh+OHH37Icz03b96Et7c3xGIx/vjjD9ja2kJfXx/6+voQiURq/9XT04NcLs9vU4mIiIjyRKTFpSDLd0axX79+SEtLQ61atSCXy9GoUSMEBwdj1qxZ+O677/JcT0ZGBk6dOoXg4GCEhYVBJBJh0KBByM7OxpYtWzBw4EBcuXIFo0ePRunSpfPbTCIiIiL6j0TKt/uP80GhUCAgIAAAUK1aNYjF4o9qwIoVK7BhwwbIZDJkZGSoZj1nZ2cjLi4OWVlZaN26NebOnYvatWvnqc5XKZkf1Rb69Ewl+f4tQp+RZb2PuysBfXrxN1ZpuwlEBY42/8kYtDtAa/ve+G11re07Nx99SdLT0xEXFwcAkMvlHxUovnz5Eo8ePcLq1avRrFkzwW2Cg4OxdetWtGrVCqdOnUK9evU+tslEREREgvQ4mUXQRwWKS5cuxdKlS1G3bl0olUrcvn0b06dPx/jx4/NVj56eHg4dOoR169YBAOrXr4/o6Gi1eynK5XK0b98e+/btQ9myZT+muURERET0EfIdKK5fvx5bt27FzZs3Vfc0fP78OTp16gRLS0t4eHjkuS6xWAy5XI5Dhw6hZcuW0NPTw7fffosxY8YAAJRKJVxcXLBs2TIUKVIkv00lIiIiyhMmFIXlO1BctmwZNm7cqHbjawcHB6xbtw7Dhg3LV6CYnZ0NhUKB1atXY/jw4UhOToZIJFK7X2JycjK8vLwAACtXrsxvc4mIiIjoI+X79jjBwcGoW7euRnm9evXw4sWLfNWVmpoKsViMEydOICwsDH/99RdKlCiBVatW4fnz56hZsyZ++uknODk5MaNIRERE9IXlO6NYuXJlBAUFoWrVqmrljx49QuXKlfNVl6WlJQ4fPgwA0NfXh6urK1xdXXHu3Dls374dffr0gbGxcX6bSERERJQvfDKLsHxnFOfOnYsJEyZAJpOpyhITEzFu3DgsWrQoX3VJJBI0atRIo7xly5bYsGEDg0QiIiIiLcpTRnHMmDFqkXZwcDAqVaqEtm3bIjMzE8ePH0fJkiVx5MgRtG3b9pM2MCYmBu3bt8euXbsEnzFNRERE9F8xoSgsT4Hiu2MS69Spo/a6efPmH7Vzf39/NGvWDI8ePYKNjQ0SExOxYMECTJ06FcWLFweQ8yxof39/poSJiIiIvrA8BYr5mcmcH8bGxkhJSYGJiQkAwMjICMuWLcPo0f8+PUIikajWEREREdGXk+8xilu3bv3gkh8SiQQikQhSqRRATvZQqVTCwODf+PXN/9fX189vU7+41JQUzJ45FW2a1EXXdi2wffPv79324jlffNutI1o2csaY4QMRGhKstv66399oUrcamrnUUC1xsa8AQK3szdKykTNevXwJAEiIj0en1k3QuE5VPPzn/uc74AIsJSUF06dOQoO6tdGmRRNs/P2392571vcMunRsBxfnGhgysD+Cg1+orV+7ehVaNmuERi7O8PKcjrTU1Dzv59nTp/Do1wcuzjXQrWsnXLp44ZMeZ2FhZiLBpgUeeHllGZ6dWoBJA9q8d9vRfVvgwSFvRFxYgh1LBqGEpel7t+3WphZqV/73WfC2JYtg7/KhiLy4BPcOeOG7rg0+uu6vFb8bBQevRcGiJxJpbSnI8h0oBgQEYPHixZg1axb8/Pzg5+cHLy8v/Pjjj7h/P39BiaGhodp/gZxZR293M7/5/28/raWgWrxgNgwMDHDg+Dn8tnknzvmewoE/92ps9zQoEEsWzsE0zzk4dcEPrVzbY+Lo4ZDL5aptnj97gkHDRuLi9XuqpWixnO74t8suXr+HoSPGoLNbdxQvUQIAUMTSEkd9L6N2Hd193OHc2bNgYGCI0+cuYuvOPThz6iT+2LtbY7ugwMeYN8cL3nPm4YrfTbRt3wEjhw9RXYu9e3bh3FlfbNu5B6fOXoRIJMIc71l52o9CocCoEUPRoWNnXPG7iVneczDHayaCAh9/mZNQgPw6qw8yMrPg1G4mWnj8iG5tamPwN401thvaswm+aeuMLqN+Rfn2nnj4LAo7lg4WrNO6uDl+mdlH9TfC0EAfR9aMhq/fYzi19UT/HzZiyqC26NS8er7r/prxu1Fw8FpQYZDv6KtevXqwtrbGP//8g9WrV2P16tW4f/8+SpYsme+xinp6elAqlWjdujVatWqFVq1aQalUokePHqrXrVq1KhTjE1/GROP2zeuYMsMbpmZmsC5lg1lzfbBt03qNbf/cuxPu/Qehdp16MDQ0QrcevVG5ajWcPnFUtc3zp09gX9Yh1/3K0tPx595d6Oehe//gvU90dDRuXL8GT+85MDMzg42NLeb7LMHG9Zq/1nft3IEBg4agbj0XGBoZoVfvPqharTqOHc25bdP2rZvhPWce7OxKw9TUFJ5ec+B/5zZCQ0Jy3Y/v6VMoV64Cvu3rDkMjIzjXqYthI0Zh86YNX/R8aJtNCQs0q1seYxbsRlKKDCGR8Rg8ayumDNKc+ObeuT7GLdyDZ6GvkJquwPy1x2BhJoWDXXGNbdfOdoeFqUT1ukPTqngW9grr9l5EmkwB/0dhmLx0HwZ0a5Tvur9W/G4UHLwWBY9IpL2lIMt3oDhv3jysXLlSNa4QAExNTbFixQrMnDnzoxpRv3591TJt2jQ0a9ZM9drFxQVAwb+/0T3/O6hXvyHEYrGqrKyDE6TGxhrdynfv3ELTFi3Vylq2dsXN636q1y+eP4V9mbK57vfA/r1o2LgprKxL/bcD+Ir437mFBg0bqV0LR6eca/Fud82dWzfRsmVrtTJX13a47ncVsbGxSE9PR5Wq1VTrDA0N0bxlK1y/5pfrfm7fuomWrd6pu207XPO7+gmPtuBrWMsRZ/0eQa7IVJU9fh6NlDQ5nOxLqG2rryf8Pbc0V79V1vBezWAiFcPv3nNVWbo8Axv+vKy2XVhUPKyKmuWr7q8ZvxsFB68FFRb5vuH2kydPUK5cOY3y8uXLIzAwMF91KZVKiEQi+Pj4fHC7JUuWQKlU5qvuLy06KhJ2pe01yu3LlEVEWChK25dRlb2MiYGNbel3tnNARHiY6vXzp08xc8p4pKQkw7muCyb/MAuWRYupvUehUGDvzm1Y9dvmT3swhVxUZCTs3zrfb5Qt64Cw0FCUeSsAj4mJhl1p9WtR1sEBYWFhiIqMEK7HwQFhYaEoUqTIB/cTGRWJtu07qK2ztCwKhVwBhUKhMxO0SlsXxdPQVxrlQcExcLAtjqchL1Vlf53xx/JpPTHUeztiYpMwvn8blLYuivtBEaptytmXxLQh7dDCYxnWz/1OVX7674ca++jYrBpu/ROS57q/dvxuFBy8FgVPQU9IaUu+A8Vy5crhypUraNWqlVr55cuXBQPID8nMzMkwZGVlQV9fH1evXoWtra3GdiKRqMAHinK5TDVD+21isURt7CEAZCuzNcZciiViyOWy13XJMcN7PpzruUAEEXZt34wZk8dhzcbtau85cuBPONd1gY2t3Sc+msJNJnvPtZCINa9FtsC1EEsgl8kgl8sF65G8Xp/bfuQyGSQSqeB6mUymM3+AJRJDpMsUGuXpMgWkYkO1sp+3n0URc2P4bpyA7Oxs2FpZwnvVYSgycv5W6OvrYdOC/vBceRAhkXEf3G8lR2uMdm+JZt/9mKe6dQG/GwUHrwUVFvnuevb09MSwYcPw8OG/v97/+ecfDB8+HN7e3vmq682XQS6XIz4+Ho0bN4aDgwPKli2LsmXLqv4/kBNMvq+OpKQkteXdL9mXIBQQAkBSYgLE73xJ9UR6GoFvYkKi6ssqFovRvFUbmJmZw9TMDENHjIFMJsPToH8ztpkZGdi1fTP6Dxr2GY6mcJNIhK9FYkKCxh/MN+Nk35aQmACJVAqxWPMPNgAkJMRDIpXmuh+xRAKFQugzkQipwB/ur5VMlgGxWPM3adEiJkh7J4DMysqG1y+H4Nh2JlbvuoB/nkZixZYzqvU/DGmPkMg47Dxy/YP7LGImxd7lw/DD8r9UAWVudesCfjcKDl4LKizyHSj27t0b06dPR8uWLVG/fn3Uq1cPbdq0gZeXF7755pt81ZWSkgKlUomUlBSYmZnhyZMnCAkJQWhoKEJDQxESEoJnz54B+Df7+C4fHx9YWFioLT8vW5zfw/rPrKxLITIiXKM8IjwctnbqGb8SJUsiOipSrSwyIuyDmUEbOzvExESrXh8/eghVq9XI0zhGXWNdqhTCwzWvRXh4GOzs1LtvSpa0QmSketdjeFgYbO3sYF3KBuFvDQd4t57c9lPKuhTCw9Tf/+rlS5hbWMBQh36lh0bFoayN5oSRsjbF8Dxcs0saAEpbW2Lq4Hb4fvZ2ZGTm/EisXbk0Jg1og07NqyPebwXi/VagibMTzm6agO97N1O918BAD7uXDcWhs3ex+9iNPNWtK/jdKDh4LQoePS0uBdlHtW/w4MEICQnB6tWrsW7dOgQHB3/UTbnLlSuHq1evwtLSEgYGBnB0dIStra3aYmZmBqVSifT0dME6pk+fjsTERLVl3KRpH3NY/0mNWrVx67qfWkD77EkQMjIUsCtd5p1tneH3t/qg+3O+p1DXpQEyMhQYN3II5G89S1uhUODhg/uqcY5ZWVnYsWUD+g8e/hmPqPCqVbsOrvtdVbsWQUGBUCgUsC+jfi1qO9fBlcuX1MrOnDqJBg0aoVixYjA0NMSL589U6zIzM3H+7Fm4NGiQ636E6j79um5dctX/GVq6VIC+/r9/bqo4lYLYyADPBMYuAsCyaT2x+cDfuHH/34lgdx6GomjDiShSfwIsG+Qsl28/RauBK7B2z0XVdr969kV8Uho8Vx7Mc926gt+NgoPXggqLPAWKcXFxGktKSoqqazg5OVlVnh8mJiaoX7++2n0U32Vubo6AgACUL19ecL1YLIa5ubna8vbsri+lREkrVKtZGyuXL0ZaWiqioyKxaL43PF4Hc7NnTIHvqRMAgB693bFlwzo8CLiHzIwMHDm4H0+DAuHavhMMDY1gZmqGZYvnIykpES9fxmC+9wxUrlpNNVnmzMljcCxXHo5O+RsTqiusrKxQs3ZtLF3sg7TUVERFRmKu9ywMHT4CAPDDlEk4eeIYAKCPez+sX7cG9+7dRUZGBv7avw+BgY/RoVNnAEC//gMw28sT0VFRSE1NwaKF81C/YUPY2ZXOdT+tXdvi/v17OHzwADIyMnDX/w42b/wdHoN061ZGES8T4XfvOZZO/gYmUiPYWRXBaq++WPT7SQDA5oUD8I1rbdX2nZpXRxXHUpiz+ki+9zV1cDtUcbLGIM8tguv/S91fA343Cg5ei4LnzX2ctbEUZHmazFKnTp08TSgRiUSqruJPxdDQEFWrVv2kdX4uU2d448dF89C1bXMYG5ugdz8PdPlfTnd8SEgwYl/lzO50Kl8BE6bMwDyvHxAdHYVq1Wvix5VrVIOGp82ag5+W+qCXW3tACTRr2RrjJv2g2s/zZ08xYPD3X/4AC5FZ3nOxcN5stGreBCYmJvjOYwC6f9MTABAc/Fz1FJvyFSrihxmzMPOHqYiOikSNmrXw65rfVNeiV+8+iIuNRe+e3aCQy+Harj08vebkaT9isRgrV63F3NmzMHf2LNjZlYbX7LkoV074R8/XbPT8Xfh5em+8OOOD5FQZftl+FlsO5Nx+o1yZkrAubqHaNisrG8Nnb0e6LCNf++jR1hneIztBqQRiLv2ots6s3rj/VPfXhN+NgoPXggoDkVLL04mLFi2qkYns0aMHxo4di2bNmr3nXR/2KkV3ZjEWdKaSfE+sp8/Ist7o3DeiLyL+xiptN4GowNHmPxljDzzS2r5X/q+S1vadG62PoSxSpAiUSiVCQnLudZaeno5jx44hI0N3f/ETERHRl6Un0t5SkGk13ZOcnIy0tDSUKVMGVatWxfHjx7F7927Y2trC2dkZbm5u0NfXh1KpRJEiRbBp0yZtNpeIiIhIp2gtoxgdHY3atXMGsJ84cQLHjx9HfHw8vLy8MHjwYIhEIly+fBlubm64du0a3NzctNVUIiIi+soxoyjsPwWK77u3YV6YmJhg0qRJMDIywu7du5GcnIwePXpgwIAB2Lt3L2JjY2FiYgIPDw9YWFjgf//7339pKhERERHl00cFikePHkWtWrVgamoKAPjxxx9x+vTpfNVhamqKESNGYOfOnQgKCoKDgwM6d+6MefPmQalUauUWN0RERKSbeHscYfkOFE+cOIFJkyZh27ZtqoNr3bo1hg0bBl9f33w3YODAgZg9ezbs7e3h5+cHpVJZKE4cERER0dcu34Git7c3Vq9ejerVq6uCudq1a2PNmjWYOXNmvhsgkUgQFRWFpUuXIikpCdOnTweQ8zQSIiIiItKefAeKAQEBaNq0qUZ5q1atEBAQkK+6Tp06BQAYMWIEHj16hD/++AP79u1DvXr1YGJigvT0dBw6dAgpKSk4fPhwfptKRERElCeczCIs34Fi0aJFERsbq1EeGRkJS0vLPNeTlpaGb775Bo8ePcLff/+NUaNGwdTUFD///DOOHTsGuVyOihUrYsWKFXBwcMCcOXNyr5SIiIiIPpl8B4oeHh6YO3euWplSqcSMGTPQv3//PNdjbGyMwMBA9OzZE87OzqpsZKdOnVCpUiWsXr0aly9fxrlz53Dx4kXcvHkzv00lIiIiyhORSHtLQZbvQHHOnDlITExEw4YNkZGRgRkzZqBWrVrIzs7WCCBzU6pUKezcuRNTpkzB8OHDVeWTJk3Chg0bkJWVld/mEREREdEn8tHPer558yYuXLgAAGjSpAnq16//nxoSFxeHokWLql7funULderU+ai6+KzngoPPei5Y+KzngoPPeibSpM1/MqYefay1fS/pVFFr+87NR1+SunXrom7duv9p5ykpKTh37hzMzMygp6eZ3Lx48SIAICMjAxkZGWjfvv1/2h8RERGREL2C3gesJfkOFLt06fLBexweOnQoz3WlpKTAzc0NxYoV++B2cXFxqFChAgNFIiIioi8o34Hi5MmTVf8/OzsbSUlJ2L9/PwICArB06dJ81SWVSgEAwcHBMDY2FtxGJpPB2NgYDx8+zG9TiYiIiPLkPz3T+CuW70CxefPmGmVubm5YtGgRzpw5g9atW+d95wYGquxkSkoKdu3apXp0n0wmQ//+/fmUFiIiIiIt+WQB9Pjx47Fhw4Z8vUdfXx9v5tIolUp8//338PPzw9WrVzFmzJhP1TQiIiKiD+LtcYR9svlFoaGhyO8E6rczhSYmJtDT08Pq1asBANu3b4dEIoFcLv9UTSQiIiKifMh3oHj79m211xkZGXj27BkWLVqEcePGfXRD9PT01AJHkUiU78CTiIiIiD6dfAeKkyZNUnstFothbW0NT09P9OzZM191vR0IymQyZGVloW/fvlAqlZDL5UhPT4e+vn5+m0hERESUL7w9jrB8B4rHjh1TzVb+r7KyslRZRKVSiVWrVqlmP7ds2VLw3opERERE9GXkO1B0cnJCSEgIDAz++/DGzMycJ6iEhoZCKpWiU6dOautjYmJUYxRDQ0NRunTp/7xPIiIioncxoSgs39Fe69at8eOPP2LKlCn/uVs4NTUVSqUSVapUyXU8YtmyZfnsZyIiIqIvKN+BYnx8PObNm4elS5eiSpUqMDc3VwsY8/NklpIlS+LVq1cwNTX9YNCpUCgQFxeX36YSERER0X+Q70BxypQpmDJlyqfZuYEBihYtmut2UqkUtra2n2SfRERERO/SY9ezoDwFiq6urjh9+jQA4SezEBEREdHXJ0+B4oULFz53O4iIiIi0hrfHEZanQDE7OxvLly/PU4UTJ078Tw0iIiIiooIhT4GiUqlESkoKn5RCREREXyUmFIXlKVDU09ODl5fX524LERERERUgeXr0CSewEBEREemePGUUz5w587nbQURERKQ1vD2OMD5MmYiIiIgE/fcHNhMREREVciIwpSiEGUUiIiIiEsRAkYiIiIgEMVAkIiIinacn0t6SH0lJSXB3d4epqSlsbGywePHiPL0vPj4+z9u+jWMUiYiIiAqJYcOGQSKRIDw8HAkJCejRoweKFCmC4cOHf/B9I0eORLFixfK9P2YUiYiISOcVhoxieHg4zp07h7Vr18LCwgJlypTB1q1b4ePj88H37dq1C3/88cfHnZePehcRERERfVFXrlyBq6srJBKJqqxy5cowNTVFUFCQ4HvCw8MxceJEjB8//qP2ya5nIiIi0nkiLT7sWS6XQy6Xq5WJxWKIxWK1spCQEJQrV07j/RUrVsSzZ89Qvnx5tXKlUokBAwZg6tSpsLS0xM2bN/PdNmYUiYiIiLTIx8cHFhYWaotQd3J6ejqMjY01yqVSKdLT0zXKV65ciezs7I/OJgLMKBIRERFp1fTp0zFx4kS1sneziUBOQJiWlqZRHhsbqxFAPnz4EIsXL8b169f/U7aUgSIRERHpPG0+61mom1mIvb09jh8/rlH+/PlzODo6ql5nZmZi4MCBePXqlaqrOisrC0qlEjdu3MC1a9fy3DZ2PRMREREVAo0bN4avry8yMzNVZffv34dcLlcbu2hgYAA/Pz8oFArIZDLIZDKsX78e33//fb6CRICBIhERERFEIu0teWVra4tGjRphwoQJSElJQWhoKIYOHQpPT08AQN++fbF3795Pel4YKBIREREVEuvWrUNcXBysra3h4uKC7t27Y/DgwQCAwMBAREZGftL9iZRKpfKT1lgAvErJzH0j+iJMJRwGW5BY1hut7SbQa/E3Vmm7CUQFjjb/yVh+8ZnW9j2xmWPuG2kJ/xUnIiIinaenxfsoFmTseiYiIiIiQcwoEhERkc7T5u1xCjJmFImIiIhIEDOKREREpPM4RFEYM4pEREREJIiBIhEREREJYtczERER6Tw9sO9ZyFcZKAa/StN2E+g1SxMjbTeB3sKbPBccDRec1XYT6LUr01tquwmkwmCtoPkqA0UiIiKi/OBkFmEco0hEREREghgoEhEREZEgdj0TERGRzuOTWYQxo0hEREREgphRJCIiIp2nx9ksgphRJCIiIiJBDBSJiIiISBC7nomIiEjnsedZGDOKRERERCSIGUUiIiLSeZzMIowZRSIiIiISxIwiERER6TwmFIUxo0hEREREghgoEhEREZEgdj0TERGRzmPmTBjPCxEREREJYkaRiIiIdJ6Is1kEMaNIRERERIIYKBIRERGRIHY9ExERkc5jx7MwZhSJiIiISBAzikRERKTz+KxnYcwoEhEREZEgZhSJiIhI5zGfKIwZRSIiIiISxECRiIiIiASx65mIiIh0HueyCGNGkYiIiIgEMaNIREREOo/PehbGjCIRERERCWKgSERERESC2PVMREREOo+ZM2E8L0REREQkiBlFIiIi0nmczCKMGUUiIiIiEsSMIhEREek85hOFMaNIRERERIIYKBIRERGRIHY9ExERkc7jZBZhzCgSERERkSBmFImIiEjnMXMmjOeFiIiIiAQxUCQiIiIiQex6JiIiIp3HySzCmFEkIiIiIkHMKBIREZHOYz5RGDOKRERERCSIGUUiIiLSeRyiKIwZRSIiIiISxECRiIiIiASx65mIiIh0nh6nswhiRpGIiIiIBDGjSERERDqPk1mEMaNIRES56lHHBkVNDD9L3e2rWcG+qPSz1E1E/w0DxU8oLTUFqxZ5YqBbM4zs0wGH9mx577Y3/j6Pad/3weBuLbBg2khEhL5QrcvMzMSW1T9iyDetMKxHG+xY/zOysjJV619GRWCp1wQM7tYCEwZ2x2XfY2p1P35wF9NH9IVHlybwHNMfTx49+MRHWjikpqZg8Zzp6ObaAO5ubbB3+8b3but/6xo6N6+Dbq4NNNYp5HKsW7kU7m5t4O7WButXLYNCoVCtv3PzGkYN6IVurg0waYQHngQ+VK1b4eONTs2d1ZYOTWrirz3bPu3BFnApKSmYPnUSGtStjTYtmmDj77+9d9uzvmfQpWM7uDjXwJCB/REc/EJt/drVq9CyWSM0cnGGl+d0pKWm5nk/jx89wuAB36Fhvdro0a0Lrly+9EmPszAwMdLHgm5VcGV6M5ya2BgDGtvn+p5K1qYY0qwsFJnZauXdnG1wc1ZL3JjVAjdmtcCV6c3eW8fYNk6C5SXMjDC5XXlkZCnzdyBfgZSUFMyYNhmNXJzh2qopNm1Y/95tz/megVvndmhQtyaGDfbQ+F6s+XUl6tSsgrGjhmu8NzoqChPGjkLTRvXg1rkdDv71p9r6Hdu2oEsHVzRr5IIpE8chLjb2kxwffR0KXKCYkpICc3NzZGb+GxgdO3YM7u7uav84F0S//7wQBgYG+HXnMcz5aSOuX/aF79H9Gts9vHcL29etwPCJs7B61wk0aN4Gi2aOhSw9DQDwx5Y1iAwLxrLf/8CPv/+B8JDn+GPLWtX7f5w9Cc4NmmLNnpOY7vMLzhzdjwf+NwEAifGxWDFnCrq5D8GGv87Drc8gLJ8zCQlxr77MSShAVi6ZCwMDA2z/6zSWr9uKy+fP4NiBPwS3rVWnPo5cuCW4btWyBUhOSsSarfvw8+87EBbyApvX/QwAiI6KwOLZ0zB41ATsPXYJ3Xp/h9nT/r2WE6bPwdELt1XLpj1HUaxESXRw6/F5DrqAmjt7FgwMDHH63EVs3bkHZ06dxB97d2tsFxT4GPPmeMF7zjxc8buJtu07YOTwIZDL5QCAvXt24dxZX2zbuQenzl6ESCTCHO9ZedpPWloaxo8ZCffvPHDxyjX4LP4RK5YtwYvnz77MSSggZnWphMxsJdotvwKPDbfQpnJJfFPH5oPvmd6pIlaceoIUeZZauVMJE8w59BD15p1HvXnn0djnouD7GzoVRa+6toLrJrcrjx1+oYhMlH3M4RRq8+Z4wcDAACd9L2DL9t04c/ok9r3nezF/rjdmec/Dpas34NquA0Z/P1T1vQCAEaPGYt3vmzTem5GhwIhhg9CgYSOcOnMBi5Ysx8YNv+H8ubMAcr5Tp04ex6/rfseJM+fg6OSEKZPGQanUvcBdpMX/FWQFLlCUSqVIS0tDVlYW5s2bBwAwMzPD7t27C3SgGPcqBv/cvYVBY6fD2MQUJaxKYcSUOTi4Z7PGtsf+3Im+Q8bCsUIViCUStO7YHeUqVsW9W37IzMjAueMH8f1kb1hYFoN5EUuMmDIb504chEyWjqTEBKQmJ6F1x+4wMhKjpLUtmrftgltXLwAAzp88hAbNXeHSpBUMDAxQr1ELNG3TCacP7/vCZ0S7Xr2Mxr3bNzBmsidMTM1gZW2DyZ7zsecDWUUhyUmJuP73RYydMgvmFkVQvIQVpnothO+JIwCAtJQUTJw5D871GsLQ0BBNWrSBhYUlQoKfC9b3x45N6PpNH0gkutPNFh0djRvXr8HTew7MzMxgY2OL+T5LsHG9ZlZx184dGDBoCOrWc4GhkRF69e6DqtWq49jRwwCA7Vs3w3vOPNjZlYapqSk8vebA/85thIaE5Lqf58+ewsraGq1at4GhkRHKV6iIFi1b4/Il4eDma1TCzAh1y1piwZHHSJFnITJRhlkH/sGgJmXe+57/1S6FFFkmTj6I0VjnVMIEz1+lfXCf5hIDzOpSSXD8l4uDJRxLmGDb1ZB8H0thFxMdjZvXr2Gm17+f13kLF2PjBs3vxZ5dO+AxaHDO98LQCD17fYsq1arj+LEjue7n0sULsCtdGr37uENqbIzKVapiyrSZ+Gt/zo/mI4cOYIanN+zty8DY2AQjRo1FcnIywsJCP/kxU+GktUAxJSUFtra2cHR0hKOjIxwcHFC3bl3o6+tDKpVCT08PP/30EwDA3NwcACAqwCNNAx/cRXVnFxgZiVVltvYOkEikiAxX/yNY2qEcqtaqp1ZWrIQVEuPj8OJpIGzsy6JI0eKqdWbmRVCuYjUEPbgHc4siKFbCCof3boVCLkN4yAucPLAHFpZFAQCP7vujTkP17p/6TVvjgf+NT33IBdo/9/xRu14DGIn/vR72ZR0hlUoRHhqc53rSUlPQo+8AtXpMTM0AkQhyuQwO5SrApWHTnG3TUnFk/x6kpibDvqyjRl1xr17i6qWz6Ny99384ssLH/84tNGjYCOK3zqGjkxOkxsYa3Wd3bt1Ey5at1cpcXdvhut9VxMbGIj09HVWqVlOtMzQ0RPOWrXD9ml+u+3EqVx6xsbE4fPAAFAoF7gfcw6GDf6FYseLQFbVKF4Hfszgosv7tQn7+Kg1piizBMYJmEgMMb+6ARccCBetzLGGCF7kEijM7V8SRu1Ea5QZ6IkxtXx4Ljz5GZrbuZa/879zW/Lw6OsHY2ETje3H79i20eOd70ca1La77Xc11P2KxBN/0VP+bY21trepezs7OFnobkpIS83IYXxWRSHtLQaa1QFEqlUIikWDbtm0QiUTYvn070tJy/uCIxWIYGhrCwCBnUraRkZGqvKB6FRMFK5vSGuWl7MogJjJcrazXgBEwNTNXvc7OyoL/jb/hWKEyYl9GwdrGTqAee8RE5dQzYsocHNi1EQO6NsWUoT0hNTZBO7ecPwSxMVGwfqcdpezKqN6rK2Kio2Bjqzn2ys6+LKIiwvJcj1UpW/ToO0Ct7OH9uyhSxBJisURVlpqSjG/aNsKvyxei93dDBDOG+3ZtRsf/9YSxsUneD+QrEBUZCXt7zYxV2bIOCAtVz1rExETDrrT657esgwPCwsIQFRkhXI+DA8LCQnPdj0QiwbwFPpjtNRP1aleH+7c9Ub16Tbi2a/8fj7DwsLYQIzQuXaM8+FUabC01P7MjWzrCVGKALUPqYPfweqhcyky1zlRsgGKmRtg1vB7OTGoCry6VIDXUV3t/pxrWsLOU4rcLmhn2PvXtYFdUiiU9q+Hg6AZo4Fj0Exxh4REVFYHS9pp/o8qULYvwd7J5L2OiYWf3zveirEOesn6NmzRF8xat1MouXjiPKlVyfnC1cW2HxT7zERoagrS0VKxd/QuiIiNRvnzF/B4SfaW0dnscfX19mJiYoHHjxqr/6unlxK3vBogKhQISiURV/ja5XK42TgPImXxg9IWDSoVCrhY4vGEkFkOhkAu841/7d25ASWtbOFWsiojQYBgJ1iOBQi5DWmoKlnpNQI/vhqFFezfEvYrBqUN/IDkpERKpMRQKOYwkknfeK4ZC/uE2fG0UChnEEuHr8e7nJT9k6Wn4adFs9Bs8Uq3cxNQM+05cxp2b17D2p0Wwsy+L6rXqqNYnxMfhou9JrNv+10fvu7CSyWSQCFwLsUTzWmRnZ6v+Dqi2E0sgl8kgl8sF65G8Xp/bfiIjIvDDlEmYM38hWrV2xdMnT3Dk8EGkpabC3MLiPx5l4SAx1IcsI0ujXJaZDbGB+nkvZSFBpxpWmPXXP/B7FocO1a2xrHd1dFvlB3lmNowMRBi1wx/3QpMgNtDDOFcneHauiJl//QMAsDYXY1wbJwzbckcjYygx1MPAJmWw6FggTtyPRgPHoljYvQp6rb2OVykFd4jRpySTyQV/UOZ8nvPwvZBIPupv2dOnT7Bj2xZs27kHANCv/wAkJSVikIc79ER6iImJxqgx41X//uoS3nBbWIEao/jmi5Ceno5BgwYhPj4egwYNgqenJ0qVKiX4Hh8fH1hYWKgtm9Ys/5LNBgAYGYmRIRAQpiQlCgaQb9y6egEXTh7CsImeOfWIxcgQGIuZnJQII4kEF04eQsVqtdChe19IjU1ga++A//UZiF8WznirHervT0lKFAw+v2ZGRhLBAD05MVEwgMwLpVKJZQu8UKV6LTRt6aqx3sTUDE1atMHgkRM1ZjX/tWcb2nb6X063tY6RvOcftMSEBI3ATk9PT2MQfUJiAiRSKcTvCfITEuIhed1D8aH9bNuyCd179ETnLm4wNjZG9Ro10LmLm9pkmK+dLCNLIyAEgCJSQ8gy1LsgW1UugT9vReD841eQZWTjr9sReBCehGYVcrrq41IzcO1ZPNIzspCQnoEFRx7DxdESJkY5WcU5/6uC3y+9wItYza7phk5FceN5PA7ciYQsIxvnH7/C4btR6FTD+jMcdcEkEfihBAAJCQmQSHP/Xgh9f3KTlJiIieNGYeLkabCxzem5MjAwwNjxk3D67CX0cf8Ojk7l4DFwUD6Phr5mBSpQfPNF0NPTg62tLSZMmABbW1soFArUrVtX8D3Tp09HYmKi2jJwxMQv2WwAQPGS1oiJitAoj4mKQElr4dl+L548xvqfFmKC1xJYWBYDABQrYY2XAvW8jApHSWtbRISFoFK1WmrrLIuVQGJ8HJKTElCspDVevtPNHBMVgZKlhNvwtSppZY3oSM3u9qjIcJQS6NrPiy2/rUJCfCxGTpyhKnsW9BgymXpXnmO5CoiL/XeWeXJSEnxPHMb/evX7qP0WdtalSiE8XPNahIeHaXSnlSxphchI9c9/eFgYbO3sYF3KBuHhmsMG3tST235evHgO5zrqf0eqVquGa35/f8xhFUpRiXLYFNHMYtlYShAer/45Ll1UiqcxqWplQdEpKFVEODjJzFYiJkmOkuZi9HGxg3MZC0xsWw5+M5vDb2ZzGBsZwG9mc5QvaYLSRY3zVffXyNraBhECn+eI8DDYvvO9KCH0vRD4/nxIRkYGJk0Yg1atXNGpS1eN9ZGREdiwfi1mz10AQ0PdyybS+xXIQNHIyAjz5s3DvHnzMHfuXCQnJ2PgwIGC7xGLxTA3N1dbvnS3MwBUqFoTD/xvqN3vMPTFE2RmZMDaVvPLHPcqBstmT8LgsT/AsUIVVXlZpwoIC3mOlOQkVVlKUiKePH6AClVqomQpW7V7LgJAYkIcUpITYWJihopVa+HuTfUBztcv+aJabZdPdKSFQ5UateB/8zqy3rrN0otnQcjIUMDGLvf7xr3r9LGDuHTuFGYtXAFDw39vOnx4/26cO6V+H8vARw/UJrMc2rcTLdt2grlFkfwfyFegVu06uO53Ve2WV0FBgVAoFLAvoz6msLZzHY17G545dRINGjRCsWLFYGhoqHY7m8zMTJw/exYuDRrkuh87u9J4/s6tcB4/fgRLS90ZG+cfmgAXR0vovzV63qmECYz09RD6TqAYkySHU0n18bTlSpoiIj4dJcyMsLx3dbV1FlID2FlKER4vw67rYag37zwaLLigWtIUmWiw4AKCYlKF67Yy0QhWv2a1ajvj+jU/tc/rk6BAKDIUGmNta9d2xt/vfi9On0T9Bg3zvL/5c7xgbmGBsRMmCa5fvHA+/te9B6rXqJmPo/i6cDKLMK0FillZWUhJScGpU6dU/33zhcnKysLff/+NkydPYtSoUXBwcEC7du201dQ8KVq8JMpXqYFta1dAlp6G2JgorP9pIf7XNyeFv8rHE34XTgPIGee21GsC2rn1Rr3GLdXqMTA0RPO2nfH7TwuQnJSApMQErFs+D2279oRYIkFz18647HscV8+fglwmQ2R4CH5ZMAMt2nWFnr4+Wrbviounj8L/xhVkZWXitt8lXL1wGq5ddOu+fcVLWKFy9ZpY98tSpKel4WV0FH5ePBd9PIYCABbP/gEXfU/mqa67t69j09qfMWfJLxrBXpfu32L3lvX4J8AfCoUCd25ew7bfV6NXv5zrnpaWiuOH/0T3b/t/0uMrTKysrFCzdm0sXeyDtNRUREVGYq73LAwdPgIA8MOUSTh5IifY7uPeD+vXrcG9e3eRkZGBv/bvQ2DgY3To1BlAzniq2V6eiI6KQmpqChYtnIf6DRvCzq50rvv5tm9O3VcuX4JcLsejhw8xa8Y0fNvXXTsnRgteJitwLzQRk9uXg9RQH1bmYnh1qYTfL70AACzsXgWuVUoCAA7fjUSXmqXQvEJxSAz08L/apVDR2hQXA2PxMlmBEmZijGzpCImhHkpbSrGkZ3UcuBOpNqP6fc4/fonqthb4X+1SkBjooXmF4uhQzVpwdvTXqqSVFWrUqo0fl/ggLS0VUVGRmDt7FoYMy/m8Tp86CadOHAeQ89n9/be1CHj9vTjw158ICnyM9h0752lfv/+2Fk+fPsH8hUsE7x5y/txZPHv6BCNHj/t0B0hfDZFSS3fVTElJQYUKFdRmMhctWhS3bt2Cqakptm7dipEjRyIrKwsnTpxAnTp1PlCbulsvknLf6DNIS03Bxl8W4dbVi5AaG6NDd3d06fkdAGDm6P5o0roD2rn1xrLZk3Dn2mXo6anPEGzm2gnDJs5CZkYGtv/2Ey77HoNIpIcW7buiz6DR0NPP2f7JowfYtnYZXjx5jCLFiqNp6474X59BMHid6Xr84C42r1qMiNBg2JV10shafkmWJtrrwkhNScaqZQvhd/kcpMYm6N77O9UM5rGD+6BVu874Xy/1IKGbawP8ddpP9Tos5AUmDP8OqSnJEL0zmNznp99Qo3ZdXL96CZvW/oyI0BDYlSmLIaMmoXbd+gCARw/u4abfFfQbPOLzHmwe2Vhqp2svOTkZC+fNxrmzZ2FiYoLvPAZgwKAhAIA+vbqjcxc3uH/nASDnySwrli1FdFQkatSsBa/Z89Qyj2tXr8LuXTugkMvh2q49pk33hLGxca77AYDLly7g5+XL8OLFc9jY2qLXt33R1/07rdx6q+GCs198nwBgKtbH9I4V0aJScaTKs7DdLxRb/865hdeOoXVx5F4Udl3L6RKtYWeOaR0qoHRRYwSEJWLB0ceISMi5MXZJMzGmd6yAug6WkGdk4+i9KPzi+/S9t7q5Mr2Z2g25yxYzhmfniqhYygxPY1Lhc+wxHkelfOajF3ZlesvcN/oMkpOT4TN/Ds6fy/m89us/AB4DBwMA+vb+Bp27uKFvv5wfmed8z+CnFUsRHRWFGjVrwdN7rkbm8eaNa9i6eSNW/rpOVXbyxDFMnzoJIpFI43N+0z/nqV2XLp6HiYmpxtAMbTA20l567dTDl1rbd9vKJbS279xoLVB8n6ysLEgkEmRkZCArKwubNm3CDz/8AHd3dyxZsiRPt8jRVqBImrQZKJImbQWKpElbgSJp0lagSJoYKBY8BWqMIpAz4zkrKwuZmZnQ19fHkCFDcO3aNdy9e1dtLAcRERERfV5au4/i+5iamiI5OVntnolOTk44d+5cgX4yCxERERVeBf2Zy9pS4DKKAGBiovnkCgaJRERERF9WgcsoEhEREX1pesxHCSqQGUUiIiIi0j5mFImIiEjncYyiMGYUiYiIiEgQA0UiIiIiEsSuZyIiItJ5vLmKMGYUiYiIiEgQM4pERESk8ziZRRgzikREREQkiIEiEREREQli1zMRERHpPD6ZRRgzikREREQkiBlFIiIi0nmczCKMGUUiIiIiEsRAkYiIiIgEseuZiIiIdB6fzCKMGUUiIiIiEsSMIhEREek8JhSFMaNIRERERIKYUSQiIiKdp8dBioKYUSQiIiIiQQwUiYiIiEgQu56JiIhI57HjWRgzikREREQkiBlFIiIiIqYUBTGjSERERESCGCgSERERkSB2PRMREZHOE7HvWRAzikREREQkiBlFIiIi0nl8MIswZhSJiIiISBAzikRERKTzmFAUxowiEREREQlioEhEREREgtj1TERERMS+Z0HMKBIRERGRIGYUiYiISOfxhtvCmFEkIiIiIkEMFImIiIhIELueiYiISOfxySzCmFEkIiIiKiSSkpLg7u4OU1NT2NjYYPHixe/d9sCBA6hRowbMzc3Rpk0bPH78ON/7Y6BIREREOk+kxSU/hg0bBkNDQ4SHh+Pq1avYt28f1q1bp7HdhQsXMHHiRGzcuBFRUVHo1asX2rVrh5SUlHztj4EiERERUSEQHh6Oc+fOYe3atbCwsECZMmWwdetW+Pj4aGy7fPlyLFmyBHXr1oWxsTGGDRuG+vXr49SpU/naJwNFIiIiokKQUrxy5QpcXV0hkUhUZZUrV4apqSmCgoLUtq1evTpat26tVla6dGlER0fnfYdgoEhERESkVXK5HElJSWqLXC7X2C4kJATlypXTKK9YsSKePXumVjZ//nxYWlqqXmdlZeH48eOoW7duvtrGQJGIiIhIi3x8fGBhYaG2CHUnp6enw9jYWKNcKpUiPT39g/uYN28eHBwcUK9evXy1jbfHISIiIp2nzSezTJ8+HRMnTlQrE4vFGttJpVKkpaVplMfGxgoGkG8cOnQIGzduxI0bN/LdNgaKRERERFokFosFA8N32dvb4/jx4xrlz58/h6Ojo+B77ty5g6FDh+Lo0aOwsrLKd9vY9UxEREQ6TyTS3pJXjRs3hq+vLzIzM1Vl9+/fh1wuFxy7GB4eDjc3N6xduzbfYxPfYKBIREREVAjY2tqiUaNGmDBhAlJSUhAaGoqhQ4fC09MTANC3b1/s3bsXAJCSkoLOnTtj7Nix6Nat20fvk4EiERERUSGxbt06xMXFwdraGi4uLujevTsGDx4MAAgMDERkZCSys7PRp08f+Pv744cffoCBgYFqebNtXnGMIhEREem8wvKoZwsLC+zYsUNw3c2bN1X///Dhw59kf8woEhEREZGgrzKjmJGZre0m0GtKKLXdBKICafPA/N3LjD6f2acDtd0Eem1Jp4ra23lhSSl+YcwoEhEREZGgrzKjSERERJQf2rzhdkHGjCIRERERCWKgSERERESC2PVMREREOi8/T0jRJcwoEhEREZEgZhSJiIhI5zGhKIwZRSIiIiISxECRiIiIiASx65mIiIiIfc+CmFEkIiIiIkHMKBIREZHO45NZhDGjSERERESCmFEkIiIinccbbgtjRpGIiIiIBDFQJCIiIiJB7HomIiIinceeZ2HMKBIRERGRIGYUiYiIiJhSFMSMIhEREREJYqBIRERERILY9UxEREQ6j09mEcaMIhEREREJYkaRiIiIdB6fzCKMGUUiIiIiEsSMIhEREek8JhSFMaNIRERERIIYKBIRERGRIHY9ExEREbHvWRAzikREREQkiBlFIiIi0nm84bYwZhSJiIiISBADRSIiIiISxK5nIiIi0nl8MoswZhSJiIiISBAzikRERKTzmFAUVuAyipmZmRg0aBCSk5MBAAEBAXjw4IGWW0VERESke7SSUZTL5VizZg2kUin09fWRlpaGbt26oXXr1rh9+za2bt2KlStXAgB8fHzw999/IygoCIaGhtpoLhEREZFO0kqgqFQqMXHiRDRp0gRKpRJXr15Fx44d8ezZM0gkEojFYojFYhw+fBh//vknjh49yiCRiIiIPh/2PQvSSqAoFouhr6+PixcvAgCMjY0hFothaGgIAwMD6OnpYdOmTfD09MTOnTvRpk0bbTSTiIiISKdpJVAUiUQQvTMPXV9fH3p6evD09ERGRgauXLmC69evo2zZstpoIhEREekQPplFmNYmsyiVSrXX2dnZUCqVePr0KbKysnDw4EFs375dYzsiIiIi+jK0EihmZ2drZBQzMzORlZWFXbt2wcjICOfPn8fevXsxYMAAbTSRiIiIdIhIpL2lINNKoCiTyZCZmanqbpbL5UhOTkZGRgYUCgUyMjJQqVIlnD9/HufOncNvv/2mjWYSERER6TStTWYJCAiAvr4+RCIRsrKyYGdnh19++QUKhQKZmZlITU2FVCrFr7/+ioEDB8Ld3R0mJibaaC4RERGRTtJKRlFfXx9Vq1bF3bt34eDggCpVqsDc3ByjRo2CqakpIiMjcf78eVSoUAFly5bFqlWrGCQSERHRZyPS4lKQaSWjGBISgm+++Qb+/v74f3v3Hd5U9T9w/N1mt6VQSltayt4gSwFRkC0gCKIgICBLRAVEZIl8iwxlqCjIXkoFRPYWEJkCsqdsQaCDltLS3TRJk/v7ozYSEgT8CSn08+Lp85Bzzz333HvT9JMz7lm5ciUZGRlMmDABvV5vz6MoCqmpqTRs2JDly5e7o5pCCCGEEHmaWwLFwoULU7NmTZYuXUrp0qVZsmQJGRkZDB482CGf1Wrl4MGD2Gw2d1RTCCGEEHlFbm/acxO3BIparZZZs2bZX/v7+/PSSy/RvXt3p7y9evV6lFUTQgghhBB/cUugeKfmzZvTvHlzd1dDCCGEEELcxm0P3AYwGo2sXr0agGLFihEZGenO6gghhBAij/Jw47/czK0tihaLhf79+/Paa6+h1WopVKgQ+/btY+zYsahUKnsenU7Hxo0b3VlVIYQQQog8xy2BotVqpWrVqgQEBJCYmEjjxo2JiYlBp9NhMBhITEykXr16hISEMHHiRNavX++OagohhBAij8jtK6S4i1u6ni0WC2FhYQwaNAh/f38++ugj/Pz88PT0xGAw4O/vT4UKFahRowZarZbnn3/eHdUUQgghnigZt+KIOLzd3dUQjxG3tCjq9XoaN25MoUKF8PLyonnz5nh5eQE4rQH9ODFmpPH9jC84duBXDF7eNGvTkVavd3OZ9+j+3axePJf4G9cpVa4y3foOJTi0OACpyUksnPUlp48dwODlQ4vXOtOsTce7Hnf5ghl06NnPoexl303jVnwcZSo8RY/+wylcpNh/e7K5XEZ6GtMnjePA3l14efnwyuudeb1rT5d5Txw9xMhBfdFoNaz+Zb/DNrPJRPicqfy6fSsADV98ie59+qPRavn9+BE+HviOY2GKQolSZZi2YBk/hs9lSbjj8pOKzUbrdp14d+BH/93JPgbS0tIYN3YUO3fswMfHm85du9Grdx+XeXds38bkr77kRmwMVatVZ+TosRQvXsK+ffbM6SxbugRTZiZNmzVn+MdheP31QP57HefPy5cZMyqMc2fPUCS0KIOGDOOF+g0e6rnnNhnpacyfOpHDv+3Gy8ubl17tRNtOPVzmPX38MOM+7o9ao2XRhj0O25ISEwif+RWnjh7E4OXFS2078nL7rvbtKclJfPhWe1KTk5gwfSGly1dy2D8mKoKBvdrh4fF3e8WnU76lbMWn/ruTzeUsmRmcWjmLmNMHUeu9KP1Ca8o2aXfP/cwZaVzb//Nd8966eh5TahLBVeo4bft97TwKlqjgkBZ/6XdOr19AWlwUvsHFqfJaH/yKlv13J/UYe3yjj4fLbS2KwcHBGAwGLl++jEaj4fLly1gsFjIzMzEajSQkJHDjxg2sVutjM8llwbQJqFRqpizcyMiv5nN43w52bl7tlO/878f4cd4Ueg8MY+rizdR+oQmTRn5ApjEDgHlfjyG/X0GmLNzIRxNmsHfbTxza4/ob4M7NqzlxeK/9deTVS4RPn0CvASOYvXw7tV9oyqRPBmI2mx7OSedSU7/4FLVazaI1W/lqzvfs3fULm9audJm3+jO12bD7iMttM74aT2pKMjMXrmDK/MVERVxlwZypAFSpUZONu486/NSoWYdO3d/Gw8ODzj3fcdi2YvMeCvoXon2XHg/rtHOtsaNHolZr+GXnryxcsoxtW39mxfKlTvn+uHiBT8d8wqgxn7LvwBGatXiJvu/0xmTKfv8uX/YjO3dsZ9GSZWzd8SseHh6MGTXyvo5jNpvp997bvNTyZfYdOMLIUWMY88n/+OPihUdzEXKJuVPGoVKpmbN0M59NXcDBPTv4ZeMql3mfqlGLH7ccdEpXFIUvRw0htFhJZv6wgbCJM9i/exs7tqyz5/HNX4BvV26jUtWnXZYdee1PGrz4Mkt/Pmj/yUtBIsDJ5TPwUKloPmoB9Qd8wfVT+7j625Z77ndq1SyMSTddbssyZXJsyWQUm9Vp242zR0iPj6V0g7b2tIzEmxz7cQpV2r5Fy3FLeKpNL44tmYI5PeVfn5d4srglUPT09CQyMpJLly4REBBAUlISQUFBpKWlkZCQQHR0NAsXLuTTTz/Fz8+PunXruqOaD+RWfBznTh2le/+P8PL2oVBgMH0GjWLj8oVOebesWULHXv0pWbYiOr2eRi+9SqnylTl97CA2q5Wnnn6WN3p/gE5vICg4lLqNX+L86WNO5dy4Hsmy76Y7pG3bsIKW7d6kQpWnUWs0NG75GqXKVeTArp8f2rnnNvE3b3Dq2GH6DwnD2ycfQYVDGBz2GcsXf/tA5aSmJHPot195f+hIfPMXoFBAEEM/GceOLa4nVl08d5qbcbHUbdjU5faf1i7n2XoNKRQQ9MDn9Di7ceMGhw8dJGzUGPLly0dISBE+m/AF382b65T3xyU/0KNXb2rWqo1Gq6VDxzeo/FQVNv20AYDFC8MZNeZTQkOL4uPjQ9gnYzhx/BiRERH3PM72X7ZSpkw5OnXugkar5elnatLnvX6EL3iw98Xj7FZ8HGdOHOXtgR/j5e1DQFAw/YaNYe3S8AcqJybqGmaTifZvvo3e4EVwaDF6fzCcXT9vuO8yoq5eJqRo8Qc8gyeHMSmB+EunqNa+LxqDN14FA3m684dc3O76C22OqGO7uX5y3123n173LRm3bjilW7Ms/L5uPtVefw/PvyaLAiRFXMS/VGX8S1XGU6WmYMmKFAgtTcKfZ//9yYknitvWei5SpAgBAQHMnTsXb29vevfujdVqpXbt2kyaNIkTJ04wY8YMzp8/T0REhDuq+UD+OHeKytWfRavV2dNCipVEZzAQG+1Y/9ASZahUrZZDWsFCgSQn3cJTpaLZK51QqdRYrVlcPn+anZvX8FSNZx3y26xW5nw1mqatOzikXzxzgqfr1HdIq1W3MWdPum4xexKdPXWCGrXqoNX9fS+KlSiFweBFdOS1+y4nIz2Ndp27O5Tj7ZMPPDwwmTKd8i/9fj4du/V2OXzCZMpk/cof79r9/SQ7cfwodZ57Ht1t17FU6dIYvLy4du2qQ97jR4/QqFETh7QXX2zOoQP7SUhIwGg0Uqny361OGo2GBo0ac+jggXse59jRIzRqfEfZzZpz8IDjcIMn2fkzJ6nyjOPnVGjxkugNBmKi7v9z1mazuRz4n552/61QURFXCCla4r7zP2luXT1HQLnqqDRae1q+oKKodXrSbl53uY8xKYHT676jVP02LrfHnj1M/OXTBFd5zmnbpR2rsgPCko5DAAqWrEjCn2e5ce4otiwLcReOE3vmELp8Bf79yT2mPDzc95ObufU5ioqi0LNnT6Kjo0lPT6dQoUJYrVYGDhyITqdj/PjxrFixwp1VvG8JcbEEhYQ6pQcXKcbNWMdf+vbd3sU7n6/9tc1q5dTR/ZQsW9Eh3/QJIxg7+C0KFCxE1Wccf/E3LA/HN78fDZo7fmAkJtwkoHARh7TCocWJi43+V+f1OLp5I5bgIkWd0osUK0Hs9fu/DkHBRWjfuYdD2rnTJylQwA+dTu+QfuXSRSKvXaF+E9cPjt+yfjVP13qOoMIh9338J0VsTAzFijm3HJUoUZKoO4aVxMXdILSo470rUbIkUVFRxMZcd11OyZJERUXe8zgxsTEULeY4VtfPryBmkxmz2fxvTu2xEx8XS2FXn1OhxbkRc/+/GyGhxbHZbKz+4VsyjRnERkcy/5uJVKziupvZlcirfxI+cxI9X23EZx/1Izb68Rhi9F8xJt7Eu1CwU7pPQBEyEmKd0hVF4fjSKZRt/Bq+hZ3f56a0FE6unMUznT9EddsXgZxj/bF9JXEXjrPpf29wet23KH8tjav3LUjl1j04MG8MG4a1Y/+cURSr1cRpHKPIu9wSKNpsNho2bMiuXbvsaXv37mXhwoWsWbOGzMxMFi5cyDPPPMNbb73FmTNn7lqWyWQiJSXF4cdsevTj8SxmE9o7ggcAjVZ/z/GB65Z+R0BQCKXKOX7T6zd8PJ9OX4xao2XhrC/t6Vf+OMeuLWvp9cH/nMpSFAVPT8fbqtXqsLjhmriLyWxCp3e+FzqdzmVL4P3KNBr5ZuIYur71ntO2H7+fR4c3e9mf/3k7i8XCmmWL6PBm3lyOMjMzE72r+6HX2cce5rDZbE7vX51OjykzE5PJ5LIc/V/b73UcU2Ymer3B5fbMzH//vnicmE0mpy85AFrdvT+nbuepUjF0zCTO/X6c9zq34n8f9OTq5YsOk1nupV2XXkycsYhZSzZRu14jxo14H0seCdgBrBaTU0AHoNJosVqcr8OfezagKMpdWxNPrphOiWeb4Ve8nNO2C78sI6BcdRp++DUNBk0m4co5ruzbBEBS5CXOrP+OOr0/4eWJK3junTF4qFRYsyz/zzN8HHm48Sf3ckugmJaWRo0aNejQoQNZWVmkp6cTGRnJmjVrWLduHWlpaaxZs4aLFy8SHBzMnDlz7lrWhAkTyJ8/v8PPwjmTH+HZZNNodVhcfNCmpSY7dF3e6diBX/n1lw285SLoU6vVFCtZlvdHTODY/t2kpSZjNmUy96vRdO/3Eb75/Zz28fDwQFEUxzqkJLsMYp9UOq3O5R+clORkl4HE/VAUha/HjaRilWrUa/Siw7aIq39y+eJ5Gjdr5XLfX35aR+VqTxMSmrdmnufQ6/VOASFAclKS0/3w9PR0ev8mJSehNxj+CvSdy0lKSkRvMNzzODq962AoJTkZw798XzxutDrXvxtpKckuA8h/EhQcyv8mTmf+yl8o6B9Auy5vuWytvJs69ZviW8APvcFAs9btKV6yLCePHnigOjzOVBodNotzMGbOSHUKIFNvRPLHjtU8/cZAl0NbIg5tJzMlkXIvvu7yWLGnD1LjjYHo8hXA278wNTq+z5XfNgPZQWTFlm8SVKkmKq2OwPI18CtWjnObFv0HZymeBG55PI6vry+TJ09m8ODBvPXWW3Tr1o1x48bRs2dPYmJiqFWrFmvWrAGyZypqtdq7lvXxxx8zaNAgh7QTkcaHWn9X/AMLc+rIb07p8TeuE3hHV3COa5cvsGDaeAaNnkx+P38Akm7FYzGbCbiti1KnN1AoKJiUpER2bVnLjeuRTB//MZAdwFitWfRu+wJTf9iMn38ACTdjKRT4d5fGzRvXnbqjn2QBQYU5ctB5sPeNmOgH+kN2u4Vzp5OYeIuhoyY4bVu26Fvad+6OSu3862TNymLVj98z+oup/+q4T4LCwcHs3bPHKT06OorQUMdu5sDAIGJirhMS8vf7NToqiiKhoRQODiE6OsplOZUrV8Hbx/sfjxNcOJjoqCieqfn3+OD4mzfxzZ8fzT98xjxJCgUW5sQh58+puNhogoL/3WfEptVL8fDw4JVO3f9fdQsMLsKt+Lj/VxmPE4NfADfOHXVKz7h1A6+Cf094s1mtHP/xG8zpKWwbn/04ruxuY4XEyEvU6v4Rp9d/h9VkZOPwDvZ9oo79SulrFynT+DVUWj1aLx97mfkKFyMzKR6AtLho/EtVdqiDX7FyXNi6DFw3Xoo8xq1jFENDQ/n555954403eP317G9Cfn5+/PTTT/Y8/xQkQnZ3oq+vr8PPP7XgPSxlK1bl7MkjWK1Z9rSoq5exWMwEhTiPl7sVH8eUT4fSvd9wh7GJcbHRzJ40yiGvMSONhJuxBBYuQue3B/Ld+t+Yv3YP89fuYeLc5YQUK8n8tXvw8vahbKVq/H7UcXD+4X07qFzdcfLMk6xS1eqcPHIIa9bf9+Lqn5ewWMz/qlXvl03r2LNzKyPHf41Go3HYFhMdydlTx2na8hWX++78ZROly1WgaPGSD3zcJ0X1Gs9w6MB+sm67H3/8cRGz2Uyx4o5jrWo8/Qz79joGe9u2/kydOs/j7++PRqPh6pU/7duysrLYtWMHtevUuedxXJX9y19l5xUVKlfj9+OHHD6nIq5cwmKxUNjFuN57iY+LZfWSb3lvyCeoVPff7jBp9FDi4xzH4V04c5LgPPS814IlKhL/x0ls1r8fY5MScw1blgWfgL8bCjxVKuoPnESbL1fT+otVtP5iFdU79KfEcy1oMHASXn4BtPzsB1rftr1ozYbU7DqYym16ovXKh8WYhjkjzV5m6o1IDH4BAHj7FyYtzvELWFLUZfS+BR7uBciFZDKLa24NFHN88MEH+Phkf9vR6/VUq1bNzTV6cAULBVK2YhWWzJ1CpjGDhJs3+G7aeNp0zB6XNuuLkRzcsw2ATGMGk8cM5sXWHaj5fEOHcspUqIKi2Ni4/Ht7ObO/HEXjlu1Q3xGkuPJimw6sX7qAy+dPk5WVxa9b1xN55RJ1Gjb7z885tyoUEETFKtWYO20SxowMbt6IZernY+nU/W0APh89nF+339/jgk4eO0z47KmM/mI6vvkLOG1ftug7Xu34plMACdnj7ZYv+o43/jpuXhUUFES1GjX48vMJZKSnExsTw9hRI3n7neyxnsOHDubnLdnjpd7o0pV5c2Zx6tTJ7LGdq1dy8eIFXmr1MgBdu/Vg9Cdh3IiNJT09jYnjP+XZ554jNLToPY/T5MVmnD59ig3r1mKxWDh54jjh382ne6+33HNh3KBgoUDKV67K97O+JtOYQXxcLHMmj6Nd5+zPqW/G/4/fdv9y3+WFz/yKF19uT8kyDzbxISgklHlTxnMr/iapKUmEz/oKm81K5eo1H6icx5mhgD8FS1Tk9Lr5ZJmMGBNvcmL5dMo1zW4VPLJoEtEn9t6jlHvz8PSkaK0mHP9xCqbUJNITYjmxbBqlXmgNQKkGbTi1Zi63rp7HmmUh/vJpTq+dR8m6rofSiLzHLV3POaxWK9euXaNUqVKkpKQQGhrKxYsXKVy4sD1PVFQUiqJQtOiDf9t91Hr0/5iFM79gQNeW6A1etHj1Dfus5NjoCJJvxWOz2Zj1xUgi/rxI1NXLrAifad+/XpOWvDUwjPdHTGTx7El82L01ao2GBs3b8kqn+5sIUbREGbq+O4Q5X422r8wyeMxkNJq80bWW4/2hYcz4ajxdXmmCwcubVzt2pfnLrwIQHRnBrYT4e5YRFXGVcf8bTHpaKu+++ZrDtglT5lC52tOkpabQovVrLvePi42h2tO1KFnGeXB5XjNy1FjGfzqaxg3q4e3tzZvde/Bau+xehGvXrhB/M/vhwWXLlWf4iJH8b/gw+8osM2bNtfcsdOj4BrcSEuj4+quYTSZebN6CsE/G3NdxdDodU6fPZuzokYwdPZLQ0KJ8MnosZcrkrRUo+gz8H/OnTuTtDs0xeHnxcrsuNH6pLZC9WkrSffxuQPYXoRKly/FKxwfvcn6jZ18Wz5vKsPc6YzaZqPrMswwd/ZXTRKYnXbXX+3Jq1Wy2jOqOWmegdINXKF4n+0t92s3rZKbc+k+OU+nl7pzdEM6OL99HrdVR6oXWlHgu+wkNgeWqU65pB44tmYwxKQGfgBAqte7hclWXJ10ub9hzGw/lzpHjj1BiYiKFChWyD0DXarWkpqbi/ddyXPPnz2fIkCG0a9eOb7+9/4fiHriU9DCqK/6FgPyPfhiAuLsifs6zfoV7XLie6u4qiL/88Lvr5xaKR++LVuXdduzrSe6bdR9SIPc25ri1RdHHxwe1Wo36r0kAnp6e6HQ6kpKS6NWrF5s2baJMmTLMnDnzHiUJIYQQQvx7uX2soLu4rZ0/IyMDjUbjMFnF09MTtVpNZGQkWVlZ7N+/n8TERIeVFoQQQgghxKPhlhZFRVEoWbIkxYsXJzMzk9q1awPZYxZ37txJaGgo69evB7Av22UwSJeZEEIIIcSj5JYWRYvFwvDhw+nTpw+enp7069ePvn37AjBlyhSef/55+yNyChcuzKVLl9xRTSGEEELkER5u/JebuXUyS1ZWFt7e3phMJhRFQa1Wk5GRwcqVKxk5ciStWrVi3759jBgxgvbt2993uTKZJfeQySy5i0xmyT1kMkvuIZNZcg93TmaJTXbfsoWF89/78Xfu4tZnESQnJ2OxWDCZTFj+WsrIYrHQpUsXzp49i1qt5sSJExw4kHeWdRJCCCGEG8hSzy65ddazwWDg2rVr6HQ6kpOTCQkJISMjAx8fH/R6PZMnT6Z27dr2MYxCCCGEEOLRcWuL4rvvvsu7774LwKlTpzh69Cje3t6MGzeOixcvAvDGG29QunRpd1ZTCCGEECJPcluguG7dOrZs2cL06dMB6N+/P8uWLePMmTPs2bOHqlWrUqlSJYYNG8bPP9/fcmtCCCGEEP+G9Dy75rau51atWrFjxw5KlizJqVOnSEpKom/fvqhUKrZs2UJCQgLfffcd06dPx9vbm+bNm7urqkIIIYQQeZJbZz3f7tKlS5QpU8Yp3WKxoFKpHmgNUJn1nHvIrOfcRWY95x4y6zn3kFnPuYc7Zz3Hpbpv1nNgvtw769ktLYpWq5UpU6ag0dz7wnh6elK1alXq16//CGomhBBCCCFyuCVQVKlUfPTRR9SuXfuey/PFxsYSHR1NYmIiKpXqEdVQCCGEEHlJbn/wtbu4bYyiVqtl5cqVhISE/GO+CxcuULFiRS5fvky5cuUeUe2EEEIIIYTbAsXbWwdNJhOzZs3Cw8MDDw8PcoZN9uvXj4IFC7J//34JEoUQQgghHjG3BYo2m83h9aBBg+jatSsqlQpFUVi0aBH9+vUjICCAgIAAN9VSCCGEEHmC9Dy75LZA0WKxkJqaPetPq9UCMHv2bLy8vMjKymLhwoWo1W5dOEYIIYQQIk9zSySWlZVFUFAQRqMRwN7l7OHh4fBaCCGEEOJRkKjDNbcEimq1msjISHv3s9lsRlEUhg0bhkajsadnZWVJq6IQQgghhJu4ZQm/tLQ0hg4dSs2aNbFarVitVkaOHElwcDCBgYEEBgYSFhbmNI5RCCGEEEI8Om5prhs8eDC7d+9m6NChWCwWDAYDY8aMcUdVhBBCCCGQEW+uuSVQnDhxIvny5UOtVnPo0CFeeuklvL29/3GfiIiIR1Q7IYQQQggBbgoU/fz87P8vUaLEP85wNplMJCYmPqqqCSGEECIPkpVZXHP7TJHAwEBatWrl7moIIYQQQog7uD1QFEIIIYRwNxmj6JpbZj0LIYQQQojcTwJFIYQQQgjhkgSKQgghhBDCJQkUhRBCCCGESzKZRQghhBB5nkxmcU1aFIUQQgghhEsSKAohhBBCCJek61kIIYQQeZ6szOKatCgKIYQQQgiXpEVRCCGEEHmeTGZxTVoUhRBCCCGES9KiKIQQQog8TxoUXZMWRSGEEEII4ZIEikIIIYQQwiXpehZCCCGEkL5nl6RFUQghhBBCuCQtikIIIYTI8+SB265Ji6IQQgghhHBJAkUhhBBCCOGSdD0LIYQQIs+TlVlckxZFIYQQQgjhkrQoCiGEECLPkwZF16RFUQghhBBCuCSBohBCCCGEcEm6noUQQgghpO/ZJWlRFEIIIYR4TKSkpNClSxd8fHwICQnh888/v2vetWvXUq5cOQwGA40bN+aPP/544ONJoCiEEEKIPM/Djf8eRJ8+fdBoNERHR7N//35WrlzJnDlznPL9/vvvvPPOO8ybN4/k5GQ6dOhAixYtyMzMfKDjSaAohBBCCPEYiI6OZufOncyePZv8+fNTvHhxFi5cyIQJE5zyTp8+nWHDhtGgQQO0Wi3vvvsutWrVYsmSJQ90TAkUhRBCCJHneXi47+d+7du3jxdffBG9Xm9Pq1ixIj4+Pk7dynv27OGVV15xSGvfvj3bt29/oOsigaIQQgghxGMgIiKCMmXKOKWXL1+eP//80yEtOjqaUqVK3TPfvcisZyGEEEIINzKZTJhMJoc0nU6HTqdzSDMajXh5eTntbzAYMBqNDmk2mw1PT8975ruXJzJQrFOmgLur8P9mMpmYMGECH3/8sdMbRTxaci9yjyfpXlQrls/dVfh/ebLuRXl3V+H/7Um6H+6id2NENPqzCYwZM8YhbdSoUYwePdohzWAwkJGR4bR/QkKCUwDp6emJoih43Na37SrfvXgoiqI80B7ikUhJSSF//vwkJyfj6+vr7urkaXIvcg+5F7mH3IvcRe7H4+1+WxSXL1/O5s2bWbBggUN6hQoV2Lhxo0O3dKVKldi8eTPFixe3py1dupSNGzeyePHi+66bjFEUQgghhHAjnU6Hr6+vw4+rluG6deuyfft2srKy7GmnT5/GZDI5jV2sV68eW7ZscUhbuXIlTZs2faC6SaAohBBCCPEYKFKkCM8//zwffvghaWlpREZG8vbbbxMWFgZA586dWb58OQDvv/8+n332GQcPHsRisfDdd99x6tQp3njjjQc6pgSKQgghhBCPiTlz5nDr1i0KFy5M7dq1ee2113jrrbcAuHjxIjExMQBUqVKFadOm8eabb+Lr68vixYvZtGnTA49hfSInszwJdDodo0aNkkHJuYDci9xD7kXuIfcid5H7kXfkz5+fH374weW2I0eOOLxu27Ytbdu2/X8dTyazCCGEEEIIl6TrWQghhBBCuCSBohBCCCGEcEkCRSFuYzKZMJvNKIpCVlYWqampXLt2jUOHDrF06VJGjBhBeHi4034JCQkYjUasVit3jubIKSszM5Pk5GSSkpIezck8RtLT053SUlNTiY2NfSTH/+233zh8+PAjOZbIm27dukWfPn1ISUkBwGKxuMx3+2NPXDGZTNhstn/Mk5ycjNVqdSjTbDYD2St7uDqGyWTi2rVr9vzp6ekOZdhsNoxGI5mZmf94bPHkkUDxMaAoCmlpaU6/3IqiYLFYSEtLc1PNcreoqCji4uJISUnBaDRisVjIysqy/5hMJtLS0khISCAiIoKsrCx2795NoUKFKFCgAKGhodSqVYtKlSrx4YcfsnHjRm7cuMG+fftITk52OFbp0qWpUKEC5cuXp1SpUhgMBipUqEBISAgFCxakcuXKVK5cmUqVKjFy5Eg3XZGHy2KxEB0dTVJSEmlpafY/KpmZmRiNRtLS0khKSiImJobU1FT7fjExMQQFBTk972vx4sXUrVvXfq1vD8DT0tI4ceIEly5dIjIykpiYGGJjY4mNjeX69etcu3aNCxcucPz4cfs+RqOR69evk5ycTGpqKvHx8cTFxaEoCoMGDWL9+vX2vDJ0++5SU1NdBho5X6yEa/ny5WP37t321TdKliyJRqPBy8sLHx8fDAYDKpWKyZMnA9m/T2vXrnUqZ8aMGRQuXPgfP/dHjx5No0aN7O/j2NhYdDodMTExrFmzhqpVqzrt88EHH9CuXTsUReH8+fP4+Pig0+lQq9Wo1Wq0Wi1eXl7MnDnzP7ga4nEis54foaioKLRaLXq9Ho1Gg1qtdlhax2q1YrFYMJlMpKenExISglqtxmKxkC9fPsqWLYtWq3UoMzk5mdDQUPbv3/+oTyfXa9GiBWfOnLnv/L///js1atQgNjYWvV5vXyOzZs2ajBs3joYNGwLZH+CZmZnExcURGBgI4NBKeP78ebp27cqRI0dYvHgxe/fuZfbs2f/ZeeVWKSkphIaG3lfetWvX8sorrwAwePBgjEYjQ4YMYciQIRiNRsLDwxk/fjwmk4ly5crh5eVFYmKi/TqfPn2a55577p7H8fb2tv9BPXbsGK1bt8ZkMqHVatFqtbRp04aKFSty6tQpkpOTWbJkCRkZGezfv58SJUr8q+vwpCtfvjxarRYfHx+H9IyMDIxGo/3RHMKRRqNh6NChTJ8+naysLNavX4/BYCBfvr+Xcnz99dfRaDRA9ufI22+/zcqVK5k9ezaZmZnkz58fX19fihUrhre3N2azmbS0NHx9fVGrs/+cR0VFMXfuXJYtW0ZGRgYeHh7YbDZUKhUBAQH4+PhQqFAhkpOT7YEqwJAhQyhfvjxLly6levXqgHPrZr169TAYDI/gaolcRRGPTOXKlRXgvn+uXLli3xdQzp0751TmokWLlAYNGjy6k3iMxMXFKYmJiUpGRoZiNpsVq9WqxMXFKX5+fkp4eLiSlZWlZGZmKikpKUpsbKwye/Zs+7X38PBQtFqtYjAYFE9PT0Wv1yt6vV7x9PS05ylSpIjD8V544QWlcuXKSoUKFRSDwaBUq1ZNKVasmOLv76889dRTSrly5ZTZs2e76Wo8fJmZmQqgnDlzRklNTb3rj7+/v7J9+3ZFURRl5syZSvHixZWEhASlfPnyyvbt25Vz584pHTt2VEaMGKH8/vvvSpEiRRSLxeJ0rJiYGCU1NdV+bz/66COlQYMGisViUYxGo3Lr1i0lMjLSqZ7NmjVTVq9erSiKouzatUupVKmScu3aNcVmsynt2rVTvv/++4d/sR5jxYsXVzZv3uyUvmfPHqV48eKPvkKPgdjYWOXAgQNKenq6Yjab75qvQYMGyuTJk+2vL126pLRo0UK5du2aAihqtVrRaDSKp6en4uXlpWg0GgVQ/vjjD0VRFMVmsynNmjVTfHx8lAIFCigFChRQ1qxZowQGBiqAUrp0aSU4OFjR6XRKUFCQsmLFCofjr169WjEajcq5c+cUV+FB3bp1lTlz5vw3F0U8NqRF8RHauXMnGo3G3pyvUqlISEigfPnyTJ48ma5du9rHkmRkZFCoUCGH/du0aeOyRbF06dKP8jQeGwEBAU5pI0eOpFixYnTr1g0PDw9UKhU6nY58+fLRrVs3OnbsiLe3t/1bPWS3KE6aNMneoqgoCkajEaPR6FB2bGysvfvSVYti7969XS7m/qRQqVQAeHl54enpiYeHB3q9HpvNRnp6Oh4eHvbWE09PTxISEvj+++9Zu3YtBQsWpF+/fthsNjp37szVq1e5cuUKvr6+VK5cmaioKIcWPp1Oh7+/P6mpqXh7ezu0zOd0len1evz8/BzqmJWVxcmTJ2ncuDEADRo0IDMzk3r16gHZrTFHjx5l2LBhzJ8/n5dffvlhXrLH1rvvvuuyRVG4dvjwYbp162Yfy2yz2dBqtSiKYh87qNfr7fkVReHUqVNUq1aNzZs3A9nX12AwEB4ezvTp0+3PyzObzfbWxG+++YbExEQOHz6Mt7c3AEWLFqVp06YUKFCAS5cusWXLFiZOnMiuXbvsx9uyZQsJCQn239mcsYm31ynnWO3bt384F0nkWhIoPkIPGrjcaf369VSoUMEhbfHixcybN++h1flJsnjxYubOnUvnzp2xWq2sW7eOdu3a2bcbDAYMBoN9woqfnx9qtZo//viD3r174+Xlhdls5urVq1y4cMFhoXW4++D0290e0DzJwsPD6d+/v7373mazMWvWLN555x17Hn9/fw4cOGB/3aNHD15//XVKlSpFly5dePXVV1m5ciU///yzy2NERERQpkwZ9u7dS926dR225QTzZrOZAgUK2NN37txJamoqzZs3x2q1cvjwYSwWC7/99hvh4eFkZWUxevRoXn75ZXuXnHA2e/ZsWrRo4ZC2d+9eunTp4qYa5W5qtRovLy88PDz4/PPPGTt2rMP2r776ikGDBtlfX7p0idatW5M/f36mT59OtWrVMBgMLsfOenh4kJqaSv78+enVqxe+vr40atSIokWLUrduXXx8fJg/fz5Wq5UyZcqQkZFBYmIipUuXxmQyERUVxcaNG9m8eTMGg4HOnTsTGhrKyZMnyZcvHyqVCk9PT2w2GyaTSR7onQdJoOhG9wpccphMJooUKUKbNm3s4xpzxp3YbDbKli3rhto/XtavX0/fvn0pVaoUkP30+u7du7Nz506mTZvm1CLVq1cvPvvsM8C5RdHDw8PlOJ3AwEBefvlle2tahQoV7B/sZcuWxWq1UrNmzYd8prmDl5cXHTp0YOnSpUB2C9Q//YH56aefGDBgAO3atWPChAmoVCoSExOpWrUqY8eOpVOnTk6BW055RYoUsaft3r3b4V4OHjyYSZMm2V9PmzaNKlWqUL9+fXvdcoLZO90tPa/z8/NjwIABLj+LChYs6O7q5XparZa+ffvy+eefA9m/G3d+gSxbtiyXL19m5syZlC9fnqeeeoro6Ggg+/NHURTUajU2mw1FUexjcX19fenVqxfr16+nbdu29OjRg7i4OAYOHIiPjw8ajQYPDw+sVismk4n4+HgApk+fbm+pBFi0aBHvv/++vXU+Zx+LxUKpUqW4dOnSI7xiwt0kUHST+wlcrFYrmZmZ6PV6oqKi/rG8nEkwd3YH5XVZWVl88sknTJ06lTVr1vDtt98CUKdOHbZv307Lli2xWCzMnj3b4cM6PDycbdu2AdmDyvv27Yuvr699u6tv9gcPHrT/f9y4cdy4cYOpU6c+rFN77CmKws8//8ykSZM4d+4cLVu2ZOvWrWzdutWep2/fvowfP55+/frx0ksvsXr16n8ss06dOqxYsQLIvve3B5c7d+5kw4YN9OvXjwEDBrB8+XL7toYNG5KcnIyiKCxdupSoqCiGDBnyH5/x4y01NRWDweAwk9yVrKwsjEajy14Rkf0FRKPR2D+r75zUmEOj0VCnTh18fHw4cuQIXl5eaDQaOnbsyIABA2jcuLH96Q05s82NRiNJSUkoioLNZiMxMRG9Xs+hQ4fw9/dHr9c7DJ3JGXJxO0VR6N69O71790an0/HGG29QqlQpxo8fb5/IZ7FYHIbniCebBIqP2IMELufOnaNKlSqoVCr0er19bKPRaMTT0xOtVmt/Pl9mZiaVKlXi9OnTbj7D3MFms/Hjjz8yZswYMjIy2Lp1K88//7z9egM8++yzrFmzhqZNm2KxWJg/fz6enp5kZmby9NNP89prrwEwZswY2rRpY+/2P3jwoMP4xE2bNtGpUyd8fHzQarWo1Wqio6Px8/OzBz05Y0/T09Pts0OfZCaTiVWrVtn/GJpMJvtMyhxHjx7lzTffpGfPnnz77bfo9XrS09PtY7dMJhP+/v688847HDt27L7+MOl0urvOvF60aBEtW7Z0SrfZbOzatcup61n8Lae1ytPTE71ej16vR6VSYTabsdls6PV6e9CSmZmJwWCQx3bdRU4rYM6MYkVR7vo4pk8++YR69erZH6n1ww8/sG/fPr788ktOnz5N0aJF8fPzswflFy5coFWrViQlJXHw4EHGjBnDlClTGDp0KEWKFLH3hCQkJFCgQAF++eUXp2PeuHGD4OBgVCoVWq0Ws9mMSqVi6tSp2Gw2MjMz6datm8vnyYonkwSKj8i/CVzmzZuH2WxGo9Hw/fffU61aNapXr07Xrl0pU6YMo0ePBrL/CEPeGf92P7Kysti0aRNly5bl+++/d5oYlKN+/frMnDmT1NRU+/Vr2bIlNWrUwGAw4OnpiVqtxtfXFx8fH8xmM3PnznVoqWrSpAkRERF4eXlhsVh44YUX+Oabb2jVqhUAkydPZtu2bWzYsIGMjAyXD5d+0rz55pt06dIFg8GAh4eHy4f01qxZk+vXr6PRaKhXrx7nz593GjyfkZFB3bp12bBhw/+7TlOnTmXp0qWcOHHCIf3WrVv07t2biIgIbDYbJ06csE8UENl8fHzsjxVatWoVQUFB1KtXj7CwMKKiouxBg9lsxmq12ic2CWcmk4mpU6c69DZUq1bNKV9CQgK7du1iypQpQHZrYVhYGAsWLKB8+fK0bt0atVrNmjVr7PtUr16d6Oho2rZtS9u2benevTsmk4mPP/6YZs2a4e/vD2T3kpw/f95l/fbu3UtcXBze3t5cuHCBhg0b0qZNG+rWrUvPnj0xmUzynNE8RgLFR+TfBC6enp72mdHvvPMOR48etef7+uuvmTt3LhaLBYvFwuTJk+nZs+ejOp1cT6vV8v3336NSqe4ZQPfu3dvhdYcOHbBYLPj5+eHl5UV0dLS9xSs1NZWEhARu3LhBWFgYkN2KlTNebtOmTdhsNoYMGcKGDRsoUqQICxcu5Ndff8XT0xMfH58nfniAyWTC09MTT09P+wSfnPF+dwaMOa2EarWa+fPn07ZtW4ft4eHhTg8dNpvNpKSk/OMKFjabzd7abjQaCQoKsl/38PBwVq1aBcDVq1fJyspizpw5zJgxg6ysLAYNGkSPHj3+7ek/sXJ6MPr27evQmrRixQp++eUX+2fRwIEDGTVqlPsqmsuNGDGCsLAwNBqNQ8vinb777jtKlixJxYoV7fu1bNmSNm3aoCgKY8aM4bnnnmPu3Ln06dPHaf+zZ8/StGlTRowYAUCJEiUICgoCsocR3BkoWq1WLl68yIABA7h48aK95XDQoEF069aN2rVrExISQps2bf7LyyEeAxIoPiL/n8Bl8uTJeHt7s27dOipXrgzAoEGD7C2KwrWcR0bc7p9mJqelpREfH8+ZM2fs3cienp7UqlWLSZMmUb9+fXv3WkpKChERERQrVgzIfti0yWSiQoUKfP3116xbt465c+dStWpVbt26RefOnWnXrh3t27encOHCD+2c3SnnMR93zsx35c77YLVa6d+/P8OHD3dIT05Opnbt2g5pFy9epEqVKvbXJUuWdNh+5+9XtWrV7K2IaWlp9OjRg7FjxzJ48GAWLlxIkyZNKF68OPny5cNqtRIaGopOp5MWehdyuufXrVtH8+bNgeyHREs35D/L6fUBx0fOeHh4oNVqiYuLIzExkdjYWDw9PTGbzUybNo0OHToAsGTJEqZMmUK1atUoXrw4sbGxFCxYkNKlSzNkyBBatGhh/ywymUycPXuWbdu2MX/+fJo0aYKiKAwcONDe0ms2m6lRo4ZDHQ8ePIhKpWLz5s3s3LmTvn370qBBA8LCwlCpVMyaNYv27dvTrl07hg8f7rIVVDyZJFB8hB40cAHYv38/M2bM4NChQ/Tp04c9e/aQkJCAl5cXp06dQqPRkJmZaV+xolGjRg+j6k+MpKSku45127dvH6+++ipeXl7o9XrUarW9ZaxXr172b/85g/Vr1qxpn/CycOFC3n//fXx9falWrRp169Zl7969PPPMMxiNRlatWsVXX33FuHHjuHjx4hM50P/WrVsAXLly5R9XNSlfvrzT+z49PZ3p06c7tSiuXr2adevWOaSVLl2akydPYjAY7M8jzZl9m9MlZrPZsFqt9nW7cyQkJABQsGBBunTpQrt27di+fTsAiYmJaLVaPvjgA3799Ve+/vrrf3UdnlSXL1/mo48+YsuWLUyePJm6deuSL18+tFotJ06csI9nS0lJITU11T70QmS/t/7Jn3/+yXPPPYeXlxdVq1ZFpVLRs2dP6tSpA0Dt2rX58MMPqVOnDuXLl6dMmTJ4e3tjNBrp27evw3tcq9XSrFkz+vTpY1+qLz09ncOHD9t/L/fu3cv48eMd6tCuXTtef/11zp49S79+/Rg3bhzvvfeefXv79u3x9fWld+/e8kSAPMZDkcEGbtWkSRM0Go3TOreQ/cv9zDPP0Lt3b4YMGYKiKCxfvpzFixdz8uRJYmNjHf7gDh8+nAkTJjzK6ou/5KwbnTMG6G6uXLni1AIm3CMuLo4rV67w7LPPOqSfPXsWLy8vWcLvNjabjUaNGlGlShX7I1Q2b97MggULOHLkCDExMQ7DCjp16sSPP/7oruo+ls6fP0/p0qVzxWzi1NTUu36ZlWcp5j0SKOZyN2/exN/f/67f4Ewmk73VRK/XO63cIoQQ/4XU1FTUavVd1/o1m832iQ45a9oLIR5/EigKIYQQQgiXZKCBEEIIIYRwSQJFIYQQQgjhkgSKQgghhBDCJQkUhRBCCCGESxIoCiGEEEIIlyRQFOIJ1rBhQ9RqNVqtFoPBQPXq1dm6detDO17OMnlHjx4lICCA69ev3/e+u3bt4uWXX/7P6lKiRAni4+Od0kePHs2kSZMeqKz/atnFhg0byjrSQojHigSKQjzhDhw4gNlsJj4+nrFjx/Lmm29y6dKlh3rMfPnyUa5cubs+c08IIcTjQQJFIfIIb29v2rRpQ/v27Vm/fv1DPVa5cuXYt28ffn5+D/U4QgghHi4JFIXIYywWi32ZMB8fH2bOnIm3tzcHDx4EIDY2li5dulCgQAHy5ctH69atuXDhgkMZ8fHx9OzZEz8/P3x9fenUqROxsbEO2+9cAi8mJoaePXsSEBCAl5cXzz77LKtWrQLgo48+okmTJmzatAm1Ws3Ro0eB7NVA+vbta9+nUaNG9nrmyMjIYODAgQQFBeHt7U2LFi24ePHifV+PP//8k7Zt2+Lj40NAQAADBgzg0KFDNGzY0CFfdHQ0HTt2xNfXl4IFC9KrVy/7+tY5/vjjD1q3bo2Pjw9+fn506dKFmJgYl8edO3cugYGBFC1alBUrVtx3fYUQ4lGSQFGIPMJsNrNlyxZWrFhBq1atAMjMzOSXX34hJiaGZ599ltTUVJo0acLzzz9PREQE0dHRtG3blqZNmxIREQFkr0HesGFD8ufPz++//05kZCQtWrTglVdeueuxb968Sb169ShSpAjHjx8nOTmZSZMmMXbsWH744Qc+//xztm/fTsuWLcnKyuKZZ57BarXSqlUrAgICOHfuHPHx8bz//vu0b9/eHkjabDZat25NbGwsv/32G3Fxcbz33nt07NiRlJSUe16T6Oho6tevT+3atbly5QpnzpwhMDCQXr16OeSzWCy8+uqrvPbaa0RHR3PixAk0Gg1Nmza1r3EcFRVF8+bN6dq1K3FxcVy6dImqVavSsGFDp7qkpaXx2WefcfLkSTZu3Eh0dPT930ghhHiUFCHEE6tBgwaKVqtVvL29lUKFCil169ZVtm7dat8OKIcOHbK//uKLL5Rhw4Y5lfPNN98oAwYMUBRFUb788kulU6dOTnnCw8MVb29vRVEU5ebNm0rx4sXt2wYOHKh8/PHHTvskJiYqRqNRURRF2blzp9KqVSv7tuXLlysdOnRw2mfdunVKmzZtFEVRlBUrVijPP/+8YrPZHPLs2rVLAZSbN2867T9q1Cjlyy+/VBRFUfr27asMHz7cKc+HH36oNGjQwP4aUNatW+eUr1WrVsqsWbPsZc2cOdNlWV9//bWiKNn34/Dhw0paWppSqlQpJSUlxSm/EELkJtKiKMQTbt++faSlpXHz5k327t3Liy++6LC9WrVq9v/v3r2byZMno9frHX6GDRvG8ePH7Xm6du3qdJzXX38dlUrlsg7bt293uU+BAgXQ6/Uu99m9ezerV692qkuHDh04ceKEPU/nzp3x8PBw2LdBgwYULlz47hfltmO4qlfHjh0dXut0Olq2bOmUr2vXruzevdte1sCBA53qO2PGDPu1y+Ht7c3QoUOpVasWGzduvGc9hRDCXdTuroAQwn30ej1ardYhbf369bRo0eKu+yiKgqIoD3Qcq9VKVlbWA9dv2rRpvPvuu/+qLvdTRw8Pj/vKZ7PZ7ivfyZMnqVChwj3zAbz77rs0aNCAd955hxMnThAWFnZf+wkhxKMkLYpC5GF3tgDWq1ePDRs2OOVbsGAB27ZtA7KfBbhw4UKnPMuXL8dqtbo8Tv369VmwYIFTelJSkn2M353uVpdNmzaxePFie11++OEHbDabQ55du3Zx48YNl+XermHDhvaybrds2TKH1xaLxeWEk4ULF9onvdytvl988QUnT550efyKFSuyefNmvvrqq3vWVQgh3EECRSGEXd++fdm+fTsTJ04kISGBlJQUpk+fzieffELlypWB7Jaw06dP079/f6Kjo0lOTmbevHnMmzfvruWGhYWxbNkyhg8fTmRkJBaLhV27dlGvXj3WrVsHgKenJxaLxb5P+/btSUpK4sMPPyQmJoaMjAx+/PFHevfuTdWqVQF49dVX0el0dOzYkcuXL5Oens7KlSsZMmTIfT2aZ8SIEfzwww+MHz+e+Ph4bt68yWeffcbOnTsd8ul0OqZNm8aiRYtITU0lIiKC3r17ExcXR48ePQD43//+x/Tp05k/fz4pKSnEx8czatQoFixYQJkyZRzKO3v2LJ9++impqals3ryZ0NDQe98cIYRwAwkUhRB2vr6+7Nixg5MnT1K6dGmKFi3K1q1b2bFjB8HBwUD2I3V27dpFSkoKTz31FMWKFWPv3r3/+GzGIkWK8Ntvv3HlyhWqVKmCn58fYWFhTJgwwT4esEKFCpw5c4bq1asDoFar2bx5M0ajkapVqxIYGMi8efNYt26dPVBUqVT89NNPBAcH89xzzxEYGMiiRYtYtWoVvr6+9zzf4OBgfv31Vw4fPkzJkiWpVKkSKSkpzJ8/3yGfWq1m7dq1/PTTT4SEhFC9enU8PT3Ztm0bOp0OgKJFi/Lzzz+zdu1aQkJCKFeuHJcvX2bXrl14e3s7lFeyZEn+/PNPChcuzOjRo122tgohRG7goTzoYCMhhBBCCJEnSIuiEEIIIYRwSQJFIYQQQgjhkgSKQgghhBDCJQkUhRBCCCGESxIoCiGEEEIIlyRQFEIIIYQQLkmgKIQQQgghXJJAUQghhBBCuCSBohBCCCGEcEkCRSGEEEII4ZIEikIIIYQQwqX/A//XLSqnf87AAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col, f1, accuracy in zip(\n"," df.columns[5:], perf_df[\"f1\"].to_list(), perf_df[\"accuracy\"].to_list()\n","):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(\n"," df,\n"," col,\n"," title=f\"{col} (f1: {f1: .3f} | acc: {accuracy:.3f})\",\n"," preprocess_func=extract_answer,\n"," )"]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/shots-00 **********\n","Qwen/Qwen2-7B-Instruct/shots-00\n","不是 1427\n","是 1050\n","不重要 286\n","回答正确 137\n","问法错误 99\n","石头上。 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":["********** Qwen/Qwen2-7B-Instruct/shots-10 **********\n","Qwen/Qwen2-7B-Instruct/shots-10\n","不是 1495\n","是 534\n","回答正确 451\n","不重要 446\n","问法错误 43\n","回答: 是 17\n","回答: 不是 4\n","回答: 回答正确 4\n","回答: 不重要 4\n","参与者提出的问题: 背包的主人\\n回答: 回答正确 1\n","重要 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col, f1, accuracy in zip(\n"," df.columns[16:], perf_df_shots[\"f1\"].to_list(), perf_df_shots[\"accuracy\"].to_list()\n","):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(\n"," df,\n"," col,\n"," title=f\"{col} (f1: {f1: .3f} | acc: {accuracy:.3f})\",\n"," )"]},{"cell_type":"code","execution_count":18,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/shots-00 **********\n","Qwen/Qwen2-7B-Instruct/shots-00\n","不是 1427\n","是 1050\n","不重要 286\n","回答正确 137\n","问法错误 99\n","石头上。 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:595: RuntimeWarning: invalid value encountered in divide\n"," cm = cm.astype(\"float\") / cm.sum(axis=1)[:, np.newaxis]\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2-7B-Instruct/shots-10 **********\n","Qwen/Qwen2-7B-Instruct/shots-10\n","不是 1495\n","是 534\n","回答正确 451\n","不重要 446\n","问法错误 43\n","回答: 是 17\n","回答: 不是 4\n","回答: 回答正确 4\n","回答: 不重要 4\n","参与者提出的问题: 背包的主人\\n回答: 回答正确 1\n","重要 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqgAAAIhCAYAAACCB0hMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAAB2+0lEQVR4nO3dd1hT5/8+8DshkMEeCgqi4sCBo+466h7VOlBrh23do6J19FNbq6LVVtuqta2jiq1aV23VupW6995WRRCRKShDwkhCxvn94Y98TUFFDCTB+3VduTTneXJ4n2Mkd55zznNEgiAIICIiIiKyEmJLF0BERERE9CQGVCIiIiKyKgyoRERERGRVGFCJiIiIyKowoBIRERGRVWFAJSIiIiKrwoBKRERERFZFYukCzMVgMCApKQnOzs4QiUSWLoeIiIiI/kMQBGRlZaFixYoQi58+TlpmAmpSUhIqVapk6TKIiIiI6Dni4+Ph5+f31PYyE1CdnZ0BPN5gFxcXC1dDRERERP+lVCpRqVIlY257mjITUPMP67u4uDCgEhEREVmx552OyYukiIiIiMiqMKCaUfv27SEWizF//vyn9tFqtZg+fbrJ82nTpsHf3x/lypXDyJEjkZ2dbWy/c+cOunfvDldXVwQGBmL9+vUlug1ERERElsaAakaHDx9GaGjoM/uEhobi8uXLxufTpk3Dv//+izNnzuD27dsQBAFjxowBAOTk5KBbt27o27cvkpOTsXHjRnz11Vc4ePBgiW4HERERkSUxoJaikydP4ocffjBZtnbtWqxcuRIVK1aEh4cHfvnlF/zzzz/QaDQ4ceIEgoKCMHz4cMjlcrz22mv47rvvsHr1astsABEREVEpYEAtJdnZ2Rg0aBD+97//mSzX6/UFThTW6XTIysqCXq8vdF0ZGRklVicRERGRpTGglpLx48ejR48e6Ny5s8nyfv36YdiwYbh//z7S09Px8ccfw9vbG15eXmjdujXOnz+PVatWQaVS4fLly/j888/xxhtvWGgriIiIiEpemZlmyppt374dZ86cwcWLF3HmzBmTtnnz5mHSpElo0KAB7O3tkZSUhHXr1gF4PGXWzp07MXbsWEyaNAkikQgSiQQjR460xGYQERERlQqOoJawBw8eICQkBOvWrYNMJivQ7ujoiOXLl+PBgwfo3bs3OnXqhIEDBxrbGzVqhFOnTiE2NhYymQwLFy6Em5tbKW4BERERUeniCGoJ+/jjj5GSkoLXX38dAGAwGKDX6+Hj44Pk5GRjv/Pnz2P9+vW4evVqoeuZOnUqGjVqZBJeiYiIiMoijqCWsC1btkCr1UKtVkOtVmPfvn148803TcKpXq/H6NGj8fXXX6NKlSoF1nHx4kWsX78ey5YtK8XKiYiIiCyDAdUKLFmyBHK5HCEhIQXaDAYDRo8ejW+//RZ+fn4WqI6IiIiodDGgWgFnZ2f89ttvEIsL/nOoVCr07t2bF0YRERHRK0MkCIJg6SLMQalUwtXVFZmZmXBxcTHruqt8sdus6ytp977tYekSiIiIiAooal7jCCoRERERWRUGVCIiIiKyKgyoRERERGRVGFCJiIiIyKowoBIRERGRVWFAJSIiIiKrwoBKRERERFaFAZWIiIiIrAoDKhERERFZFQZUIiIiIrIqDKhEREREZFUYUImIiIjIqjCgEhEREZFVKVZAbd++PcRiMebPn//UPlqtFtOnTzdZFhYWBn9/fzg6OiI4OBgpKSkm/T/55BO4u7vD09MTn332GXQ6XXHKIyIiIiIbVqyAevjwYYSGhj6zT2hoKC5fvmx8Hh4ejjlz5mDXrl1ITU1FUFAQgoODje3Tp09HZGQkIiIiEBERgZs3bxYIuERERERU9pXIIf6TJ0/ihx9+MFm2cOFCLFiwAPXr14dcLsfs2bNhMBhw6NAh5OXlYcWKFVi9ejW8vb1Rrlw5rFmzBr/++itycnJKokQiIiIislJmD6jZ2dkYNGgQ/ve//xmXCYKAs2fPokePHiZ9+/fvj4MHD+LKlSuoXbs2fHx8jG2enp5o3rw5Tp06Ze4SiYiIiMiKmT2gjh8/Hj169EDnzp2Ny9LS0uDm5gaZTGbSNzAwEHfv3kVcXByqV69eYF357YXRaDRQKpUmDyIiIiKyfWYNqNu3b8eZM2fw3XffmSxXqVRQKBQF+svlcqhUque2F2bu3LlwdXU1PipVqmSejSAiIiIiizJbQH3w4AFCQkKwbt26AiOlcrkcarW6wGvS0tKgUCie216YKVOmIDMz0/iIj483z4YQERERkUVJzLWijz/+GCkpKXj99dcBAAaDAXq9Hj4+Prh//z4ePXoErVYLe3t742tiYmIQEBAAf39/xMTEFFhnTEwM+vXrV+jPk0qlkEql5iqfiIiIiKyE2UZQt2zZAq1WC7VaDbVajX379uHNN99EcnIyRCIRmjRpgkOHDpm8ZvPmzejUqRMaNmyImzdvIiMjw9iWnp6Os2fPomXLluYqkYiIiIhsQKndSWrSpEmYMGECIiIioFarMXv2bMjlcrRr1w4ODg4YMmQIRowYgbS0NKSmpmLo0KEYO3bsUw/xExEREVHZVGoBtVu3bpgwYQI6d+4MDw8PXLp0CVu2bDG2z5o1CxUqVEC1atVQs2ZN1KhRAzNnziyt8oiIiIjISogEQRAsXYQ5KJVKuLq6IjMzEy4uLmZdd5Uvdpt1fSXt3rc9nt+JiIiIqJQVNa+V2ggqEREREVFRMKASERERkVVhQCUiIiIiq8KASkRERERWhQGViIiIiKwKAyoRERERWRUGVCIiIiKyKgyoRERERGRVGFCJiIiIyKowoBIRERGRVWFAJSIiIiKrwoBKRERERFaFAZWIiIiIrAoDKhERERFZFQZUIiIiIrIqDKhEREREZFUYUImIiIjIqjCgEhEREZFVYUAlIiIiIqvCgEpEREREVoUBlYiIiIisCgMqEREREVkVBlQiIiIisioMqERERERkVRhQiYiIiMiqMKASERERkVVhQCUiIiIiq1KsgNq+fXuIxWLMnz/fZPmJEyfQvHlzuLi4oEWLFjhz5oxJ+6xZs+Dt7Q0XFxcMHToU2dnZxjalUomBAwfCyckJFStWxHfffVec0oiIiIjIxhUroB4+fBihoaEmy6KiojBgwAB88803SElJweTJk9GnTx8kJCQAAJYtW4Zt27bhzJkzSEhIgEgkwogRI4yvHzlyJOzt7ZGYmIjTp09j8+bNWL58+UtsGhERERHZIom5VrR48WJMmjQJnTp1AgD07dsXZ8+exV9//YVJkyZh4cKF2LBhA6pWrQrgcWCtVq0aoqOjIZPJcPjwYcTGxkImk8HV1RVr1qzBm2++iVGjRpmrRCIiIiKyAWYLqFWrVkWPHj1MllWqVAnx8fF48OABcnJy0LhxY2Obvb09evXqhUOHDsHV1RWdO3eGTCYztteuXRtOTk6IiopCjRo1zFUmEREREVk5s10kNWHChAJBcteuXWjSpAni4uJQvXr1Aq8JDAzE3bt3n9tORERERK+OEruKf/Xq1UhOTkZwcDBUKhUUCkWBPnK5HCqV6rnthdFoNFAqlSYPIiIiIrJ9JRJQz58/j88//xx//PEHJBIJ5HI51Gp1gX5paWlQKBTPbS/M3Llz4erqanxUqlTJ7NtBRERERKXP7AE1Li4OwcHB+O2331C7dm0AgL+/P2JiYgr0jYmJQUBAwHPbCzNlyhRkZmYaH/Hx8ebdECIiIiKyCLMG1KysLLz11lv47LPP8NZbbxmXly9fHg4ODrh9+7ZxmU6nw/bt29GxY0e0atUKBw8ehE6nM7b/+++/0Gg0hZ6bCgBSqRQuLi4mDyIiIiKyfWYLqHq9HgMGDMAbb7yB8ePHF2ifOHEihg8fjoSEBGRlZWHcuHHo1KkTqlatCl9fX7Rs2RITJ05EdnY24uPjMWLECEybNs1c5RERERGRjTBbQB03bhzCw8OxbNkySCQS46Njx44AgNGjR6Nz585o1KgRfH19kZeXh2XLlhlfv3z5cqSnp8PHxwfNmjVD3759MWzYMHOVR0REREQ2QiQIgmDpIsxBqVTC1dUVmZmZZj/cX+WL3WZdX0m7922P53ciIiIiKmVFzWslNs0UEREREVFxMKASERERkVVhQCUiIiIiq8KASkRERERWhQGViIiIiKwKAyoRERERWRUGVCIiIiKyKgyoRERERGRVGFCJiIiIyKowoBIRERGRVWFAJSIiIiKrwoBKRERERFaFAZWIiIiIrAoDKhERERFZFQZUIiIiIrIqDKhEREREZFUYUImIiIjIqjCgEhEREZFVYUAlIiIiIqvCgEpEREREVoUBlYiIiIisCgMqEREREVkVBlQiIiIisioMqERERERkVRhQiYiIiMiqMKASERERkVVhQCUiIiIiq1KsgNq+fXuIxWLMnz/fZPnJkyfRsGFDyOVyNG3aFOfOnTNpDwsLg7+/PxwdHREcHIyUlBRjm1arxSeffAJ3d3d4enris88+g06nK055RERERGTDihVQDx8+jNDQUJNlKSkpCA4ORmhoKJRKJaZOnYrevXsjOTkZABAeHo45c+Zg165dSE1NRVBQEIKDg42vnz59OiIjIxEREYGIiAjcvHkT06dPf4lNIyIiIiJbZLZD/CtXrsQ777yDvn37wt7eHn369MGgQYOwdOlSAMDChQuxYMEC1K9fH3K5HLNnz4bBYMChQ4eQl5eHFStWYPXq1fD29ka5cuWwZs0a/Prrr8jJyTFXiURERERkA8wWUI8fP47evXubLOvfvz8OHjwIQRBw9uxZ9OjRo9D2K1euoHbt2vDx8TG2eXp6onnz5jh16pS5SiQiIiIiG2C2gBoXF4fq1aubLAsMDMTdu3eRlpYGNzc3yGSyQtsLe+2T7URERET06pCYa0UqlQoKhcJkmVwuh0qlKrTtRdoLo9FooNFojM+VSuVLbgERERERWQOzjaDK5XKo1WqTZWlpaVAoFIW2vUh7YebOnQtXV1fjo1KlSubZECIiIiKyKLMFVH9/f8TExJgsi4mJQUBAADw9PfHo0SNotdpC2wt77ZPthZkyZQoyMzONj/j4eHNtChERERFZkNkCauvWrREeHm6ybPPmzejUqRNEIhGaNGmCQ4cOFdresGFD3Lx5ExkZGca29PR0nD17Fi1btiz050mlUri4uJg8iIiIiMj2mS2gDhs2DL///jv27t0LnU6HXbt2YePGjRgzZgwAYNKkSZgwYQIiIiKgVqsxe/ZsyOVytGvXDg4ODhgyZAhGjBiBtLQ0pKamYujQoRg7duxTD/ETERERUdlktoDq7e2NTZs2YcqUKXBycsLMmTOxbds2lC9fHgDQrVs3TJgwAZ07d4aHhwcuXbqELVu2GF8/a9YsVKhQAdWqVUPNmjVRo0YNzJw501zlEREREZGNEAmCIFi6CHNQKpVwdXVFZmam2Q/3V/lit1nXV9Lufdvj+Z2IiIiISllR85rZRlCJiIiIiMyBAZWIiIiIrAoDKhERERFZFQZUIiIiIrIqDKhEREREZFUYUImIiIjIqjCgEhEREZFVYUAlIiIiIqvCgEpEREREVoUBlYiIiIisCgMqEREREVkVBlQiIiIisioMqERERERkVRhQiYiIiMiqMKASERERkVVhQCUiIiIiq8KASkRERERWhQGViIiIiKwKAyoRERERWRUGVCIiIiKyKgyoRERERGRVGFCJiIiIyKowoBIRERGRVWFAJSIiIiKrwoBKRERERFaFAZWIiIiIrAoDKhERERFZFbMG1LS0NHzwwQfw8PCAv78/FixYYGy7desWWrduDblcjrp162LPnj0mr922bRtq1qwJuVyODh06ICoqypylEREREZGNMGtAHTRoEKpXr474+HicP38ex48fx++//w6NRoPu3bvjvffeQ2ZmJpYtW4bhw4fj+vXrAIDr169j1KhRWLFiBTIzMzFgwAB069YNarXanOURERERkQ0wa0A9duwYvvzySzg6OsLb2xvjxo3D1q1b8ffffyMoKAghISFwcHBAmzZtEBoainnz5gEAFi9ejMmTJ6Nt27ZwcHDA6NGj0bRpU2zYsMGc5RERERGRDTBrQO3RowcmT54MpVKJ+Ph4zJkzB97e3jh+/Dh69+5t0rd///44ePAgADy3nYiIiIheHWYNqEuWLMGWLVvg6uoKf39/3L9/HzNmzEBcXByqV69u0tfLywtqtRoajQaJiYkICAgwaQ8MDMTdu3fNWR4RERER2QCzBVSdToeePXvi/fffR1paGmJjY9GtWzc8ePAAKpUKCoWiwGvkcjlUKhUMBgPEYnGhbU+j0WigVCpNHkRERERk+8wWUHft2gW5XI7vvvvOeBX/7NmzMWTIEDg4OBR6wVN6ejoUCgXEYjEEQTBpS0tLKzTU5ps7dy5cXV2Nj0qVKplrU4iIiIjIgswWUG/fvo02bdqYLHN0dISbmxsAICYmxqQtOTkZHh4ecHBwgK+vL+Li4kzaY2JiChz2f9KUKVOQmZlpfMTHx5tnQ4iIiIjIoswWUAMCAhAREWGyTK1W49atW/jggw8QHh5u0rZ582Z06tQJANC6detnthdGKpXCxcXF5EFEREREts9sAbVnz564dOkSlixZgqysLCQmJmLQoEF4/fXX0a9fP5w7dw5r1qyBVqvF6dOn8f333+Ozzz4DAIwbNw5ff/01zp49C61Wi5UrV+LatWt47733zFUeEREREdkIswVUmUyGXbt2YceOHfD29kbz5s1Rvnx5rFmzBjKZDDt37kRYWBicnZ0xbNgwhIWFoW7dugCAevXqYdGiRfjwww/h4uKCdevWYc+ePZBKpeYqj4iIiIhshEj479VJNkqpVMLV1RWZmZlmP9xf5YvdZl1fSbv3bQ9Ll0BERERUQFHzmlnnQSUiIiIielkMqERERERkVRhQiYiIiMiqMKASERERkVVhQCUiIiIiq8KASkRERERWhQGViIiIiKwKAyoRERERWRUGVCIiIiKyKgyoRERERGRVGFCJiIiIyKowoBIRERGRVWFAJSIiIiKrwoBKRERERFaFAZWIiIiIrAoDKhERERFZFQZUIiIiIrIqDKhEREREZFUYUImIiIjIqjCgEhEREZFVYUAlIiIiIqvCgEpEREREVoUBlYiIiIisCgMqEREREVkVBlQiIiIisioMqERERERkVRhQiYiIiMiqlGhAjY2Nxe+//16SP4KIiIiIypgSDajjx49HSkqK8fnJkyfRsGFDyOVyNG3aFOfOnTPpHxYWBn9/fzg6OiI4ONjktURERET0aiixgLpnzx5ER0dj0qRJAICUlBQEBwcjNDQUSqUSU6dORe/evZGcnAwACA8Px5w5c7Br1y6kpqYiKCgIwcHBJVUeEREREVmpEgmoGo0GEyZMwLJlyyCRSAAAK1euxDvvvIO+ffvC3t4effr0waBBg7B06VIAwMKFC7FgwQLUr18fcrkcs2fPhsFgwKFDh0qiRCIiIiKyUiUSUL///nu88cYbaNWqlXHZ8ePH0bt3b5N+/fv3x8GDByEIAs6ePYsePXoU2k5UmKlTp8LOzg4SiQQSiQRBQUHGtlatWhmXSyQShISEGNsOHToEe3t7ODk5WaJsIiIieg6JuVcYHx+PuXPnwtPTE+7u7hg6dCjmzZuHuLg4VK9e3aRvYGAg7t69i7S0NLi5uUEmkxVo37BhQ6E/R6PRQKPRGJ8rlUpzbwpZuRs3buDQoUNo27ZtgbaoqCio1WrjCP6TOnToAK1Wy4BKRERkpcw+gjp79mx07twZFy9exKVLl3DixAksWbIEKpUKCoXCpK9cLodKpSq07cn2wsydOxeurq7GR6VKlcy9KWTlbty4gVq1ahVYnpiYCE9Pz0LDKREREVk/s3+Cb9++HREREXB3dwcA/PbbbxgwYADkcjnUarVJ37S0NCgUikLbnmwvzJQpU4wXYAGPR1AZUl8darUaGRkZ8Pb2LtB28+ZNBAYGWqAqIiIiMgezjqA+fPgQjo6OxnAKAHXr1kVCQgL8/f0RExNj0j8mJgYBAQHw9PTEo0ePoNVqC20vjFQqhYuLi8mDXh0RERHIyclBpUqV4Ofnh88//9z4/rlx4wZOnDgBLy8v1KpVC2vXrrVwtURERPQizBpQPT09kZGRgYyMDOOymzdvwt/fH61bt0Z4eLhJ/82bN6NTp04QiURo0qRJgSv289uJ/svR0REHDhxAZGQkTp8+jRs3bmDmzJkAgCZNmuDYsWNISkrCunXrMGvWLOzfv9+yBRMREVGRiQRBEMy5wokTJ+Lu3btYsWIFcnJy8P7772Po0KHo1asXXnvtNfz222/o3LkzwsPDMXr0aFy6dAnly5dHeHg4Jk6ciK1bt6JKlSqYN28e9u3bh+PHjxfp5yqVSri6uiIzM9Pso6lVvtht1vWVtHvf9nh+pzImIyMDgYGBePDgQYG2HTt24Pfff8eWLVtMljs5OSE7O7u0SiQiInrlFTWvmf0c1G+//Raff/45goKC4OjoiE8++QQjRowAAGzatAkhISEIDg5GUFAQtm3bhvLlywMAunXrhtjYWHTu3BlpaWno2rVrgUBB9DTu7u4QBAEqlQpyudykLSAgAAkJCRaqjIiIiF6U2QOqVCrFjz/+iB9//LFAW6tWrXDlypWnvnbUqFEYNWqUuUuiMubixYtYsWIFli1bZlwWEREBmUyG9evXQ6/Xm7yPTpw4gZo1a1qiVCIiIiqGErvVKVFJqVOnDsLDw7F06VKo1WpcvXoV77zzDj7//HM0adIEoaGhOHr0KNRqNXbs2IHp06fj008/tXTZREREVEScKJJsjlwux+7duzF27Fh89tln8PDwQEhICEJCQiASiRAWFoYxY8YgOjoaNWvWxMqVK9GwYUNLl01ERERFZPaLpCyFF0n9n1fxIikiIiKyfha7SIroRdnaFwCAXwKIiIhKEs9BJSIiIiKrwoBKRERERFaFAZWIiIiIrAoDKhERERFZFQZUIiIiIrIqDKhEREREZFUYUInouebNm4fU1FTj81atWkEikRgfISEhxja1Wm3SJpFI8Ndff1mibCIislEMqET0TNeuXcP06dNNlkVFRUGtVkOn00Gn02HJkiXGtoiICLRp08bYptPpMGDAgNIu26a8yBeAbdu2oWbNmpDL5ejQoQOioqIsUTIRUYliQCWip8rLy8OHH34InU5nXJaYmAhPT09IJIXf5+PGjRuoVatWaZVo817kC8D169cxatQorFixApmZmRgwYAC6desGtVptidKJiEoMAyoRPdXUqVNRr149+Pn5GZfdvHkTgYGBT33N89rp/7zoF4DFixdj8uTJaNu2LRwcHDB69Gg0bdoUGzZsKM2yiYhKHAMqERXq2LFj2Lx5s8nhe+DxCOmJEyfg5eWFWrVqYe3atQXa58+fD3d3d7Rs2RIXLlwozbJtyot+ATh+/Dh69+5tsqx///44ePBgidZJRFTaGFCJqAClUonBgwdj1apVcHV1NWlr0qQJjh07hqSkJKxbtw6zZs3C/v37je3Dhg3D2bNncf/+fXz66afo1asXHj58WNqbYPWK8wUgMTERAQEBJv0DAwNx9+7dUqmZiKi0MKASUQGffPIJ+vXrh3bt2hVoa926NerUqQMHBwc0adIECxYswLJly4ztPXv2hK+vL2QyGfr164d3330XGzduLMXqrV9xvwAYDAaIxaa/tuVyOVQqVanVTkRUGhhQicjE9u3bsX79eixatAgymQwymQyxsbHw8/PDzp07C/QPCAhAQkLCU9f3vPZXUXG/AIjFYgiCYNI/LS0NCoWiNMomIio1DKhEZKJ3797QarVQq9XGR+XKlZGQkICUlBQsX77cpP+JEydQs2ZNAEBISAjOnTv31HZ6uS8Avr6+iIuLM2mPiYkpcNifiMjWMaASUZE1adIEoaGhOHr0KNRqNXbs2IHp06fj008/BQDUqVMHISEhuHPnDrKysjBv3jycOXMG7733noUrtx4v8wWgdevWCA8PN2nfvHkzOnXqVGr1ExGVhsInMiQiKkTDhg0RFhaGMWPGIDo6GjVr1sTKlSvRsGFDAMCYMWOQkZGBdu3aIT09Ha1atcLevXt5CLqImjRpgq5du6JWrVpo3rw59u3bh+nTpxvPQR03bhy6d++Ohg0bolGjRli7di2uXbuG9evXW7hyIiLzEgn/PaHJRimVSri6uiIzMxMuLi5mXXeVL3abdX0l7d63PSxdwguxtf0LcB+XNFvbvy+rSpUquHDhAry8vLB9+3Z8+eWXxi8A33zzDXr27Gnsu23bNkyePBnx8fF4/fXXERYWhurVq1uweiKioitqXuMIKhHRS3rpLwDvLkGT+Wf//xMJ0PN7+ABQAhh3Ehh38sn12wN9F8IbwF0AnX69DeD2C//IV+1LABHZFp6DSkRERERWhQGViIiIiKwKAyoRERERWRUGVCIiIiKyKiUaUOfNm4fU1FQAwK1bt9C6dWvI5XLUrVsXe/bsMem7bds21KxZE3K5HB06dEBUVFRJlkZEREREVqrEAuq1a9cwffp0AIBGo0H37t3x3nvvITMzE8uWLcPw4cNx/fp1AMD169cxatQorFixApmZmRgwYAC6desGtVpdUuURERERkZUqkYCal5eHDz/8EDqdDgDw999/IygoCCEhIXBwcECbNm0QGhqKefPmAQAWL16MyZMno23btnBwcMDo0aPRtGlTbNiwoSTKIyIiIiIrViIBderUqahXrx78/PwAAMePH0fv3r1N+vTv3x8HDx4sUjsRERERvTrMHlCPHTuGzZs3Y8mSJcZlcXFxBe504uXlBbVaDY1Gg8TERAQEBJi0BwYG4u7du0/9ORqNBkql0uRBRERERLbPrAFVqVRi8ODBWLVqFVxdXY3LVSpVoffilsvlUKlUMBgMEIvFhbY9zdy5c+Hq6mp8VKpUyXwbQkREREQWY9aA+sknn6Bfv35o166dyXK5XF7oBU/p6elQKBQQi8UQBMGkLS0trdBQm2/KlCnIzMw0PuLj482yDURERERkWRJzrWj79u1Yv3497OzssGjRIgCPD8P7+fmhQoUKiImJwRtvvGHsn5ycDA8PDzg4OMDX1xdxcXGoXLmysT0mJqbAYf8nSaVSSKVSc5VPRERERFbCbCOovXv3hlarhVqtNj4qV66MhIQEfPPNNwgPDzfpv3nzZnTq1AkA0Lp162e2ExEREdGro1TuJNW3b1+cO3cOa9asgVarxenTp/H999/js88+AwCMGzcOX3/9Nc6ePQutVouVK1fi2rVreO+990qjPCIiIiKyIqUSUGUyGXbu3ImwsDA4Oztj2LBhCAsLQ926dQEA9erVw6JFi/Dhhx/CxcUF69atw549e3gIn4iIiOgVZLZzUAtz794949/r1KmDEydOPLVvnz590KdPn5Ish4iIiIhsQKmMoBIRERERFRUDKhERERFZFQZUIiIiIrIqDKhEREREZFUYUImIiIjIqjCgEhEREZFVYUAlIiIiIqvCgEpEREREVoUBlYiIiIisCgMqEREREVkVBlQiIiIisioMqERERERkVRhQiYiIiMiqMKASERERkVVhQCUiIiIiq8KASkRERERWhQGViIiIiKwKAyoRERERWRUGVCIiIiKyKgyoRERERGRVGFCJiIiIyKowoBIRERGRVWFAJSIiIiKrwoBKRERERFaFAZWIiIiIrAoDKhERERFZFQZUIiIiIrIqZg2oGRkZGDRoEMqVK4cqVarg22+/hcFgAACcPHkSDRs2hFwuR9OmTXHu3DmT14aFhcHf3x+Ojo4IDg5GSkqKOUsjIiIiIhth1oDav39/+Pr6Ijo6Gvv378e2bduwePFipKSkIDg4GKGhoVAqlZg6dSp69+6N5ORkAEB4eDjmzJmDXbt2ITU1FUFBQQgODjZnaURERERkI8wWUC9fvowHDx7gm2++gYuLC2rUqIFVq1bh119/xcqVK/HOO++gb9++sLe3R58+fTBo0CAsXboUALBw4UIsWLAA9evXh1wux+zZs2EwGHDo0CFzlUdERERENsJsAVWv12PSpEkQiUTGZZUqVUJKSgqOHz+O3r17m/Tv378/Dh48CEEQcPbsWfTo0aPQdiIiIiJ6tUjMtaImTZqgSZMmJst27dqFJk2aIDY2FtWrVzdpCwwMxN27d5GWlgY3NzfIZLIC7Rs2bHjqz9NoNNBoNMbnSqXSDFtBRERERJZWYlfxJycn49NPP0VoaChUKhUUCoVJu1wuh0qlKrTtyfanmTt3LlxdXY2PSpUqmX0biIiIiKj0lUhA1Wg06NevH8aMGYPmzZtDLpdDrVab9ElLS4NCoSi07cn2p5kyZQoyMzONj/j4eLNvBxERERGVPrMd4n/SsGHDUKlSJXz55ZcAAH9/f8TExMDf39/YJyYmBgEBAfD09MSjR4+g1Wphb29foP1ppFIppFJpSZRPRERERBZk9hHUmTNn4u7du1i9erXxgqnWrVsjPDzcpN/mzZvRqVMniEQiNGnSpMAV+/ntRERERPRqMesI6vr167F27VqcPn3a5KKnYcOG4bXXXsMbb7yBzp07Izw8HBs3bsSlS5cAAJMmTcKECROwdetWVKlSBfPmzYNcLke7du3MWR4RERER2QCzBdTjx49j6NCh0Gq1qFixoklbdHQ0Nm3ahJCQEAQHByMoKAjbtm1D+fLlAQDdunVDbGwsOnfujLS0NHTt2hVbtmwxV2lEREREZEPMFlDbtGljMu3Tf1WuXBlXrlx5avuoUaMwatQoc5VDRERERDaqxKaZIiIiIiIqDgZUIiIiIrIqDKhEREREZFUYUImIiIjIqjCgEhEREZFVYUAlIiIiIqvCgEpEREREVoUBlYiIiIisCgMqEREREVkVBlQiIiIisioMqERERERkVRhQiYiIiMiqMKASERERkVVhQCUiolfOvHnzkJqaCgA4ePAgGjZsCCcnJ7Ru3RqXL1+2cHVExIBKRESvlGvXrmH69OkAgNjYWLz33nuYN28e0tPTMXHiRPTs2RM5OTkWrpLo1caASkREr4y8vDx8+OGH0Ol0AIDMzEysXr0anTt3hoODA/r16wcvLy/cunXLwpUSvdokli6AiIiotEydOhX16tVDZmYmAKB+/fqoX78+ACArKwtr165FZmYm6tSpY8kyiV55DKhERPRKOHbsGDZv3owrV66gQYMGJm2ZmZlwc3MDAISFhUGhUFigQiLKx0P8RERU5imVSgwePBirVq2Cq6trgXZXV1c8evQImzdvxsyZM3Hs2DELVElE+TiCSkREZd4nn3yCfv36oV27dk/t4+rqin79+kGj0WDhwoV44403Sq9AIjLBEVQiIirTtm/fjvXr12PRokWQyWSQyWSIjY2Fn58ffvrpJ+Tm5pr0b9CgAe7fv2+haokIYEAlIqIyrnfv3tBqtVCr1cZH5cqVkZCQgH///Rfr16836X/+/HleJGUm7du3h1gsxvz58y1dSplUlvcvD/ETEdEra+zYsejVqxfq1q2Lxo0b48SJEwgNDcX+/fstXVqZcPjwYcycOdPSZZRZZXn/MqASEdErq0GDBvjll18wevRoREVFoVatWli1ahUCAwMtXRrRK40BlYiIrF6VL3abd4XvLkGT+Wf/73n3ufAGkAFg2H41sP/lft69b3u81OuJXnU8B5WIiIiIrAoDKhERERFZFasKqEqlEgMHDoSTkxMqVqyI7777ztIlEREREVEps6pzUEeOHAmZTIbExEQ8evQI/fv3h5ubG0aNGmXp0oiIiIiolFhNQE1MTMThw4cRGxsLmUwGV1dXrFmzBm+++SYDKhEREdErxGoO8Z88eRKdO3eGTCYzLqtduzacnJwQFRVlwcqIiIiIqDRZzQhqXFwcqlevXmB5YGAg7t69ixo1apgs12g00Gg0xueZmZkAHp/Ham4GTe7zO1mRktgHJcnW9i/AfVzSuH9LHvdxybK1/VuSNBoNJBIJ90kJsbX9m1+nIAjP7Gc1AVWlUkGhUBRYLpfLoVKpCiyfO3cuvvrqqwLLK1WqVCL12RLXHy1dQdnHfVyyuH9LHvdxyeL+LWj69OmWLqFMs7X9m5WVBVdX16e2W01AlcvlyM0t+A05LS2t0OA6ZcoUTJo0yfjcYDAgPT0dnp6eEIlEJVqrOSiVSlSqVAnx8fFwcXGxdDllDvdvyeM+LnncxyWL+7fkcR+XLFvcv4IgICsrCxUrVnxmP6sJqP7+/ti7d2+B5TExMQgICCiwXCqVQiqVmixzc3MrqfJKjIuLi828qWwR92/J4z4uedzHJYv7t+RxH5csW9u/zxo5zWc1F0m1atUKBw8ehE6nMy77999/odFoCj03lYiIiIjKJqsJqL6+vmjZsiUmTpyI7OxsxMfHY8SIEZg2bZqlSyMiIiKiUmQ1ARUAli9fjvT0dPj4+KBZs2bo27cvhg0bZumySoRUKsWMGTMKnKZA5sH9W/K4j0se93HJ4v4tedzHJass71+R8Lzr/ImIiIiISpFVjaASERERETGgEhEREZFVYUAlIiIiIqvCgEpEREREVoUBlYiIiIisCgMqERERlSi9Xo9evXrh1q1bli6lzImPj0dZnJCJAdVCcnJyUL9+fZM7Zx05cgRTp041WUbFl52dDRcXF5P9uWfPHgwcOBB5eXkWrIzo/2RmZmL8+PFPbXd0dMTDhw+Nz3NyckqjLCKz2rBhA3bt2oV9+/ZZuhSbk5GRgb59+z61vU6dOkhPTzc+T0xMLI2yShznQbUQnU4HmUwGlUqFDRs2YNCgQThy5Ag6duyIzMxMODk5WbpEm6fX6yGVSpGTk4Pvv/8e06dPx/Hjx9GuXTvu45ewZ88eKBQKiMUFv9+KRCL4+PigRo0aFqjMNimVStStWxfx8fFYsWIFcnNzIRKJIJfLMWLECHh5eSEuLg4KhQIpKSlo1KgRTp06hcqVK1u69DJBp9Nh5MiR+Omnn+Ds7Izr169DLBajbt26li6tzEhISEDz5s3h7++PU6dOQSQSWbokm5KVlYW6desiLi4OM2bMgFKphEgkgrOzM7766iuUL18esbGxkMvluHfvHurWrYsbN26gSpUqli79pTCglrCcnBx06dLFeJcHQRDg6uqKbdu2wcnJyXjnrPT0dFy5cgWNGzeGUqmEo6OjhSu3HdnZ2QgMDDTZx56enrhw4QKcnZ2N+zgtLQ1Xr15Fo0aNuI+LIS4uDv7+/qhQoQKaNm0KQRBw9OhRtG3bFhcvXkRQUBAcHBxw/PhxXL9+Hf7+/pYu2SZoNBoEBQUhKioKtWrVQps2bQAAhw8fxp07d1C5cmXExsYCAJYsWYLffvsNly5dsmTJNkej0eCXX36BXC6HnZ0dcnNzERwcjI4dO+LSpUtwc3PDo0eP4OTkhPfffx+nTp1CVFQU7O3tLV26zcvIyEDbtm2Rk5ODU6dOwdvb29Il2Zy8vDwEBQUhMjIStWvXxgcffAAAWLVqFe7cuYOqVasiOjoaYrEY8+bNw65du3D06FELV20GApUorVYrVKpUSVi3bp3xz9q1awuCIAienp6CIAhCuXLlBEEQhFu3bglisVjIy8uzWL22SKfTCQEBAcKJEyeMf/53H5cvX14QBEG4efOmIBaLBa1Wa7F6bVXFihWFtWvXCgEBAcZl+fu5T58+QmJioiAIgjB+/Hjh1q1bFqnRFul0OqFWrVqCIAhCvXr1jMtr1qwpCIIgVK9eXejZs6eQnJwstG/fXli/fr1F6rRlKpVKEIlEQps2bYTWrVsLdnZ2QlRUlGBnZydotVpBoVAIeXl5wo4dOwQHBwdh//79li65TPjrr78EPz8/ISgoSIiOjrZ0OTZLr9cX+jsiMDBQEITHvyMaNmwo3Lx5U2jRooWwY8cOi9RpbhJLB+SyTiKRwM3NDQMHDsR3332HgQMHYu7cucY2AMZv6VqtFvb29vzW/oLs7Ozg6OiIVq1aGf/MP/ycv48dHBwAPP4mKpPJjMup6ORyObZv347Y2FjMmjULAJCamopZs2bh9u3b+OGHH+Di4gKFQoFatWpZuFrbYWdnh5SUFIwZMwbJyckYM2YMAJi8hzt06IA2bdogIyMD/fr1s2S5NkkqlcLOzg7Hjh0DACgUCkilUtjb20MikUAsFmPVqlWYNm0aNmzYgE6dOlm4YtsyYMAAtGnTBhUrVoQgCDh58iS2bt0Kd3d3fPHFFxgxYoTxdzC9OLFYjISEBHTv3h1xcXHo3r07BEEwniohkUgwY8YMvPnmm8jLy0OPHj0sXLF58FPaAvI/eDQaDWbNmoXs7GzMmjULiYmJ8PHxsXB1ZUP+PlapVBg6dCgyMjIwdOhQPHz4EBUqVLBwdbblwoUL2LlzJ6RSKTZt2oTKlSvDzs4OwONzTu3s7Ix/isViaDQaC1dse+RyOVq1aoU9e/agVatWEAQBhw8fBvB4H0+YMAFZWVnYs2eP8VQWKjqRSFTgvMf89+u0adOg1Wpx8uRJnDt3zubP2yttGo0GmzdvxubNm02Wv/POO5g6dSqCgoIsVFnZ4unpialTp2LIkCGYOnUqBEHAiBEjoNPpIBKJ0KdPH0RFRWHDhg2FXh9gi8rGVtgY4f+f9mswGBAVFYVevXohKioKV65cQYMGDSxcXdmQv4/FYjF8fX0xceJE+Pr6Ii8vD02aNLFwdbZFq9Vi3759iI2NRUJCAkQiEYYOHYrBgwfD1dUVQ4YMQeXKlTF27FhMmzYNCxYssHTJNsfV1RUDBw6Eu7s7Bg4caDzHbMKECVAqlQCApKQkXLt2DZcvX7ZkqTZL+M/lFgaDAYIgIDo6Gnq9Htu3b8e6devK5HQ9JUkqlSIjIwNarRYZGRm4efMm1q5dC0EQ0KRJE3Tv3h3R0dGWLtPmKRQKtGrVCk5OTmjVqhVat24NAPjwww+NV/DfvHkTsbGxxiMFto4B1QLyfwHK5XKsXbvW+PD09DR+MNHLyd/HDg4OmD17NmbPno1Zs2YhKysLQ4YMsXB1tuX111/H6dOnMXv2bHTr1g0SiQQtWrRA69atodVq8frrr+P48eMIDAxEz549GaCK4d69e2jWrBmioqLQrFkzNGvWDABQvnx5ZGRkYO/evTh69ChGjBhRYKSKns9gMBQYQdXpdNDr9fjjjz/g4OCAI0eO4K+//sLgwYMtU6QNc3V1hZ2dHVxdXVGrVi0MHDgQGzduxJ07dwAAQUFB2LBhg4WrtG1RUVEoX748/v33X5QvXx7lypUDAHTv3h25ublYtmwZTp48ibFjx2Lbtm2WLdZMGFBLmF6vR15eHiIjI41/5s/LqdPpcP36ddy6dQvffvst1Go13n77bQtXbHv0ej2ys7Oxb98+45/5+1iv1+PUqVP4559/EBISgqpVq6Jr164Wrtj2PHz4EBEREVi6dCnu3LmD2NhYxMTEICYmBrGxscjKysKtW7fQrFkzdOjQAefPn7d0yTbFx8cHa9euhb+/P9atW4c1a9ZAEAR8+eWXqFixIqZNmwaZTIbevXvj5MmTli7X5qjVauh0OpPTULKysqDVapGXlwetVotatWrhyJEjOHz4MMLCwixdcpng5+eHPXv24Msvv8RHH32E1atXW7okm1WtWjXEx8ejdu3aSEhIME7O/+GHH8Lb2xs7d+6Ep6cnunTpgtOnT1u6XLPgOaglTK1WG6eGEAQBtWrVgp+fH4DH5+5cvnwZo0aNgpOTE86cOWPham2TSqWCWq3GqFGjAACjRo2Ch4cHgMf7P//CE71ej/DwcEuWarPEYjF27NiB5cuXAwCaN2+OlJQUk3OdNBoNunXrhs2bN/M8vhdgMBggkUgQGBhoPJ9XJBLBYDAAePxF9vjx49i/fz8qVqyIq1evWrhi2yOVSnH9+nXj/tXr9fDz88OiRYuQl5cHnU6HnJwcyOVyLFmyBEOGDMHAgQM5FZ2ZTJ8+HVqtFh9//DEaN26MevXqWbokm6LX62EwGCCVSmEwGHD06FEIgmD8HaHVarFjxw6cO3cOXl5e+Pfffy1csZmU/sQBr57/Thul0WgEvV4v2NvbC4IgCKmpqcLUqVMFDw8P4YcffrBEiWWSTqcTJBKJ8e8rVqwQPD09hU8++URQq9UWrs62ZGVlCe7u7sL27dsFpVIptGjRQvj888+FhIQEISEhQYiPjxcqVKggZGRkWLpUm6NSqYQqVaoIgiAIbdq0EWrWrClUrVpVaNGihSAIguDr62ucFu3hw4eCSCQS0tPTLVavLdu4caOg0WgKLE9OThY2b94s+Pr6CteuXRP++OMPC1RX9rVq1UoYNmyYpcuwObm5uYK/v78gCILw7rvvCl26dBHat28v9OvXTxAEQahQoYIxZ6SmpgoikUh48OCBxeo1F07UbyG5ublwcnKCVqs1XhF9+vRpDB06FCdOnICnp6eFK7R9+bc6zcvLM04rFR0djWHDhmH37t0cHXkBSqUSFStWROvWrXH16lVkZWWhfv36JhecrVq1ynh+788//2ypUm1Oeno6qlWrhoyMjELbXV1dER8fDxcXF2RlZWHNmjUYOXIkp6N7AXFxcejXrx+uXLmCzZs3Izc3F3PnzoVMJjP2EQQBkZGRkEgk+Ouvv9CxY0cLVlw23b17F15eXnBxcbF0KTYl/2YH165dK7TdxcUF8fHxcHV1RU5ODo4cOVImpppiQC0Fer0eiYmJqFSpkvFEfYPBgFu3bqFOnTomJ+/n5uZCoVBYqtQyJycnp0AQFZ6YP46K5v79+wgKCkJaWhr0ej0OHTqExYsXY+fOnejRowf69OkD4PGXgrS0NOM8qfTy9u7di06dOjGQvoS8vDyMHz8e//vf/1CtWjVs2LABoaGhmD59ukk/vV6Ps2fPon///ujcubOFqiV6OoPBUGAaqZs3b6JWrVplZnqpfAyopSA+Ph5VqlRBcnKy8cq7fMOHD0e9evUwfvx4C1VH9HxqtRqXLl1Cy5YtTZYfPnwY69atw6JFi/jFimzGP//8g127dmHRokWWLuWVoVQq8fXXX+Pjjz9G1apVLV2OTUpJSUHFihXx4MGDpx5ljYmJQbdu3XD79u1Srs78ylbctlKOjo4QBKHAB/jo0aOxdu1aODs7W6gyoqKRyWQFwikAtG/fHr/99hvDqRk8fPgQ/v7+Tz3UDzz+stulS5dSrKps6tq1K8OpmUVHR6N8+fJISUkB8PhL7blz56DX6wE8Hp1esGAB0tLSLFmmzUpISICTkxMEQYCTkxOOHz+OCxcu4Pz58zh27Biio6MxatQoyGQyPHz40NLlmgUDaimQSqUQiUQmt3r75JNPsHnzZhw4cABDhw61YHVE5vHgwQM0atSoTHxzL21ZWVmQy+VISEiAXC5HfHw8UlNT8fDhQ8TFxeHhw4eYM2cO7OzscOHCBUuXa7NUKhX+/vtvAIC/vz/i4+MtXFHZIZfLkZqaCicnJwBAcnIyXn/9dWRnZwN4/CW3sIEaer4FCxZgxowZkMlkEIlEkEql6NGjB95++2288cYb6N+/P44ePYqNGzfCxcUFcrnc0iWbBQNqKcg/dyz/Qp2///4bq1atwp49e9CmTRtLlkZUJFeuXIGLiwuSkpIAAJmZmZg8eTJSU1ONfeRyOa5cucLze1/Q77//jv/973/GDx+ZTIaaNWvC29sbPj4+qFq1KrZv3465c+fCxcXF5MIeejFarRZjx44F8PgmHl5eXjh58iS6du2K7t27o3v37ujcuTPeeustC1dqe/Lfv/nhyMXFBYIgGK8ByB+g4bnULy43NxdisRh2dnbGi6r9/PwQExODhg0bYt68eVAoFPD09IRUKjVmDVvHgFoK7OzsIAgC1q9fDwDo3bs3Dhw4YLxbDJG1UygUyM7ONvmwWbBgAXJzc4198oPTk0cK6PkiIyONc6HmX+RQpUoV6PV6NGvWDCtXroSjo2OZ+/ApTXq9HnXr1kWvXr2QkZGBDh064P79+5BKpZDL5cjIyECtWrXQoUMHXL58GV9++aWlS7Y5+cEp/z2cH1jz36/57Xz/vrg6depArVYD+L+A/+Tv2fwjtE5OTpBIJGVmH5eNrbAR48ePxw8//ICgoCAAwJIlS0zadTodHj16hD179liiPKKn+u/oiFwuhyAIJr8I//tBREVTv3597N69G8D/fehIpVJje/6Hj7Ozc5n68ClNWq0W06ZNg6OjI8aMGYPPP/8cw4YNg1gshlwuh6enJ2rVqoVq1arBwcGh0POtqXAxMTEYOnQoBgwYAAAIDQ0F8PjzTCQSGZ8Dj9/LZe1K89JQtWpV3Lx5E2vWrIHBYMCaNWvw6NEjrFmzBg8fPsSJEyfg5OQEpVKJNWvWlJl9zN90pUQkEuH27duYNm0aVqxYgWrVqqFx48YmffJvu0dkbfK/tT95eC7/jkdPPgdQZn45lpaAgADExMTg2LFjAIBjx44hNzcXx44dg1KpREREBFxcXKBWq3H8+HHu32KQyWTo0KEDvLy8oFAo0LVrV+O5kDwl5eVERkbi2rVrGDhwIARBwP79+wE8ns7vyef5uL9fXPny5RETE4OdO3dCr9dj586dyMzMxM6dO/Ho0SNcuXIFDg4OUCqV2LlzZ5nZx5xmqhTodDpIpVLj1Yzr1q1DSEgI/v77b04GTTYhJSUFFSpUQLt27YzLjhw5gtdff91ktO/o0aOIi4uDr6+vBaq0TXFxcahTpw5q166NK1euoGHDhrh58ybq1KmDiIgIlCtXDhKJBElJSahduzYyMzMRGRlp6bJtilarNZ4eodfrIRaLYTAYoFarcePGDUyYMAFdu3ZF5cqVMXHiRFy4cAGVKlWydNk2Iz09HQ4ODnBzc4NOpwPw+LxJFxcX43NBEGBnZ4e7d+/yVsgvKCcnB40bN0ZERAScnJyQnZ2Nhg0b4sqVK3j99dfx8ccfw93dHV9++SWuX7+OatWqITo62tJlvzSOoJaC/P+ger0ednZ2+OCDD+Di4oLg4GDs378fzZs3t3CFREXz5Hv1v+9bQRBw9OjRMvPtvbR4eHjA398f58+fh5OTE86fP4+GDRvi/PnzJh8+U6dOxfnz51GtWjVLl2xzxGIx4uPjjef1RkdHo0aNGsYbSyQmJmLNmjUAAHd3d7Rq1QpxcXEWrtp2eHh4ICMjwzhqKhKJoNVqTZ7nj4Xlfx5S0cnlcmRmZgL4v/333/2o1+uRk5MDQRBgMBhKvcaSwIBaCrRaLYDHb6j88/N69eqFsWPH4u2338bVq1fh7u5uyRKJnin/Q2bu3LnP7Pf999+DB2VejFwux6NHjwDAZM7IJxkMBuTm5papD5/SZGdnB19fX6hUKoSFhcHR0RHDhw83Btb58+ejW7duOHnyJDp06GDpcm2SRqMB8Hj+U7lcbgxLKpUKCoXC5HOQXoxYLIZKpYLBYDDux4cPH+Kjjz5CdHQ0wsLCMGbMGGRkZECj0Rj72DqezFQK8q++y/8PnG/27NmQy+UYNGiQJcoiKrInjwIAwOnTpxEXF1fg8eRICRWNnZ0dVCoVBEEwfrCkp6cjNDQUCQkJ+Pvvv6FSqYwfPvyALz5BEDBkyBAkJiYiJycHXl5e0Ov1mDBhAqRSKebMmYNNmzZZukyblJ2dDUEQoFQqATy+aDIkJMT4+yD/c1ClUlmsRluVf21K/j7UarWYPXs22rdvj++++w4DBw5ErVq1UKNGDWRlZRXIGraKI6ilIC8vD3Xq1CnwrcbOzg6hoaHYu3dvoffXJbIW+b/wNBoNNBoNWrVqZRJG8/8uEokKjP7Rs2m1WuP5kIIgQK/XY/DgwRCJRBg6dCjUajUqVKgAiUSC7OzsMvPhU5oMBgM6dOiAyZMnG5edOHECa9asgV6vh1qtxpo1a9C4cWMMGzYMderUQd26dS1Yse0JCAjAw4cP4eHhAeDxhT1P3q1Lq9WicePG/JwrBpFIhDNnzhi/BOTm5mLkyJEF+p07dw4xMTHIycmxQJXmx4ukLEwQBOh0Ok5eTFbt6tWreO2115CcnAwPDw/ExcWZXBwFPP4AqlatGiIjI3me5AvIy8vD0aNH8dprr6F8+fJ49OgRXFxcCu0bGxuLOnXqlJkPoNKiVCoxY8YMrFixAnZ2djh//jzatWuH5s2bQxAEHDx4EJ06dQIA3Lx5E127dsXPP/9s4aqJTGk0Gpw4cQJvvPHGUzNDXl4e7t27h5o1a5ZydebHgEpEz5WTk4N///0XjRo1euovxrS0NJQrVw7Xrl0zzvVLRaPX63H79m2cOHECgwYNKhD+8+Xk5ODkyZPo0qVLKVdYNiQkJGDYsGHIzMzEqFGjMGTIENy/fx9NmzZFQkICgMcf8LzZBJHlMaASkVlotVpERkaievXqTw1YVLj4+HhUqVIFycnJKFeunEnb8OHDUa9ePYwfP95C1ZU9P/30E4YNGwYnJyeo1Wrcvn0bDRo0sHRZNu3u3bsYP348nJ2d4ejoaHwoFArj3319fdGtWzce5qciYUAlIrKw9PR0eHl5ISsry3g7WQAYPXo0Vq1ahV9++QVDhw61YIVEzxYbG4vq1atj0qRJyM3NNT5ycnKQm5uL7OxsXL16FaNGjcKPP/5o6XLJBjCgElGReHh4ID093WRZ//798cknn+CNN96wUFVlQ05OjvFuUfmnUHzyySfYsGEDtm7dijZt2li4wrJBr9cjNjYWAQEBUCqV8PPzQ2RkJHx8fIx9EhISIAgCJ+p/QYmJiahRowZyc3Of2mfatGlYvnw5Hj58WIqVka3iODsRFYmbmxsEQTBOYK5SqbBnz54yM+eeJeWHUonk8cQqf//9N1atWoU9e/YwnJqRUqlEjRo1oNPpoFAokJ2dDWdnZ2P7r7/+iqCgIMycOdNyRdoYQRAwfPhwJCcnF1i+dOlS1KtXzzhNkr+/v8lMCkTPwhFUInqurKws1KhRAw4ODqhbty727t2LVatWYc6cOTh37hwGDx4MOzs7CIIANzc3rFq1ytIl2xS9Xg97e3usWbMGH3zwAfR6PS5cuMC7zJmZVquFk5OTcaouiUQCtVqN7OxsDB06FHv27EH16tVx8eJFnkddRKmpqWjXrh2ioqJgMBiwevVq9OrVC/v378fo0aPx5Zdf4uOPP+b+pBfGgEpEz5SSkoJWrVohOzsbhw4dQp06dZCRkYH69esjJCQEo0ePRrVq1fDDDz9gypQpWLp0Kfr06WPpsm1KfkB1d3dH5cqVnzoLgk6nw6NHj7Bnz55SrtD25ebmQqFQwNnZGVlZWQAABwcH5OXl4fr165g6dSq++uorvPXWW0hMTLRwtbbn0aNH2L17N8LCwnD58mUsX74cXbp0gaenp6VLIxvFgEpEz5SdnY21a9di7ty5GDx4MD777DP06dMHLVu2xO7du7Fp0ya0b98ecXFxqF27Nm7dumXpkm2OXq+Hg4MDUlJSMG3aNKxYsQLVqlVD48aNTfpptVo8evQIBw4csFCltkkQBPj4+KBy5cq4fPkyXnvtNQDAxYsXceDAAfj5+aFGjRoAAJlMhoyMDMjlckuWbHP0ej02btwIJycnhIeHo3379pDJZCZ98u+Y9u6771qoSrIlDKhEVCQnTpzAkiVLsH//fkydOhUTJ07Ea6+9hp07d6Jly5YMqC9Bp9NBKpUa78K1bt06hISE4O+//0bHjh0tXJ3ty8vLw5IlS+Ds7IyQkBCEhYVBEAQMGzYMb731Fk6dOoXVq1ejR48eqFKlCnbu3Il69epZumybI5FI4O/vb7zDXHx8vPFis/y/V6xYESdPnrRkmWQjeKtTIiqSIUOGYNeuXbh9+zbOnDljvLWpSCSydGk2T6fTAXg8CmVnZ4cPPvgALi4uCA4Oxv79+3ku6ktycHDAxIkTodPpEBISgkGDBhkD6l9//YXNmzdj3LhxCA8Ph4eHB27fvs2AWkQGgwFz5swxnmd69+5dY5u7uztiYmIAAM7Ozsa/ExUFr+InoiKRyWRITk7GvHnzoFQqMWXKFAAwXqFLxZc/E0J+UAWAXr16YezYsXj77beRkZFhqdLKlMzMTGi1Wmg0GuM+12q1GDhwIG7evAmJRIIrV67gzJkzFq7UdiQlJWHOnDnw9vY2XnyW78kvr/wiSy+KI6hE9Fz79u0DAHz88ccICQnBpk2b0LBhQ3Ts2BGOjo5QqVTYsWMHsrOzsXPnTvTs2dPCFdsWtVoN4PG9tp+82nn27NnYsmULBg0ahB07dliqvDJDLpcjNjYWUqkUmZmZqFixInJzc+Hk5ASZTIaFCxeiWbNmaNasmaVLtRl+fn7Izc1FUlIS/P39TW4okZOTY3yuVquNf1+5cqVFaiXbwnNQieiZcnNz4e3tDbVajYcPH8LNzQ0AsHv3bowePRqnTp3Ce++9B3t7e+j1euTm5uLChQuWLdrGJCYmolu3bjhy5EiBq57Xr1+PvXv3Ys2aNbxF5Ev66KOPkJaWht27d+P48eMIDAyEo6MjfvzxR7z99tuoWbOmpUu0WVqtFhMnTnzmxWUqlQpZWVn4/fffS7EyslUMqET0XPfv38enn36KM2fOYPv27cbz8zp37owmTZpg7ty5Fq6w7BIEATqdzjiZPxXP9u3bMWLECJw9exZVq1ZFgwYNMHz4cDRv3hyhoaE4cuQIAgIC8NZbb6Fjx47o2rWrpUsmeqUxoBJRkf3yyy9Yu3YtTp06BQAIDw/HRx99hPv378POzs7C1RE9nU6nQ0REBIKCgnDt2jX07NkTd+/eNb5v09LSsHLlSixevBhDhw7FjBkzLFxx2aLT6WAwGODg4GDpUshGMKAS0QtJT0+Hh4eH8fnFixcLzNdJZO3u3LmD6tWrF1iu1WphZ2fH0yleQP4tkN3d3eHo6Fjol9WVK1fiiy++wIYNG9CpUycLVEm2hgGViJ4rOzsbhw8fhrOz8zM/uLVaLbRaLbp161aK1RE9m16vx48//lik0yTEYjHq16+PN954oxQqKxvy74SWf6W+RCKBQqGAQqGAm5sb3nnnHXTr1g1ff/01bt26haioKAtXTLaAAZWInis5ORkVK1Z87m0L09PTUbNmTU7WT1ZHIpGgWbNmz70nfHJyMhITE5GRkcHTVl6AVCrF6dOnodFooNFokJeXh7y8PFy8eBFff/01Hj58CKVSiYCAAGi1Wk47Rc/FaaaI6Lnyr8yNjY2FQqEotI9arYZCoWA4Javk4OCAzZs3o2LFis/sd/v2bdSuXRvR0dG8qv8F2NnZoVGjRgWWt27dGjqdDnZ2dvDz84PBYEBeXt5zvygQMaAS0XNJJBLjiEd2djb++OMP4weMWq3GRx99xLtKkVV7cjRUo9Hgl19+Mb5n8w8khoSEwMPDA6dPn2Y4LSatVovAwEDj74e8vDxER0cb28VisfGWvkTPwkP8RPRc+aOj2dnZ0Ov1cHNzw6hRoyAIAlauXInMzEyIRCIoFAp++JBVcnR0RFRUFCpWrAiNRgO5XI4PPvgAdnZ2EAQBa9euhUajgUTCcZvikMvlUKlUAB7fdW7Pnj0wGAzo2bOncTkA2NvbIysrCzKZzFKlko1gQCWi58r/QM/OzoZMJoNUKjXeKtLZ2RlZWVnQaDQMqGS1HBwccP36dQQGBkIQBNjZ2SE7OxsKhQI6nQ4ODg4wGAyWLtNmPRlQFQoFcnNzC/zdYDDA3t4eWq2WsyTQc/GrIhG9ELFYXOAe2/yeS9ZMp9PB29vbGKDyD+3nv495ekrxbdiwATKZrEj7LyMjA3K5nOGUioQBlYie68kAqlarodfr8f7770MQBGg0GqhUKl7xTFZLIpEgPj7eOEKal5cHQRAwefJk2NvbG5frdDoe4n9BZ86cwS+//AJBEJCXl/fMifjPnj2LatWqlWJ1ZMv4P5GInkuv1xtHSARBwOLFi41X87dv354jImTVsrOz8dVXX+HgwYM4f/489Ho9pk+fDqlUCrFYDIPBgGnTpvEQfzH8/PPPGDNmDD799FPUrFkTc+bMgSAI8Pf3B/D4C62/vz8EQUBKSgpmzZpl4YrJVvAcVCJ6rszMTHh4eODmzZvGKaf+S6PRoFatWrh37x4qVapUyhUSPd2oUaNw9OhRfPbZZxg4cCAv0CkhGzZswKhRo+Dj44Mff/zRZD+LxWJ4eXmhXr16FqyQbAkDKhE9V1JSEvz8/Ip0vqlIJOKFUmRVMjIy4OzsDIlEgnPnzuHNN9+Eo6PjM18TFxdXStWVLRcuXECvXr0QHh6O+vXrW7ocsmEMqET0XDqdDkqlEk5OTs881zQvLw/p6enw9fUtxeqIiu7Bgwc4f/78U8811Wg0yMjIwKBBg0q5srIjKysLzs7Oli6DbBwDKhEREZlFeno6PDw8LF0GlQG8soGIiIheyqFDh3Dt2jVUqVIFt2/ftnQ5VAbwKn4iIiIqttWrV2PLli3YuXMn+vbti4MHD8LOzg729vYF5kz29PQ0zgBC9CwMqERERFRsXbt2xXfffQcAqFWrFtRqNZo2bWq8BbIgCMY/a9WqhZs3b1q4YrIFPMRPRERExSaVSiGTyZCdnY2MjAyIxWJIJBIYDAaIxWJkZGTAw8MDcXFxiIiIwP379y1dMtkAjqASERFRsfn4+ECn08HFxQUikQgbN24scBtZkUiEChUq4PDhw/D29rZwxWQLeBU/ERERFYsgCLh//z4UCgVEIhEkEgkcHR1Rvnx5PHjwAA4ODnj48CGqV6+Ohw8fWrpcsiEcQSUiIqJiEYlEuHTpEsqXLw8AMBgMqFixooWrorKAAZWIiIiKRa1WY/To0Xjw4AH8/f2RnJxsvGAq35NX8hMVFS+SIiIiomKRyWRISEiAl5cX7ty5g8DAQISEhECv12PDhg0wGAz466+/oNFosGHDBmzYsMHSJZON4DmoRERE9FIqVqyIpKQk1KlTBxcuXECvXr2g0+lMRk91Oh1yc3Nx8eJFC1ZKtoKH+ImIiOilGAwGAECFChVw5swZHDhwwMIVka3jIX4iIiJ6KV988QX0ej38/PwQGRlp6XKoDOAhfiIiIiKyKhxBJSIiIiKrwoBKRERERFaFAZWIiIiIrAoDKhERERFZFQZUIiIiemn9+/fH559/XmD55MmT0b9/fwtURLaM86ASERHRS6tatSoqVKhQYHnFihWN86QSFRWnmSIiIiIiq8JD/ERERFTi8vLyLF0C2RAe4iciIqJiycrKQnBwMA4cOICkpCQkJSVBLH489qXRaKBQKNCgQQNcunQJ6enp+OSTT3Dz5k0LV022gAGViIiIikUmk+HSpUsAgG3btiE0NBTly5dH/tmDrVq1wpAhQ9CnTx+sW7cOd+7csWS5ZEMYUImIiKhY7O3tIRaLkZGRAblcjhEjRuD999+HWq2Gt7c3fH198cUXX+D3339HnTp1oNfrLV0y2QheJEVERETF5uDgABcXF+j1enz88cdQKBTYtm0bMjIyoFQq0bdvX8yfPx8ajQbe3t4MqVQkDKhERERULHq9Ht7e3khNTcX8+fNx8eJFDBkyxHiIPycnB/v27UNERAS2bt0KT09PTjlFRcJD/ERERFQsOTk5yMrKAgD4+/tj3759WLhwIUQiEXQ6HXJzc7Fp0yYMGTIER44cgUTC2EFFwxFUIiIiKrbjx4+jXLlyxqv3c3JyULVqVSxbtgxjxozBzp070blzZ+Tl5aFhw4ZITU21cMVkCxhQiYiIqNgqVaoEiUSCpKQkVKhQAWlpaUhOTkblypWRkJCA+vXrIzIyEsePH8ekSZNw/vx5S5dMNoBj7URERFRsMpkMERERCAoKwpUrV9C4cWM4OjpCqVSiZcuWiI+PR6NGjZCRkYHBgwdbulyyEbyTFBERERWbIAgQiUQmDwBwdXXFvHnzEB4ejv79+0MQBIwfP97C1ZKt4AgqERERFZtKpUKVKlWQnJyMatWqISMjA3q9HhKJBNu3b8eNGzdw5swZ/Pnnn3Bzc7N0uWQjeA4qERERFVtkZCQcHByMI6dqtRpubm4IDAzEuXPncOTIEZw9exZbtmxB1apVcebMGUilUgtXTdaOAZWIiIjMLjc3FwqFwvg8KysLu3fvxrvvvmvBqshWMKASERERkVXhOahERERULHq9Hn369IG9vf1z+4rFYrRo0QL/+9//SqEysnUcQSUiIqJic3BwwLhx4+Di4vLMfpGRkfjrr7+QmZlpcuifqDAMqERERFRsjo6OiIqKQsWKFZ/ZLzo6Gi1atMCFCxdQuXLlUqqObBUP8RMREVGx5d/iFHh8m9OBAwca50PNHwP7888/4ePjg9jYWI6eUpFwBJWIiIiKzdHREbdv34afnx90Oh0cHBywbNkySKVS6PV6jBgxAlqt1iTIEj0PAyoREREVm0QiwdWrV1G3bl0Aj0dUs7OzoVAooNPpjEGV6EXw6wwREREVi06nw3vvvQeZTAbA9LanAIx/ciyMXhRHUImIiOilREVFoUaNGlCpVHB0dET9+vUhFoshCAKuXbuG3Nxc3j2KXggvkiIiIqJiOXfuHMaNG4eYmBjcu3cPDg4OOHToEBwcHCAWi2EwGKDRaCCRMG7Qi+E7hoiIiIpl165dCAoKwvr166HT6RAdHQ1/f/8C/WJjY41/DwgIKM0SyUbxED8RERG9tBMnTuCNN94wmV7qv0QiES+YoiJhQCUiIqKXptPpnnk4X6PRICMjg5P0U5EwoBIRERGRVeE0U0RERPRStFot0tLSkJeXZ+lSqIzgRVJERET0UqKjo00m6nd0dISjoyMUCoXx776+vpg9ezYCAwMtXC3ZAh7iJyIiopeSkJCA6tWr4/Lly8jNzTU+cnJykJubi+zsbPzyyy/w8PDA4cOHLV0u2QCOoBIREVGxpaenQyQSQSwWo3bt2iZtp0+fxuuvvw4AUCqVmDlzpgUqJFvEc1CJiIioWHJzcxEUFIQlS5aYLP/333/RvHlzdOnSBZmZmQCAli1bIiYmxhJlkg1iQCUiIqJiEQQBEydOREREBCQSCTp16oRVq1ZBrVajTp06uHPnDlxdXQEArVu3hre3t4UrJlvBc1CJiIjopWk0GmzYsAGzZs3C999/j7ffftvSJZENY0AlIiKil6LVatG9e3c4OztDo9FAKpUW6KNSqSCXy/H3339boEKyNTzET0RERMVmMBhgb2+PY8eOoUGDBmjWrBkaNGiA8PBwNGjQAA0aNMCePXvQokULtGnTxtLlko3gCCoREREVS05ODpo0aYKRI0di6tSpyM3NNba5u7sjIyMDAODs7IysrCxLlUk2iCOoREREVCwqlQrt2rXDP//8U+AuUiKRqNC/ExUFR1CJiIjopej1etjb25sEUUEQjM/zo4ZIJIJer7dIjWRbOFE/ERERvRSRSIRz585BLpc/tY9KpeJhfioyjqASERERkVXhOahEREREZFV4iJ+IiIheyrlz56BUKuHg4ADg8dRTly9fxoMHD2Bvbw/g8XmoGo0G33//vSVLJRvBgEpEREQvZd26dVi5cqUxjCqVSri7u6N58+ZwcHCATqdDeHg4OnbsaOFKyVbwHFQiIiJ6KTqdDhLJ/415icViGAwG43O1Wg1HR0dewU9FxnNQiYiI6KU8GU6BgvOeymQyAI+DLFFR8BA/ERERFduBAwdQt25dSKVSAP8352lGRobx74IgQCqVQq1Ww8nJyWK1ku3gIX4iIiIqFrVaDYVCUWDE9MlJ+p98/uDBA3h6epZ2mWSDOIJKRERExSIWi/Hvv/9CLpdDLH581qAgCKhWrRru3r1r7CcIApo1awa1Wm2pUsnGMKASERFRsTg4OKBOnTqFtlWuXNnkuZOTE1QqVWmURWUAAyoRERG9lJs3byInJweOjo7GZSqVyuTWpzKZDLm5uZYoj2wQAyoRERG9lAMHDmDChAkmy+bPn4/IyEjj3KgPHjxAdna2BaojW8RppoiIiOilDB8+HBqNBgaDAQaDAUqlEi1btoSrqyscHR3h6OiI/v37w9nZ2dKlko3gVfxEREREZFU4gkpEREREVoUBlYiIiMzq0aNH+Oijj0xubXr+/HnMnz/fglWRLeEhfiIiIiqW7OxsDBs2zHj1viAIyM3Nxa+//goPDw9oNBp07twZ+/btw+nTpzFgwAAkJSVZuGqyBRxBJSIiomKRSqUIDw9H5cqVsWPHDlSpUgVHjx6FQqGAvb09xGIxLly4ADs7O+Tm5kKhUFi6ZLIRDKhERERULPb29nB1dcWMGTPg4eGBGTNmQCqVws7ODoIg4NixY5BIJDh+/DhOnz6NmjVrWrpkshGcB5WIiIjMJv+Wp3l5eRg2bBg8PDwwdOhQpKSk4PPPP7dwdWQrGFCJiIjIbPLnQpVKpYiKigIAxMXFoXnz5hgxYoSFqyNbwYBKRERExZaamopevXohKSkJvXr1glqthlqthlarxdatW7F//37s2LEDixcvRvny5S1dLtkIBlQiIiIqtm+//Raurq7o168fAKBLly7IyclBlSpVULVqVUgkEmi1Wnz//feoUqUKGjdubOGKyRZwmikiIiJ6aceOHUNYWBjWrVuHTZs2ISEhARMnTgQAaDQazJo1C+fPn8e+ffssXCnZAo6gEhERUbFt3LgRNWvWRGRkJKKjo3H58mXodDrMmDEDrVq1gkTyOGoMGDAAw4cPt3C1ZCs4gkpERETFolar4eXlBXd3d+h0OmRlZaFcuXIAgKysLOh0Ori7uwN4PKl/3bp1ceTIEQtWTLaC86ASERFRschkMmRnZyM+Ph4bNmxAy5YtERMTg5iYGGzbtg0+Pj6Ijo5GTEwM9u/fjzt37pjc/pToaRhQiYiI6KV5enqiY8eOxuetWrXCu+++i8zMTABArVq1cO/ePdjZ2VmqRLIhPMRPRERERFaFI6hERET0UuLi4gAACQkJCAoKsnA1VBYwoBIREVGx3bp1C6+99hquXr0Ke3t7Y1glehmcZoqIiIiKrXr16vjwww/Ru3dvHDhwAAqFAgDQtGlTpKamQiQSAQD0ej2USiUyMjIsWS7ZCI6gEhERUbHZ29ujcePGGDZsGPr27Qt7e3sAwKNHj/Djjz8CABYuXIjc3FysXr3acoWSTeFFUkRERPRS5HI5Hj58iKVLl+KHH35AUlISatWqhcjISDRq1AiXLl1CpUqVEB8fb+lSyUZwBJWIiIiKLS8vD1KpFE5OTpg8eTIePHiA+fPnW7ossnE8B5WIiIiKJS8vD15eXsjNzUX58uUBAD4+Pli1ahXPNaWXwhFUIiIiKhaRSIQNGzbAw8MDmzZtwp9//gmFQoGvvvoK6enpBfoSFRXPQSUiIqKXUr58eTx48AA6nQ7Vq1fHvXv3ULt2bTRv3hy7d+/G22+/jbVr1+LDDz/EV199hXLlylm6ZLJyHEElIiKil5KdnQ2NRgOdTgedTgcA6NOnD7Zs2YKxY8fC29sbn376KeRyOTguRkXBc1CJiIjopYwePRp5eXnQ6XRQqVQAgLlz52LPnj1o2bIlOnfubOEKydbwED8RERGZRXx8PKpXrw6NRgMAWLx4MY4cOYLNmzdbuDKyNQyoREREZBa5ubnYv38/evfuDQC4f/8+7OzsjFf4ExUVAyoRERERWRVeJEVEREQvJS8vD5cuXTJeIEX0sjiCSkRERC8lMTER/v7+SE5Ohk6nw3vvvYdy5crB29sbFSpUgK+vL+rUqYOmTZtyPlQqEgZUIiIieilZWVlwdXVFbm4u8vLy4ObmhrFjxyIzMxOpqamIjo7GnTt38Oabb2Lnzp2WLpdsAAMqERERvRS1Wg1HR0fk5eXBYDBAJpNBr9dDr9cjMTERFStWRHh4OHr37o24uDj4+vpaumSycjwHlYiIiF6KRPJ4WnU7OzuIxf8XLVJSUlC1alXExMSgffv2cHBwQGJioqXKJBvCifqJiIjopTztvFJnZ2cIggAnJyc4ODggLi6OtzmlIuEIKhEREZUIqVQKkUgEe3t72NvbM5xSkTGgEhERkVkJggCVSgU7OzsIgmA8BYCoqPiOISIiomL77rvvYDAYAAD79u0zjppmZ2fDw8PDwtWRreJV/ERERFRsb731FqKiogAAOp0Oubm5yMjIQEREBHx9fSGVSvHgwQN4eXlZuFKyJQyoREREVCJycnLg7OyM+Ph4Ti1FL4TnoBIREVGJ0Gg0aNCgAbRaraVLIRvDEVQiIiIisiocQSUiIiKz0+v1HDmlYmNAJSIiIrOpXLky0tPTcerUKbRs2RIqlcrSJZENYkAlIiKil7ZlyxZoNBro9Xo4Oztj48aNcHFxQXR0tKVLIxvEgEpEREQvZevWrfjggw9w+/ZtyGQy3Lp1Cxs2bMDPP/+M4OBgLF261NIlko3hRVJERERUbNHR0WjVqhVkMhnu3buHmjVrQhAEzJ8/HxEREWjTpg26deuGffv2oUWLFpYul2wER1CJiIio2HQ6Hb7//nuUL18eACAWi7F7925Ur14dy5cvx927dzF//nwMGTIEer3ewtWSrWBAJSIiomJzdnbGRx99ZLxiXyQS4caNG5g6dSq2bt2KTz/9FH379oW7uzs2bdpk4WrJVjCgEhERUbGcO3cO/fr1g8FggF6vx48//giDwYBu3bohOjoaycnJePfdd/Hzzz9j3Lhx2Lhxo6VLJhvBc1CJiIioWO7evYsBAwaga9eu2LFjBypUqIDDhw8jMjISSUlJGDFiBHbv3o033ngDFy5cQO3atZGenm7psskGcASViIiIiiUgIABHjhzB4cOHkZSUhI0bN6JKlSro2LEjXF1d4e/vj8jISPj6+iI2Nhbe3t64c+eOpcsmG8CASkRERMXm5OSEsLAwZGRk4NGjR9Dr9Vi0aBF69uyJgQMHwsPDA23atIEgCKhUqRJu375t6ZLJBvAQPxEREb20M2fOoFmzZvD398etW7ewcOFCnD59Gnv37oVOp4NEIsGvv/6KTp06oUqVKpYul6wcAyoRERGZTVBQEI4ePQqFQoFOnTph9+7dcHNzs3RZZGMYUImIiKhECIIAkUhk6TLIBvEcVCIiIioRDKdUXAyoRERERGRVGFCJiIiIyKowoBIRERGRVWFAJSIiIiKrwoBKREQv5dKlS1i/fr2ly3im8+fPY+/evcV6rV6vx3fffQe9Xm/mqso2pVKJhQsXFrn/tm3bcOLEiRKsiGwJAyrZjHXr1qFly5ZwdnaGp6cnOnfuXOwPnJI0YMAArFq1ymSZNdeekJCAPn36wM3NDTVr1ixQ+39Vr14dEonE5CESiXDp0iUAQJUqVSCRSODu7o6OHTvi6tWrz1zf6tWrMXbs2JfejsGDB2Pz5s0vvZ7nuXfvHoKCgp7a3qxZMxw+fPip7eaq88iRI3jrrbeK9drU1FSUK1cOIpEIFy5cKNAeFhYGf39/ODo6Ijg4GCkpKc9c348//oi0tDTj80WLFsHFxQXDhw83Lmvfvj3EYjHmz59frJqLWxsAGAwGjB49GllZWSbLt23bhpo1a0Iul6NDhw6Iiooq9PWLFi3C0aNHYWdn99yfNXPmzJfextKWlJSEHj16QKFQICAgAKtXr35m/6ioKIjFYpPfAWfPni3QLzQ0tNB92qpVK5PXhoSEAAByc3Mxd+5cs2wTlQECkQ0YOnSoUL9+fWHPnj1Cbm6ukJubK+zatUuoW7eu8MUXX1i6PKOcnBzBzc1NSE9PNy6z5to1Go1Qq1YtYfHixUJ2drZw8eJFoUaNGsL27duLvI4//vhD6NGjh/F55cqVhYcPHwoajUbYsmWLULVqVUGtVj/19atWrRJCQkJeajsEQRAGDRokbNq06aXX8zwxMTFC3bp1n9rm7e0t6HS6p77eXHUePnzYZL8XR9u2bYXz58+bLNu7d69QuXJl4erVq0Jubq4wbdo04fXXX3/qOgwGg+Dp6SkkJSUZl9WrV0+4fPmy8PDhQ5O+M2bMEObNm1fsel+0tnxLliwRunbtarLs2rVrQvny5YUjR44IGo1G+OWXX4SAgABBpVKZ9Lt//77g4+Mj3L17t0g1vuw2WkKLFi2EKVOmCLm5ucK1a9eEgIAAYe/evU/tv3XrVmHw4MHPXOe1a9cEX19fISMjo0BbuXLlBK1WW2B5dna24OTkVODfgF5NHEElq/fLL7/g2rVrOHXqFN58803I5XLI5XL06NEDZ86cwT///IM///zT0mUCAPbs2YMWLVrA3d0dgPXXvnv3blSrVg0hISFwdHREo0aN8NNPP+HXX38t0usFQcA333yD6dOnF2hzcHBA37594evr+8rce3vz5s0IDg4u0kibtVq4cCEWLFiA+vXrQy6XY/bs2TAYDDh06FCh/SMjI+Hl5YUKFSoYlymVSvj5+cHLy8uitQGPR4u/+eYbLFmyxGT54sWLMXnyZLRt2xYODg4YPXo0mjZtig0bNpj0++yzzzBu3DhUrVrVrNtiLU6fPo2cnBx88803kMvlqFevHpYsWYI5c+Y89TU3btxArVq1nrnekJAQfP/99wXuIJWYmAhPT09IJJICr3F0dERQUJDxaAy92hhQyaoJgoA5c+YgLCwMjo6OBdqdnJywYsUK4y/TDh064Pjx4yZ9Zs2ahUePHpks6969O8LDwwEAycnJGDhwINzc3ODs7IyePXuaBKr8Q3ZhYWEICAiAi4sLhg4dCrVaXaCeTZs24e2337aZ2uVyOUaNGmWy/kqVKhXpsCnw+BBphQoV0Lx586f2yczMLHJgyz/cv23bNtSpUwdOTk7o06ePyeHjmTNnwt3dHYGBgThy5AgAwMfHB2vWrME777yDhg0bAni8f5cuXQpHR0ecPXv2qYdenZycTJ4rlUqMHz8evr6+kMvlqF+/PsLCwiAIApYuXYrq1avjxo0bkEgk+Pvvv01e++S/v8FgwMiRI+Hi4oImTZrg2rVrxn4GgwHffPMNKlasCHd3d3z++ecwGAwF2itXrgyZTIZGjRph9+7dxvbPP/8cHTt2xJ49eyCRSHDx4kU8ePAA7du3h6OjI/r374+MjIwi7fMnCYKAs2fPokePHibL+/fvj4MHDxb6mqtXr6JJkybG5w0bNkRsbCx8fHwwbNiw5/5MjUYDf39/bNu2zey1AY/31ccff4xq1aqZLD9+/Dh69+79zHUdP34cly5dwmefffbc7SiOgwcPolmzZpDJZKhWrRoWL16MxYsXY+bMmSb9zp07h65du8LZ2Rmurq7o2bNngVNnntXnWfv4+PHj6NWrl8mE+p07d8a///5b6O84ALh58yYCAwOful1r166FVCrF+++//8KvbdKkyXNPC6JXAwMqWbWoqCjY29vjtddee2qfxo0bQ6lU4uHDhxgxYgRWrlxpbNNqtViyZAnWrl1rXBYfH4/bt2+jS5cuyMrKQseOHdGyZUvExcUhMTERffr0QadOnRAXF2d8zZo1a3D06FGcO3cOUVFRePDgAWbMmGFSh0qlwr59+9CnTx+bqb1bt27o2bOnSU27du0yCRzP8vXXXxc6ego8HrmaNWsWHBwcULdu3SKtD3h8buXSpUuxb98+xMfHo3z58hgzZgwAICIiAtu2bUNMTAzCwsJw7949AI+D+kcffYQ///wTV65cAQCo1Wrs378f9+/ff2aAfpJarUb79u2hVqtx7NgxKJVKrFmzBn/88QfmzJmDMWPG4M6dO6hbty50Oh369u1rfG1cXBzu3buHtm3bAoCx/vv372PatGkm/yZff/010tPTERERgcuXL+Po0aNYvny5sX3kyJHYv38/du3ahbS0NMyaNQujR482BuLvvvsOBw8eRPfu3aHT6dC4cWP88MMPaN++PVJSUtCyZUukp6cXeZ/nS0tLg5ubG2QymcnywMBA3L17t9DXxMTEoEaNGsbnV65cQeXKlZGcnIzffvvtuT9TIpGgZs2a8PT0NHtt58+fx6pVqxAWFoZy5cph3rx5xrbExEQEBAQ8dV0GgwFjx45FamoqvLy80LNnT5MvSi/rn3/+wcCBAzF58mSkpqZi3759OHr0KJYuXWrS7/jx4+jTpw/ef/99xMXFISkpCe+99x569OiBO3fuFKnPs/ZxXFwcqlevbrLMzs4OVatWRWxsbKG137hxA+PHj4e7uzu6dOlirAMAsrOzMXnyZNy4cQOurq4YNGgQVCqVyWtPnDgBLy8v1KpVy+T3GwDUqFEDMTExL7YzqUxiQCWrlpqaanLo8GkqVqyI5ORk9O3bF4cOHUJ2djYA4O+//0adOnWwYsUKY9+VK1di6NChEIvFWLZsGd566y2EhITAxcUFLi4uGDZsGD777DMsWLDA+Bq9Xo9169bBy8sL3t7e+P7777Fr1y6TGvbu3YtmzZrBw8PD5mrPd/PmTSxcuLBII0Z79uyBs7Mz2rRpU+g2lStXDjNmzMBbb731Qlc/JycnY+vWrfDz84O7uzvmz5+Pffv2QRAE2NnZwd7eHo6Ojmjbti0GDx781PXo9Xp8+eWXcHFxKfLPXr58OQIDA7F8+XJUq1YN9vb2aNiwIfbu3Wu8kONpNm/ejD59+hhHi+3s7CCTyaBQKNCnTx+TC5p8fX2xYMECuLi4oEqVKvjqq6+M/yaXLl3CwYMHsXv3btSrVw+Ojo546623sGnTJkyYMMFkpPVJdnZ2cHZ2hpOTEyZNmlRgxLAoVCoVFApFgeVyudwkZDwpJSWlSO/zp7Gzs8OBAwcKfR+9bG1Tp07FyJEjce3aNRw4cABhYWHYuXMngMcBVCw2/Qh8cl0bN240fsmJjY1FhQoVMHLkyOJsYqEmTZqE33//Hf3794eTkxOqVauGjRs3Fjja8sknn2D16tUYNGgQ3N3d4ejoiPfffx8XLlwwBsvn9XnWPi7Ofp02bRouXLiAhIQE9O3bF926dYNGowEA/Pzzz6hSpQpOnjyJyMhIpKenY9q0acbXNmnSBMeOHUNSUhLWrVuHWbNmYf/+/cZ2X19fJCcnv/gOpTKHAZWsmoeHR4HDzYIgYPr06Th9+rRx2f3791G+fHlIpVIEBwcbz+tcvnw55s6dCx8fH5w8eRIGgwFr167F0KFDAQBHjx7FwoULIZPJTB6TJ0/G5cuXjevv06ePySGw6tWrF/gl+uThXVurHQAyMjLQp08fLFiwAFWqVCnsn8PEs0ZPk5KSoNPpcP36dZw+fRqjR49+7vryde3a1eRD2sXFBXK5HNnZ2ahRowa6du2K5s2b49SpU89dV4MGDZ7Z/t+wd/DgQXzwwQcF+slksgLn0v3Xf//9O3XqBBcXF3To0AE3btww6fvkyCsABAQEGP9NDh8+jL59+xYIKi1atIBcLjcZrXrShAkTsGHDBowaNapYo6fA41BS2GHdtLS0QkMMAOTk5BQ4TaIkvGht6enpuHnzJhYtWgQ3Nzc0aNAACxcuxC+//AIAEIvFEAThqev6888/sXDhQtSvXx9ubm5YvHgxTp8+XeTTX54lNTUVDx48QNeuXU2W29nZoX///ibbkJiYiC5duhRYh4+PT5H7PEtx/s379++PcuXKwdHREaNHj0b9+vWxb98+AI/322+//YaqVavC29sbq1evxqpVq4z7unXr1qhTpw4cHBzQpEkTLFiwAMuWLTOu28nJCbm5uc+tm8o+BlSyaoGBgVCr1SbnJIlEInTs2BHvvvsuUlNTceXKFTg5OcHb2xsAMHz4cKxatQqRkZF49OgRWrRogVGjRmH58uXYv38/6tevbzLis2PHDqjV6gKPY8eOGfu4urqa1OXg4GAcMQAeHxoODw9HcHCwzdUOPD6doG/fvggODjYGtJycHJOpYN555x1j//zz9Dp27Fj4Pxwef9gGBQXh77//xtq1a5GdnY133nnHZJ05OTkFXvffev9b89dff42lS5fi448/xpo1a57682UyGRwcHIzPpVIptFqtSR+lUmnyXK/XQ6fTPXWdTxMfH4/o6Gi0a9fOuEwkEuH333/H5MmTERwcbHJu43+30d7e3rh9BoOh0AtIgMf79GkjqOXKlcPp06dRp04dvP7667h//z6WLl1qsr/37NnzzO3w9PTEo0ePCuynmJiYAofD8+l0ulK5KOxFa4uOjkbNmjVhb29vXFa/fn3jYWtfX1+T0y7+u647d+6YTCfm4OCAWrVqFXhNcTz5hfFZ9Hr9c48+FKXPs/j7+xc4pK7VapGcnIzKlSsXaR0BAQFISEgA8Hgattq1axvbPD094ebmhtTU1Oe+Fnj8Hi/O/0EqexhQyaqJRCJMmzYNw4YNM5nDsF27dhg5ciQGDhyI0aNHm1xUEBQUBIPBgE8//dR4SK537944ceIE5s+fb3KYrnXr1sZDfk9atWoVDhw4YHz+30OB/7V37140bdrU5BwvW6kdeHzOo4eHB7799lvjMkdHR+h0OuPjydkGvv76a5PDds9ib28PuVwOkUiEP//802SdhV08VpR6W7RogT///POZ803+NzT5+PgUOFfxvxc5vfHGG4XOA6tSqQpcrPak/MP7hQXLN998Ez///DN++ukn47JnbWPbtm2xY8cO5OXlmSy/fPkysrKyULNmzae+ViKRYPz48QgODsYff/yBMWPGmOzv7t27P/W1wOP3bJMmTQpcFb9582Z06tSp0NfIZLJSGfF60dr8/Pxw+/Ztk0B7/fp149X4rVu3Nl5sWNi6/Pz88O+//xrbtFotIiMji3R04Xk8PT3h4+NT4Ofr9XqTOXLLlSuH8uXLY/v27QXWkT/iXpQ+z1LYfvjnn3/QoEEDSKXSAv379u2L+Ph4k2UnT540vi99fHxw69YtY1tGRgaUSiW8vLzw66+/mpxrDQAnTpwweU/n5uZCLpc/t24q+xhQyerlT//StGlT/Pnnn0hOTkZCQgIqV66MI0eOwN3dvcAh02HDhuHIkSMYOHAggMcf3O+//z7u3LljcihszJgxOHjwIL799lukpaVBqVRi8eLFCA0NfaELezZt2mRyaM6Wav/mm29w48YNrF27tkgjOydPnkRWVtZzww7w+PSFjz76yHh1+cs6cuQIlixZgtzcXOzZs8dkhEcsFhcYXXtSp06dsHXrVhw8eBB5eXnYuXNngTA6ZswYREREYOjQoYiOjoZOp8PFixfRpUsX4wdrYT+nsH//P/74A3/99Rdyc3MRHh5e5NGoZs2aoXHjxujfvz9u375tfH3fvn0xb948Y7j9bx0zZ87ExYsXkZ6ejpMnTxb55/3XpEmTMGHCBERERECtVmP27NmQy+Umo8NPcnd3f+roWFHo9Xp07ty5wAwWxantzz//NP6/qVChApo1a4Zx48bh0aNHuHbtGiZNmoTx48cDAMaNG4evv/4aZ8+ehVarxcqVK3Ht2jW89957AB6/FyZMmIBr167h0aNHGDduHNq2bYty5coVe1uftHDhQgwZMgSbNm1CTk4OoqOj8e677xb4YrJw4UIMGzYMq1atQnp6OnJycrBmzRo0bdoU0dHRRerzrH3csmVLAMDcuXOhVqtx8+ZNfPrpp5g6dSqAgv8+1apVw6hRo5CUlIS0tDRMnDgRer0e7du3N+63YcOGISYmBikpKRg8eDBGjRpl/IIRGhqKo0ePQq1WY8eOHZg+fTo+/fRTYz0PHz40TtNHrzgLzb9K9MI2bdoktG3bVnB2dhZcXV2FNm3aCGvWrBGqVq0qHD161KRvdna28Nlnn5ksi42NFebOnVtgvYmJicK7774ruLq6Ci4uLkLPnj2FyMhIY/vTJt52dHQUBEEQVCqV4O7uLjx48MDmat+4caMgEokEsVgs2NnZmTyeZsmSJc+cyL9y5cqCnZ2dIBaLBR8fH2HUqFGFTtad78mJ+p82aX/+5P9paWlCz549BblcLrRo0UK4c+eOsc/KlSsFuVxu3N78bXzStm3bhGrVqgkKhULo27evkJycXKDfw4cPheHDhwteXl6CTCYTXnvtNWHVqlXG9ry8PKFOnTqCq6urIAiCkJCQIHh5eRWYeDwmJkZo3bq1IJfLhS5duhgnrS9sov7/Tv6v1WqFmTNnCn5+foKDg4PQoEEDYevWrSavSUlJEXx9fYUGDRoIgiAI+/fvF6pVqya4uLgIY8eOFQwGQ4Ht/6/CJuoXBEFYtmyZ4OfnJ8jlcqFPnz5CSkrKU9exfPlyYcyYMSbL8v+9/quw96NarRb8/PwKbN/TPKu2n376SWjUqJHx+aNHj4QPPvhAcHd3FwIDA4X169ebrGvr1q1CjRo1BJlMJrRv316IiooyaQ8LCxOqVq0qeHl5CSNHjhSys7OfW9+LTNR/6NAhoXnz5oJUKhWqVasm/Pbbb8KiRYuEGTNmmPQ7fPiw0KZNG0Emkwnu7u5CcHCwcOPGjSL3ed4+TkhIELp37y7I5XKhSpUqwu+//25s++9rNRqNMH78eKFcuXKCk5OT0LdvXyExMdHY32AwCLNnzxZ8fX2FChUqCFOmTDH5v7Ft2zahTp06glQqFerVqyfs2LHDpJbQ0FDhm2++KdL+o7JNJAj/OUucyMZcvnwZFy5cwIgRIyzy87dv345FixaZHFYvKkvXTi/vp59+wvXr14t8c4Oy5sSJE/jiiy94D/X/b+bMmXBycsL//vc/S5dik3r37o0hQ4YYp+ujV1fhZ+IT2ZDXXnvtmXONljSZTIbQ0NBivdbStdPL8/HxMR7efBW99tprxknd/ztHKdGLMBgMOHPmjHGmBXq1MaASvaT/ThVDr5YnZzd4FTk6OqJp06bYt28fevXqZelyyIadPn0aPj4+qFixoqVLISvAQ/xEREREZFV4FT8RERERWRUGVCIiIiKyKgyoRERERGRVGFCJiIiIyKowoBIRERGRVWFAJSIiIiKrwoBKRERERFaFAZWIiIiIrMr/A+K1np1qDsNWAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:595: RuntimeWarning: invalid value encountered in divide\n"," cm = cm.astype(\"float\") / cm.sum(axis=1)[:, np.newaxis]\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["for col, f1, accuracy in zip(\n"," df.columns[16:], perf_df_shots[\"f1\"].to_list(), perf_df_shots[\"accuracy\"].to_list()\n","):\n"," print(\"*\" * 10, col, \"*\" * 10)\n"," print(df[col].value_counts())\n"," plot_value_counts(\n"," df,\n"," col,\n"," title=f\"{col} (f1: {f1: .3f} | acc: {accuracy:.3f})\",\n"," preprocess_func=extract_answer,\n"," )"]}],"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}