diff --git "a/notebooks/02e_Qwen2.5-1.5B-Instruct_analysis.ipynb" "b/notebooks/02e_Qwen2.5-1.5B-Instruct_analysis.ipynb" --- "a/notebooks/02e_Qwen2.5-1.5B-Instruct_analysis.ipynb" +++ "b/notebooks/02e_Qwen2.5-1.5B-Instruct_analysis.ipynb" @@ -1 +1 @@ -{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"63B5exAuzq4M"},"outputs":[],"source":["from pathlib import Path\n","\n","if \"workding_dir\" not in locals():\n"," try:\n"," from google.colab import drive\n"," drive.mount('/content/drive')\n"," workding_dir = \"/content/drive/MyDrive/logical-reasoning/\"\n"," except ModuleNotFoundError:\n"," workding_dir = str(Path.cwd().parent)"]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":368,"status":"ok","timestamp":1719461634865,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"zFulf0bg0H-9","outputId":"debdd535-c828-40b9-efc0-8a180e5830dd"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["import os\n","import sys\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":4,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":589,"status":"ok","timestamp":1719462011879,"user":{"displayName":"Donghao Huang","userId":"00463591218503521679"},"user_tz":-480},"id":"DIUiweYYzi_I","outputId":"e16e9247-9077-4b0c-f8ea-17059f05a1c4"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading env vars from: /Users/inflaton/code/engd/projects/logical-reasoning/.env\n"]},{"data":{"text/plain":["True"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["from dotenv import find_dotenv, load_dotenv\n","\n","found_dotenv = find_dotenv(\".env\")\n","\n","if len(found_dotenv) == 0:\n"," found_dotenv = find_dotenv(\".env.example\")\n","print(f\"loading env vars from: {found_dotenv}\")\n","load_dotenv(found_dotenv, override=True)"]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n"]}],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[],"source":["model_name = \"Qwen2.5-1.5B-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 23 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/Qwen2.5-1.5B-Instruct/shots-00 3000 non-null object\n"," 6 Qwen/Qwen2.5-1.5B-Instruct/shots-05 3000 non-null object\n"," 7 Qwen/Qwen2.5-1.5B-Instruct/shots-10 3000 non-null object\n"," 8 Qwen/Qwen2.5-1.5B-Instruct/shots-20 3000 non-null object\n"," 9 Qwen/Qwen2.5-1.5B-Instruct/shots-30 3000 non-null object\n"," 10 Qwen/Qwen2.5-1.5B-Instruct/shots-40 3000 non-null object\n"," 11 Qwen/Qwen2.5-1.5B-Instruct/shots-50 3000 non-null object\n"," 12 Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf 3000 non-null object\n"," 13 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf 3000 non-null object\n"," 14 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf 3000 non-null object\n"," 15 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf 3000 non-null object\n"," 16 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf 3000 non-null object\n"," 17 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf 3000 non-null object\n"," 18 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf 3000 non-null object\n"," 19 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf 3000 non-null object\n"," 20 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf 3000 non-null object\n"," 21 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf 3000 non-null object\n"," 22 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-350_torch.float16_lf 3000 non-null object\n","dtypes: object(23)\n","memory usage: 539.2+ 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/Qwen2.5-1.5B-Instruct/shots-00',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/shots-05',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/shots-10',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/shots-20',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/shots-30',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/shots-40',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/shots-50',\n"," 'Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-350_torch.float16_lf']"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":22,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["columns: ['Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-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:478: 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
00.0Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct_torch.float16_lf0.1996670.5279960.1996670.2391900.922333
10.2Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch...0.4810000.6625720.4810000.5396580.999667
20.4Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch...0.5653330.7110440.5653330.6130880.999667
30.6Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torc...0.5303330.7229830.5303330.5954311.000000
40.8Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torc...0.6423330.7326940.6423330.6760591.000000
51.0Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torc...0.6266670.7160730.6266670.6524991.000000
61.2Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torc...0.5773330.7309420.5773330.6328021.000000
71.4Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torc...0.6403330.7497930.6403330.6797961.000000
81.6Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torc...0.6233330.7415420.6233330.6642641.000000
91.8Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torc...0.5903330.7358740.5903330.6381731.000000
102.0Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-350_torc...0.5966670.7358100.5966670.6407731.000000
\n","
"],"text/plain":[" epoch model \\\n","0 0.0 Qwen2.5-1.5B-Instruct \n","1 0.2 Qwen2.5-1.5B-Instruct \n","2 0.4 Qwen2.5-1.5B-Instruct \n","3 0.6 Qwen2.5-1.5B-Instruct \n","4 0.8 Qwen2.5-1.5B-Instruct \n","5 1.0 Qwen2.5-1.5B-Instruct \n","6 1.2 Qwen2.5-1.5B-Instruct \n","7 1.4 Qwen2.5-1.5B-Instruct \n","8 1.6 Qwen2.5-1.5B-Instruct \n","9 1.8 Qwen2.5-1.5B-Instruct \n","10 2.0 Qwen2.5-1.5B-Instruct \n","\n"," run accuracy precision \\\n","0 Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf 0.199667 0.527996 \n","1 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch... 0.481000 0.662572 \n","2 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch... 0.565333 0.711044 \n","3 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torc... 0.530333 0.722983 \n","4 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torc... 0.642333 0.732694 \n","5 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torc... 0.626667 0.716073 \n","6 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torc... 0.577333 0.730942 \n","7 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torc... 0.640333 0.749793 \n","8 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torc... 0.623333 0.741542 \n","9 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torc... 0.590333 0.735874 \n","10 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-350_torc... 0.596667 0.735810 \n","\n"," recall f1 ratio_valid_classifications \n","0 0.199667 0.239190 0.922333 \n","1 0.481000 0.539658 0.999667 \n","2 0.565333 0.613088 0.999667 \n","3 0.530333 0.595431 1.000000 \n","4 0.642333 0.676059 1.000000 \n","5 0.626667 0.652499 1.000000 \n","6 0.577333 0.632802 1.000000 \n","7 0.640333 0.679796 1.000000 \n","8 0.623333 0.664264 1.000000 \n","9 0.590333 0.638173 1.000000 \n","10 0.596667 0.640773 1.000000 "]},"execution_count":22,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":23,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0.0: Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf\n","0.2: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf\n","0.4: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf\n","0.6: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf\n","0.8: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf\n","1.0: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf\n","1.2: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf\n","1.4: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf\n","1.6: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf\n","1.8: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf\n","2.0: Qwen/Qwen2.5-1.5B-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, offset=0.02)"]},{"cell_type":"code","execution_count":24,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":25,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["columns: ['Qwen/Qwen2.5-1.5B-Instruct/shots-00', 'Qwen/Qwen2.5-1.5B-Instruct/shots-05', 'Qwen/Qwen2.5-1.5B-Instruct/shots-10', 'Qwen/Qwen2.5-1.5B-Instruct/shots-20', 'Qwen/Qwen2.5-1.5B-Instruct/shots-30', 'Qwen/Qwen2.5-1.5B-Instruct/shots-40', 'Qwen/Qwen2.5-1.5B-Instruct/shots-50']\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:478: 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","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"]},{"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","
shotsmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
00Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/shots-000.1996670.5279960.1996670.2391900.922333
15Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/shots-050.3913330.5906410.3913330.4387380.828333
210Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/shots-100.4050000.5886450.4050000.4605900.915667
320Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/shots-200.2280000.5255110.2280000.3038660.676000
430Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/shots-300.2303330.5536860.2303330.3067130.661000
540Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/shots-400.2920000.5667420.2920000.3754960.520667
650Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/shots-500.2876670.5660210.2876670.3662740.460333
\n","
"],"text/plain":[" shots model run accuracy \\\n","0 0 Qwen2.5-1.5B-Instruct Qwen/Qwen2.5-1.5B-Instruct/shots-00 0.199667 \n","1 5 Qwen2.5-1.5B-Instruct Qwen/Qwen2.5-1.5B-Instruct/shots-05 0.391333 \n","2 10 Qwen2.5-1.5B-Instruct Qwen/Qwen2.5-1.5B-Instruct/shots-10 0.405000 \n","3 20 Qwen2.5-1.5B-Instruct Qwen/Qwen2.5-1.5B-Instruct/shots-20 0.228000 \n","4 30 Qwen2.5-1.5B-Instruct Qwen/Qwen2.5-1.5B-Instruct/shots-30 0.230333 \n","5 40 Qwen2.5-1.5B-Instruct Qwen/Qwen2.5-1.5B-Instruct/shots-40 0.292000 \n","6 50 Qwen2.5-1.5B-Instruct Qwen/Qwen2.5-1.5B-Instruct/shots-50 0.287667 \n","\n"," precision recall f1 ratio_valid_classifications \n","0 0.527996 0.199667 0.239190 0.922333 \n","1 0.590641 0.391333 0.438738 0.828333 \n","2 0.588645 0.405000 0.460590 0.915667 \n","3 0.525511 0.228000 0.303866 0.676000 \n","4 0.553686 0.230333 0.306713 0.661000 \n","5 0.566742 0.292000 0.375496 0.520667 \n","6 0.566021 0.287667 0.366274 0.460333 "]},"execution_count":25,"metadata":{},"output_type":"execute_result"}],"source":["perf_df_shots = get_metrics_df(df, variant=\"shots\")\n","perf_df_shots"]},{"cell_type":"code","execution_count":26,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0: Qwen/Qwen2.5-1.5B-Instruct/shots-00\n","5: Qwen/Qwen2.5-1.5B-Instruct/shots-05\n","10: Qwen/Qwen2.5-1.5B-Instruct/shots-10\n","20: Qwen/Qwen2.5-1.5B-Instruct/shots-20\n","30: Qwen/Qwen2.5-1.5B-Instruct/shots-30\n","40: Qwen/Qwen2.5-1.5B-Instruct/shots-40\n","50: Qwen/Qwen2.5-1.5B-Instruct/shots-50\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":27,"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":28,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-00 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-00\n","问法错误 1339\n","不是 1068\n","不重要 229\n","是 115\n","问法错误。 101\n","不是。 86\n","回答正确。 19\n","回答正确 16\n","是。 15\n","回答: 不重要 7\n","回答: 是 2\n","回答:不是 1\n","回答: 是。 1\n","回答:是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12290 (\\N{IDEOGRAPHIC FULL STOP}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65306 (\\N{FULLWIDTH COLON}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-05 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-05\n","不是 1170\n","不重要 715\n","问法错误 332\n","是 268\n","回答: 不是 210\n","回答: 是 199\n","回答: 不重要 106\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-10 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-10\n","不是 1237\n","不重要 604\n","问法错误 458\n","是 448\n","回答: 是 151\n","回答: 不是 63\n","回答: 不重要 38\n","回答: 问法错误 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-20 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-20\n","问法错误 1534\n","回答: 是 439\n","回答: 不是 422\n","不重要 227\n","不是 222\n","回答: 不重要 106\n","是 45\n","回答: 问法错误 3\n","回答: 是为了纪念爷爷 1\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20026 (\\N{CJK UNIFIED IDEOGRAPH-4E3A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32426 (\\N{CJK UNIFIED IDEOGRAPH-7EAA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24565 (\\N{CJK UNIFIED IDEOGRAPH-5FF5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29239 (\\N{CJK UNIFIED IDEOGRAPH-7237}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-30 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-30\n","问法错误 1610\n","回答: 不是 544\n","不是 326\n","回答: 是 323\n","回答: 不重要 133\n","不重要 32\n","是 15\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是他爷爷的,他很珍视它,所以他在离别时哭泣,然后把帽子放在湖边的石头上\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是小男孩爷爷的,小男孩很珍视它,所以他哭泣,然后将帽子放在湖边的石头上\\n回答: 是 1\n","回答错误 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相���\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷在天之灵了吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的���好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨��村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 男孩把帽子放在湖边是为了寻找他的亲人吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩为什么把帽子放在湖边\\n回答: 回答正确 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人放的帽子\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小孩的哭声\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人是小男孩吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人是小男孩,还是爷爷\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人是爷爷吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 他放这顶帽子是为了纪念爷爷\\n回答: 是 1\n","回答: 问法错误 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲人\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵��泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭声是否属于帽子主人\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭着的人是小男孩,帽子是爷爷的\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人和死的人不是一个人\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣声是因为小男孩想念爷爷吗\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35868 (\\N{CJK UNIFIED IDEOGRAPH-8C1C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38754 (\\N{CJK UNIFIED IDEOGRAPH-9762}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22312 (\\N{CJK UNIFIED IDEOGRAPH-5728}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19968 (\\N{CJK UNIFIED IDEOGRAPH-4E00}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20010 (\\N{CJK UNIFIED IDEOGRAPH-4E2A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23433 (\\N{CJK UNIFIED IDEOGRAPH-5B89}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38745 (\\N{CJK UNIFIED IDEOGRAPH-9759}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22812 (\\N{CJK UNIFIED IDEOGRAPH-591C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26202 (\\N{CJK UNIFIED IDEOGRAPH-665A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65292 (\\N{FULLWIDTH COMMA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26449 (\\N{CJK UNIFIED IDEOGRAPH-6751}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24196 (\\N{CJK UNIFIED IDEOGRAPH-5E84}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28246 (\\N{CJK UNIFIED IDEOGRAPH-6E56}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36793 (\\N{CJK UNIFIED IDEOGRAPH-8FB9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31361 (\\N{CJK UNIFIED IDEOGRAPH-7A81}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28982 (\\N{CJK UNIFIED IDEOGRAPH-7136}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20256 (\\N{CJK UNIFIED IDEOGRAPH-4F20}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26469 (\\N{CJK UNIFIED IDEOGRAPH-6765}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38453 (\\N{CJK UNIFIED IDEOGRAPH-9635}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21741 (\\N{CJK UNIFIED IDEOGRAPH-54ED}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27875 (\\N{CJK UNIFIED IDEOGRAPH-6CE3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22768 (\\N{CJK UNIFIED IDEOGRAPH-58F0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12290 (\\N{IDEOGRAPHIC FULL STOP}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31532 (\\N{CJK UNIFIED IDEOGRAPH-7B2C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20108 (\\N{CJK UNIFIED IDEOGRAPH-4E8C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22825 (\\N{CJK UNIFIED IDEOGRAPH-5929}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26089 (\\N{CJK UNIFIED IDEOGRAPH-65E9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26216 (\\N{CJK UNIFIED IDEOGRAPH-6668}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38271 (\\N{CJK UNIFIED IDEOGRAPH-957F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29956 (\\N{CJK UNIFIED IDEOGRAPH-7504}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38160 (\\N{CJK UNIFIED IDEOGRAPH-9510}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21457 (\\N{CJK UNIFIED IDEOGRAPH-53D1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29616 (\\N{CJK UNIFIED IDEOGRAPH-73B0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30707 (\\N{CJK UNIFIED IDEOGRAPH-77F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22836 (\\N{CJK UNIFIED IDEOGRAPH-5934}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19978 (\\N{CJK UNIFIED IDEOGRAPH-4E0A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25918 (\\N{CJK UNIFIED IDEOGRAPH-653E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30528 (\\N{CJK UNIFIED IDEOGRAPH-7740}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39030 (\\N{CJK UNIFIED IDEOGRAPH-9876}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30772 (\\N{CJK UNIFIED IDEOGRAPH-7834}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26087 (\\N{CJK UNIFIED IDEOGRAPH-65E7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24125 (\\N{CJK UNIFIED IDEOGRAPH-5E3D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23376 (\\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20294 (\\N{CJK UNIFIED IDEOGRAPH-4F46}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27809 (\\N{CJK UNIFIED IDEOGRAPH-6CA1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26377 (\\N{CJK UNIFIED IDEOGRAPH-6709}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20154 (\\N{CJK UNIFIED IDEOGRAPH-4EBA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30693 (\\N{CJK UNIFIED IDEOGRAPH-77E5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36947 (\\N{CJK UNIFIED IDEOGRAPH-9053}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36825 (\\N{CJK UNIFIED IDEOGRAPH-8FD9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20174 (\\N{CJK UNIFIED IDEOGRAPH-4ECE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21738 (\\N{CJK UNIFIED IDEOGRAPH-54EA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37324 (\\N{CJK UNIFIED IDEOGRAPH-91CC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21448 (\\N{CJK UNIFIED IDEOGRAPH-53C8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20026 (\\N{CJK UNIFIED IDEOGRAPH-4E3A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20309 (\\N{CJK UNIFIED IDEOGRAPH-4F55}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35831 (\\N{CJK UNIFIED IDEOGRAPH-8BF7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36824 (\\N{CJK UNIFIED IDEOGRAPH-8FD8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21407 (\\N{CJK UNIFIED IDEOGRAPH-539F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25925 (\\N{CJK UNIFIED IDEOGRAPH-6545}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20107 (\\N{CJK UNIFIED IDEOGRAPH-4E8B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30495 (\\N{CJK UNIFIED IDEOGRAPH-771F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30456 (\\N{CJK UNIFIED IDEOGRAPH-76F8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24213 (\\N{CJK UNIFIED IDEOGRAPH-5E95}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23646 (\\N{CJK UNIFIED IDEOGRAPH-5C5E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20110 (\\N{CJK UNIFIED IDEOGRAPH-4E8E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30007 (\\N{CJK UNIFIED IDEOGRAPH-7537}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23401 (\\N{CJK UNIFIED IDEOGRAPH-5B69}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20182 (\\N{CJK UNIFIED IDEOGRAPH-4ED6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26102 (\\N{CJK UNIFIED IDEOGRAPH-65F6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20505 (\\N{CJK UNIFIED IDEOGRAPH-5019}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19982 (\\N{CJK UNIFIED IDEOGRAPH-4E0E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29239 (\\N{CJK UNIFIED IDEOGRAPH-7237}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29983 (\\N{CJK UNIFIED IDEOGRAPH-751F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27963 (\\N{CJK UNIFIED IDEOGRAPH-6D3B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25945 (\\N{CJK UNIFIED IDEOGRAPH-6559}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38035 (\\N{CJK UNIFIED IDEOGRAPH-9493}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 40060 (\\N{CJK UNIFIED IDEOGRAPH-9C7C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12289 (\\N{IDEOGRAPHIC COMMA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28216 (\\N{CJK UNIFIED IDEOGRAPH-6E38}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27891 (\\N{CJK UNIFIED IDEOGRAPH-6CF3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21578 (\\N{CJK UNIFIED IDEOGRAPH-544A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35785 (\\N{CJK UNIFIED IDEOGRAPH-8BC9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20013 (\\N{CJK UNIFIED IDEOGRAPH-4E2D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28023 (\\N{CJK UNIFIED IDEOGRAPH-6D77}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 40863 (\\N{CJK UNIFIED IDEOGRAPH-9F9F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20204 (\\N{CJK UNIFIED IDEOGRAPH-4EEC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26379 (\\N{CJK UNIFIED IDEOGRAPH-670B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21451 (\\N{CJK UNIFIED IDEOGRAPH-53CB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21518 (\\N{CJK UNIFIED IDEOGRAPH-540E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38543 (\\N{CJK UNIFIED IDEOGRAPH-968F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29238 (\\N{CJK UNIFIED IDEOGRAPH-7236}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27597 (\\N{CJK UNIFIED IDEOGRAPH-6BCD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21435 (\\N{CJK UNIFIED IDEOGRAPH-53BB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22478 (\\N{CJK UNIFIED IDEOGRAPH-57CE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24066 (\\N{CJK UNIFIED IDEOGRAPH-5E02}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27599 (\\N{CJK UNIFIED IDEOGRAPH-6BCF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24180 (\\N{CJK UNIFIED IDEOGRAPH-5E74}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22799 (\\N{CJK UNIFIED IDEOGRAPH-590F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37117 (\\N{CJK UNIFIED IDEOGRAPH-90FD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20250 (\\N{CJK UNIFIED IDEOGRAPH-4F1A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21040 (\\N{CJK UNIFIED IDEOGRAPH-5230}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25506 (\\N{CJK UNIFIED IDEOGRAPH-63A2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26395 (\\N{CJK UNIFIED IDEOGRAPH-671B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32780 (\\N{CJK UNIFIED IDEOGRAPH-800C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22240 (\\N{CJK UNIFIED IDEOGRAPH-56E0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30149 (\\N{CJK UNIFIED IDEOGRAPH-75C5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19990 (\\N{CJK UNIFIED IDEOGRAPH-4E16}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20260 (\\N{CJK UNIFIED IDEOGRAPH-4F24}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24515 (\\N{CJK UNIFIED IDEOGRAPH-5FC3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27442 (\\N{CJK UNIFIED IDEOGRAPH-6B32}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32477 (\\N{CJK UNIFIED IDEOGRAPH-7EDD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20170 (\\N{CJK UNIFIED IDEOGRAPH-4ECA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24819 (\\N{CJK UNIFIED IDEOGRAPH-60F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36215 (\\N{CJK UNIFIED IDEOGRAPH-8D77}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32654 (\\N{CJK UNIFIED IDEOGRAPH-7F8E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22909 (\\N{CJK UNIFIED IDEOGRAPH-597D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24518 (\\N{CJK UNIFIED IDEOGRAPH-5FC6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24525 (\\N{CJK UNIFIED IDEOGRAPH-5FCD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20303 (\\N{CJK UNIFIED IDEOGRAPH-4F4F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23558 (\\N{CJK UNIFIED IDEOGRAPH-5C06}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24076 (\\N{CJK UNIFIED IDEOGRAPH-5E0C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33021 (\\N{CJK UNIFIED IDEOGRAPH-80FD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35753 (\\N{CJK UNIFIED IDEOGRAPH-8BA9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20043 (\\N{CJK UNIFIED IDEOGRAPH-4E4B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28789 (\\N{CJK UNIFIED IDEOGRAPH-7075}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24471 (\\N{CJK UNIFIED IDEOGRAPH-5F97}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24944 (\\N{CJK UNIFIED IDEOGRAPH-6170}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37027 (\\N{CJK UNIFIED IDEOGRAPH-90A3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31085 (\\N{CJK UNIFIED IDEOGRAPH-796D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22880 (\\N{CJK UNIFIED IDEOGRAPH-5960}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20146 (\\N{CJK UNIFIED IDEOGRAPH-4EB2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29233 (\\N{CJK UNIFIED IDEOGRAPH-7231}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21442 (\\N{CJK UNIFIED IDEOGRAPH-53C2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32773 (\\N{CJK UNIFIED IDEOGRAPH-8005}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25552 (\\N{CJK UNIFIED IDEOGRAPH-63D0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20986 (\\N{CJK UNIFIED IDEOGRAPH-51FA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39064 (\\N{CJK UNIFIED IDEOGRAPH-9898}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24456 (\\N{CJK UNIFIED IDEOGRAPH-5F88}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29645 (\\N{CJK UNIFIED IDEOGRAPH-73CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35270 (\\N{CJK UNIFIED IDEOGRAPH-89C6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23427 (\\N{CJK UNIFIED IDEOGRAPH-5B83}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25152 (\\N{CJK UNIFIED IDEOGRAPH-6240}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20197 (\\N{CJK UNIFIED IDEOGRAPH-4EE5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31163 (\\N{CJK UNIFIED IDEOGRAPH-79BB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21035 (\\N{CJK UNIFIED IDEOGRAPH-522B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25226 (\\N{CJK UNIFIED IDEOGRAPH-628A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33707 (\\N{CJK UNIFIED IDEOGRAPH-83AB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21527 (\\N{CJK UNIFIED IDEOGRAPH-5417}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21542 (\\N{CJK UNIFIED IDEOGRAPH-5426}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23547 (\\N{CJK UNIFIED IDEOGRAPH-5BFB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25214 (\\N{CJK UNIFIED IDEOGRAPH-627E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20160 (\\N{CJK UNIFIED IDEOGRAPH-4EC0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20040 (\\N{CJK UNIFIED IDEOGRAPH-4E48}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32426 (\\N{CJK UNIFIED IDEOGRAPH-7EAA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24565 (\\N{CJK UNIFIED IDEOGRAPH-5FF5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20027 (\\N{CJK UNIFIED IDEOGRAPH-4E3B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27515 (\\N{CJK UNIFIED IDEOGRAPH-6B7B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-40 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-40\n","问法错误 1371\n","回答: 不是 692\n","回答: 是 491\n","回答: 不重要 229\n","不是 93\n","是 80\n","不重要 18\n","回答: 问法错误 3\n","回答错误。 2\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是遗失了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望��让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是遗失了吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩的爷爷是谁\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩的爷爷住在哪个村子里\\n回答: 不重要 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 祭奠的是自己的亲人吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 祭奠的是自己的亲人吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 小孩的哭声是什么声音\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 他哭泣的声音是什么\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是去湖边找帽子的吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭泣\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是去湖边找帽子的吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭泣\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是去湖边找帽子的吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭泣\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人哭是因为帽子吗\\n回答: 是 1\n","回答: 是重要 1\n","回答: 是为了纪念爷爷 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是小男孩在哭泣,还是爷爷在哭泣?\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是小男孩的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是小男孩的爷爷的吗\\n回答: 不重要 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子的主人把帽子留下后离开了\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 请问哭声主人是否是帽子主人\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 请问哭声主人是否是帽子主人\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的��晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是 1\n","回答: 是\\n\\n这个谜面描述了一个小男孩在湖边的哭泣和帽子的故事。参与者的问题询问是否已经猜完,根据谜面的描述,小男孩在湖边哭泣是因为思念爷爷,而帽子是他放在那里以安慰爷爷。所以,参与者没有完全猜完故事,还有一部分未被揭示。 1\n","回答: 是\\n\\n这个谜面描述了一个小男孩在爷爷去世后,将爷爷的帽子放在湖边,希望爷爷的在天之灵得到安慰。帽子是小男孩的,而不是爷爷的。因此,帽子是小男孩的,而不是死者的。 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷���的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子主人的好朋友离开了\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩的家人去世了吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭着的人是小男孩,帽子主人是小男孩\\n回答: 是 1\n","回答: 是的,帽子是为了提醒小男孩和他的爷爷的友谊和他们共同度过的美好时光。小男孩将帽子放在湖边的石头上,是为了让爷爷的在天之灵能够感受到他的思念和爱。 1\n","回答: 是\\n\\n谜面: 一个宁静的夏日午后,湖边突然传来一声惊呼。人们跑过去查看,发现一名男子面朝下漂浮在湖面上,已经没有了呼吸。警方调查后发现,死者甄郝身上并无明显伤痕,现场也没有挣扎的迹象。那么,究竟是什么原因导致了甄郝的死亡?\\n谜底: 原来,甄郝是一名生物学家,他在湖边研究一种罕见的湖底生物。在潜水观察时,他发现了一种奇特的生物——一种会释放神经毒素的水母。这种水母的毒素可以使人在短时间内瘫痪,甚至死亡。不幸的是,在甄郝观察这种水母时,不慎被水母的触手缠绕,毒素侵入他的体内,导致他窒息而死。而这一切,都在湖边静静地发生了,无人知晓。\\n参与者提出的问题: 现场有没有挣扎的迹象\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的哭声嘛\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12290 (\\N{IDEOGRAPHIC FULL STOP}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35868 (\\N{CJK UNIFIED IDEOGRAPH-8C1C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38754 (\\N{CJK UNIFIED IDEOGRAPH-9762}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22312 (\\N{CJK UNIFIED IDEOGRAPH-5728}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19968 (\\N{CJK UNIFIED IDEOGRAPH-4E00}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20010 (\\N{CJK UNIFIED IDEOGRAPH-4E2A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23433 (\\N{CJK UNIFIED IDEOGRAPH-5B89}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38745 (\\N{CJK UNIFIED IDEOGRAPH-9759}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22812 (\\N{CJK UNIFIED IDEOGRAPH-591C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26202 (\\N{CJK UNIFIED IDEOGRAPH-665A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65292 (\\N{FULLWIDTH COMMA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26449 (\\N{CJK UNIFIED IDEOGRAPH-6751}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24196 (\\N{CJK UNIFIED IDEOGRAPH-5E84}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28246 (\\N{CJK UNIFIED IDEOGRAPH-6E56}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36793 (\\N{CJK UNIFIED IDEOGRAPH-8FB9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31361 (\\N{CJK UNIFIED IDEOGRAPH-7A81}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28982 (\\N{CJK UNIFIED IDEOGRAPH-7136}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20256 (\\N{CJK UNIFIED IDEOGRAPH-4F20}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26469 (\\N{CJK UNIFIED IDEOGRAPH-6765}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38453 (\\N{CJK UNIFIED IDEOGRAPH-9635}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21741 (\\N{CJK UNIFIED IDEOGRAPH-54ED}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27875 (\\N{CJK UNIFIED IDEOGRAPH-6CE3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22768 (\\N{CJK UNIFIED IDEOGRAPH-58F0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31532 (\\N{CJK UNIFIED IDEOGRAPH-7B2C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20108 (\\N{CJK UNIFIED IDEOGRAPH-4E8C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22825 (\\N{CJK UNIFIED IDEOGRAPH-5929}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26089 (\\N{CJK UNIFIED IDEOGRAPH-65E9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26216 (\\N{CJK UNIFIED IDEOGRAPH-6668}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38271 (\\N{CJK UNIFIED IDEOGRAPH-957F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29956 (\\N{CJK UNIFIED IDEOGRAPH-7504}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38160 (\\N{CJK UNIFIED IDEOGRAPH-9510}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21457 (\\N{CJK UNIFIED IDEOGRAPH-53D1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29616 (\\N{CJK UNIFIED IDEOGRAPH-73B0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30707 (\\N{CJK UNIFIED IDEOGRAPH-77F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22836 (\\N{CJK UNIFIED IDEOGRAPH-5934}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19978 (\\N{CJK UNIFIED IDEOGRAPH-4E0A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25918 (\\N{CJK UNIFIED IDEOGRAPH-653E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30528 (\\N{CJK UNIFIED IDEOGRAPH-7740}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39030 (\\N{CJK UNIFIED IDEOGRAPH-9876}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30772 (\\N{CJK UNIFIED IDEOGRAPH-7834}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26087 (\\N{CJK UNIFIED IDEOGRAPH-65E7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24125 (\\N{CJK UNIFIED IDEOGRAPH-5E3D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23376 (\\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20294 (\\N{CJK UNIFIED IDEOGRAPH-4F46}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27809 (\\N{CJK UNIFIED IDEOGRAPH-6CA1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26377 (\\N{CJK UNIFIED IDEOGRAPH-6709}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20154 (\\N{CJK UNIFIED IDEOGRAPH-4EBA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30693 (\\N{CJK UNIFIED IDEOGRAPH-77E5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36947 (\\N{CJK UNIFIED IDEOGRAPH-9053}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36825 (\\N{CJK UNIFIED IDEOGRAPH-8FD9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20174 (\\N{CJK UNIFIED IDEOGRAPH-4ECE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21738 (\\N{CJK UNIFIED IDEOGRAPH-54EA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37324 (\\N{CJK UNIFIED IDEOGRAPH-91CC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21448 (\\N{CJK UNIFIED IDEOGRAPH-53C8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20026 (\\N{CJK UNIFIED IDEOGRAPH-4E3A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20309 (\\N{CJK UNIFIED IDEOGRAPH-4F55}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35831 (\\N{CJK UNIFIED IDEOGRAPH-8BF7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36824 (\\N{CJK UNIFIED IDEOGRAPH-8FD8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21407 (\\N{CJK UNIFIED IDEOGRAPH-539F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25925 (\\N{CJK UNIFIED IDEOGRAPH-6545}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20107 (\\N{CJK UNIFIED IDEOGRAPH-4E8B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30495 (\\N{CJK UNIFIED IDEOGRAPH-771F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30456 (\\N{CJK UNIFIED IDEOGRAPH-76F8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24213 (\\N{CJK UNIFIED IDEOGRAPH-5E95}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23646 (\\N{CJK UNIFIED IDEOGRAPH-5C5E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20110 (\\N{CJK UNIFIED IDEOGRAPH-4E8E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30007 (\\N{CJK UNIFIED IDEOGRAPH-7537}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23401 (\\N{CJK UNIFIED IDEOGRAPH-5B69}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20182 (\\N{CJK UNIFIED IDEOGRAPH-4ED6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26102 (\\N{CJK UNIFIED IDEOGRAPH-65F6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20505 (\\N{CJK UNIFIED IDEOGRAPH-5019}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19982 (\\N{CJK UNIFIED IDEOGRAPH-4E0E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29239 (\\N{CJK UNIFIED IDEOGRAPH-7237}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29983 (\\N{CJK UNIFIED IDEOGRAPH-751F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27963 (\\N{CJK UNIFIED IDEOGRAPH-6D3B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25945 (\\N{CJK UNIFIED IDEOGRAPH-6559}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38035 (\\N{CJK UNIFIED IDEOGRAPH-9493}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 40060 (\\N{CJK UNIFIED IDEOGRAPH-9C7C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12289 (\\N{IDEOGRAPHIC COMMA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28216 (\\N{CJK UNIFIED IDEOGRAPH-6E38}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27891 (\\N{CJK UNIFIED IDEOGRAPH-6CF3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21578 (\\N{CJK UNIFIED IDEOGRAPH-544A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35785 (\\N{CJK UNIFIED IDEOGRAPH-8BC9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20013 (\\N{CJK UNIFIED IDEOGRAPH-4E2D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28023 (\\N{CJK UNIFIED IDEOGRAPH-6D77}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 40863 (\\N{CJK UNIFIED IDEOGRAPH-9F9F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20204 (\\N{CJK UNIFIED IDEOGRAPH-4EEC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26379 (\\N{CJK UNIFIED IDEOGRAPH-670B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21451 (\\N{CJK UNIFIED IDEOGRAPH-53CB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21518 (\\N{CJK UNIFIED IDEOGRAPH-540E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38543 (\\N{CJK UNIFIED IDEOGRAPH-968F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29238 (\\N{CJK UNIFIED IDEOGRAPH-7236}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27597 (\\N{CJK UNIFIED IDEOGRAPH-6BCD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21435 (\\N{CJK UNIFIED IDEOGRAPH-53BB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22478 (\\N{CJK UNIFIED IDEOGRAPH-57CE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24066 (\\N{CJK UNIFIED IDEOGRAPH-5E02}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27599 (\\N{CJK UNIFIED IDEOGRAPH-6BCF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24180 (\\N{CJK UNIFIED IDEOGRAPH-5E74}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22799 (\\N{CJK UNIFIED IDEOGRAPH-590F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37117 (\\N{CJK UNIFIED IDEOGRAPH-90FD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20250 (\\N{CJK UNIFIED IDEOGRAPH-4F1A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21040 (\\N{CJK UNIFIED IDEOGRAPH-5230}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25506 (\\N{CJK UNIFIED IDEOGRAPH-63A2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26395 (\\N{CJK UNIFIED IDEOGRAPH-671B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32780 (\\N{CJK UNIFIED IDEOGRAPH-800C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22240 (\\N{CJK UNIFIED IDEOGRAPH-56E0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30149 (\\N{CJK UNIFIED IDEOGRAPH-75C5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19990 (\\N{CJK UNIFIED IDEOGRAPH-4E16}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20260 (\\N{CJK UNIFIED IDEOGRAPH-4F24}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24515 (\\N{CJK UNIFIED IDEOGRAPH-5FC3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27442 (\\N{CJK UNIFIED IDEOGRAPH-6B32}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32477 (\\N{CJK UNIFIED IDEOGRAPH-7EDD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20170 (\\N{CJK UNIFIED IDEOGRAPH-4ECA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24819 (\\N{CJK UNIFIED IDEOGRAPH-60F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36215 (\\N{CJK UNIFIED IDEOGRAPH-8D77}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32654 (\\N{CJK UNIFIED IDEOGRAPH-7F8E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22909 (\\N{CJK UNIFIED IDEOGRAPH-597D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24518 (\\N{CJK UNIFIED IDEOGRAPH-5FC6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24525 (\\N{CJK UNIFIED IDEOGRAPH-5FCD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20303 (\\N{CJK UNIFIED IDEOGRAPH-4F4F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23558 (\\N{CJK UNIFIED IDEOGRAPH-5C06}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24076 (\\N{CJK UNIFIED IDEOGRAPH-5E0C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33021 (\\N{CJK UNIFIED IDEOGRAPH-80FD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35753 (\\N{CJK UNIFIED IDEOGRAPH-8BA9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20043 (\\N{CJK UNIFIED IDEOGRAPH-4E4B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28789 (\\N{CJK UNIFIED IDEOGRAPH-7075}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24471 (\\N{CJK UNIFIED IDEOGRAPH-5F97}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24944 (\\N{CJK UNIFIED IDEOGRAPH-6170}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37027 (\\N{CJK UNIFIED IDEOGRAPH-90A3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31085 (\\N{CJK UNIFIED IDEOGRAPH-796D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33707 (\\N{CJK UNIFIED IDEOGRAPH-83AB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20146 (\\N{CJK UNIFIED IDEOGRAPH-4EB2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29233 (\\N{CJK UNIFIED IDEOGRAPH-7231}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21442 (\\N{CJK UNIFIED IDEOGRAPH-53C2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32773 (\\N{CJK UNIFIED IDEOGRAPH-8005}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25552 (\\N{CJK UNIFIED IDEOGRAPH-63D0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20986 (\\N{CJK UNIFIED IDEOGRAPH-51FA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39064 (\\N{CJK UNIFIED IDEOGRAPH-9898}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36951 (\\N{CJK UNIFIED IDEOGRAPH-9057}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21527 (\\N{CJK UNIFIED IDEOGRAPH-5417}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35841 (\\N{CJK UNIFIED IDEOGRAPH-8C01}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22880 (\\N{CJK UNIFIED IDEOGRAPH-5960}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33258 (\\N{CJK UNIFIED IDEOGRAPH-81EA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24049 (\\N{CJK UNIFIED IDEOGRAPH-5DF1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20160 (\\N{CJK UNIFIED IDEOGRAPH-4EC0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20040 (\\N{CJK UNIFIED IDEOGRAPH-4E48}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38899 (\\N{CJK UNIFIED IDEOGRAPH-97F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25214 (\\N{CJK UNIFIED IDEOGRAPH-627E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32426 (\\N{CJK UNIFIED IDEOGRAPH-7EAA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24565 (\\N{CJK UNIFIED IDEOGRAPH-5FF5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65311 (\\N{FULLWIDTH QUESTION MARK}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20027 (\\N{CJK UNIFIED IDEOGRAPH-4E3B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25226 (\\N{CJK UNIFIED IDEOGRAPH-628A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30041 (\\N{CJK UNIFIED IDEOGRAPH-7559}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19979 (\\N{CJK UNIFIED IDEOGRAPH-4E0B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31163 (\\N{CJK UNIFIED IDEOGRAPH-79BB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24320 (\\N{CJK UNIFIED IDEOGRAPH-5F00}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21542 (\\N{CJK UNIFIED IDEOGRAPH-5426}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25551 (\\N{CJK UNIFIED IDEOGRAPH-63CF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36848 (\\N{CJK UNIFIED IDEOGRAPH-8FF0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35810 (\\N{CJK UNIFIED IDEOGRAPH-8BE2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24050 (\\N{CJK UNIFIED IDEOGRAPH-5DF2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32463 (\\N{CJK UNIFIED IDEOGRAPH-7ECF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29468 (\\N{CJK UNIFIED IDEOGRAPH-731C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23436 (\\N{CJK UNIFIED IDEOGRAPH-5B8C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26681 (\\N{CJK UNIFIED IDEOGRAPH-6839}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25454 (\\N{CJK UNIFIED IDEOGRAPH-636E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24605 (\\N{CJK UNIFIED IDEOGRAPH-601D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20197 (\\N{CJK UNIFIED IDEOGRAPH-4EE5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25152 (\\N{CJK UNIFIED IDEOGRAPH-6240}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20840 (\\N{CJK UNIFIED IDEOGRAPH-5168}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37096 (\\N{CJK UNIFIED IDEOGRAPH-90E8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20998 (\\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26410 (\\N{CJK UNIFIED IDEOGRAPH-672A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 34987 (\\N{CJK UNIFIED IDEOGRAPH-88AB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25581 (\\N{CJK UNIFIED IDEOGRAPH-63ED}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31034 (\\N{CJK UNIFIED IDEOGRAPH-793A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27492 (\\N{CJK UNIFIED IDEOGRAPH-6B64}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27515 (\\N{CJK UNIFIED IDEOGRAPH-6B7B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23478 (\\N{CJK UNIFIED IDEOGRAPH-5BB6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37266 (\\N{CJK UNIFIED IDEOGRAPH-9192}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35850 (\\N{CJK UNIFIED IDEOGRAPH-8C0A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20849 (\\N{CJK UNIFIED IDEOGRAPH-5171}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21516 (\\N{CJK UNIFIED IDEOGRAPH-540C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36807 (\\N{CJK UNIFIED IDEOGRAPH-8FC7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20809 (\\N{CJK UNIFIED IDEOGRAPH-5149}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22815 (\\N{CJK UNIFIED IDEOGRAPH-591F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24863 (\\N{CJK UNIFIED IDEOGRAPH-611F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21463 (\\N{CJK UNIFIED IDEOGRAPH-53D7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23425 (\\N{CJK UNIFIED IDEOGRAPH-5B81}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26085 (\\N{CJK UNIFIED IDEOGRAPH-65E5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21320 (\\N{CJK UNIFIED IDEOGRAPH-5348}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24778 (\\N{CJK UNIFIED IDEOGRAPH-60CA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21628 (\\N{CJK UNIFIED IDEOGRAPH-547C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36305 (\\N{CJK UNIFIED IDEOGRAPH-8DD1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26597 (\\N{CJK UNIFIED IDEOGRAPH-67E5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30475 (\\N{CJK UNIFIED IDEOGRAPH-770B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21517 (\\N{CJK UNIFIED IDEOGRAPH-540D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26397 (\\N{CJK UNIFIED IDEOGRAPH-671D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28418 (\\N{CJK UNIFIED IDEOGRAPH-6F02}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28014 (\\N{CJK UNIFIED IDEOGRAPH-6D6E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21560 (\\N{CJK UNIFIED IDEOGRAPH-5438}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35686 (\\N{CJK UNIFIED IDEOGRAPH-8B66}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26041 (\\N{CJK UNIFIED IDEOGRAPH-65B9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35843 (\\N{CJK UNIFIED IDEOGRAPH-8C03}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37085 (\\N{CJK UNIFIED IDEOGRAPH-90DD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36523 (\\N{CJK UNIFIED IDEOGRAPH-8EAB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24182 (\\N{CJK UNIFIED IDEOGRAPH-5E76}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26080 (\\N{CJK UNIFIED IDEOGRAPH-65E0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26126 (\\N{CJK UNIFIED IDEOGRAPH-660E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26174 (\\N{CJK UNIFIED IDEOGRAPH-663E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30165 (\\N{CJK UNIFIED IDEOGRAPH-75D5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22330 (\\N{CJK UNIFIED IDEOGRAPH-573A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20063 (\\N{CJK UNIFIED IDEOGRAPH-4E5F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25379 (\\N{CJK UNIFIED IDEOGRAPH-6323}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25166 (\\N{CJK UNIFIED IDEOGRAPH-624E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36857 (\\N{CJK UNIFIED IDEOGRAPH-8FF9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35937 (\\N{CJK UNIFIED IDEOGRAPH-8C61}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31350 (\\N{CJK UNIFIED IDEOGRAPH-7A76}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31455 (\\N{CJK UNIFIED IDEOGRAPH-7ADF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23548 (\\N{CJK UNIFIED IDEOGRAPH-5BFC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33268 (\\N{CJK UNIFIED IDEOGRAPH-81F4}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20129 (\\N{CJK UNIFIED IDEOGRAPH-4EA1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29289 (\\N{CJK UNIFIED IDEOGRAPH-7269}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23398 (\\N{CJK UNIFIED IDEOGRAPH-5B66}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30740 (\\N{CJK UNIFIED IDEOGRAPH-7814}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31181 (\\N{CJK UNIFIED IDEOGRAPH-79CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32597 (\\N{CJK UNIFIED IDEOGRAPH-7F55}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35265 (\\N{CJK UNIFIED IDEOGRAPH-89C1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28508 (\\N{CJK UNIFIED IDEOGRAPH-6F5C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27700 (\\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35266 (\\N{CJK UNIFIED IDEOGRAPH-89C2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23519 (\\N{CJK UNIFIED IDEOGRAPH-5BDF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22855 (\\N{CJK UNIFIED IDEOGRAPH-5947}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29305 (\\N{CJK UNIFIED IDEOGRAPH-7279}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37322 (\\N{CJK UNIFIED IDEOGRAPH-91CA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31070 (\\N{CJK UNIFIED IDEOGRAPH-795E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27602 (\\N{CJK UNIFIED IDEOGRAPH-6BD2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32032 (\\N{CJK UNIFIED IDEOGRAPH-7D20}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21487 (\\N{CJK UNIFIED IDEOGRAPH-53EF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20351 (\\N{CJK UNIFIED IDEOGRAPH-4F7F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30701 (\\N{CJK UNIFIED IDEOGRAPH-77ED}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38388 (\\N{CJK UNIFIED IDEOGRAPH-95F4}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20869 (\\N{CJK UNIFIED IDEOGRAPH-5185}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30251 (\\N{CJK UNIFIED IDEOGRAPH-762B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30186 (\\N{CJK UNIFIED IDEOGRAPH-75EA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29978 (\\N{CJK UNIFIED IDEOGRAPH-751A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33267 (\\N{CJK UNIFIED IDEOGRAPH-81F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24184 (\\N{CJK UNIFIED IDEOGRAPH-5E78}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24910 (\\N{CJK UNIFIED IDEOGRAPH-614E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35302 (\\N{CJK UNIFIED IDEOGRAPH-89E6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25163 (\\N{CJK UNIFIED IDEOGRAPH-624B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32544 (\\N{CJK UNIFIED IDEOGRAPH-7F20}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32469 (\\N{CJK UNIFIED IDEOGRAPH-7ED5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20405 (\\N{CJK UNIFIED IDEOGRAPH-4FB5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20837 (\\N{CJK UNIFIED IDEOGRAPH-5165}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20307 (\\N{CJK UNIFIED IDEOGRAPH-4F53}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31378 (\\N{CJK UNIFIED IDEOGRAPH-7A92}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24687 (\\N{CJK UNIFIED IDEOGRAPH-606F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20999 (\\N{CJK UNIFIED IDEOGRAPH-5207}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22320 (\\N{CJK UNIFIED IDEOGRAPH-5730}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26195 (\\N{CJK UNIFIED IDEOGRAPH-6653}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22043 (\\N{CJK UNIFIED IDEOGRAPH-561B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-50 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-50\n","问法错误 1270\n","回答: 不是 859\n","回答: 是 472\n","回答: 不重要 252\n","不是 95\n","回答: 问法错误 27\n","是 14\n","回答: 回答正确 2\n","回答正确 2\n","回答: 是\\n\\n谜面: 一个宁静的夏日午后,湖边突然传来一声惊呼。人们跑过去查看,发现一名男子面朝下漂浮在湖面上,已经没有了呼吸。警方调查后发现,死者甄郝身上并无明显伤痕,现场也没有挣扎的迹象。那么,究竟是什么原因导致了甄郝的死亡?\\n谜底: 原来,甄郝是一名生物学家,他在湖边研究一种罕见的湖底生物。在潜水观察时,他发现了一种奇特的生物——一种会释放神经毒素的水母。这种水母的毒素可以使人在短时间内瘫痪,甚至死亡。不幸的是,在甄郝观察这种水母时,不慎被水母的触手缠绕,毒素侵入他的体内,导致他窒息而死。而这一切,都在湖边静静地发生了,无人知晓。\\n参与者提出的问题: 他在湖里看到了什么东西\\n回答: 是\\n\\n谜面: 一个宁静的夏日午后,湖边突然传来一声惊呼。人们跑过去查看,发现一名男子面朝下漂浮在湖面上,已经没有了呼吸。警方调查后发现,死者甄郝身上并无明显伤痕,现场也没有挣扎的迹象。那么,究竟是什么原因导致了甄郝的死亡?\\n谜底: 原来,甄郝是一名生物学家,他在湖边研究一种罕见的湖底生物。在潜水观察时,他发现了一种奇特的生物——一种会释放神经毒素的水母。这种水母的毒素可以使人在短时间内瘫痪,甚至死亡。不幸的是,在甄郝观察这种水母时,不慎被水母的触手缠绕,毒素侵入他的体内,导致他窒息而死。而这一切,都在湖边静静地发生了,无人知晓。\\n参与者提出的问题: 他在湖里看到了什么东西\\n回答: 是 1\n","回答: 是为了记念爷爷 1\n","回答: 是小男孩的哭声。 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是村里的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的���子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是不是村里的人\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是村里的吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人放的帽子\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子的主人是谁\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子是放在湖边的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子是放在石头上的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子是放在湖边的石头上的吗\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35868 (\\N{CJK UNIFIED IDEOGRAPH-8C1C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38754 (\\N{CJK UNIFIED IDEOGRAPH-9762}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19968 (\\N{CJK UNIFIED IDEOGRAPH-4E00}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20010 (\\N{CJK UNIFIED IDEOGRAPH-4E2A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23425 (\\N{CJK UNIFIED IDEOGRAPH-5B81}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38745 (\\N{CJK UNIFIED IDEOGRAPH-9759}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22799 (\\N{CJK UNIFIED IDEOGRAPH-590F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26085 (\\N{CJK UNIFIED IDEOGRAPH-65E5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21320 (\\N{CJK UNIFIED IDEOGRAPH-5348}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21518 (\\N{CJK UNIFIED IDEOGRAPH-540E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65292 (\\N{FULLWIDTH COMMA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28246 (\\N{CJK UNIFIED IDEOGRAPH-6E56}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36793 (\\N{CJK UNIFIED IDEOGRAPH-8FB9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31361 (\\N{CJK UNIFIED IDEOGRAPH-7A81}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28982 (\\N{CJK UNIFIED IDEOGRAPH-7136}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20256 (\\N{CJK UNIFIED IDEOGRAPH-4F20}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26469 (\\N{CJK UNIFIED IDEOGRAPH-6765}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22768 (\\N{CJK UNIFIED IDEOGRAPH-58F0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24778 (\\N{CJK UNIFIED IDEOGRAPH-60CA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21628 (\\N{CJK UNIFIED IDEOGRAPH-547C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12290 (\\N{IDEOGRAPHIC FULL STOP}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20154 (\\N{CJK UNIFIED IDEOGRAPH-4EBA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20204 (\\N{CJK UNIFIED IDEOGRAPH-4EEC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36305 (\\N{CJK UNIFIED IDEOGRAPH-8DD1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36807 (\\N{CJK UNIFIED IDEOGRAPH-8FC7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21435 (\\N{CJK UNIFIED IDEOGRAPH-53BB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26597 (\\N{CJK UNIFIED IDEOGRAPH-67E5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30475 (\\N{CJK UNIFIED IDEOGRAPH-770B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21457 (\\N{CJK UNIFIED IDEOGRAPH-53D1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29616 (\\N{CJK UNIFIED IDEOGRAPH-73B0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21517 (\\N{CJK UNIFIED IDEOGRAPH-540D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30007 (\\N{CJK UNIFIED IDEOGRAPH-7537}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23376 (\\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26397 (\\N{CJK UNIFIED IDEOGRAPH-671D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19979 (\\N{CJK UNIFIED IDEOGRAPH-4E0B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28418 (\\N{CJK UNIFIED IDEOGRAPH-6F02}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28014 (\\N{CJK UNIFIED IDEOGRAPH-6D6E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22312 (\\N{CJK UNIFIED IDEOGRAPH-5728}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19978 (\\N{CJK UNIFIED IDEOGRAPH-4E0A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24050 (\\N{CJK UNIFIED IDEOGRAPH-5DF2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32463 (\\N{CJK UNIFIED IDEOGRAPH-7ECF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27809 (\\N{CJK UNIFIED IDEOGRAPH-6CA1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26377 (\\N{CJK UNIFIED IDEOGRAPH-6709}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21560 (\\N{CJK UNIFIED IDEOGRAPH-5438}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35686 (\\N{CJK UNIFIED IDEOGRAPH-8B66}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26041 (\\N{CJK UNIFIED IDEOGRAPH-65B9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35843 (\\N{CJK UNIFIED IDEOGRAPH-8C03}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27515 (\\N{CJK UNIFIED IDEOGRAPH-6B7B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32773 (\\N{CJK UNIFIED IDEOGRAPH-8005}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29956 (\\N{CJK UNIFIED IDEOGRAPH-7504}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37085 (\\N{CJK UNIFIED IDEOGRAPH-90DD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36523 (\\N{CJK UNIFIED IDEOGRAPH-8EAB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24182 (\\N{CJK UNIFIED IDEOGRAPH-5E76}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26080 (\\N{CJK UNIFIED IDEOGRAPH-65E0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26126 (\\N{CJK UNIFIED IDEOGRAPH-660E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26174 (\\N{CJK UNIFIED IDEOGRAPH-663E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20260 (\\N{CJK UNIFIED IDEOGRAPH-4F24}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30165 (\\N{CJK UNIFIED IDEOGRAPH-75D5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22330 (\\N{CJK UNIFIED IDEOGRAPH-573A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20063 (\\N{CJK UNIFIED IDEOGRAPH-4E5F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25379 (\\N{CJK UNIFIED IDEOGRAPH-6323}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25166 (\\N{CJK UNIFIED IDEOGRAPH-624E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36857 (\\N{CJK UNIFIED IDEOGRAPH-8FF9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35937 (\\N{CJK UNIFIED IDEOGRAPH-8C61}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37027 (\\N{CJK UNIFIED IDEOGRAPH-90A3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20040 (\\N{CJK UNIFIED IDEOGRAPH-4E48}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31350 (\\N{CJK UNIFIED IDEOGRAPH-7A76}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31455 (\\N{CJK UNIFIED IDEOGRAPH-7ADF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20160 (\\N{CJK UNIFIED IDEOGRAPH-4EC0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21407 (\\N{CJK UNIFIED IDEOGRAPH-539F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22240 (\\N{CJK UNIFIED IDEOGRAPH-56E0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23548 (\\N{CJK UNIFIED IDEOGRAPH-5BFC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33268 (\\N{CJK UNIFIED IDEOGRAPH-81F4}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20129 (\\N{CJK UNIFIED IDEOGRAPH-4EA1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65311 (\\N{FULLWIDTH QUESTION MARK}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24213 (\\N{CJK UNIFIED IDEOGRAPH-5E95}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29983 (\\N{CJK UNIFIED IDEOGRAPH-751F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29289 (\\N{CJK UNIFIED IDEOGRAPH-7269}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23398 (\\N{CJK UNIFIED IDEOGRAPH-5B66}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23478 (\\N{CJK UNIFIED IDEOGRAPH-5BB6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20182 (\\N{CJK UNIFIED IDEOGRAPH-4ED6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30740 (\\N{CJK UNIFIED IDEOGRAPH-7814}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31181 (\\N{CJK UNIFIED IDEOGRAPH-79CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32597 (\\N{CJK UNIFIED IDEOGRAPH-7F55}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35265 (\\N{CJK UNIFIED IDEOGRAPH-89C1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28508 (\\N{CJK UNIFIED IDEOGRAPH-6F5C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27700 (\\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35266 (\\N{CJK UNIFIED IDEOGRAPH-89C2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23519 (\\N{CJK UNIFIED IDEOGRAPH-5BDF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26102 (\\N{CJK UNIFIED IDEOGRAPH-65F6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22855 (\\N{CJK UNIFIED IDEOGRAPH-5947}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29305 (\\N{CJK UNIFIED IDEOGRAPH-7279}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20250 (\\N{CJK UNIFIED IDEOGRAPH-4F1A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37322 (\\N{CJK UNIFIED IDEOGRAPH-91CA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25918 (\\N{CJK UNIFIED IDEOGRAPH-653E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31070 (\\N{CJK UNIFIED IDEOGRAPH-795E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27602 (\\N{CJK UNIFIED IDEOGRAPH-6BD2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32032 (\\N{CJK UNIFIED IDEOGRAPH-7D20}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27597 (\\N{CJK UNIFIED IDEOGRAPH-6BCD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36825 (\\N{CJK UNIFIED IDEOGRAPH-8FD9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21487 (\\N{CJK UNIFIED IDEOGRAPH-53EF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20197 (\\N{CJK UNIFIED IDEOGRAPH-4EE5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20351 (\\N{CJK UNIFIED IDEOGRAPH-4F7F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30701 (\\N{CJK UNIFIED IDEOGRAPH-77ED}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38388 (\\N{CJK UNIFIED IDEOGRAPH-95F4}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20869 (\\N{CJK UNIFIED IDEOGRAPH-5185}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30251 (\\N{CJK UNIFIED IDEOGRAPH-762B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30186 (\\N{CJK UNIFIED IDEOGRAPH-75EA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29978 (\\N{CJK UNIFIED IDEOGRAPH-751A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33267 (\\N{CJK UNIFIED IDEOGRAPH-81F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24184 (\\N{CJK UNIFIED IDEOGRAPH-5E78}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24910 (\\N{CJK UNIFIED IDEOGRAPH-614E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 34987 (\\N{CJK UNIFIED IDEOGRAPH-88AB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35302 (\\N{CJK UNIFIED IDEOGRAPH-89E6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25163 (\\N{CJK UNIFIED IDEOGRAPH-624B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32544 (\\N{CJK UNIFIED IDEOGRAPH-7F20}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32469 (\\N{CJK UNIFIED IDEOGRAPH-7ED5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20405 (\\N{CJK UNIFIED IDEOGRAPH-4FB5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20837 (\\N{CJK UNIFIED IDEOGRAPH-5165}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20307 (\\N{CJK UNIFIED IDEOGRAPH-4F53}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31378 (\\N{CJK UNIFIED IDEOGRAPH-7A92}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24687 (\\N{CJK UNIFIED IDEOGRAPH-606F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32780 (\\N{CJK UNIFIED IDEOGRAPH-800C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20999 (\\N{CJK UNIFIED IDEOGRAPH-5207}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37117 (\\N{CJK UNIFIED IDEOGRAPH-90FD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22320 (\\N{CJK UNIFIED IDEOGRAPH-5730}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30693 (\\N{CJK UNIFIED IDEOGRAPH-77E5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26195 (\\N{CJK UNIFIED IDEOGRAPH-6653}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21442 (\\N{CJK UNIFIED IDEOGRAPH-53C2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19982 (\\N{CJK UNIFIED IDEOGRAPH-4E0E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25552 (\\N{CJK UNIFIED IDEOGRAPH-63D0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20986 (\\N{CJK UNIFIED IDEOGRAPH-51FA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39064 (\\N{CJK UNIFIED IDEOGRAPH-9898}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37324 (\\N{CJK UNIFIED IDEOGRAPH-91CC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21040 (\\N{CJK UNIFIED IDEOGRAPH-5230}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19996 (\\N{CJK UNIFIED IDEOGRAPH-4E1C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35199 (\\N{CJK UNIFIED IDEOGRAPH-897F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20026 (\\N{CJK UNIFIED IDEOGRAPH-4E3A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35760 (\\N{CJK UNIFIED IDEOGRAPH-8BB0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24565 (\\N{CJK UNIFIED IDEOGRAPH-5FF5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29239 (\\N{CJK UNIFIED IDEOGRAPH-7237}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23401 (\\N{CJK UNIFIED IDEOGRAPH-5B69}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21741 (\\N{CJK UNIFIED IDEOGRAPH-54ED}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23433 (\\N{CJK UNIFIED IDEOGRAPH-5B89}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22812 (\\N{CJK UNIFIED IDEOGRAPH-591C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26202 (\\N{CJK UNIFIED IDEOGRAPH-665A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26449 (\\N{CJK UNIFIED IDEOGRAPH-6751}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24196 (\\N{CJK UNIFIED IDEOGRAPH-5E84}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38453 (\\N{CJK UNIFIED IDEOGRAPH-9635}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27875 (\\N{CJK UNIFIED IDEOGRAPH-6CE3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31532 (\\N{CJK UNIFIED IDEOGRAPH-7B2C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20108 (\\N{CJK UNIFIED IDEOGRAPH-4E8C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22825 (\\N{CJK UNIFIED IDEOGRAPH-5929}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26089 (\\N{CJK UNIFIED IDEOGRAPH-65E9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26216 (\\N{CJK UNIFIED IDEOGRAPH-6668}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38271 (\\N{CJK UNIFIED IDEOGRAPH-957F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38160 (\\N{CJK UNIFIED IDEOGRAPH-9510}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30707 (\\N{CJK UNIFIED IDEOGRAPH-77F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22836 (\\N{CJK UNIFIED IDEOGRAPH-5934}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30528 (\\N{CJK UNIFIED IDEOGRAPH-7740}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39030 (\\N{CJK UNIFIED IDEOGRAPH-9876}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30772 (\\N{CJK UNIFIED IDEOGRAPH-7834}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26087 (\\N{CJK UNIFIED IDEOGRAPH-65E7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24125 (\\N{CJK UNIFIED IDEOGRAPH-5E3D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20294 (\\N{CJK UNIFIED IDEOGRAPH-4F46}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36947 (\\N{CJK UNIFIED IDEOGRAPH-9053}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20174 (\\N{CJK UNIFIED IDEOGRAPH-4ECE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21738 (\\N{CJK UNIFIED IDEOGRAPH-54EA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21448 (\\N{CJK UNIFIED IDEOGRAPH-53C8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20309 (\\N{CJK UNIFIED IDEOGRAPH-4F55}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35831 (\\N{CJK UNIFIED IDEOGRAPH-8BF7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36824 (\\N{CJK UNIFIED IDEOGRAPH-8FD8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25925 (\\N{CJK UNIFIED IDEOGRAPH-6545}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20107 (\\N{CJK UNIFIED IDEOGRAPH-4E8B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30495 (\\N{CJK UNIFIED IDEOGRAPH-771F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30456 (\\N{CJK UNIFIED IDEOGRAPH-76F8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23646 (\\N{CJK UNIFIED IDEOGRAPH-5C5E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20110 (\\N{CJK UNIFIED IDEOGRAPH-4E8E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20505 (\\N{CJK UNIFIED IDEOGRAPH-5019}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27963 (\\N{CJK UNIFIED IDEOGRAPH-6D3B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25945 (\\N{CJK UNIFIED IDEOGRAPH-6559}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38035 (\\N{CJK UNIFIED IDEOGRAPH-9493}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 40060 (\\N{CJK UNIFIED IDEOGRAPH-9C7C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12289 (\\N{IDEOGRAPHIC COMMA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28216 (\\N{CJK UNIFIED IDEOGRAPH-6E38}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27891 (\\N{CJK UNIFIED IDEOGRAPH-6CF3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21578 (\\N{CJK UNIFIED IDEOGRAPH-544A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35785 (\\N{CJK UNIFIED IDEOGRAPH-8BC9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20013 (\\N{CJK UNIFIED IDEOGRAPH-4E2D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28023 (\\N{CJK UNIFIED IDEOGRAPH-6D77}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 40863 (\\N{CJK UNIFIED IDEOGRAPH-9F9F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26379 (\\N{CJK UNIFIED IDEOGRAPH-670B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21451 (\\N{CJK UNIFIED IDEOGRAPH-53CB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38543 (\\N{CJK UNIFIED IDEOGRAPH-968F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29238 (\\N{CJK UNIFIED IDEOGRAPH-7236}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22478 (\\N{CJK UNIFIED IDEOGRAPH-57CE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24066 (\\N{CJK UNIFIED IDEOGRAPH-5E02}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27599 (\\N{CJK UNIFIED IDEOGRAPH-6BCF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24180 (\\N{CJK UNIFIED IDEOGRAPH-5E74}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25506 (\\N{CJK UNIFIED IDEOGRAPH-63A2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26395 (\\N{CJK UNIFIED IDEOGRAPH-671B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30149 (\\N{CJK UNIFIED IDEOGRAPH-75C5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19990 (\\N{CJK UNIFIED IDEOGRAPH-4E16}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24515 (\\N{CJK UNIFIED IDEOGRAPH-5FC3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27442 (\\N{CJK UNIFIED IDEOGRAPH-6B32}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32477 (\\N{CJK UNIFIED IDEOGRAPH-7EDD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20170 (\\N{CJK UNIFIED IDEOGRAPH-4ECA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24819 (\\N{CJK UNIFIED IDEOGRAPH-60F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36215 (\\N{CJK UNIFIED IDEOGRAPH-8D77}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32654 (\\N{CJK UNIFIED IDEOGRAPH-7F8E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22909 (\\N{CJK UNIFIED IDEOGRAPH-597D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24518 (\\N{CJK UNIFIED IDEOGRAPH-5FC6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24525 (\\N{CJK UNIFIED IDEOGRAPH-5FCD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20303 (\\N{CJK UNIFIED IDEOGRAPH-4F4F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23558 (\\N{CJK UNIFIED IDEOGRAPH-5C06}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24076 (\\N{CJK UNIFIED IDEOGRAPH-5E0C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33021 (\\N{CJK UNIFIED IDEOGRAPH-80FD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35753 (\\N{CJK UNIFIED IDEOGRAPH-8BA9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20043 (\\N{CJK UNIFIED IDEOGRAPH-4E4B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28789 (\\N{CJK UNIFIED IDEOGRAPH-7075}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24471 (\\N{CJK UNIFIED IDEOGRAPH-5F97}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24944 (\\N{CJK UNIFIED IDEOGRAPH-6170}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31085 (\\N{CJK UNIFIED IDEOGRAPH-796D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33707 (\\N{CJK UNIFIED IDEOGRAPH-83AB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20146 (\\N{CJK UNIFIED IDEOGRAPH-4EB2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29233 (\\N{CJK UNIFIED IDEOGRAPH-7231}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21527 (\\N{CJK UNIFIED IDEOGRAPH-5417}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20027 (\\N{CJK UNIFIED IDEOGRAPH-4E3B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35841 (\\N{CJK UNIFIED IDEOGRAPH-8C01}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf\n","问法错误 1339\n","不是 1068\n","不重要 229\n","是 115\n","问法错误。 101\n","不是。 86\n","回答正确。 19\n","回答正确 16\n","是。 15\n","回答: 不重要 7\n","回答: 是 2\n","回答:不是 1\n","回答: 是。 1\n","回答:是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12290 (\\N{IDEOGRAPHIC FULL STOP}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65306 (\\N{FULLWIDTH COLON}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf\n","不是 1241\n","不重要 969\n","是 704\n","回答正确 56\n","问法错误 29\n","重要 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf\n","不是 1360\n","不重要 808\n","是 773\n","回答正确 51\n","问法错误 7\n","重要 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf\n","不是 1117\n","不重要 993\n","是 803\n","问法错误 44\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"}],"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":29,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-00 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-00\n","问法错误 1339\n","不是 1068\n","不重要 229\n","是 115\n","问法错误。 101\n","不是。 86\n","回答正确。 19\n","回答正确 16\n","是。 15\n","回答: 不重要 7\n","回答: 是 2\n","回答:不是 1\n","回答: 是。 1\n","回答:是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65306 (\\N{FULLWIDTH COLON}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\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/Qwen2.5-1.5B-Instruct/shots-05 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-05\n","不是 1170\n","不重要 715\n","问法错误 332\n","是 268\n","回答: 不是 210\n","回答: 是 199\n","回答: 不重要 106\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/Qwen2.5-1.5B-Instruct/shots-10 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-10\n","不是 1237\n","不重要 604\n","问法错误 458\n","是 448\n","回答: 是 151\n","回答: 不是 63\n","回答: 不重要 38\n","回答: 问法错误 1\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/Qwen2.5-1.5B-Instruct/shots-20 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-20\n","问法错误 1534\n","回答: 是 439\n","回答: 不是 422\n","不重要 227\n","不是 222\n","回答: 不重要 106\n","是 45\n","回答: 问法错误 3\n","回答: 是为了纪念爷爷 1\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20026 (\\N{CJK UNIFIED IDEOGRAPH-4E3A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32426 (\\N{CJK UNIFIED IDEOGRAPH-7EAA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24565 (\\N{CJK UNIFIED IDEOGRAPH-5FF5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29239 (\\N{CJK UNIFIED IDEOGRAPH-7237}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAowAAAK9CAYAAACuFT3eAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAADKhElEQVR4nOzddVhU2RsH8O/QinQYSAhISlnY3a27q67dndgtGPzs7gS7uxVj7QQM7EaULmlmfn+AoyPDLOOiM8j3s888j5w599xz7+xcXt5zz7kCkUgkAhERERFRLlQU3QEiIiIiUm4MGImIiIhIJgaMRERERCQTA0YiIiIikokBIxERERHJxICRiIiIiGRiwEhEREREMjFgJCIiIiKZGDASERERkUwMGIlIpmfPnqFRo0bQ09ODQCDAwYMH87X9169fQyAQYPPmzfnabkFWp04d1KlTR9HdICISY8BIVAC8ePEC/fv3h7W1NbS0tKCrq4vq1atjyZIlSE5O/qn77t69O+7fv49Zs2Zhy5YtqFix4k/d36/Uo0cPCAQC6OrqSj2Pz549g0AggEAgwPz58+Vu/8OHD5g+fToCAwPzobdERIqjpugOEJFsx44dw19//QVNTU1069YN5cqVQ1paGi5fvowxY8bg4cOHWLt27U/Zd3JyMq5du4ZJkyZhyJAhP2UflpaWSE5Ohrq6+k9p/9+oqakhKSkJR44cQfv27SXe27ZtG7S0tJCSkvJDbX/48AHe3t6wsrKCu7t7nrc7ffr0D+2PiOhnYcBIpMRevXqFjh07wtLSEgEBAShZsqT4vcGDB+P58+c4duzYT9t/REQEAEBfX/+n7UMgEEBLS+untf9vNDU1Ub16dezYsSNHwLh9+3Y0b94c+/bt+yV9SUpKQtGiRaGhofFL9kdElFcckiZSYnPnzkViYiI2bNggESx+YWtri+HDh4t/zsjIwIwZM2BjYwNNTU1YWVlh4sSJSE1NldjOysoKLVq0wOXLl1G5cmVoaWnB2toa/v7+4jrTp0+HpaUlAGDMmDEQCASwsrICkDWU++Xf35o+fToEAoFE2ZkzZ1CjRg3o6+ujWLFisLe3x8SJE8Xv53YPY0BAAGrWrAltbW3o6+ujdevWCAkJkbq/58+fo0ePHtDX14eenh569uyJpKSk3E/sdzp16oQTJ04gNjZWXHbr1i08e/YMnTp1ylE/Ojoao0ePhouLC4oVKwZdXV00bdoUQUFB4joXLlxApUqVAAA9e/YUD21/Oc46deqgXLlyuHPnDmrVqoWiRYuKz8v39zB2794dWlpaOY6/cePGMDAwwIcPH/J8rEREP4IBI5ESO3LkCKytrVGtWrU81e/Tpw+mTp2K8uXLY9GiRahduzZ8fX3RsWPHHHWfP3+OP//8Ew0bNsSCBQtgYGCAHj164OHDhwCAdu3aYdGiRQCAv//+G1u2bMHixYvl6v/Dhw/RokULpKamwsfHBwsWLECrVq1w5coVmdudPXsWjRs3Rnh4OKZPnw4vLy9cvXoV1atXx+vXr3PUb9++PRISEuDr64v27dtj8+bN8Pb2znM/27VrB4FAgP3794vLtm/fDgcHB5QvXz5H/ZcvX+LgwYNo0aIFFi5ciDFjxuD+/fuoXbu2OHhzdHSEj48PAKBfv37YsmULtmzZglq1aonbiYqKQtOmTeHu7o7Fixejbt26Uvu3ZMkSmJiYoHv37sjMzAQArFmzBqdPn8ayZctQqlSpPB8rEdEPERGRUoqLixMBELVu3TpP9QMDA0UARH369JEoHz16tAiAKCAgQFxmaWkpAiC6dOmSuCw8PFykqakpGjVqlLjs1atXIgCiefPmSbTZvXt3kaWlZY4+TJs2TfTtZWXRokUiAKKIiIhc+/1lH5s2bRKXubu7i0xNTUVRUVHisqCgIJGKioqoW7duOfbXq1cviTbbtm0rMjIyynWf3x6Htra2SCQSif78809R/fr1RSKRSJSZmSkqUaKEyNvbW+o5SElJEWVmZuY4Dk1NTZGPj4+47NatWzmO7YvatWuLAIhWr14t9b3atWtLlJ06dUoEQDRz5kzRy5cvRcWKFRO1adPmX4+RiCg/MMNIpKTi4+MBADo6Onmqf/z4cQCAl5eXRPmoUaMAIMe9jk5OTqhZs6b4ZxMTE9jb2+Ply5c/3Ofvfbn38dChQxAKhXnaJiwsDIGBgejRowcMDQ3F5a6urmjYsKH4OL81YMAAiZ9r1qyJqKgo8TnMi06dOuHChQv4+PEjAgIC8PHjR6nD0UDWfY8qKlmXz8zMTERFRYmH2+/evZvnfWpqaqJnz555qtuoUSP0798fPj4+aNeuHbS0tLBmzZo874uI6L9gwEikpHR1dQEACQkJear/5s0bqKiowNbWVqK8RIkS0NfXx5s3byTKLSwscrRhYGCAmJiYH+xxTh06dED16tXRp08fFC9eHB07dsTu3btlBo9f+mlvb5/jPUdHR0RGRuLz588S5d8fi4GBAQDIdSzNmjWDjo4Odu3ahW3btqFSpUo5zuUXQqEQixYtQtmyZaGpqQljY2OYmJggODgYcXFxed6nmZmZXBNc5s+fD0NDQwQGBmLp0qUwNTXN87ZERP8FA0YiJaWrq4tSpUrhwYMHcm33/aST3KiqqkotF4lEP7yPL/fXfVGkSBFcunQJZ8+eRdeuXREcHIwOHTqgYcOGOer+F//lWL7Q1NREu3bt4OfnhwMHDuSaXQSA2bNnw8vLC7Vq1cLWrVtx6tQpnDlzBs7OznnOpAJZ50ce9+7dQ3h4OADg/v37cm1LRPRfMGAkUmItWrTAixcvcO3atX+ta2lpCaFQiGfPnkmUf/r0CbGxseIZz/nBwMBAYkbxF99nMQFARUUF9evXx8KFC/Ho0SPMmjULAQEBOH/+vNS2v/TzyZMnOd57/PgxjI2Noa2t/d8OIBedOnXCvXv3kJCQIHWi0Bd79+5F3bp1sWHDBnTs2BGNGjVCgwYNcpyTvAbvefH582f07NkTTk5O6NevH+bOnYtbt27lW/tERLIwYCRSYmPHjoW2tjb69OmDT58+5Xj/xYsXWLJkCYCsIVUAOWYyL1y4EADQvHnzfOuXjY0N4uLiEBwcLC4LCwvDgQMHJOpFR0fn2PbLAtbfL/XzRcmSJeHu7g4/Pz+JAOzBgwc4ffq0+Dh/hrp162LGjBlYvnw5SpQokWs9VVXVHNnLPXv2IDQ0VKLsS2ArLbiW17hx4/D27Vv4+flh4cKFsLKyQvfu3XM9j0RE+YkLdxMpMRsbG2zfvh0dOnSAo6OjxJNerl69ij179qBHjx4AADc3N3Tv3h1r165FbGwsateujZs3b8LPzw9t2rTJdcmWH9GxY0eMGzcObdu2xbBhw5CUlIRVq1bBzs5OYtKHj48PLl26hObNm8PS0hLh4eFYuXIlSpcujRo1auTa/rx589C0aVNUrVoVvXv3RnJyMpYtWwY9PT1Mnz49347jeyoqKpg8efK/1mvRogV8fHzQs2dPVKtWDffv38e2bdtgbW0tUc/Gxgb6+vpYvXo1dHR0oK2tDU9PT5QpU0aufgUEBGDlypWYNm2aeJmfTZs2oU6dOpgyZQrmzp0rV3tERPJihpFIybVq1QrBwcH4888/cejQIQwePBjjx4/H69evsWDBAixdulRcd/369fD29satW7cwYsQIBAQEYMKECdi5c2e+9snIyAgHDhxA0aJFMXbsWPj5+cHX1xctW7bM0XcLCwts3LgRgwcPxooVK1CrVi0EBARAT08v1/YbNGiAkydPwsjICFOnTsX8+fNRpUoVXLlyRe5g62eYOHEiRo0ahVOnTmH48OG4e/cujh07BnNzc4l66urq8PPzg6qqKgYMGIC///4bFy9elGtfCQkJ6NWrFzw8PDBp0iRxec2aNTF8+HAsWLAA169fz5fjIiLKjUAkz13hRERERFToMMNIRERERDIxYCQiIiIimRgwEhEREZFMDBiJiIiISCYGjEREREQkEwNGIiIiIpKJASMRERERyfRbPuklJOyzortA2XS0fsv/xQosYx1NRXeBsqWkZyq6C5TNY+JJRXeBsr1alH+PMJVXEY8hCtt38r3lCtt3XjHDSEREREQyMf1DREREJGAOTRaeHSIiIiKSiQEjEREREcnEIWkiIiIigUDRPVBqzDASERERkUzMMBIRERFx0otMPDtEREREJBMzjERERES8h1EmZhiJiIiISCYGjEREREQkE4ekiYiIiDjpRSaeHSIiIiKSiRlGIiIiIk56kYkZRiIiIiKSiQEjEREREcnEIWkiIiIiTnqRiWeHiIiIiGRihpGIiIiIk15kYoaRiIiIiGRihpGIiIiI9zDKxLNDRERERDIxYCQiIiIimTgkTURERMRJLzIxw0hEREREMjHDSERERMRJLzLx7BARERGRTAwYiYiIiEgmDkkTERERcdKLTMwwEhEREZFMzDASERERcdKLTDw7RERERCQTM4xEREREzDDKxLNDRERERDIxYCQiIiIimTgkTURERKTCZXVkYYaRiIiIiGRihpGIiIiIk15k4tkhIiIiIpkYMBIRERGRTBySJiIiIuKzpGVihpGIiIiIZGKGkYiIiIiTXmTi2SEiIiIimZhhJCIiIuI9jDIxw0hEREREMjFgJCIiIiKZOCRNRERExEkvMvHsEBEREZFMzDASERERcdKLTMwwEhEREZFMDBiJiIiISCYOSRMRERFx0otMPDtEREREJJPSZRhFIhEAQMCbT4mIiOhXYdwhk9IEjP7+/pg3bx6ePXsGALCzs8OYMWPQtWtXBfcsb44f2IUDO/0RGx0FK1s79B02FnaO5aTWffvqBbZvWoUXT0IQ8SkMvQaPQqu/OkvU2bFpNXb5rZUoMzO3woot+8U/x0RFYvPqxQi6fQPJyZ9hZm6FP7v0RrXa9cV1Zk0cgVfPnyIuJhrFdHThWqEyuvcfDkNjk3w8euVycO9O7N66GdHRkbCxtcPQURPg4OySa/2L505j09rl+Bj2AaXNLdB38Eh4Vqspfj86KgrrVizCnZvXkJiQAFeP8hjiNQGlLSwBAB8/hKJzu6ZS2546az5q128EAFi+4H94EHwPr18+h4WVNdZu2ZOPR62cdm7fBr9NGxAZGQE7eweMnzgFLq6uudY/feoEVixbgg+hobCwtMIIr9GoWau2+H2RSISVy5di/949SEiIh7tHeUyaOh2WllbiOnGxsfjf7Bm4eOE8VFRUUL9hI4wbPwlFtbXFdZ4+eYzZM33w8MF9GBga4u9OXdCzd9+fcg6UxZ6d27HNbyOioiJR1s4eo8ZNgrNL7p/FudMnsWblMoR9CIW5hSUGD/dC9ZpfP4t1q5bjzKkT+PTxI9TV1eHg5IQBQ4ajnIsbAODOrZsY1LeH1LY3bd0Fp3IuSE1NxZyZ3ngc8hCvX71E9Zq1MW/x8nw9bmXUtbol+tWzhomOJkI+xGP6/ocIehsnte6OwVVQxdYoR3nAo3D0XndL/PPIJnboWNUculrquP06BlP23MfryCQAgKeNIXYOqSq1/dYLLyP4XRzMDIrg8tR6Od5vu/gKAt/E/sBR0u9GKQLGhQsXYsqUKRgyZAiqV68OALh8+TIGDBiAyMhIjBw5UsE9lO1ywClsXLkQA70mws7RBYf3boP3mMFYseUA9A0Mc9RPTU1BiZJmqF67ITauWJBruxZWNvBesEr8s6qqqsT7i32nIikxARNnL4Kunj4unT2J+d7jMH/NVliXdQAAuHhUxJ+de8HAyBjRkRHYtGoR5kwbgzkrNufPwSuZ82dOYvWSeRgxbgocnF2wf+dWjBsxAJt3HYaBYc6L7sPgQMycOg59Bg5Dleq1EXD6OKaOHY7VfrtQxqYsRCIRpo4bDjU1NfjMXQJtbW3s2bEFY4b1w8YdB1CkSFGYFC+BPccCJNo9enAvdm/bjMpVa0iUN2nZFo8fBuPl82c/9Twog5MnjmP+XF9MnuYNFxc3bNvih4H9e+PQ0ZMwMsr5WQTeu4vxY0Zh2Agv1KpdF8ePHcGIoYOxc+9+lC1rBwDYtGEddmzbghmz/wczs9JYsWwJBvbrjQOHj0NTUxMAMGHcaERGRGD1+k3ISE/HtMkT4TN9Kv43L+u7lpiYiAF9e8OzalVMnuaNZ0+fYvqUidDR0cWf7Tv8uhP0C505dQJLFszBuEnT4Oziip3btmD4oH7YfegYDKV8L4ID72HKhDEYOHQEatSqg1MnjmHsyKHw37kPNrZlAQAWllYYPX4SzEqbIzUlBTu2+WPYwL7Yd/gkDAwN4erujuNnL0q0u2bFMty6eR2Ozll/TAuFmdDU0kT7v7vg/LkzP/9EKIHm7iUxqY0jJu95gMA3sehVuwz8+nuivu8FRCWm5ag/YNMdqKt+vXvMQFsdx0fXxPHAMHFZ/3rW6FHLCqO3B+FdVBK8mtrBb4AnGv7vItIyhLj7OgaVpp6VaHdUUztUszNG8DvJQLXzyut4+jFR/HPs55x9+m3xHkaZlOLsLFu2DKtWrcKcOXPQqlUrtGrVCnPnzsXKlSuxdOlSRXfvXx3asw2NmrdF/aatYW5ljYFek6CppYVzxw9JrV/WwRk9Bo5EzfqNoaaunmu7KqqqMDAyFr909Q0k3n/yIAjN2nWAnWM5lChVGu279YF2MR28eBIirtPqry6wd3aFaYlScCjnhj869cTTR/eRkZGePwevZPbu8Eez1n+gSYs2sCpjgxHjpkBTqwhOHj0otf7+XdtQqUp1dOjSE5ZlrNGz/xCUtXfEwb07AQDv371ByINgjBg7GQ5O5WBuWQYjxk5GWmoKAk6fAJAVyBsaGUu8rlwMQO36jVGkaFHxvoaMGo82f3ZEyVKlf/p5UAZb/Dah3Z/t0abtH7CxtcXkad7Q0tLCwf37pNbfttUf1WrURI9efWBtY4Mhw0bA0ckJO7dvBZCVXdy2xR99+w9E3XoNYGfvgJm+cxERHo6Ac1m/DF++eIErl//BNJ+ZcHV1Q/kKFTF+4mScPHEM4eGfAADHjx5Geno6fGbMhq1tWTRt1hx/d+6KLf6bfs2JUYAdWzajdbu/0LJNO1jb2GL85GnQ0tLCkYP7pdbftX0LqlSrga49eqOMtQ0GDB4Ge0cn7Nm5TVyncbMWqFylGsxKm8PatiyGjxqHz4mJeP7sCQBAXV0DRsYm4peenj4uXQhAi9ZtxbccFSlSFOMmTUObP/6CkZHxzz8RSqBPnTLYde0d9t58j+efEjFpz30kp2XiL09zqfXjktIRmZAqftWwM0ZyeiaOB30NGHvVLoPlp5/jzINPeByWgFHbg1BcVxONXIoDANIzRRJtxH5OQ4NyxbH3xrsc+4v5LLm/DKHo55wIKnCUImAMCwtDtWrVcpRXq1YNYWFhUrZQHunp6XjxJASuFTzFZSoqKnCr4Iknj4L/U9thoW/R849G6P93SyycOQkRnyTPhX05N1wJOI2E+DgIhUL8c+4U0tJSUc69gtT2EuLjcPHscTg4u0FNLfdAtaBKT0/H0ychKF+pirhMRUUF5St54tH9IKnbPHoQhAqVPCXKKlapJq6fnpb117WGhqZEm+rqGngQdE9qm08fP8Lzp4/RrGXb/3Q8BVl6WhpCHj1Elapfv9cqKiqoUqUagnM5b8GBgahSRXLYrFr1GggODAQAhL5/j8jICHhW+dqmjo4OXFzdxG0GBd2Djq4unMt9vQXBs2o1qKio4H5wcHadQFSoWBHqGhoS+3n96hXi46QPCxZk6elpeBzyCJU9Jb8XlTyr4n5woNRt7gcHopKn5GdRpWp13A+W/j1KT0/DwX27UayYDsraOUitc+niecTFxaJF68L7vVBXFaBcaT1cfhopLhOJgCvPIlHeUj9PbbT3NMfRe2FITssEAJgbFYGprpZEmwkpGQh8E4vyVgZS22hQrjgMtDWw5+b7HO+t61MRt3waYPfQqmjgbCrH0dHvTikCRltbW+zevTtH+a5du1C2bFmZ26ampiI+Pl7ilZaa+rO6mkNCXCyEwkzoG0oOPesZGCImOuqH27VzcsGw8d6YNnc5BoycgE9hoZg4rDeSkz6L64yZNgcZmRno2qou/mpYBasWzsL4GQtQsrSFRFt+a5agQ5Nq6NqqLiI/fcSEWQt/uF/KLC42BsLMzBxDzwYGRoiOipS6TXRUpMz6FlZlYFqiJNavWoKE+Hikp6djh/9GRIR/yrXNE4f3w8LKGs6u7v/9oAqomNgYZGZm5hh6NjIyQmSk9PMWGRmZI8tkZGSEyOzzHBkZkVVmnHubUZGRMPzuu6impgZdPT1EZW8fGRkJwxz7MRa/97uJjYlFZmZmjmM2NDJCdC7HGxUZCcPvPjtDI2NEfVf/8qULqFO1AmpW9sDOrf5Ytno99A2kBymHD+yDZ9XqKF68xH84moLNQFsDaqoqiEyQ/B0VmZAKE13NXLb6ys1CDw6ldLHr+ltxmYmOVlYbid+1mZgKEx3pbbb3NMelxxH4GJciLktKy8DMg48wZPNd9F53C7dfRWNNr4qFK2gUCBT3KgCU4h5Gb29vdOjQAZcuXRLfw3jlyhWcO3dOaiD5LV9fX3h7e0uUDfKagCGjJ/20/v4KFTyri/9tZWOHso4u6NexOS6fP4OGzdsAALZvXInPiYnwXrAKunoGuHH5POZNH4fZyzbAyvproN22Qzc0aNYGEZ/CsGvzWizxnYrJvks4Ez0P1NTU4f2/RZg/axraNKoBFVVVVKjkicpVa4hn9H8rNSUF506fQJee/RTQW6Jfq0Klytiyaz9iY2NxaP8eTBzrhY1bd+a4L/LTp4+4ce0KZs39Pf9Y/VXae5rj8Yf4XCfI5EUJPS3UcjDBEL+7EuUxn9Ox4eIr8c/B7+JQXFcL/erZ4OzD8B/eH/0+lCJg/OOPP3Djxg0sXLgQBw8eBAA4Ojri5s2b8PDwkLnthAkT4OXlJVH2KjrjZ3U1Bx09faioqCI2OlqiPC4mWuokix9VTEcHpUpb4GNo1j0nYaHvcPzALizdtAcWZWwAAGVs7fAo+B5OHNiNgaO+Bsy6+gbQ1TeAmbklSluUQZ/2TfHkUTAcnN3yrX/KQE/fACqqqjkyuzExUTmyK18YGhn/a307Byes3bIHiYkJyEhPh76BIQb36gQ7R+cc7V06fwapKclo1KxlPhxRwWWgbwBVVVVERUme26ioKBgbS/8sjI2NEfVd1jYqKgrG2Z+FcfbM/qjIKJiYmErUsXfIGgY1MjZG9HffxYyMDMTHxcEoe3tjY+Mc2eEv+82tbwWZvoE+VFVVcxxzdFQUDHM5XiNjY0R/99lFR0XC6Lv6RYoUhbmFJcwtLOHi6oY/WjbB4QP70KO35B9MRw8dgJ6ePmrVrpsPR1RwxXxOQ0amEMbfZf6MdTQRES97ZKyIhipaeJTCopNPJcojErKyhMbFJNswLqaJRx/ic7TzV+XSiPmchrMPPv1rfwPfxKKG/e/3ncgVJ73IpDRnp0KFCti2bRvu3LmDO3fuYOvWrf8aLAKApqYmdHV1JV4amv+e2s8v6urqsLF3RPDdm+IyoVCI4Ds3Ye+U+5IV8kpOSsLHD+9hkP3LMzU16yIhUJHMEqqoqkAoEubajij7vfS032/Si7q6OuzsHXHv1g1xmVAoxL1bN+DkIj04dirnhrvf1AeAOzevS61frJgO9A0M8f7tGzx9/AjVa+X85Xfi8AFUrVlH6uz4wkRdQwOOTs64cf2auEwoFOLGjWtwdZP+vXZ1d8eN69clyq5fuwpXd3cAgFnp0jA2NsGNG1/bTExMxP3gIHGbbm4eSIiPx6OHD8R1bt64DqFQKF7Ox83NHXdu30Z6errEfqzKlIGunt5/O3AlpK6uAQdHJ9y6+fXcCoVC3Lp5HS653Dbh4uqO2zclP4ub16/BxVX2H5kikUh83++3ZUcPHUDTlq1kTvIrDNIzRXjwPg7V7b4GYQIBUK2sEe7+y9I1zdxKQlNNBQdvh0qUv4tKRnh8CqrbfU1QFNNUg7ulPu6+jsnRzp+e5jhwOzRPk1mczHQR/i+BLBUeCg0YVVRUoKqqKvOlpqYUSVCZWv/VGWeOHkDAySN49+YlVi+ajZSUZNRv2goAsHj2FGxZu0xcPz09HS+fPcHLZ0+QkZGO6MhwvHz2BGHvv96XsmnlIjwIvINPYR/w+EEQ/jdlFFRUVFCzfhMAQGkLK5Q0M8eqBbPwNOQBwkLf4eCuLQi6fQOeNbICmaeP7uPY/p14+ewJwj9+QPDdm1gwYyJKlCoNB+f8C2aVyZ9/d8Oxw/tw6tghvHn1EovnzkRKSjIaZw/j/897ItavXCKu365DZ9y6fhW7t/nh7etX8Fu3Ek9DHqLNnx3FdS6eO43AO7fwIfQ9rlw6j7HD+qN6rbqo6Ck5USv03VsEB95Bs1btpPYt9N1bPH/6GNHRUUhNTcHzp4/x/OljicDld9K1e0/s37sbhw8ewMsXLzDTZzqSk5PRpm3W+Zk0YSyWLPq6rFTnLt1w9co/8Nu8Ea9evsCqFcvw8MEDdOzUBUDWYv6du3bDujWrcCHgHJ49fYLJE8bCxNQU9eo3AABY29igeo2a8J42BfeDg3Hv7h34zpqBJk2bw9Q0a8Zo0+Ytoa6ujulTJ+H582c4eeI4tm31R9duPX/tCfqF/u7aA4f278Wxwwfx6uULzJnljZTkZPEElOmTx2PF0q/DxR06dcW1q5exzX8TXr96iXWrliPk0QP81TFrvdjk5CSsXLoI94ODEPYhFCGPHmLGtEmICP+E+g0bS+z79s3r+BD6Hq3b/im1by9fPMfTxyGIj49DYmIinj4OwdPHIVLr/g7WX3iFjlXM0a6SGWxMi2Hmn+VQVENNPGN5QSc3jGlun2O7DlXMcfr+J8Qm5bxebLz4CkMalkUDZ1PYl9TBgs5u+BSfitP3JbOI1coawcKoKHZ+cw/kF+0qmaGlRylYm2rD2lQbgxrY4C9Pc/j98zp/DpwKPIVGYwcOHMj1vWvXrmHp0qUQCnPPlimLGvUaIy42Bjs2rUJMdBTK2Npj2tzl0M8eko749BGCb1Ld0ZER8Or7t/jng7u24OCuLXB2q4BZS9YBAKIiPmHBjAlIiI+Dnp4BHF3cMWelH/Syl9ZRU1PHlDnL4L92KWZNHIGU5CSUNDPHsAneqFgla+0/DS0tXP8nADs3r0FKcjIMjIxRvnI1/DVtjsQM0d9J3YZNEBcbg83rViImKhI2Ze3xv0WrxDfwh3+U/CycXd0xyed/2LhmGTauXgozcwv4zF2CMjZf7wGNiozAqiXzEBMdBUNjEzRq2hJdevXPse8TRw/AxLR4jkDyiwWzpyPo3m3xz/27tQcAbNt/AiVKmeXL8SuTJk2bISY6GiuXL0VkZATsHRyxcs168bDmx7AwqHzzWbh7lIfv3PlYvnQxli1eCAtLKyxetkK8BiMA9OzdF8nJyfCZPhUJCfHwKF8BK9esF6/BCAC+c+bDd9YM9OvdXbxw9/gJk8Xv6+joYPW6DZg90wd//9UO+gYG6D9g0G+7BiMANGzcFLEx0Vi7ahmiIiNhZ++AxSvXiCf7fPrus3B198CM2XOxesVSrFq2GOYWlpi7aJl4DUYVFVW8ef0Kx0cNR2xsDPT09eHoXA5rNm6Bta3kRMXDB/bD1c0DVmWspfbNa8gAhIV9EP/cteMfAIAbgY/y9Rwoi2OBYTAqpgGvJnYw1tVESGg8eqy5icjsNRhLGRSB8Lv7o61NtFHJ2hBdV92Q1iTWBLxEUQ01zG7vAt0i6rj1KgY91txEWobk78/2nua4/SoaL8M/S21naCNbmBkUQYZQhJfhiRjqfxcngj7mw1EXEBySlkkgknbnvgI9efIE48ePx5EjR9C5c2f4+PjA0tJSrjZCwqR/GejX09FS/gxxYfL9vVOkOCnpmYruAmXzmHhS0V2gbK8WNVfYvou0XKmwfScfGaSwfeeV0oTTHz58QN++feHi4oKMjAwEBgbCz89P7mCRiIiISG5cVkcmhQeMcXFxGDduHGxtbfHw4UOcO3cOR44cQbly0p/DTERERES/lkLHC+fOnYs5c+agRIkS2LFjB1q3bq3I7hARERGRFAoNGMePH48iRYrA1tYWfn5+8PPzk1pv/37pzzslIiIiyhec9CKTQgPGbt268WkjREREREpOoQHj5s2bFbl7IiIioixMYMnE/CsRERERycRF8oiIiIh4D6NMPDtEREREJBMDRiIiIiKSiUPSRERERJz0IhMzjEREREQkEzOMREREVOhxXWjZmGEkIiIiIpkYMBIRERGRTBySJiIiokKPQ9KyMcNIRERERDIxw0hERETEBKNMzDASERERkUzMMBIREVGhx3sYZWOGkYiIiIhkYsBIRERERDIxYCQiIqJCTyAQKOz1I1asWAErKytoaWnB09MTN2/elFl/8eLFsLe3R5EiRWBubo6RI0ciJSUlz/tjwEhERERUgOzatQteXl6YNm0a7t69Czc3NzRu3Bjh4eFS62/fvh3jx4/HtGnTEBISgg0bNmDXrl2YOHFinvfJgJGIiIgKvYKUYVy4cCH69u2Lnj17wsnJCatXr0bRokWxceNGqfWvXr2K6tWro1OnTrCyskKjRo3w999//2tW8lsMGImIiIgUKDU1FfHx8RKv1NRUqXXT0tJw584dNGjQQFymoqKCBg0a4Nq1a1K3qVatGu7cuSMOEF++fInjx4+jWbNmee4jA0YiIiIiBfL19YWenp7Ey9fXV2rdyMhIZGZmonjx4hLlxYsXx8ePH6Vu06lTJ/j4+KBGjRpQV1eHjY0N6tSpwyFpIiIiInkockh6woQJiIuLk3hNmDAh347twoULmD17NlauXIm7d+9i//79OHbsGGbMmJHnNrhwNxEREZECaWpqQlNTM091jY2Noaqqik+fPkmUf/r0CSVKlJC6zZQpU9C1a1f06dMHAODi4oLPnz+jX79+mDRpElRU/j1/yAwjERERkUCBLzloaGigQoUKOHfunLhMKBTi3LlzqFq1qtRtkpKScgSFqqqqAACRSJSn/TLDSERERFSAeHl5oXv37qhYsSIqV66MxYsX4/Pnz+jZsycAoFu3bjAzMxPfB9myZUssXLgQHh4e8PT0xPPnzzFlyhS0bNlSHDj+GwaMREREVOgVpGdJd+jQAREREZg6dSo+fvwId3d3nDx5UjwR5u3btxIZxcmTJ0MgEGDy5MkIDQ2FiYkJWrZsiVmzZuV5nwJRXnORBUhI2GdFd4Gy6WjxbxJlYqyTt3tk6OdLSc9UdBcom8fEk4ruAmV7tai5wvat33mrwvYdu62LwvadV7yHkYiIiIhkYvqHiIiICr2CNCStCMwwEhEREZFMzDASERFRoccMo2zMMBIRERGRTAwYiYiIiEgmDkkTERFRocchadmYYSQiIiIimZhhJCIiImKCUSZmGImIiIhIJmYYiYiIqNDjPYyyMcNIRERERDIxYCQiIiIimTgkTURERIUeh6RlY4aRiIiIiGRihpGIiIgKPWYYZWOGkYiIiIhkYsBIRERERDJxSJqIiIiII9IyMcNIRERERDIxw0hERESFHie9yMYMIxERERHJxAwjERERFXrMMMr2WwaMxTR/y8MqkCLi0xTdBfqGUTFNRXeBsolEiu4BfaGvX0TRXSBSehySJiIiIiKZmIojIiKiQo9D0rIxw0hEREREMjHDSERERIUeM4yyMcNIRERERDIxYCQiIiIimTgkTURERMQRaZmYYSQiIiIimZhhJCIiokKPk15kY4aRiIiIiGRihpGIiIgKPWYYZWOGkYiIiIhkYsBIRERERDJxSJqIiIgKPQ5Jy8YMIxERERHJxAwjEREREROMMjHDSEREREQyMWAkIiIiIpk4JE1ERESFHie9yMYMIxERERHJpBQBo7+/P1JTU3OUp6Wlwd/fXwE9IiIiosJEIBAo7FUQKEXA2LNnT8TFxeUoT0hIQM+ePRXQIyIiIiL6QikCRpFIJDXCfv/+PfT09BTQIyIiIiL6QqGTXjw8PMTp2Pr160NN7Wt3MjMz8erVKzRp0kSBPSQiIqLCoKAMDSuKQgPGNm3aAAACAwPRuHFjFCtWTPyehoYGrKys8Mcffyiod0REREQEKDhgnDZtGgDAysoKHTp0gJaWliK7Q0RERIUUM4yyKcU6jN27dweQNSs6PDwcQqFQ4n0LCwtFdIuIiIiIoCQB47Nnz9CrVy9cvXpVovzLZJjMzEwF9YyIiIgKBSYYZVKKgLFHjx5QU1PD0aNHUbJkSaaFiYiIiJSIUgSMgYGBuHPnDhwcHBTdFSIiIiL6jlIEjE5OToiMjFR0N4iIiKiQ4uimbEqxcPecOXMwduxYXLhwAVFRUYiPj5d4EREREZHiKEWGsUGDBgCA+vXrS5Rz0gsRERH9CswwyqYUAeP58+cV3QUiIiIiyoVSBIy1a9dWdBeIiIiIKBdKETB+kZSUhLdv3yItLU2i3NXVVUE9IiIiosKAI9KyKUXAGBERgZ49e+LEiRNS3+c9jERERESKoxSzpEeMGIHY2FjcuHEDRYoUwcmTJ+Hn54eyZcvi8OHDiu4eERER/eYEAoHCXgWBUmQYAwICcOjQIVSsWBEqKiqwtLREw4YNoaurC19fXzRv3lzRXSQiIiIqtJQiw/j582eYmpoCAAwMDBAREQEAcHFxwd27dxXZNSIiIioEBALFvQoCpQgY7e3t8eTJEwCAm5sb1qxZg9DQUKxevRolS5ZUcO+IiIiICjelGJIePnw4wsLCAADTpk1DkyZNsG3bNmhoaGDz5s2K7RwRERFRIacUAWOXLl3E/65QoQLevHmDx48fw8LCAsbGxgrsGRERERUGBWXyiaIoxZC0j48PkpKSxD8XLVoU5cuXh7a2Nnx8fBTYMyIiIiJSioDR29sbiYmJOcqTkpLg7e2tgB4RERFRYcJJL7IpRcAoEomkpoKDgoJgaGiogB4RERER0RcKvYfRwMBAvGilnZ2dRNCYmZmJxMREDBgwQIE9JCIiIiKFBoyLFy+GSCRCr1694O3tDT09PfF7GhoasLKyQtWqVRXYQyIiIioMVFQKyNiwgig0YOzevTsyMjIgEAhQr149mJubK7I7RERERCSFwu9hVFNTw8CBAyEUChXdFSIiIiqkOOlFNoUHjABQuXJl3Lt3T9HdICIiIiIplGLh7kGDBmHUqFF4//49KlSoAG1tbYn3XV1dFdQzIiIiKgy4cLdsShEwduzYEQAwbNgwcZlAIBAvt5OZmamorhEREREVekoRML569UrRXSAiIiKiXChFwGhpaanoLhAREVEhxhFp2ZQiYASAFy9eYPHixQgJCQEAODk5Yfjw4bCxsVFwz/Lm0N6d2L1tM6KjI2Fja4chXhPg4Owite7rl8+xed0KPHscgk8fP2Dg8DH4o2NXuds8enAvAk4fx/MnIUhK+oyDpy+jmI6u1H2mpaVhaJ/OePHsCVb77YatnUP+HLgSOnV4N47s2YK46ChYWJdFz8FjYOtQTmrdd69fYI//arx89hiRn8LQbYAXmrXrJFEnOekzdvutxq0r5xEXGwMrW3v0GDgKNvbO4jor503HpTNHJbZzq1gVE2YvAwA8DLqNGWOkL0I/a5mfRFu/k507tsFv0wZERUbAzt4B4yZOgYtL7vcknz51AiuXL8GH0FBYWFph+MjRqFmrtvh9kUiEVSuWYv/ePUhIiIe7R3lMnDIdlpZWAIBbN2+gb69uUtveumMPyrm44tbNG9i2ZTMe3L+PxM+JsLCwRPeevdG8Rat8PXZls3fXdmz124joqEjY2tlj1LhJcC6X+2dx7sxJrF25DGEfQmFuYYnBw7xQrWZtqXXnzJyOA/t2Y8To8ejY+ev5Hz18MJ49DUFMdDR0dHVRybMqBg8bBRNTUwDAhw+haNe8YY721vvtQDlXt/94xMqrfSUzdK9mAaNiGnj6MRFzTjzFww8JudYvpqmGIfWtUc/BBHpF1BEWl4L5J5/h8vMoAED/2mUwoE4ZiW1eRX5GuxU3AAC6WmoYWLcMqlgbooSeFmKS0nHhcQRWnn+JxNSsW77sihdDz+qWcLfQg35RdXyITcHeO6HYceP9TzoLVNAoRcB46tQptGrVCu7u7qhevToA4MqVK3B2dsaRI0fQsGHOC4oyOX/2JFYvnYfhY6fA0dkF+3ZtxfiRA7Bp52EYGBrlqJ+SkoKSpUqjdr1GWLVk3g+3mZqSjEpVqqNSlerYsGqJzD6uW7EQRsYmePHsyX8/YCV29cJpbFmzCH2GTYCtQzkc378DvhOHYuGGfdAzyPmYybTUFJiWKI0qNRvAf81CqW2uWTQT71+/wOCxPjAwMsE/545j5rhBWLB+DwyNTcX13CpWw8DRU8U/q6lriP9t7+SG1TtPSrS72281Hty7BWs7p/962Erp1InjWDDXF5OmesPF1Q3btvhhUP/eOHTkJAyNcn4vAu/dxYSxozB0uBdq1a6LE8ePYOSwwdi5Zz9sy9oBADZvXIft27Zgxqz/wcysNFYuX4JB/Xtj/6Hj0NTUhLuHB85euCzR7oplS3DzxjU4l8v6Yyso8B7K2tmjR6++MDIyxqWL5zFl4jjoFNNBrTp1f/6JUYAzp05gyYI5GDdpGpzLuWLn9i0YMagfdh08BkMp16jgwHuYOmEMBg4dgeo16+D0iWMY6zUUfjv2wca2rETdCwFn8eB+EExMTHO0U6FSZfTo3Q9GxsaICA/HskXzMHHMCKzz2y5Rb9nqDbC2sRX/rKennz8HroQaOZtiVKOymHXsCR68j0OnKuZY2cUdbZZfR0xSeo76aioCrO7qjujPaRiz5wHC41NRSl8LCSkZEvWehydigH+g+OdMoUj8bxMdTZgU08SiM8/xMiIJJfW0MKmFPUx0NDFmzwMAgGNJHUQnpWHygUf4GJcCN3M9TG7pAKFQhF23Qn/OyVAynPQim1IsqzN+/HiMHDkSN27cwMKFC7Fw4ULcuHEDI0aMwLhx4xTdvX+1b4c/mrX6A01atIFlGRuMGDsFmppFcPLoQan1HZzKof/QUajbsCnUvwkq5G3zj45d8Xe33nCUkSUAgJvX/sGdG9fQf+ioHz3EAuPYvm2o17QN6jRuhdKW1ugzfAI0NLVw4dRhqfVt7J3Rpd9wVKvbWCLA+yItNQU3/wlApz7D4OhaHiXMzPFXt/4oUcocZ47slairrq4OfUNj8evbbK/a9+/p6uP21Yuo3ajlb3uR2uK/Ce3+bI82bf+AjY0tJk/1hpaWFg4e2Ce1/vat/qhWvSZ69OoDaxsbDB46Ao5OTti5fSuArOziti3+6NtvIOrWawA7ewfMmD0XEeHhOH/uLABAXV0DxsYm4peenj4unD+H1m3aic9zn34DMHjoCLh7lIe5hQU6d+2OatVr4tzZ07/mxCjAjq2b0brdX2jRuh3K2Nhi3KRp0NLSwtGD+6XW37VjC6pUq4Eu3XujjLUN+g8eBntHJ+zduU2iXnj4JyyYMwves+dCVS1n/uHvLt1RztUNJUuZwdXdA1179sGD+0HISJcMjPT09WFkbCJ+qamr59/BK5kuVcyx/+4HHA4Mw8vIJMw6+gQp6UK08SgltX4bj5LQLaIOr133EfQuDmFxKbjzJhZPPyVK1MsUihD1OU38ik3+eo5fRHzG6D0PcOlpFN7HJOPW6xgsD3iBWnbGUM3+XhwKDMO8k89w500sQmNTcPz+JxwODEM9x5x/CFDhpBQBY0hICHr37p2jvFevXnj06JECepR36enpePokBOUrVRGXqaiooHwlTzx6EKTwNmOio7DQ1xvjps2GppbWD/WnoMhIT8erZ4/h4uEpLlNRUYGLR2U8DQn+oTYzMzMhFGZCXUMymNTQ1MTjh4ESZY+C76DfXw0xslc7rF/qi4T42FzbvXPtIhIS4lCnccsf6peyS09PQ8ijh/CsUk1cpqKiAs8q1RAcJH3N1eCgQHh+9yjQqtVqIDgoEAAQ+v49IiMj4Fn1a5s6OjpwcXVDUC5tXrwQgLjYWLRu84fM/iYmJvy2Wa309DQ8CXmESp6S15NKnlVxPzhQ6jYPggNRyVPys6hStTruB3+9/giFQnhPHo8u3XvB2qbs903kEBcXi1MnjsLFzSNHQDhmxGA0rVcD/Xp2waULAXIcXcGipiKAYykd3HgZLS4TAbjxMhqupaXfTlTb3hjB7+Mwvpkdzo6qgT0DK6NXDUt8/xQ7C8OiOO1VHUeGVcWstk4ooaspsy86mmr4nJqBTJEo1zrFNNUQn5wz60mFk1IEjCYmJggMDMxRHhgYCFNT5f7rJi42BsLMzBxDzwaGRoiJilRomyKRCHNnTEaLtu1h7/h73iP3rfj4WAiFmTmGnvUMDBEbHfVDbRYpqo2yTq7Yv209oqMiIMzMxD9nj+NpyH3ERn/9LNwrVsWgsd6YPHcVOvUehpDgu/jfpGEQ5rIk1PmTh+BWoQqMTIr/UL+UXUxMDDIzM2H03dCzkZERIiOl/z8cGRkJIyNjyfrGX+tHRkaI2/iWoZERonJp88D+vahavQaKlyiRa19PnTyOhw/uo1XbdrIPqoCKjYlFZmYmDA0lz62BkRGicrmeREVG5hiqNjAylqi/ZdN6qKqqov3fXWTuf/mSBahTtQIa16mGT2FhmLdoufi9okWKYpjXWMyauwgLlq2Cm3t5jPMa+tsGjQZF1aGmooLoz2kS5VGf02BUTPpok5lBETRwMoGqigBDtwdh3aXX6FrVAn1qWYnrPAiNw9RDjzB4ayBmH3sCM4Mi2NizAopqqEptU7+IOvrWKoN9dz/k2le30rpo5GyKfXdyr/O7EQgECnsVBEpxD2Pfvn3Rr18/vHz5EtWqZWUPrly5gjlz5sDLy0vmtqmpqUhNTf2uDNDUlP3XVWFwcM92JCUl4e9uObO3lHeDx/pgzQIfDPq7KVRUVFGmrD2q12mMl89CxHWq1W0s/rdFGVtYWNtiePc2eBh8By4elSXai4r4hKA71zFiku8vO4bC6NPHj7h25TLmLlica51bN69j2pSJmDp9Jmxt/z1LRlkeP3qIXTu2wG/7vn/9ZdelWy+0avMHwsI+YMOalfCeMh4Llq6CQCCAvoEBOnXtIa7r5OyCyIhwbPPfiFp16v3koygYVAQCRH9Ox4wjjyEUASFhCTDV0US3ahZYe/E1AODK868Zy2fhn3H/fTyOj6iGRs6mOHgvTKI9bQ1VLO3kipcRn7HmgvQl7WxMtLGooyvWXnyN699kQ6lwU4qAccqUKdDR0cGCBQswYcIEAECpUqUwffp0icW8pfH19YW3t7dE2Yixk+A1bspP6++39PQNoKKqipjvMlgx0VEw+C5b8qvbvHfnJkIeBKFp7YoS5YN6/Y36jZph3NRZP9Q/ZaWrqw8VFVXExUhe4OJioqEv5cb+vCpRqjSmLViLlORkJCd9hoGRMRbPmoDiJc1y3aZ4ydLQ0dPHp9B3OQLGC6eOQEdHDxWqSp9x+jswMDCAqqoqoqIk/x+OioqCsbH0/4eNjY1zZLyiIr/WNzY2Ebfx7QSL6Kgo2NnnnPV/6OA+6Onro3YugcftWzcxbPBAjB47AS1bt8nzsRU0+gb6UFVVRXS05LmNiYrKkdH9wsjYGNHfX3+ivmaAA+/dQUx0NNo0qy9+PzMzE0sXzsXObf44ePzsN/s3gL6BASwsrVCmjDVaNamHB8FBcHFzl7pvZxdX3Lxx9UcOVenFJKUjQyiEobZkNtFIWwNRiWlSt4lMSEWGUIRv5rDgVeRnmOhoQk1FgAxhziHlxNQMvI1KgrlhEYnyohqqWNHFHUlpmfDadV/qttbGRbGmmwf23f2A9f+8lv8gC7ACkuhTGKUYkhYIBBg5ciTev3+PuLg4xMXF4f379xg+fPi//vU6YcIE8TZfXoNHjP1FPc+a6GBn74i7t2+Iy4RCIe7dvgGncj+2LER+tTl45His8d+DNX67scZvN2YvWAEAmDxjLnoNGPpDfVNmaurqKFPWAQ8Cb4rLhEIhHgTegp3jf3+8pFaRIjAwMkZiQjyCb1+TGfBFRXxCYnwc9L/7hSwSiXDx9BHUbNgcalImCfwu1NU14OjkjJs3ronLhEIhbt64Blc3D6nbuLq54+b16xJl169dhWt2YGFWujSMjU1w8/rXNhMTE3E/OAhu37UpEolw6OB+tGzZBupSJlDcunkDQwf1x3Cv0fjzrw4/epgFgrq6BuwdnXDrxtdzKxQKcevmdbi4ukvdppyrO27dlPwsbl6/BpfspW6aNm+FrbsPwn/nfvHLxMQUnbv1wpKV63Lti1AoBACkpUsPjgDg6ZPHMMr+4+B3kyEUIeRDAjytDcRlAgCVrQ0Q/D5e6jaB7+JgblgE3/4mtDAqiojsQFKaIuqqKG1YBJEJX8+ztoYqVnVxR3qmECN2BCMtU5hjO2sTbaztXh5HgsKwIuDlDx0j/b6U6jdWeHg4njzJWvbFwcEBJib/ftHQ1NTMMfwcl5GaS+2f44+/u2HujMmwd3CCvbML9u/cipSUZDRp0QYA8D/viTA2KY4+g4YDyJrU8ubVCwBARkY6IiPC8fzpYxQpUhRm5hZ5ahMAoqMiER0ViQ/v3wIAXr14hiJFtWFavCR09fRQvERJiX4WKVoUAFDKzBwmprnf01WQNf+jM1bNmw7rsk6wdXDG8f3bkZqSjNrZk0tWzJ0KQyNT/N17CICsiTLv32ZdGDPT0xEdGYHXL55AS6soSpiZAwCCbl+DSCRCqdKW+PjhHbatW4pS5lao0zhr3b6U5CTs3bIOnjXrQc/ACJ/C3mP7uqUoXsocbhUkJw48CLyF8I+hqNekzS86I4rTtVtPTJk0Dk7O5VCunCu2bfVDcnIyWrfJuldw8oSxMDUtjmEjs2bvd+rSDX16doX/5o2oWas2Tp44jkcPH2DqdB8AWX9Ydu7aDevWroKFpSXMzEpjxfIlMDE1Rd36DST2ffPGdYS+f4+2f/yZo1+3bl7H0MED0KlzNzRo2Eh8b6S6uvpvO/Hl7y49MGPqBDg6lYNTORfs2u6PlORkNG/dFgDgPXk8TExNMWhY1i1AHf7uioF9u2Ob/yZUr1kbZ04dR8ijBxg/JWs0R09fH3r6+hL7UFVTg5GxMSytstYDfHA/CCEPH8DNozx0dHQR+v4d1qxchtLm5uJA9djhg1l/IDs4AgAuBJzB0UP7MXGqzy84K4qx9fo7+LRxxKMPCXgQGo9OVcxRRF0VhwKz7hWc0cYR4QmpWHYu67q053YoOlQujbFNy2LHjfewMCqK3jWssOPmO3GbIxva4tLTSHyITYGpjgYG1LGGUCjCyQefAGQFiyu7ukNLXRWTdj2CtqYatLN/bcYkpUEoyhqGXtvdA1efR2PrtXcwys6CCkUiqcv9/I4Kyr2EiqIUAWNCQgIGDRqEHTt2iP8CVVVVRYcOHbBixQro6ekpuIey1W3QBHExMdi8fiVioiJhU9YevotWiSethH/6CBWVr8ncqMhwDOjeXvzznu1+2LPdD64eFbFw5cY8tQkARw7sxpYNq8U/jxzYEwAwZvIMNG7e+qces7KqVqcR4uNisMd/NWJjomBpbYfxs5ZB3yDrvEWGf4RA8PWziI6KwPiBncU/H927BUf3boGja3lMm78WAJD0ORE7Ni5HdGQ4iunoonKNeujYc7A4Q6iiooK3r57h0pmj+Pw5AQZGJnAtXwXtewzIMbv6/MlDsHNyhZmF1U8+E4rXuGkzxMREY9XypYiMjIC9gyNWrl4Po+wh5rCwMAi++V64e5TH7DnzsWLZYixbshAWllZYtHSFeA1GAOjRqy+Sk5MxY/pUJCTEw6N8BaxcvT7HH40H9u+Fm7sHyljnXPj/8KGDSElOxsb1a7Bx/RpxeYWKlbFh85b8Pg1KoWHjpoiNica6VcsQFRWJsvYOWLRijXiI+eNHyc/C1d0DPrPnYs2KpVi9fDHMLSwxd+GyHGswyqKlVQQXAs5i3erlSElOhpGxCapUq4GefRdC45vvxcZ1q/AxLAyqaqqwtCqDmf9bgHoNG8touWA7/TAcBkXVMbCONYyKaeDJxwQM3haE6M9ZQVkJPS2J4edP8akYvDUQoxqXxe6BlREen4btN95h85U34jrFdTXh+4cz9IqoIyYpDYFv49Btwx1xoOdQUgeupbN+jx4ZJvlHbLPFVxEWl4IGTqYw1NZAC7cSaOH2NaHwITYZzZdcA5FAJJIxp/4X6dChA+7du4dly5ahavayGteuXcPw4cPh7u6OnTt3ytXeu+hfm2Gk3H07JEKK51BKR9FdoGwp6dJn0NOvV2/eRUV3gbLdm6a4yU4e3oqbna/I484rpcgwHj16FKdOnUKNGjXEZY0bN8a6devQpEkTBfaMiIiICgOOSMumFJNejIyMpA476+npwcDAQMoWRERERPSrKEXAOHnyZHh5eeHjx4/iso8fP2LMmDGYMuXXLI9DREREhRcX7pZNKYakV61ahefPn8PCwgIWFlmzhN++fQtNTU1ERERgzZqvN6bfvXtXUd0kIiIiKpSUImBs06aNortARERERLlQioBx2rRpiu4CERERFWIFZGRYYZQiYPxWYmKieC3GL3R1dRXUGyIiIiJSioDx1atXGDJkCC5cuICUlBRxuUgkgkAgQGYm1ysjIiKin6egTD5RFKUIGLt06QKRSISNGzeiePHi/NCIiIiIlIhSBIxBQUG4c+cO7O3tFd0VIiIiKoSYq5JNKdZhrFSpEt69e/fvFYmIiIjol1OKDOP69esxYMAAhIaGoly5clBXV5d439XVVUE9IyIiIiKlCBgjIiLw4sUL9OzZU1wmEAg46YWIiIh+Cc6fkE0pAsZevXrBw8MDO3bs4KQXIiIiIiWjFAHjmzdvcPjwYdja2iq6K0RERFQIMVclm1JMeqlXrx6CgoIU3Q0iIiIikkIpMowtW7bEyJEjcf/+fbi4uOSY9NKqVSsF9YyIiIiIlCJgHDBgAADAx8cnx3uc9EJEREQ/G+dPyKYUAeP3z44mIiIiIuWhFAEjERERkSIxwSibwgLGpUuXol+/ftDS0sLSpUtl1h02bNgv6hURERERfU9hAeOiRYvQuXNnaGlpYdGiRbnWEwgEDBiJiIjop+I9jLIpLGB89eqV1H8TERERkXJRinUYiYiIiEh5KcWkl8zMTGzevBnnzp1DeHh4jlnTAQEBCuoZERERFQYckZZNKQLG4cOHY/PmzWjevDnKlSvH+wiIiIiIlIhSBIw7d+7E7t270axZM0V3hYiIiAohJqtkU4p7GDU0NGBra6vobhARERGRFEoRMI4aNQpLliyBSCRSdFeIiIiI6DtKMSR9+fJlnD9/HidOnICzszPU1dUl3t+/f7+CekZERESFAYekZVOKDKO+vj7atm2L2rVrw9jYGHp6ehIvIiIiIvpqxYoVsLKygpaWFjw9PXHz5k2Z9WNjYzF48GCULFkSmpqasLOzw/Hjx/O8P6XIMG7atEnRXSAiIqJCrCAlGHft2gUvLy+sXr0anp6eWLx4MRo3bownT57A1NQ0R/20tDQ0bNgQpqam2Lt3L8zMzPDmzRvo6+vneZ8KDRgNDAykpoD19PRgZ2eH0aNHo2HDhgroGREREZFyWrhwIfr27YuePXsCAFavXo1jx45h48aNGD9+fI76GzduRHR0NK5evSq+7c/KykqufSo0YFy8eLHU8tjYWNy5cwctWrTA3r170bJly1/bMSIiIqJfJDU1FampqRJlmpqa0NTUzFE3LS0Nd+7cwYQJE8RlKioqaNCgAa5duya1/cOHD6Nq1aoYPHgwDh06BBMTE3Tq1Anjxo2Dqqpqnvqo0ICxe/fuMt93d3eHr68vA0YiIiL6qRQ56cXX1xfe3t4SZdOmTcP06dNz1I2MjERmZiaKFy8uUV68eHE8fvxYavsvX75EQEAAOnfujOPHj+P58+cYNGgQ0tPTMW3atDz1USnuYcxNixYtMHPmTEV3g4iIiOinmTBhAry8vCTKpGUXf5RQKISpqSnWrl0LVVVVVKhQAaGhoZg3b97vETCmpqZCQ0ND0d0gIiKi35wiJ73kNvwsjbGxMVRVVfHp0yeJ8k+fPqFEiRJStylZsiTU1dUlhp8dHR3x8eNHpKWl5SnWUopldXKzYcMGuLu7K7obREREREpBQ0MDFSpUwLlz58RlQqEQ586dQ9WqVaVuU716dTx//hxCoVBc9vTpU5QsWTLPiTmFZhi/T79+ERcXh7t37+Lp06e4dOnSL+4VERERFTYFaeFuLy8vdO/eHRUrVkTlypWxePFifP78WTxrulu3bjAzM4Ovry8AYODAgVi+fDmGDx+OoUOH4tmzZ5g9ezaGDRuW530qNGC8d++e1HJdXV00bNgQ+/fvR5kyZX5xr4iIiIiUV4cOHRAREYGpU6fi48ePcHd3x8mTJ8UTYd6+fQsVla+DyObm5jh16hRGjhwJV1dXmJmZYfjw4Rg3blye9ykQ/YYPcH4XnfrvleiXiExIU3QX6BsOpXQU3QXKlpKeqeguULZ68y4quguU7d60egrbd72l0pek+RUChkkfSlYmSj3phYiIiOhXKEAj0gqh1JNeiIiIiEjxmGEkIiKiQk+FKUaZmGEkIiIiIpkYMBIRERGRTBySJiIiokKPI9KyMcNIRERERDIxw0hERESFXkF60osiMMNIRERERDIxw0hERESFngoTjDIxw0hEREREMjFgJCIiIiKZOCRNREREhR4nvcjGDCMRERERycQMIxERERV6TDDK9lsGjPpF1RXdBcpmoqup6C4QKaVS1YcruguULfzaUkV3gUjpcUiaiIiIiGT6LTOMRERERPIQgGPSsjDDSEREREQyMcNIREREhR6f9CIbM4xEREREJBMzjERERFToceFu2ZhhJCIiIiKZGDASERERkUwckiYiIqJCjyPSsik0w5iRkQF/f398+vRJkd0gIiIiIhkUmmFUU1PDgAEDEBISoshuEBERUSGnwhSjTAq/h7Fy5coIDAxUdDeIiIiIKBcKv4dx0KBB8PLywrt371ChQgVoa2tLvO/q6qqgnhERERERoAQBY8eOHQEAw4YNE5cJBAKIRCIIBAJkZmYqqmtERERUSHBEWjaFB4yvXr1SdBeIiIiISAaFB4yWlpaK7gIREREVcnzSi2wKn/QCAFu2bEH16tVRqlQpvHnzBgCwePFiHDp0SME9IyIiIiKFB4yrVq2Cl5cXmjVrhtjYWPE9i/r6+li8eLFiO0dERESFgkCguFdBoPCAcdmyZVi3bh0mTZoEVVVVcXnFihVx//59BfaMiIiIiAAlCBhfvXoFDw+PHOWampr4/PmzAnpERERERN9S+KSXMmXKIDAwMMfkl5MnT8LR0VFBvSIiIqLChE96kU3hAaOXlxcGDx6MlJQUiEQi3Lx5Ezt27ICvry/Wr1+v6O4RERERFXoKDxj79OmDIkWKYPLkyUhKSkKnTp1QqlQpLFmyRLyoNxEREdHPxPyibAoPGAGgc+fO6Ny5M5KSkpCYmAhTU1NFd4mIiIiIsil80svGjRvFT3spWrQog0UiIiIiJZMvAWNsbOwPb+vr6wtbW1tYWFiga9euWL9+PZ4/f54f3SIiIiLKE4FAoLBXQSB3wDhnzhzs2rVL/HP79u1hZGQEMzMzBAUFyd2BZ8+e4e3bt/D19UXRokUxf/582Nvbo3Tp0ujSpYvc7RERERFR/pI7YFy9ejXMzc0BAGfOnMGZM2dw4sQJNG3aFGPGjPmhTpiZmaFz585YtGgRlixZgq5du+LTp0/YuXPnD7VHREREJA8VgeJeBYHck14+fvwoDhiPHj2K9u3bo1GjRrCysoKnp6fcHTh9+jQuXLiACxcu4N69e3B0dETt2rWxd+9e1KpVS+72iIiIiCh/yR0wGhgY4N27dzA3N8fJkycxc+ZMAIBIJBI/B1oeTZo0gYmJCUaNGoXjx49DX19f7jaIiIiI/ouCci+hosg9JN2uXTt06tQJDRs2RFRUFJo2bQoAuHfvHmxtbeXuwMKFC1G9enXMnTsXzs7O6NSpE9auXYunT5/K3RYRERER5T+5A8ZFixZhyJAhcHJywpkzZ1CsWDEAQFhYGAYNGiR3B0aMGIH9+/cjMjISJ0+eRLVq1XDy5EmUK1cOpUuXlrs9IiIiIspfcg9Jq6urY/To0TnKR44c+cOdEIlEuHfvHi5cuIDz58/j8uXLEAqFMDEx+eE2iYiIiPKKI9Ky5SlgPHz4cJ4bbNWqlVwdaNmyJa5cuYL4+Hi4ubmhTp066Nu3L2rVqsX7GYmIiIiUQJ4CxjZt2uSpMYFAIPfEFwcHB/Tv3x81a9aEnp6eXNsSERER5QdOepEtTwGjUCj8aR2YN29ejrLY2FhmF4mIiIiUxH96NGBKSsp/7oC0J8cYGhr+8JNjiIiIiCh/yR0wZmZmYsaMGTAzM0OxYsXw8uVLAMCUKVOwYcMGuTsg7ckxJ0+e/E9PjiEiIiKSB5/0IpvcAeOsWbOwefNmzJ07FxoaGuLycuXKYf369XJ3ILcnx4wdOxa3bt2Suz0iIiIiyl9yB4z+/v5Yu3YtOnfuDFVVVXG5m5sbHj9+LHcHvjw5BgBOnjyJBg0aAPjxJ8cQERERyUsgECjsVRDIvQ5jaGio1Ce6CIVCpKeny92BL0+OKVu2bL48OYaIiIiI8pfcAaOTkxP++ecfWFpaSpTv3bsXHh4ecndg0aJFsLKywrt37zB37tz//OQYIiIiInkVjDyf4sgdME6dOhXdu3dHaGgohEIh9u/fjydPnsDf3x9Hjx6VuwM/48kxRERERJR/5A4YW7dujSNHjsDHxwfa2tqYOnUqypcvjyNHjqBhw4Y/1Ilnz57h/PnzCA8Pz7Hm49SpU3+oTSIiIiLKH3IHjABQs2ZNnDlzJl86sG7dOgwcOBDGxsYoUaKExM2fAoGAASMRERH9dCoFZPKJovxQwAgAt2/fRkhICICs+xorVKjwQ+3MnDkTs2bNwrhx4360K0RERET0E8kdML5//x5///03rly5In58X2xsLKpVq4adO3eidOnScrUXExODv/76S95uEBEREeUbJhhlk3sdxj59+iA9PR0hISGIjo5GdHQ0QkJCIBQK0adPH7k78Ndff+H06dNyb0dEREREv4bcGcaLFy/i6tWrsLe3F5fZ29tj2bJlqFmzptwdsLW1xZQpU3D9+nW4uLhAXV1d4v1hw4bJ3SYRERER5R+5A0Zzc3OpC3RnZmaiVKlScndg7dq1KFasGC5evIiLFy9KvCcQCBgwEhER0U9XUJ64oihyB4zz5s3D0KFDsWLFClSsWBFA1gSY4cOHY/78+XJ34NWrV3JvQ0RERES/Tp4CRgMDA4nI+/Pnz/D09ISaWtbmGRkZUFNTQ69evdCmTZuf0lEiIiKin4UJRtnyFDAuXrz4p3bi/fv3OHz4MN6+fYu0tDSJ9xYuXPhT901EREREsuUpYOzevftP68C5c+fQqlUrWFtb4/HjxyhXrhxev34NkUiE8uXL/7T9EhEREVHeyL2szrdSUlIQHx8v8ZLXhAkTMHr0aNy/fx9aWlrYt28f3r17h9q1a3N9RiIiIvolVAQChb0KArkDxs+fP2PIkCEwNTWFtrY2DAwMJF7yCgkJQbdu3QAAampqSE5ORrFixeDj44M5c+bI3Z6i7N65DS2b1ke1Sm7o3rkDHtwPlln/7OmT+KN1M1Sr5IYOf7TC5X++zhDPSE/H0kXz0eGPVqjhWR5NGtTC1EnjEBEeLtHGm9ev4DV8MOrXrora1Sqid/fOuH3zRo59HTl0AB3/bI1qldzQsE51zJntkz8HraR2bt+Gpg3roZKHCzp3/Av3g2V/FqdPnUDrFk1QycMFf7RpiX8uSc7WF4lEWLFsCerXroHK5V3Rr3cPvHnzWqJOXGwsJowdhWqVy6NGlYqYNmUikj5/lqjz9Mlj9OjaCZU8XNCofm1s2rAuX45XmfGzUB7929fC42PeiLm+CJf8R6Ois2WuddXUVDChXxM8PDwNMdcX4cau8WhYzTHX+qN7NkTyveWYN/oPcZmBblEsHPcXgg5MQfS1hXh63AcLxv4J3WJaEtvWqWyH85u9EH55Pl6dmY2Zw1pDVfU/5TKUHn9fUEEk97dy7NixCAgIwKpVq6CpqYn169fD29sbpUqVgr+/v9wd0NbWFt+3WLJkSbx48UL8XmRkpNztKcLpk8exaP4c9O0/GFt37oOdvT2GDuyL6KgoqfWDAu9h0vjRaN32D2zbtR916tbH6BFD8fzZUwBZmdvHjx+hT7+B2LprH+YtXIo3r1/Da/ggiXZGDh2IzMwMrF63GVt27IWdvT1GDB2IyMgIcZ2t/puxctli9OjVF7v3H8HKtRtRpVqNn3cyFOzkieOYP9cX/QcNxs49B2Bv74CB/XsjKpfPIvDeXYwfMwpt2/2JXXsPom69+hgxdDCeZX8WALBpwzrs2LYFk6dNx9Ydu1GkSBEM7Ncbqamp4joTxo3Gi+fPsXr9JixdsRp3b9+Gz/Svz0FPTEzEgL69UbJUKezYsx8jR43F6pXLsXf3rp93MhSMn4Xy+LNRecwZ1Raz1pxA1U5zEPw0FIdXDoaJQTGp9acPaok+f9SA19w98PhjJtbvvYxdC/rCzT7nk7wqOFmg9x/VEfz0vUR5SRM9lDTRw4RFB1Dhr9noO20rGlZzwuppncV1XOzMcHDZQJy++ghV/v4fuo7fiOa1XTBzWOv8PQFKhL8vlJdAoLhXQSAQiUQieTawsLCAv78/6tSpA11dXdy9exe2trbYsmULduzYgePHj8vVgTZt2qB58+bo27cvRo8ejUOHDqFHjx7Yv38/DAwMcPbsWbnaA4CEFKHc2/wX3Tt3gJNzOYybOAUAIBQK0bxRXXT4uwt69O6bo/6EMSORnJyMxctXi8t6dOkAO3tHTJwyXeo+Hj64j+6d2+PoyXMoUbIUYmNi0KBONazbtAUe5bOWN/r8+TNqV6uIFWs2wLNKNcTHx6FpwzpYtHQlKntWzf8DzwN1tV+bKejc8S84l3PBxMlZAYJQKESj+rXxd6eu6N23X476Y0aNQHJyMpavXCMu6/J3e9g7OGDKNB+IRCI0qFMT3Xr0RPeevQEACQkJqFerGnxm/Q9NmzXHyxcv0LZVM2zftRfO5VwAAFf+uYTBA/vhdMBFmJoWx+6d27FsyWIEXLwMdQ0NAMDihfNxPuAsDh09+bNPi0Lws5DNoNKQX7avS/6jcefhG4ycswdA1npzz0/OwKqdFzF/05kc9V+enoU5609hze5L4rId8/sgOSUNvSZ/TQxoF9HAtR3jMdx3F8b3aYLgJ+8xZv6+XPvRroEHNs7qBqNqo5CZKYT3kJaoX8UBNbrME9dpVqscts7pBYv6E5CYlJprW/kp/NrSX7IfgL8v/o2OluKyy4P2P1LYvle2c1LYvvNK7k8mOjoa1tbWAABdXV1ER0cDAGrUqIFLly7J2lSqhQsXwtPTEwDg7e2N+vXrY9euXbCyssKGDRvkbu9XS09Pw+OQh/Cs8vULpqKigspVqiI4OFDqNsHBQahcRfILWbVaDdzPpT4AJCYmQCAQoJiOLgBAT18fllZlcOzIISQnJSEjIwP79+6CoaERHJ2cAQA3rl2FSChEePgn/NmmOZo1rIPxY0bi48ew/3bQSio9LQ0hjx6iStVq4jIVFRVUqVINwUH3pG4THBiIKt99FtWq10BwYCAAIPT9e0RGRsCzytc2dXR04OLqJm4zKOgedHR1xQEKAHhWrQYVFRXxEGxQUCAqVKwoDlC+7Of1q1eIj4v7bweuhPhZKA91NVV4OJoj4MYTcZlIJELAjSeo7FpG6jYa6mpISZN8QENyShqqedhIlC2e0AEn/3mA89+0LYuujhbiP6cgMzPrj3pNDTWkpH63n9R0FNHSgIejRZ7aLEj4+0K5CQQChb0KArkDRmtra/Fi2w4ODti9ezcA4MiRI9DX15e7A9bW1nB1dQWQNTy9evVqBAcHY9++fbC0zP0eG2URGxOLzMxMGBoZSZQbGhkhKpch9ajISBgaGee5fmpqKpYtXoDGTZujWLGsISSBQICVazfiyeMQ1KpWEdUru2Pbls1YunItdHX1AGT9ghUKRdi0fi1GjZmAOQsWIz4uFoP790Z6eprUfRVkMbExyMzMhNF3n4WRkVGutzdERkbC6LvPwsjICJFRkdnvZw3XGBnn3mZUZCQMDQ0l3ldTU4Ounh6isrePlPKZf9lvQbn1Qh78LJSHsUExqKmpIjw6QaI8PCoeJYx0pW5z9loIhnWpBxsLEwgEAtTzdEDreu4oYfy1/l+NK8DdwRxTlh3OUz+M9LUxoW9TbNx3VVx25moIqrhZo32TClBREaCUiR4m9msKAChpIr1vBRl/X1BBJnfA2LNnTwQFBQEAxo8fjxUrVkBLSwsjR47EmDFj8r2D/yY1NTXHTO1v72cq6DLS0zF+zEiIRCKMnzRNXC4SiTBn9gwYGBpi3aat8Nu2C3Xq1ofXsEGIjMi62VkoEiIjIx1jxk1C1eo14OLqjln/W4B3b9/g9s2bijokIlJyo+ftxYu34QjaPwXxNxdj0fi/4H/4OoTCrDuYShfXx7wxf6DnpM1ITcv41/Z0tLVwYOlAhLwMw8w1x8Tl564/xsTFB7F0YkfE3ViM4ENTceryQwAQ74vyjr8v6GeS+9GAI0eOFP+7QYMGePz4Me7cuQNbW1txpvBX8vX1hbe3t0TZ+ElTMXHytFy2yF/6BvpQVVXNccNydFQUjIyNpW5jZGyM6KjIf63/5cv/MewDVq3bJP5rEQBu3byOy5cuIOCfG+Ly8ZOcceP6VRw9fAg9eveFsbEJAKCMzddhJANDQ+jrG+Djxw8/ftBKykDfAKqqqjkmVURFRcE4l8/C2NgYUd99FlFRUTDO/ov+yzmMioyCiYmpRB17BwcA2Z9n9q0ZX2RkZCA+Lg5G2dsbS/nMv+w3t74VZPwslEdkTCIyMjJhaqgjUW5qpIuPUdKXQouMSUR7r3XQ1FCDkZ42PkTEYeaw1ngVmvV5ejhaoLiRLq5tHyfeRk1NFTXK22BAh1rQ8xwhDviKFdXE4RWDkJCUgg5e65CRIXmP+dKtAVi6NQAlTfQQE58Ey1KGmDGsNV69//2yvfx9odx+77n5/91/Pj+WlpZo166dQoJFIGsdx7i4OInXqDHjf9n+1dU14ODojJs3rovLhEIhbt24DldXd6nbuLq64dY39QHgxvWrcPmm/pcv/9u3b7ByzUbo60suWZSSnAIAUFGRvPdBIFCBUJR1QXZz9wCQtZzCF3FxsYiNjUHJkmbyHWgBoK6hAUcnZ9y4fk1cJhQKcePGNbi6eUjdxtXdHTeuS34W169dhau7OwDArHRpGBub4MaNr20mJibifnCQuE03Nw8kxMfj0cMH4jo3b1yHUCiES/b3ws3NHXdu30Z6errEfqzKlIGunt5/O3AlxM9CeaRnZOJeyDvU9bQXlwkEAtStbIebwa9kbAmkpmXgQ0Qc1NRU0Ka+O45eyLoP9PzNJ6jw5yx4dvyf+HXn4RvsPH4bnh3/Jw4WdbS1cHTVEKSlZ+LPEWtkZiPDIuKQkpqO9k0q4l1YNO49fpcPR69c+PuCCrI8ZRiXLs37DLJhw4b9cGd+hKamJjQ1NSXKfvUs6c5du2P6lAlwci4H53Iu2L7VH8nJyWjZpi0AYOqkcTA1LY4hw70AAB07d0O/3t2w1W8TatSqjVMnj+PRw4eYOCUrU5qRno6xo0fgScgjLFq2CpnCTPH9W3p6elBX14Crmzt0dHUxbfIE9O0/CJqamji4fy8+hIaiRs3aAABLqzKoXbc+5s+ZjUlTfaCtrY0VSxfByqoMKlaq/EvP0a/StXtPTJk4Ds7O5VDOxRVbt/ghOTkZbdq2AwBMmjAWpqbFMXzkKABA5y7d0LtHV/ht3ohatWrj5InjePjgAaZMz1p7TCAQoHPXbli3ZhUsLSxhVro0VixbAhNTU9Sr3wAAYG1jg+o1asJ72hRMnuqNjIx0+M6agSZNm8PUtDgAoGnzlli9cgWmT52Enr374vmzZ9i21R9jxk5QwFn6NfhZKI+lWwOwzqcr7jx6i9sPXmNIp7ooWkQT/oeyApH1M7riQ3gcpmbfj1ipnCVKmeoj6Ml7mJnqY1L/ZlBREWDh5qxVKxKTUvHoheRkiM/JaYiO+ywu19HWwtGVg1FESwM9J/lBV1sLutpZazBGxCSKg8qR3erj9NUQCIVCtK7vjtE9G6LL2I2/7ZA0f18or4Iy+URR8rSsTpky0mfS5WhMIMDLly/l6oCPjw9Gjx6NokWLSpQnJydj3rx5mDp1ai5b5u5XB4wAsGvHNmzx24CoyEjY2TtizLiJKOfqBgDo17sbSpUyw/QZvuL6Z0+fxMrlSxD2IRTmFpYYNnK0+Iv7ITQUrZo1kLqf1ev9xF/eRw8fYOWyxQh59AAZGRmwtrFFn/6DUL1GLXH9xMRELJzni/PnzkJFRYDyFSph1LiJKFGi5M86FRJ+9bI6ALBj21b4bdqAyMgI2Ds4YtzEyXDN/ix69+iKUqXMMGP2/8T1T586geVLF+NDaCgsLK0wctQY1KxVW/y+SCTCyuVLsW/PbiQkxMOjfAVMnDINVlZfvxdxsbHwnTUDFy8EQEVFBfUbNsL4CZNRVFtbXOfpk8eYPdMHDx/ch76BAf7u1AW9+uRcXuZ3ws8id79yWR0AGNChFkZ2b4DiRjoIfhKKUXP34NaDNwCAU+uG482HKPSbthUAUKOCLZZO7IAyZsZITErFqSsPMWXpYYRF5D6L/NS64RLL6tSsUBan1w+XWte+2VS8Dcu6deDEmqFwdzSHproa7j8Nxay1J3D6yq9d3uRXLqsD8PeFLIpcVmfYwccK2/fSNg4K23deyb0OY35TVVVFWFgYTE1NJcqjoqJgamqKzMxMudtURMBI0ikiYCQqCH51wEi5+9UBI+WOAaPyknvSS34TiURS08BBQUE5lscgIiIi+hlUOCItk8ICRgMDA/GClXZ2dhJBY2ZmZtbjuwYMUFT3iIiIiCibwgLGxYsXQyQSoVevXvD29obeN7MTNTQ0YGVlhapVFfd4IiIiIio8mGGUTWEBY/fu3QFkTaipXr061NQUPjpORERERFIofEbC58+fce7cuRzlp06dwokTJxTQIyIiIips+Cxp2X4oYPznn3/QpUsXVK1aFaGhoQCALVu24PLly3K3NX78eKkzoUUiEcaP/3ULcBMRERGRdHIHjPv27UPjxo1RpEgR3Lt3T/zc5ri4OMyePVvuDjx79gxOTk45yh0cHPD8+XO52yMiIiKi/CV3wDhz5kysXr0a69atg7q6uri8evXquHv3rtwd0NPTk7rY9/Pnz6H9zUK7RERERD+LikBxr4JA7oDxyZMnqFWrVo5yPT09xMbGyt2B1q1bY8SIEXjx4oW47Pnz5xg1ahRatWold3tERERElL/kDhhLlCghdaj48uXLsLa2lrsDc+fOhba2NhwcHFCmTBmUKVMGjo6OMDIywvz58+Vuj4iIiEheAoHiXgWB3GvZ9O3bF8OHD8fGjRshEAjw4cMHXLt2DaNHj8aUKVPk7oCenh6uXr2KM2fOICgoCEWKFIGrq6vULCYRERER/XpyB4zjx4+HUChE/fr1kZSUhFq1akFTUxOjR4/G0KFDf6gTAoEAjRo1ErdVUKaYExERERUGcg9JCwQCTJo0CdHR0Xjw4AGuX7+OiIgIzJgx44c6IBQKMWPGDJiZmaFYsWJ49eoVAGDKlCnYsGHDD7VJREREJA8VgUBhr4Lghxfu1tDQgJOTEypXroxixYr9cAdmzpyJzZs3Y+7cudDQ0BCXlytXDuvXr//hdomIiIgof8g9JF23bl2ZQ8YBAQFytefv74+1a9eifv36GDBggLjczc0Njx8/lrd7RERERHJT+KPvlJzcAaO7u7vEz+np6QgMDMSDBw/Ez4eWR2hoKGxtbXOUC4VCpKeny90eEREREeUvuQPGRYsWSS2fPn06EhMT5e6Ak5MT/vnnH1haWkqU7927Fx4eHnK3R0RERCSvAnIrocLIHTDmpkuXLqhcubLcaydOnToV3bt3R2hoKIRCIfbv348nT57A398fR48eza/uEREREdEPyrch+2vXrkFLS0vu7Vq3bo0jR47g7Nmz0NbWxtSpUxESEoIjR46gYcOG+dU9IiIiIvpBcmcY27VrJ/GzSCRCWFgYbt++LffC3RkZGZg9ezZ69eqFM2fOyNsVIiIionxRUJa3URS5A0Y9PT2Jn1VUVGBvbw8fHx80atRIvp2rqWHu3Lno1q2bvN0gIiIiol9EroAxMzMTPXv2hIuLCwwMDPKlA/Xr18fFixdhZWWVL+0RERERyYsJRtnkChhVVVXRqFEjhISE5FvA2LRpU4wfPx73799HhQoVoK2tLfF+q1at8mU/RERERPRj5B6SLleuHF6+fIkyZcrkSwcGDRoEAFi4cGGO9wQCATIzM/NlP0RERET0Y+QOGGfOnInRo0djxowZUjOCurq6crUnFArl7QIRERFRvlLhkLRMeV5Wx8fHB58/f0azZs0QFBSEVq1aoXTp0jAwMICBgQH09fXlHqZOT0+HmpoaHjx4IHfHiYiIiOjXyHOG0dvbGwMGDMD58+fzbefq6uqwsLDgsDMREREpFJfVkS3PAaNIJAIA1K5dO187MGnSJEycOBFbtmyBoaFhvrZNRERERP+dXPcwCn5C9L18+XI8f/4cpUqVgqWlZY57Iu/evZvv+yQiIiL6FhOMsskVMNrZ2f1r0BgdHS1XB9q0aSNXfSIiIiL6teQKGL29vXM86eW/mjZtWr62R0RERET5S66AsWPHjjA1Nf0pHblz5w5CQkIAAM7OzvDw8Pgp+yEiIiL6HpfVkS3PAePPuH8RAMLDw9GxY0dcuHAB+vr6AIDY2FjUrVsXO3fuhImJyU/ZLxERERHlTZ7XYfwySzq/DR06FAkJCXj48CGio6MRHR2NBw8eID4+HsOGDfsp+yQiIiL6lkCB/xUEec4w/qwnspw8eRJnz56Fo6OjuMzJyQkrVqxAo0aNfso+iYiIiCjv8pxh/FmEQiHU1dVzlKurq/OxgURERERKQOEBY7169TB8+HB8+PBBXBYaGoqRI0eifv36CuwZERERFRYqAsW9CgKFB4zLly9HfHw8rKysYGNjAxsbG5QpUwbx8fFYtmyZortHREREpHRWrFgBKysraGlpwdPTEzdv3szTdjt37oRAIJB7HWy5ltX5GczNzXH37l2cPXsWjx8/BgA4OjqiQYMGCu4ZERERFRYFJdMHALt27YKXlxdWr14NT09PLF68GI0bN8aTJ09kLn/4+vVrjB49GjVr1pR7nwLRz5r+rEAJKbz3UVmoqyk8iU2klAwqDVF0Fyhb+LWliu4CZdPRUtzvjLnnXyhs32Pr2shV39PTE5UqVcLy5csBZM0HMTc3x9ChQzF+/Hip22RmZqJWrVro1asX/vnnH8TGxuLgwYN53qfCPpmAgAA4OTkhPj4+x3txcXFwdnbGP//8o4CeERERUWEjEAgU9kpNTUV8fLzEKzU1VWo/09LScOfOHYmRWBUVFTRo0ADXrl3L9fh8fHxgamqK3r17/9D5UVjAuHjxYvTt2xe6uro53tPT00P//v2xcOFCBfSMiIiI6Nfx9fWFnp6exMvX11dq3cjISGRmZqJ48eIS5cWLF8fHjx+lbnP58mVs2LAB69at++E+KixgDAoKQpMmTXJ9v1GjRrhz584v7BERERHRrzdhwgTExcVJvCZMmJAvbSckJKBr165Yt24djI2Nf7gdhU16+fTpk9T1F79QU1NDRETEL+wRERERFVaKnPSiqakJTU3NPNU1NjaGqqoqPn36JFH+6dMnlChRIkf9Fy9e4PXr12jZsqW47Ms612pqanjy5AlsbP79HkqFZRjNzMzw4MGDXN8PDg5GyZIlf2GPiIiIiJSbhoYGKlSogHPnzonLhEIhzp07h6pVq+ao7+DggPv37yMwMFD8atWqFerWrYvAwECYm5vnab8KyzA2a9YMU6ZMQZMmTaClpSXxXnJyMqZNm4YWLVooqHdERERUmAgK0LI6Xl5e6N69OypWrIjKlStj8eLF+Pz5M3r27AkA6NatG8zMzODr6wstLS2UK1dOYnt9fX0AyFEui8ICxsmTJ2P//v2ws7PDkCFDYG9vDwB4/PgxVqxYgczMTEyaNElR3SMiIiJSSh06dEBERASmTp2Kjx8/wt3dHSdPnhRPhHn79i1UVPJ3EFmh6zC+efMGAwcOxKlTp/ClGwKBAI0bN8aKFStQpkyZH2qX6zAqD67DSCQd12FUHlyHUXkoch3GhZdeKmzfXrWsFbbvvFLok14sLS1x/PhxxMTE4Pnz5xCJRChbtiwMDAwU2S0iIiIqZFQK0pi0Aij80YAAYGBggEqVKim6G0REREQkhVIEjERERESKVJCeJa0IvMGMiIiIiGRihpGIiIgKPd7CKBszjEREREQkEwNGIiIiIpKJQ9JERERU6KmAY9Ky/JYB47mn4YruAmVzLamv6C7QN0oZaP17JfoltvtNVnQXKNut1zGK7gJlq+dgpOguUC5+y4CRiIiISB6c9CIb72EkIiIiIpkYMBIRERGRTBySJiIiokKPT3qRjRlGIiIiIpKJGUYiIiIq9FQ460UmZhiJiIiISCYGjEREREQkE4ekiYiIqNDjiLRszDASERERkUzMMBIREVGhx0kvsjHDSEREREQyMcNIREREhR4TjLIxw0hEREREMjFgJCIiIiKZOCRNREREhR4zaLLx/BARERGRTMwwEhERUaEn4KwXmZhhJCIiIiKZGDASERERkUwckiYiIqJCjwPSsjHDSEREREQyMcNIREREhR6fJS0bM4xEREREJBMzjERERFToMb8oGzOMRERERCQTA0YiIiIikolD0kRERFTocc6LbMwwEhEREZFMzDASERFRocdnScvGDCMRERERycSAkYiIiIhk4pA0ERERFXrMoMnG80NEREREMjHDSERERIUeJ73IxgwjEREREcnEDCMREREVeswvysYMIxERERHJxICRiIiIiGTikDQREREVepz0IhszjEREREQkEzOMREREVOgxgyYbzw8RERERycSAkYiIiIhk4pA0ERERFXqc9CIbM4xEREREJBMzjERERFToMb8oGzOMRERERCQTM4xERERU6PEWRtmYYSQiIiIimRgwEhEREZFMHJImIiKiQk+F015kUmiGMTk5GUlJSeKf37x5g8WLF+P06dMK7BURERERfUuhAWPr1q3h7+8PAIiNjYWnpycWLFiA1q1bY9WqVYrsGhERERUiAoHiXgWBQgPGu3fvombNmgCAvXv3onjx4njz5g38/f2xdOlSRXaNiIiIiLIpNGBMSkqCjo4OAOD06dNo164dVFRUUKVKFbx580aRXSMiIiKibAqd9GJra4uDBw+ibdu2OHXqFEaOHAkACA8Ph66uriK7JrerJw/g0uGdSIiNRklLG7TuNRzmZR2l1n1w4xIC9m9F1MdQZGZmwLhEadRq2R7lazcW1xGJRDizayNunjuK5M+JsHJwQdu+XjAuWTpHexnpaVg+YSDC3jzH8LnrUapMWQDAmd2bcHbP5hz11TW1MHPrqfw5cCV0ZN9O7N3hh5joSFjb2GHgyPGwd3KRWvfNy+fYsmElnj0JQfjHD+g3bAzatu8iUWfXlg24cvEc3r95BQ1NTTi5uKPXwBEobWElrrN0rg/u3b6B6MgIaBUtCqdybug1cATMLcuI64R/DMPyBbMQfPcWtIoUQYOmrdCz/zCoqv2+c892bt8Gv00bEBkZATt7B4yfOAUurq651j996gRWLFuCD6GhsLC0wgiv0ahZq7b4fZFIhJXLl2L/3j1ISIiHu0d5TJo6HZaWVuI6cbGx+N/sGbh44TxUVFRQv2EjjBs/CUW1tcV1nj55jNkzffDwwX0YGBri705d0LN3359yDpTFtZMHcPHwTiRmX6Na/cs16vx316iauVyjbn1zjWrzzTXqxcN7WDd9hNT2B/uuhrlt1r6Drwbg/P5tiAx7B21dfVRt0ha1W/+dvwevZC4c24czB7chPiYapa1s0aGfF6zsnKTWvXz6EK6fP4kPb14CACxs7NGm64Ac9cPevcYBv5V49vAehJmZKGluhX7jZ8PQpIREPZFIhOU+o/Do7nX0n+AL9ypfv18DW1fLsf9eo7xRqVbD/3rIBYKAk15kUuhvqqlTp6JTp04YOXIk6tWrh6pVqwLIyjZ6eHgosmtyCboSgKN+K9C2nxcsbJ1w+dgebJg1GqOXbEUxPYMc9YsU00G9dl1gYmYBNTV1hNy5hj0r50BbzwD27pUBABcP7cCVE/vRfsgEGJqWxOmdG7Bh5mh4LfKDuoamRHvHt6yGrqERwt48lyiv1bIDqjRsJVG21scL5jYO+XwGlMfFcyexdvl8DB09GfZOLji4exsmew3Euh2HoG9glKN+SmoKSpQqjRp1G2LtsvlS27x/7zZatusAOwdnZGZmYvPaZZg0cgDWbN0PrSJFAQC29k6o26g5TIuXQEJ8PLZuXIVJIwdg057jUFVVRWZmJqaNHQIDQ2MsWO2H6MhIzJ81GWpqaujRf9hPPSeKcvLEccyf64vJ07zh4uKGbVv8MLB/bxw6ehJGRjk/i8B7dzF+zCgMG+GFWrXr4vixIxgxdDB27t2PsmXtAACbNqzDjm1bMGP2/2BmVhorli3BwH69ceDwcWhqZn0vJowbjciICKxevwkZ6emYNnkifKZPxf/mLQAAJCYmYkDf3vCsWhWTp3nj2dOnmD5lInR0dPFn+w6/7gT9Qt9eo8xtnXAlD9eouu26wNTMAqrZ16i9K+egmJ4B7L65Rl09sR9/fXON2jhzNEZmX6Ms7cph0tr9Eu2e3rUBL+7fRensa9CTe9exc+lMtOo1HGXdKiHi/RvsWzMP6hqaqNa03c8/MQpw+5+z2LdxKf4eOAZl7JwRcGQXlk4fiekrd0BX3zBH/af376FSzQaw7usCdQ0NnN63FUunj8DUZdugb2QCAIgIe48FEwagWoOWaNmpN7SKaOPD21dQU9fI0V7A4V0QyLhprtuwSXAqX0X8c1HtYvlw1PQ7UOiQ9J9//om3b9/i9u3bOHXqa8arfv36WLRokQJ7Jp9/ju5G5fotUKluMxQ3t0LbfqOgrqGFWwHHpda3cfZAOc9aKF7aCkYlzFCj+Z8oYWmN14/vA8j6C/DysT2o90dXOFeqgZKWNmg/ZCLiY6Lw8NZlibYe37uOp8G30LzroBz70SxSFDoGRuJXQlwMwt+/RqX6zfL/JCiJAzu3oGnLdmjUvA0sy9hg6JjJ0NTSwumjB6XWt3cshz6DvVCnQVOoS7m4AsDMhavQsFlrWFrbwrqsPbwm+iD8UxiePQkR12nW+k+4uFdA8ZJmsLV3RPe+QxAR/hGfPn4AANy9eQ1vX7/EmKmzYVPWAZWq1kC3PoNwZP8upKen5/t5UAZb/Dah3Z/t0abtH7CxtcXkad7Q0tLCwf37pNbfttUf1WrURI9efWBtY4Mhw0bA0ckJO7dvBZD1vdi2xR99+w9E3XoNYGfvgJm+cxERHo6Ac2cBAC9fvMCVy/9gms9MuLq6oXyFihg/cTJOnjiG8PBPAIDjRw8jPT0dPjNmw9a2LJo2a46/O3fFFv9Nv+bEKMDl7GtUxexrVJt+o6ChoYXb/3KNMpVxjbry3TWqQ/Y16lH2NUpNXV3i+lNURw+Pbl1BhbpNxQHL3Yun4VypBqo0ag2j4qXgUKEq6rTtjIuHtkMkEv2ak/OLnTu0E9UbtUK1Bi1Q0qIM/h44Fhqamrh29qjU+r1GTUftZn/A3NoOJUpbocuQCRAJhXgcdFtc59DWNXCuUBXtegyGubU9TEqWhptnzRwB6LuXT3H20A50HTox1/4V0S4GPQMj8ev7BMXvjJNeZFP4wt0lSpSAjo4Ozpw5g+TkZABApUqV4OBQMLJgGenpCH35FGVdK4jLVFRUYOtaAW+fPvzX7UUiEZ7fv4OID+9QxjFrqC46PAwJsdEo6/K1zSLaxWBu64i3T762mRAbjX2r56Pj0ElQ1/z3L/Wtc0dhXNIcZRzd5DnEAiM9PR3PnobAveLXv45VVFTgXrEKQh4G59t+kj4nAgB0crltIiU5CaePH0KJkmYwMc0aDgp5GAQr67IwMPyaWatQuRqSPifizavnUtspyNLT0hDy6CGqVP06xJV1f3I1BAfdk7pNcGAgqlSpKlFWrXoNBAcGAgBC379HZGQEPKt8bVNHRwcurm7iNoOC7kFHVxfO5b7eguBZtRpUVFRwPzg4u04gKlSsCHUNDYn9vH71CvFxcf/twJXQl2uUrZRr1Jv/eI2y/eYapZV9jXrzRHqbj25fQVJCPCrWbfq1bxnpObJg6hqaiIuKQEzER7mOsyDISE/H2xdP4OBWUVymoqICB7dKePnkQZ7aSEtNQWZmBrR1sq4/QqEQD25fQ/FSFlg6bQTGdGuGOaP7IPD6xRzbbVwwHR37j4KelNGWL3auWYDRXZrif6N74+rZo79t4E7yU+iQdFRUFNq3b4/z589DIBDg2bNnsLa2Ru/evWFgYIAFCxb8axupqalITU2VKEtPS/1lfxUlJcRBKMzMMayjo2eAiNC3uW6X/DkRs/v/iYyMNKioqKJNnxGwc6sEICsQBIBi3/11WEzfQPyeSCTC7hW+qNKoFUrbOCA6PExmP9PTUnHvn7Oo07aT3MdYUMTHxUCYmSkRlAGAgaER3r95lS/7EAqFWLN0Lpxc3GFlXVbivaP7d2HDqkVISU5GaQsrzFq8Burq6gCAmKgo6BtKfp762f2MiYrKl74pk5jYGGRmZuYYejYyMsKrVy+lbhMZGQkjI+Mc9SOjIrPfj8gqM87ZZmRkVp2oyEgYfnee1dTUoKunh6js7SMjI2FmVvq7NozF7+nq6eX5OAuC3K5Rxf7lGpXy3TWqdZ8RKJt9jUqUcY368t73bgccg517JegZmYrL7Nwq4ajfClS4fwfWzh6I+hiKf47sAgAkxETB0LSk/AesxBLjYyEUZubI/OnqG+LT+7xN9DzgvxJ6hsbioDMhLgapKUk4tW8LWnXuh7bdB+HR3etY+7+JGDFzOezKZd3etWfDElg7uMDNs1aubbfs1Bf2rhWgoamJR/duYsfq+UhJTkK9lu1/8IgLFi7cLZtCA8aRI0dCXV0db9++haPj15uvO3ToAC8vrzwFjL6+vvD29pYo6zBgFDoOHJ3v/c1PmkWKYvi89UhLScbzB3dx1G8lDIuXgo1z3u7dvHpiH9KSk1G3Tec81X948x+kpiShQu0m/6Xbhd6KhbPx+uULzF+5Ocd7dRs1g0elKoiOisS+HX7wnTIGC1b5QSMP2V8iZaNRpCiGfXONOibnNepbcVHheBp4C528pkuUV27QEtGfPmCz73gIMzOhWaQoqjf/E2d3b4JAReEDYErn1F5/3P7nLEbOWiFOioiEQgCAq2dN1G/dEQBgbm2HF48f4J+TB2BXzgNBN/7Bk+A7mLhos8z2m3XoKf63ubU90lJScPbA9kITMJJsCg0YT58+jVOnTqF0acm/9suWLZvnZXUmTJgALy8vibJTT2PyrY//pqiOHlRUVJEYJ7nPhLgY6Ei5gfkLFRUV8WzCUmXKIvz9G5w/sA02zh7i7RJjo6H7zdBBYmwMSlnZAgCeP7iHN08fYlInydlry8b3h3vNBugwRPIelZvnjsGxfFWZfSrodPUMoKKqiphoyYxdTHQUDL7LXP2IlQtn4+bVS5i3fCNMTIvneF+7mA60i+nAzNwSDs6u+KtpDVy9FIA6DZvCwMgIT0Mkh5xis/tpIGUCSEFnoG8AVVVVRH2XPY2KioKxsfTPwtjYGFHZ2USJ+tmfnbFx1g3+UZFRMDExlahjn30Li5GxMaKjJTNcGRkZiI+Lg1H29sbGxojOsZ9I8Xu/m9yuUYlxMTkyhN+Sdo26kH2NKibjGlUy+xr1rdvnT6Coji6cKlaXKBcIBGjaZQAa/90XCbHR0NbVx4sHdwAAhqalfuyAlVgxXX2oqKgi/rssbHxsNHQNZF+bzxzYjlP7t2K49xKU/uYcF9PVh4qqKkqaW0nUL2luieePsm7DeHL/DiI/hmJUp8YSddbOmQRbJzd4zVohdZ9W9k44vnsT0tPTcr3HmwoPhf4J9/nzZxQtWjRHeXR0tHjG47/R1NSErq6uxOtX3qSrpq4OM2s7PL9/R1wmFArx/P5dWNg557kdkUiIzOzJD4amJaGjb4jnD+6K309J+ox3z0NgYZ/VZquewzBi/gYMn7cew+etR8+JcwAAnUZOQ+O/+0i0Hf0pDC8f3kOl+s1/+DgLAnV1dZS1c0TgnRviMqFQiMA7N+DonPtSLv9GJBJh5cLZuHopAP9bsg4lSuVc2kjaNhAB6elpAABHZze8fvkMsTFfA6i7t66jqHYxWFjZ/HDflJW6hgYcnZxx4/o1cZlQKMSNG9fg6iY9Q+Xq7o4b169LlF2/dhWu7u4AALPSpWFsbIIbN762mZiYiPvBQeI23dw8kBAfj0cPvwbnN29ch1AoFC/n4+bmjju3b0tMNrp+7SqsypT57YajAdnXKEs5r1EZebhGWdo7f7edCHfOn0D52o1zXUJKRVUVekYmUFNXR+Dlc7Cwc0YxPX05jrJgUFNXh4WNPZ4ES34WT4Jvw9q+XK7bnd6/Fcd3b8KQaQth+d1SSGrq6rCydcSn724v+BT6DobZ91A3/qMrJi3xx8TFm8UvAPiz1zB0GzYp1/2+f/kMRYvpFJpgkZNeZFNIhvHDhw8oVaoUatasCX9/f8yYMQNA1l+bQqEQc+fORd26dRXRtR9Ss0V77F7hi9I2Diht64DLx/YiPTVZfHP3rmWzoGtogqad+wEAzh/YCjNrexiVMENGehqe3LuBu5dOo23frEypQCBAjeZ/IWCfP4xLlIaBaQmc3rURugZGcK5UAwBgYCKZ4dLQKgIAMCpeCvrf3CMEALfOH4eOvhHs3T1/6nlQBm07dsWCWVNQ1sEZ9o7lcHD3VqQmJ6Nh8zYAgPkzJsHIxBQ9BwwHkDVR5u3rFwCybkiPigjHi2ePUaRIUZQqbQEAWLFgNi6cPYGpvotRpKi2ODulXawYNDW1EBb6HpcCTqF8parQ0zdAZMQn7N66ERqamqhUNevzKl+5KiysrDFvxiT0HjgSMdGR8F+3HC3bdYCGxu95Me7avSemTBwHZ+dyKOfiiq1b/JCcnIw2bbOWS5k0YSxMTYtj+MhRAIDOXbqhd4+u8Nu8EbVq1cbJE8fx8MEDTJnuAyDre9G5azesW7MKlhaWMCudtayOiakp6tVvAACwtrFB9Ro14T1tCiZP9UZGRjp8Z81Ak6bNYZqdFW7avCVWr1yB6VMnoWfvvnj+7Bm2bfXHmLETFHCWfo0aLdpjT/Y1yjz7GpWWmowK31yj9AxN0OSba1Rpa3sYljBDZnoaHt+7gXuXTqPNN9eo6t9cowy/uUY5ZV+jvnjx4C6iw8Ok/sH6OT4W969fhLWzOzLS0nD7/Ancv3YB/b1/3yd91W/dEX5LZsLC1gFWZZ0QcGQXUlNSULVBCwDA5kU+0DcyQZtuAwEAp/ZtwdHt69Fz1HQYmZZEXPYfnZpaRcTLejVs2xnr509BWWd32LlUwKO713H/1hWMnLUcAMQznr9naFIcxsWzMrnBNy8jPjYaZeydoa6hiZDAmzi51x8N2vy+972TfBQSMDo7O2PFihWYN28e6tWrh9u3byMtLQ1jx47Fw4cPER0djStXriiiaz/ErXo9fI6PxeldG5EQG41SVrboNWmeePg3NjIcAsHXZG5aSgoOrl+EuKgIqGtowsTMAh2HToZb9XriOrVb/420lGTsWzMfKUlZi+L2mjRP7uypUCjEnQsnUKFOE6ioqubPASux2vWbIC42BlvXr0R0dCRsbO0xY8FK8USY8E8fJe6Nio4Mx5CeX9fe27fDD/t2+MHFvSLmLt8AADh2cDcAYNzQ3hL78prog4bNWkNDUwMPgu7i4O6tSEyIh76hEcq5VcDC1f7itR9VVVUxfe4yLJ8/C14DukGzSBE0aNISXXvnXA7pd9GkaTPEREdj5fKliIyMgL2DI1auWQ+j7GHfj2FhUPnme+HuUR6+c+dj+dLFWLZ4ISwsrbB42QrxGowA0LN3XyQnJ8Nn+lQkJMTDo3wFrFyzXmJEwnfOfPjOmoF+vbuLF+4eP2Gy+H0dHR2sXrcBs2f64O+/2kHfwAD9Bwz6bddgBL5eo878h2tUh1yuUfu/uUb1lHKNunXuGCzty8HUzFJq3+5eOInj/qsgggiWds7o570k1wXFfwcVazZAYnwsjm5fl7Vwd5myGDptoXgiTHTkJ4lr1KWTB5CRkY51cyQzgc079kKL7NEk96q10WngWJzc64/d6xahuJkl+o2fBVunvK+IoaqmhovH92HvhqUARDApWRp/9hqG6o1a/eu2v4uCkulTFIFIAXPmV65ciXHjxqFJkyZYvXo1Vq9ejaCgICQmJqJ8+fIYPHgwSpb88dlxB4N/v+UYCirXkvqK7gJ9o5SBlqK7QNlOPOJ1SlnoaagruguUrZ6D4u7pPh0SobB9N3I0Udi+80ohGcZBgwahadOm6N27N5ydnbF27VpMmpT7fRREREREpDgKmyVdpkwZBAQEYPny5fjjjz/g6OgIte9uiL57924uWxMRERHlHz5LWjaFLqvz5s0b7N+/HwYGBmjdunWOgJGIiIiIFE9hEdq6deswatQoNGjQAA8fPoSJifKP3xMREdHvSYUJRpkUEjA2adIEN2/exPLly9GtWzdFdIGIiIiI8kghAWNmZiaCg4NzPOGFiIiISBF4D6NsCgkYz5w5o4jdEhEREdEP4NPdiYiIiEgmTksmIiKiQo9PepGNGUYiIiIikokZRiIiIir0OOlFNmYYiYiIiEgmBoxEREREJBOHpImIiKjQ45NeZGOGkYiIiIhkYoaRiIiICj1OepGNGUYiIiIikokBIxER/b+9Ow+v4fr/AP6+N3tkl8hCSCQSQUQtJVQiEWvra2spSqjai0qUprWFEmsRFEVD1b62tRWpWGoXIshChFAhEiKSyHrP748w7ZXkNvzUhLxfnvs87pkzM5+ZuXfuJ+fMnCEi0ohd0kRERFTh8UkvmrGFkYiIiIg0YgsjERERVXhsYNSMLYxEREREpBFbGImIiKjCU/IiRo3YwkhEREREGjFhJCIiIiKN2CVNREREFR47pDVjCyMRERERacQWRiIiIiI2MWrEFkYiIiIi0ogJIxERERFpxC5pIiIiqvAU7JPWiC2MRERERKQRWxiJiIiowuODXjRjCyMRERERacQWRiIiIqrw2MCoGVsYiYiIiEgjJoxEREREpBG7pImIiIjYJ60RWxiJiIiISCO2MBIREVGFx4G7NWMLIxERERFpxISRiIiIiDRilzQRERFVeHzSi2ZsYSQiIiIijZgwEhERUYWnkPH1MpYsWQIHBwfo6+ujadOmOH36dKl1V6xYgZYtW8Lc3Bzm5ubw8/PTWL8kTBiJiIiI3iCbNm1CQEAAJk+ejMjISHh4eKBdu3ZISUkpsX5ERAR69eqFQ4cO4cSJE7C3t0fbtm3x119/lXmdCiGEeFUbUF7svHhX7hDoqfq2ZnKHQP9gZ64vdwj01N4rPE+VF6a6OnKHQE/51q4s27ojb2bItu6GNUxeqH7Tpk3RpEkTLF68GACgUqlgb2+PkSNH4quvvvrX+QsLC2Fubo7FixejX79+ZVonWxiJiIiIZJSbm4uMjAy1V25ubol18/LycO7cOfj5+UllSqUSfn5+OHHiRJnWl52djfz8fFhYWJQ5RiaMRERERDIKCQmBqamp2iskJKTEuqmpqSgsLIS1tbVaubW1Ne7eLVvPxfjx42FnZ6eWdP4bDqtDREREFZ6cT3oJCgpCQECAWpment5/sq6ZM2di48aNiIiIgL5+2S9TYsJIREREJCM9Pb0yJ4iWlpbQ0tLCvXv31Mrv3bsHGxsbjfPOnTsXM2fOxMGDB1G/fv0XipFd0kRERFThKRTyvV6Erq4uGjVqhPDwcKlMpVIhPDwcnp6epc43e/ZsTJs2Dfv27UPjxo1feP+whZGIiIjoDRIQEAB/f380btwY7777LhYsWICsrCwMGDAAANCvXz9UrVpVug5y1qxZmDRpEtavXw8HBwfpWkcjIyMYGRmVaZ1MGImIiIjeID179sT9+/cxadIk3L17Fw0aNMC+ffukG2GSkpKgVP7dibx06VLk5eXhww8/VFvO5MmTMWXKlDKtk+Mw0n+K4zCWLxyHsfzgOIzlB8dhLD/kHIcxKumxbOv2qG4s27rLitcwEhEREZFGb2WXtFuVFxsxnf47+jr8m4SoJI2qmcsdAj3VaeExuUOgp6KCW8u3cvlG1Xkj8NeciIiIiDR6K1sYiYiIiF6EnAN3vwnYwkhEREREGjFhJCIiIiKN2CVNREREFd6LPnGlomELIxERERFpxBZGIiIiqvDYwKgZWxiJiIiISCPZWxizsrIwc+ZMhIeHIyUlBSqVSm369evXZYqMiIiIiIBykDB+9tlnOHz4MPr27QtbW1soeNUpERERvW5MPzSSPWHcu3cvdu/ejRYtWsgdChERERGVQPaE0dzcHBYWFnKHQURERBUYn/Simew3vUybNg2TJk1Cdna23KEQERERUQlkb2GcN28eEhISYG1tDQcHB+jo6KhNj4yMlCkyIiIiqih4C4VmsieMXbp0kTsEIiIiItJA9oRx8uTJcodARERERBrInjA+c+7cOcTExAAA6tati3feeUfmiIiIiKiiYI+0ZrInjCkpKfj4448REREBMzMzAEB6ejp8fHywceNGWFlZyRsgERERUQUn+13SI0eOxOPHj3H58mU8ePAADx48wKVLl5CRkYFRo0bJHR4RERFVBAoZX28A2VsY9+3bh4MHD8LNzU0qq1OnDpYsWYK2bdvKGBkRERERAeWghVGlUhUbSgcAdHR0ij1XmoiIiIheP9kTRl9fX4wePRp37tyRyv766y+MGTMGrVu3ljEyIiIiqigUMv57E8ieMC5evBgZGRlwcHCAk5MTnJyc4OjoiIyMDCxatEju8IiIiIgqPNmvYbS3t0dkZCQOHjyI2NhYAICbmxv8/PxkjoyIiIgqCj7pRTPZE0YAUCgUaNOmDdq0aSN3KERERET0HFkSxtDQUAwePBj6+voIDQ3VWJdD6xAREdF/jQ2MmsmSMM6fPx99+vSBvr4+5s+fX2o9hULBhJGIiIhIZrIkjImJiSX+n4iIiIjKH9nvkp46dSqys7OLlT958gRTp06VISIiIiKqcPikF41kTxiDg4ORmZlZrDw7OxvBwcEyRERERERE/yT7XdJCCChKuJc9KioKFhYWMkREREREFc2bMoC2XGRLGM3NzaFQKKBQKODi4qKWNBYWFiIzMxNDhw6VKzwiIiIiekq2hHHBggUQQuDTTz9FcHAwTE1NpWm6urpwcHCAp6enXOERERER0VOyJYz+/v4AAEdHR7Ro0QLa2rL3jhMREVEFxSe9aCb7TS/GxsaIiYmR3v/yyy/o0qULvv76a+Tl5ckYGREREREB5SBhHDJkCOLj4wEA169fR8+ePWFoaIgtW7Zg3LhxMkdHREREFQFH1dFM9oQxPj4eDRo0AABs2bIF3t7eWL9+PVavXo1t27bJGxwRERERyZ8wCiGgUqkAAAcPHkTHjh0BAPb29khNTZUzNCIiIiJCORiHsXHjxvj222/h5+eHw4cPY+nSpQCKHhlobW0tc3RERERUIbwpfcMykb2FccGCBYiMjMTnn3+Ob775Bs7OzgCArVu3onnz5jJHR0RERESytzDWr18f0dHRxcrnzJkDLS0tGSIiIiKiioZPetFM9hZGAEhPT8fKlSsRFBSEBw8eAACuXLmClJQUmSMjIiIiItlbGC9evIjWrVvDzMwMN27cwKBBg2BhYYHt27cjKSkJP/30k9whEhER0VuOA3drJnsLY0BAAAYMGICrV69CX19fKu/YsSOOHDkiY2REREREBJSDhPHMmTMYMmRIsfKqVavi7t27MkRERERERP8ke5e0np4eMjIyipXHx8fDyspKhoiIiIioomGPtGaytzD+73//w9SpU5Gfnw8AUCgUSEpKwvjx49G9e3eZoyMiIiIi2RPGefPmITMzE1WqVMGTJ0/g7e0NZ2dnGBsbY/r06XKHR0RERBUBHyatkexd0qampjhw4ACOHTuGixcvIjMzEw0bNoSfn5/coRERERERykHC+Mx7772H9957T+4wiIiIiOg5sieMU6dO1Th90qRJrykSIiIiqqj4pBfNZE8Yd+zYofY+Pz8fiYmJ0NbWhpOTExNGIiIiIpnJnjCeP3++WFlGRgb69++Prl27yhARERERVTR80otmst8lXRITExMEBwdj4sSJcodCREREVOHJ3sJYmkePHuHRo0dyh0FEREQVABsYNZM9YQwNDVV7L4RAcnIy1q5diw4dOsgU1YvbvWMTdmxcg4cP0uDo5ILBo8fDxa1eiXWTEhOw7sfvkRAfg5S7yRj4+Vh0/qhPqcveuu5H/PTDInT6sDcGjfxSKn+YloqwpQtw4dxJPMnOQlV7B/ToOxDNvf8ekighPgarly3EtbjLUCq14OnVGgNHBMLA0PDVbXw5s2PLBmxatxoP0lLhVMsVowKD4FbXvdT6EeG/48fli3E3+Q6q2VfH4BFj0KyFlzT9SXY2flgyH8cO/4GMjEewta2Kbj374H/dekh1vhg2AFGRZ9WW26nrRwj46u9rcEPnheBS1HncuH4N1R1qYuXPW1/hVpdPG9evw5qwVUhNvQ8X19r46uuJcK9fv9T6+3/fiyWLFuLOX3+heg0HfBEwFi29vKXpQgh8vzgU27duwePHGWjwTkN8M2kKatRwkOo8Sk/HzBnTcDjiEJRKJVq3aYvxX30Dw0qVpDrxcbGY8e1UXL4UDXMLC/Tq/QkGDBz0n+yD8uKXrRuxZd1qPHiQCidnF4wICELtUr4XN65fw5oVS3A1Ngb37t7BsNFfotvHfV9qmVeioxC2PBSxl6OhVGrBycUVIfOXQU9fX61eXl4eRn7WB9evxmHpms1wdqn96ja+nOn5bjX4N68OSyNdxN/LxMw98bj0V/Ennj1jrK+Nz1s7obWbFUwNdJCcnoPZ++Jx7GoaAGBoK0cM86mpNk/i/Sx0WXxSel/N3ACB7ZzRoLoZdLWU+PNaGmbuiceDrDy1+VrWqowhrRxRy9oIeQUqnL2RjjEbL77Crac3lexd0vPnz1d7hYaGIiIiAv7+/li+fLnc4ZXJ0T9+x6ol8/Cx/xDMX7EeDk4umDx2ONIfPiixfm5ODmzsqqHf4FEwt7DUuOyrMZex79dtcHCqVWza/BkT8detG5gwYwEWhW2Bp5cvZk8Zj4T4WABAWmoKJgYMhW1Ve8xZuhZTZi9B0o0ELJz59t5I9MeBfVi6cA78Bw7FD2s2w8nZBeNGD8HDB2kl1r908QKmTRyPjp26YcVPW/Cely8mjhuNxISrUp0lC2bj9Mk/8U3wTKzZ+Au6f/wJFs6dgT+PHFJb1vudu2PbnkPSa8jnAcXW16FTV7Tya/9qN7qc2rd3D+bODsGQ4SOwccsOuLrWxrAhA5GWVvKxuHA+El99GYiu3T7Epq074ePbGl+MHIGrV+OlOmGrVmDDurWYMHkKft6wGQYGBhg2eCByc3OlOkHjxyLh2jUsWxmG0CXLEHn2LKZO+fszn5mZiaGDBsLWzg4btmzHmMBxWPb9YmzdvOm/2xkyizi4D8tD5+CTgUOxdPUm1KzliqAxQ0v9XuTm5MDWrhoGDh8Ni8oln6PKsswr0VEIGjMMjd5tjkWr1mPxj+vRuXsvKJTFf3pWLPkOlS3f/sfBtqtbBWPb1cLyiER8vPwM4u5mYmnfBrCopFNifW0tBZb1ewd2ZvoYuykanRedQPCvMUjJyFWrd+1eJnznHJVe/X88J00z0FFiWb8GEAIYtDoS/qvOQkdLiUW966tdt9fazQrTu9XFL+eT0WPpKfivOoe90Xf/k/1Abx7ZE8bExES1V0JCAk6ePIkZM2bA2NhY7vDK5JfNP6PtB93g17Ezqjs4YXjgN9DT18fBPTtLrF/LrS4GDBsDr9btoaNb8kkCKGrZmvft1/j8y4kwMjYpNj32chQ+6PYxXNzqwcauGnr2G4RKRsZIiL8CADhz/Ci0tLUxdEwQqlV3QC23uhge8A2OHw7HndtJr2Tby5stG37C+527o0OnrnCo6YSAryZBX98Ae3/bUWL9bZt+xrvNWuDjvgNQw7EmPh06ErVc62DHlg1SncvRUWjX8X9o0KgJbOyqolPXj+Dk7ILYK9Fqy9LXN4BFZUvpVcnISG36qMAgdP2oF+yqVnv1G14OrV0Thm4f9kCXrt3h5OyMCZODoa+vj53bt5VYf93PP6H5ey3R/9PPUNPJCZ+P+gJudepg4/qfARS1Lq5b+xMGDRkGH18/uLjWxrchs3E/JQV/hB8EAFxPSMCfx45i8tRvUb++Bxo2aoyvvp6AfXt3IyXlHgBgz65fkZ+fj6nTZsDZuRY6dHwfvfr0xdqfwl7PjpHBtg0/ocP/uqP9B11Qw9EJo8dNhJ6eAX7ftbPE+q516mHwyED4tOkAHR3dl17m0oWz0fWj3vi430A41HSGfQ1HePu1g66u+jJPnziKc6dOYMjIwFe1yeVW3+bVsf3cX/jlQjKu38/Ct7tikZNfiC7v2JVYv+s7djA10MaYDRdx4dYj3EnPwbmb6Yi/l6lWr0AlkJaZJ73Ss/OlaQ2qm8HOzAATd17BtZQsXEvJwsQdl1HHzgTvOpoDALSUCozv4IL5B65iy9m/cDPtCa7fz8L+yyn/3c4oZxQK+V5vAtkTxjddfn4+rsXHoEGjplKZUqmER6OmiL38/2vGX7YgBI09W6JB42YlTq9d1wNHD+3H44xHUKlUOBK+D3l5uajXoDEAoCA/DzraOlD+4695XT09AEBM9IX/V2zlUX5+PuJjr6DRu3/vL6VSiYZNmuFydFSJ81yJjkKjJur7t0mz5mr167p74PjRCNxPuQchBM6fPY3bt26icdPmavMd/H03OrdtiQG9umLFkgXIyXny6jbuDZOfl4eYK5fRzPPvfaRUKtGsWXNcjCo+MgIAXLxwAc2aeaqVNW/xHi5euAAA+Ov2baSm3kfTZn8v09jYGO71PaRlRkWdh7GJCerW+7tbtKlncyiVSkRfvPi0zgU0atwYOv9IWpq3eA83EhOR8RZeN52fn4/4uBg0bPL896Iprlwq+XvxKpb58EEaYi9Hw8zCAqMH9cVHHVshYNgAXIqKVFvWwwdpmB8SjPGTZxTrpn7baGsp4GZrjJPX/+59EgI4ef0h6tubljiPt6slLt56hKD3XfHHly2xbXhTDGxZA8rnkowalQ1xIPA97B7dHDO614WNqZ40TVdLCSEE8gpUUllugQoqIfBOdTMAgJutMaxN9aFSAZuGvouDY9/Dkk884FylEoiAcnANY9euXaEoY3q9ffv2YmW5ublq3VEAkJdbKCVG/7WMRw+hKiyEmbmFWrmZeWX8lXTjpZd7JHwfrsfHYt7yn0utM27KbMwJHo8+nVpBS0sbevr6+Prb72BXrToAoH7Dd7FqyXfYvmENOn3YG7k5T/DTD0XXjD5Iu//SsZVXj9KLjoW5RWW1cnOLyki6mVjiPA/SUkus/zAtVXo/auzXmBcSjB6d/KClpQ2lUoHAr6fA453GUp3WbTvC2tYOlpZWSLgWjx8Wz8etpBuYOmvBq9vAN8jD9IcoLCxE5crq+7Zy5cpITLxe4jypqamo/Fz3Z+XKlZH69FikphZ9ZitbFl9mampRnbTUVFhYqH8XtbW1YWJqirSn86empqLqc628z9abmpoKE9OSf7jfVJq+F7dK+V68imUm37kNAPhp5VIMHhkI51quOLD3N4wbOQg/rNuOavY1IITAnGkT8EHXHnB1q4u7yX+9VDxvCnNDHWhrKZGWqX7dYFpmHhwtS76uvJq5AewczbEn+h5G/HwB1S0M8PUHtaGtpcTyiKJ9HX07AxN3XMGNtGxYGeliSCtHhH3aCN2XnEJ2XiEu3n6EJ/kqfNHGGYvCE6AAMLqNM7S1lLAy1pPWAwBDfRwxd99V3EnPQb/m1bGyf0P8b9EJZDwp+O92TLnxhjT1yUT2hNHU1BQ7duyAqakpGjcu+gE+d+4cHj16hC5duvxrMhkSEoLg4GC1shGBX2Pk2G/+s5j/a/dT7mLFojmYOm+pxsR33aolyMp8jGnfLYOJqRlOHovA7CnjEBL6IxycaqG6oxO+CJqKVd/Pw08rFkGpVKJT914ws6is1upImu3YvB4xly5i+txFsLaxxcUL57BwznRYWlqh0btFLWKdun4k1a/p7ILKllYIHPEZ/rp9C1Wr2csVOpFshEoAAN7v8iHaf9AFAODs6obzZ0/h9992YuDw0di5ZT2ys7Pxcb+BMkZavikVCjzIysfUX2OgEkBM8mNUMdGDf4saUsL457W/rxu9eg+I/isDe8e0QLt6VbAjMhkPs/Px5eZofPOBK3o3tYdKCOy7dA9X7mRAJYqO07Of2pVHbiA8puiPq0k7r2B/4HtoW9caW8++3ck8/TvZE0Zra2v06NEDy5Ytg5aWFgCgsLAQw4cPh4mJCebMmaNx/qCgIAQEqN9ccPNh4X8W7/NMTM2h1NIqdoNL+sM0mD3313dZJcTF4NHDBxgzqLdUpiosxOWoSOzesQnbDpxCyt072L1jExav3orqjk4AAEdnV1y5GIk9OzdheOAEAIB3mw7wbtMBDx+kQV/fAAqFAr9s/hnWtm/fdXSmZkXH4vkL+R8+SINFKcfCorJlifXNn7Y45ebkYOXShZg6ayE83yu6c9qpliuuxcdh07o1UsL4vGd3Zf91O6lCJozmZubQ0tIqdoNLWloaLC1LvonC0tISaf9o2ZXqPz0Wlk9viEhLTYOVVRW1Oq61i+6orWxpiQcP1L+LBQUFyHj0SLqhwtLSEg+KrSdVmva20fS9MC/lhpZXsUyLp/uyxtPz0zPVHWoi5V4yAODCudOIuRSFjt6N1eqM+LQXWrftiHGTpr9UfOXVw+x8FBSqUNlI/RrOyka6SH2u1fGZ+5m5KCgUeJp/AwCu38+GlbEetLUUKCgUxeZ5nFOAm2nZsLf4u9XyRMIDfLDwBMwMdVCoEnicU4Dwse/h9sOiS2dSH+c9XXaWNE9+ocBfD5+odW9TxSV7M9OPP/6IsWPHSskiAGhpaSEgIAA//vjjv86vp6cHExMTtdfr6o4GAB0dHTi7uCHq3CmpTKVS4WLkadSuW/rwIZrUb/QuFoVtwcKVG6WXs2sdePt1xMKVG6GlpYXcnBwAKNYCq1RqQaUqfgIxt6gMA0NDHP3jd+jo6pZ6XeSbTEdHBy616yDyjPqxiDxzEnXdPUqcp467ByLPnlIrO3f6hFS/oKAABQUFUCqf389KCJUKpbkWHwcAxbpYKwodXV241amLUydPSGUqlQqnTp1AfY93SpynfoMGOHXypFrZyRPHUb9BAwBA1WrVYGlphVOn/l5mZmYmoi9GScv08HgHjzMycOXyJanO6VMnoVKppOF8PDwa4NzZs8jPz1dbj4Oj41vXHQ08/V48bdl7RqVS4fzZU6hTr+TvxatYpo1tVVS2rILbN2+ozXs76Saq2NgCAEaM+QrLftqCZWs2Y9mazZg+bwkAYMK02RgwdORLxVaeFRQKxCQ/RtOaf182oVAATR3NcfFWydfPXkh6BHsLA7UbI2pYGiIlI7fEZBEADHS1YG9ugNTHucWmpWfn43FOAd51NIdFJV1ExBb9sXQlOQO5+YVw+EfXuLZSATszAySn57zM5r5xeNOLZrK3MBYUFCA2Nhaurq5q5bGxsVBp+EEuTzr3+AQLQibBuXYduNSuh1+3rkfOkydo3aEzAGD+9AmwsKoC/8GjABRdMH7rRtF1XAX5+XiQmoLrV+Ogb2AAu2rVYWhYCTVqOqutQ9/AAMamplJ5tRoOsK1qjyXzvsWnwwNgbGKKk8cO4cLZk5g4c6E0367tG+FWzwP6Boa4cPYkwpYugP/gkTB6Q+5Af1Ef9eqHmVO/gYtbXbjVccfWjWuRk/NE6hKbMeVrWFlVwaARXwAAuvf8BF8MHYDN69agWYuW+OPAPsTFXEZg0GQAQCUjI3g0bIxli76Dnp4+rG1tERV5Fvv3/obho4vGxPzr9i2E/74bTZu3hKmpGRKuxeP7BbNR/51GcKr19+f6r1tJePIkGw/SUpGXm4trT4c/quHoBB2d0u+Wf1P19R+AiV+PR9269VDPvT5+XrsGT548QZeu3QAA3wSNQ5Uq1hg9pujO2D6f9MPA/n2xZvWP8PLyxr69e3D50iVMnDIVQNEfR3369sOK5UtRo3oNVK1WDUsWLYRVlSrwbV009mhNJye0eK8lgidPxIRJwSgoyEfI9Glo3+F9VKliDQDo8H4nLPt+CaZM+gYDBg7CtatXse7nn/DluCAZ9tLr0b1XP8yeNgEutevAta47dmz8GTk5T9Du6fdiVvDXsLSyxsDhowEUnaNuJiYU/b8gH6n3U3AtPhYGBoaoal+9TMtUKBTo0ccfa1YuRc1aLnCqVRsH9vyKWzcTMWnGPACQEsdnno0Pa1vVHlZVbP7r3SKLtceTMK1rHVz+KwOX/srAJ57VYaCrhZ3ni1pdv+1aBymPcxF6sGj/bz5zGx+/Ww3jO7hgw6lbqG5hiM9aOmD9qVvSMgPaOuNwXCqSH+XAylgPw3wcUSgE9kbfk+p0bmCL66lZeJiVDw97U4zr4IKfTybhZlo2ACArtxBbzv6FYa1q4u6jXNxJz0H/FkXHuiLdKU2lkz1hHDBgAAYOHIiEhAS8++67AIBTp05h5syZGDBggMzRlU1L33Z4lP4Q639ciocP0lDT2RVT5iyRLgi/n3JXbdyxB6n38cVnH0vvd2z8CTs2/oR6DRphxsKVZVqntrYOJs9ehDXLQzEtaDRynmTDtqo9vgiaisbNWkr1rsZcwoawZXjyJBvVqjtgROA38Gn3wSva8vLHt017PEp/gNU/LCkauNulNmYtWCaNJZdyL1mttbBe/QaYMG0mfly2GCuXLkRV+xqYNnshHP8x7uWkb+dgxZIFmD75K2RkPIK1jS0GDh0pDdyto6ODc2dOYtvGn/Ek5wmqVLFBS5826DtgsFpsc2ZMVhvce1DfouseN+zYBxu7qv/ZPpFL+w4d8fDBA3y/OBSpqffhWtsN3y9ficpPuyrvJidDqfj7e9HgnYYImT0Xi0MXYNGC71C9hgMWLFqCWrVcpDoDBg7CkydPMHXKJDx+nIF3GjbC98tXQu8fvQohs+YiZPo0DB7oLw3c/VXQBGm6sbExlq1YhRnfTkWvj7rBzNwcQ4YOx4c9er6GvSKPVn7tkf7wIdas/B4Pnw5oP2P+UukclXJP/RyVlpqCYf5/D0y/Zf0abFm/BvXfaYx53/9YpmUCQLeP+yIvLw/LFs7B44xHqOnsilmhy2FXAS/TeOb3yykwr6SL4b41YWmkh7i7jzF87QVpAG0bU33pukIAuJeRi2Frz+PL9i7YMqwpUh7nYt3JJIQduynVsTbRx8wP68HMUAcPs/JwPukR+q44i4f/GFrHwdIQo/ycYGqggzvpOVh5JBFrT/yddALA/P3XUKgSmN6tLvS0lYj+6xEGrY7E45yKcMMLb3n5NwohRMlt2q+JSqXC3LlzsXDhQiQnF/2FZWtri9GjRyMwMFCtq7qs4u5mv+ow6SUZ68v+Nwn9g4VRyWPq0ev3/MDLJJ9OC4/JHQI9FRXcWrZ130kv+TrS18HOrPyfm2X/NVcqlRg3bhzGjRuHjIyiRyOZmBQfpJqIiIjov/KmXEsoF9kTxn9iokhERERU/sh+lzQRERERlW/lqoWRiIiISA4K3vaiEVsYiYiIiEgjtjASERERsYFRI9kTxtDQ0BLLFQoF9PX14ezsDC8vr5caXoeIiIiI/v9kTxjnz5+P+/fvIzs7G+bm5gCAhw8fwtDQEEZGRkhJSUHNmjVx6NAh2NtX3MFeiYiIiOQi+zWMM2bMQJMmTXD16lWkpaUhLS0N8fHxaNq0KRYuXIikpCTY2NhgzJgxcodKREREbymFjK83gewtjBMmTMC2bdvg5OQklTk7O2Pu3Lno3r07rl+/jtmzZ6N79+4yRklERERUccmeMCYnJ6OgoPhzKgsKCnD37l0AgJ2dHR4/fvy6QyMiIqIKgk960Uz2LmkfHx8MGTIE58+fl8rOnz+PYcOGwdfXFwAQHR0NR0dHuUIkIiIiqtBkTxhXrVoFCwsLNGrUCHp6etDT00Pjxo1hYWGBVatWAQCMjIwwb948mSMlIiKit5VCxn9vAtm7pG1sbHDgwAHExsYiPj4eAODq6gpXV1epjo+Pj1zhEREREVV4sieMz9SuXRu1a9eWOwwiIiIieo7sCWNhYSFWr16N8PBwpKSkQKVSqU3/448/ZIqMiIiIKow3o2dYNrInjKNHj8bq1avx/vvvo169elDwNiUiIiKickX2hHHjxo3YvHkzOnbsKHcoREREVEGxuUoz2e+S1tXVhbOzs9xhEBEREVEpZE8YAwMDsXDhQggh5A6FiIiIiEoge5f0sWPHcOjQIezduxd169aFjo6O2vTt27fLFBkRERFVFLyFQjPZE0YzMzN07dpV7jCIiIiIqBSyJ4xhYWFyh0BEREQV3JvyxBW5yJ4wPnP//n3ExcUBKHrSi5WVlcwRERERERFQDm56ycrKwqeffgpbW1t4eXnBy8sLdnZ2GDhwILKzs+UOj4iIiCoAhUK+15tA9oQxICAAhw8fxm+//Yb09HSkp6fjl19+weHDhxEYGCh3eEREREQVnuxd0tu2bcPWrVvRqlUrqaxjx44wMDBAjx49sHTpUvmCIyIiIiL5Wxizs7NhbW1drLxKlSrskiYiIiIqB2RPGD09PTF58mTk5ORIZU+ePEFwcDA8PT1ljIyIiIiIgHLQJb1gwQK0b98e1apVg4eHBwAgKioK+vr6+P3332WOjoiIiCqCN+XmE7nInjC6u7vj6tWrWLduHWJjYwEAvXr1Qp8+fWBgYCBzdEREREQka8KYn5+P2rVrY9euXRg0aJCcoRARERFRKWRNGHV0dNSuXSQiIiKSA5/0opnsN72MGDECs2bNQkFBgdyhEBEREVEJZL+G8cyZMwgPD8f+/fvh7u6OSpUqqU3fvn27TJERERFRRcGbXjSTPWE0MzND9+7d5Q6DiIiIiEohW8KYmJgIR0dHhIWFyRUCEREREQDwCsZ/Ids1jE5OTnB0dMSnn36Kn3/+Gbdv35YrFCIiIiLSQLYWxj/++AMRERGIiIjAhg0bkJeXh5o1a8LX1xc+Pj7w8fEp8ZGBRERERPR6yZYwtmrVCq1atQIA5OTk4Pjx41ICuWbNGmmMxsuXL8sVIhEREVUU7JPWSPabXgBAX18fvr6+eO+99+Dj44O9e/di+fLl0pNfiIiIiEg+siaMeXl5OHnyJA4dOoSIiAicOnUK9vb28PLywuLFi+Ht7S1neERERFRBcOBuzWRLGH19fXHq1Ck4OjrC29sbQ4YMwfr162FraytXSERERERUAtkSxqNHj8LW1ha+vr5o1aoVvL29UblyZbnCISIiIqJSyDasTnp6On744QcYGhpi1qxZsLOzg7u7Oz7//HNs3boV9+/flys0IiIiqmAUCvlebwKFEELIHQQAPH78GMeOHZOuZ4yKikKtWrVw6dKlF15W3N3s/yBCehnG+uXivip6ysJIV+4Q6KmUjFy5Q6CnOi08JncI9FRUcGvZ1p2VJ186VEm3/GeN5ebXvFKlSrCwsICFhQXMzc2hra2NmJgYucMiIiKiCqD8p2zyki1hVKlUOHv2LCIiInDo0CH8+eefyMrKQtWqVeHj44MlS5bAx8dHrvCIiIiI6CnZEkYzMzNkZWXBxsYGPj4+mD9/Plq1agUnJye5QiIiIiKiEsiWMM6ZMwc+Pj5wcXGRKwQiIiKiIuyT1ki2hHHIkCFyrZqIiIiIXkC5uemFiIiISC580otmso3DSEREREQvZ8mSJXBwcIC+vj6aNm2K06dPa6y/ZcsW1K5dG/r6+nB3d8eePXteaH1MGImIiKjCe5MG7t60aRMCAgIwefJkREZGwsPDA+3atUNKSkqJ9Y8fP45evXph4MCBOH/+PLp06YIuXbq80FjX5Wbg7leJA3eXHxy4u3zhwN3lBwfuLj84cHf5IefA3TkFsq0aL/pT2bRpUzRp0gSLFy8GUDRUob29PUaOHImvvvqqWP2ePXsiKysLu3btksqaNWuGBg0aYNmyZWVaJ1sYiYiIiGSUm5uLjIwMtVdubsl/VObl5eHcuXPw8/OTypRKJfz8/HDixIkS5zlx4oRafQBo165dqfVL8lY2/7jaGModwv9bbm4uQkJCEBQUBD09PbnDqdB4LMqPt+lYVLd4s+N/m46FnK1ar8rbdDzkImeH2JRvQxAcHKxWNnnyZEyZMqVY3dTUVBQWFsLa2lqt3NraGrGxsSUu/+7duyXWv3v3bpljZAtjOZWbm4vg4OBS/8Kg14fHovzgsSg/eCzKFx6PN1tQUBAePXqk9goKCpI7LDVvZQsjERER0ZtCT0+vzC3DlpaW0NLSwr1799TK7927BxsbmxLnsbGxeaH6JWELIxEREdEbQldXF40aNUJ4eLhUplKpEB4eDk9PzxLn8fT0VKsPAAcOHCi1fknYwkhERET0BgkICIC/vz8aN26Md999FwsWLEBWVhYGDBgAAOjXrx+qVq2KkJAQAMDo0aPh7e2NefPm4f3338fGjRtx9uxZ/PDDD2VeJxPGckpPTw+TJ0/mxcvlAI9F+cFjUX7wWJQvPB4VS8+ePXH//n1MmjQJd+/eRYMGDbBv3z7pxpakpCQolX93Ijdv3hzr16/HhAkT8PXXX6NWrVrYuXMn6tWrV+Z1vpXjMBIRERHRq8NrGImIiIhIIyaMRERERKQRE0YiIiIi0ogJI73xHBwcsGDBArnDICIi8Jz8tmLCKKP+/ftDoVBg5syZauU7d+6EQqGQKarXp1WrVvjiiy+Kla9evRpmZmZlXs6ZM2cwePDgVxfYK/ai2/MipkyZggYNGpSp7t27dzFy5EjUrFkTenp6sLe3R6dOnYqNzVVe/Jf7jUonhICfnx/atWtXbNr3338PMzMz3L59W4bIXo1ly5bB2NgYBQUFUllmZiZ0dHTQqlUrtboRERFQKBRISEh4zVG+GUr7jpb3czK9HCaMMtPX18esWbPw8OFDuUN5Y1lZWcHQsHw+Pzw/P1/uEAAAN27cQKNGjfDHH39gzpw5iI6Oxr59++Dj44MRI0a89HLz8vJKLC8v2/2mKE/7S6FQICwsDKdOncLy5cul8sTERIwbNw6LFi1CtWrVZIzw/8fHxweZmZk4e/asVHb06FHY2Njg1KlTyMnJkcoPHTqE6tWrw8nJqdhySvvsU/k+J9PLY8IoMz8/P9jY2EiDa5Zk27ZtqFu3LvT09ODg4IB58+a9xgjl1b9/f3Tp0gVz586Fra0tKleujBEjRqj9wD7f/aFQKLB8+XJ88MEHMDQ0hJubG06cOIFr166hVatWqFSpEpo3b67WavCspW758uWwt7eHoaEhevTogUePHkl1VCoVpk6dimrVqkFPT08a9+qZGzduQKFQYNOmTfD29oa+vj7WrVuHAQMG4NGjR1AoFFAoFNLD5NeuXYvGjRvD2NgYNjY26N27N1JSUqTlPWvdCA8PR+PGjWFoaIjmzZsjLi4OQNFf98HBwYiKipKWvXr16hL34/Dhw6FQKHD69Gl0794dLi4uqFu3LgICAnDy5EmpXlJSEjp37gwjIyOYmJigR48eao+TerafVq5cCUdHR+jr60v7fOnSpfjf//6HSpUqYfr06QCAX375BQ0bNoS+vj5q1qyJ4OBgtZad9PR0DBkyBNbW1tDX10e9evWwa9cuRERElLrfnpeQkIDOnTvD2toaRkZGaNKkCQ4ePKhWx8HBATNmzMCnn34KY2NjVK9eXW3A2ry8PHz++eewtbWFvr4+atSoIX0nx44diw8++ECqu2DBAigUCrVj7+zsjJUrV0rvV65cCTc3N+jr66N27dr4/vvvpWmlfU7KE3t7eyxcuBBjx45FYmIihBAYOHAg2rZti3feeQcdOnSAkZERrK2t0bdvX6Smpkrzbt26Fe7u7jAwMEDlypXh5+eHrKwsGbdGnaurK2xtbRERESGVRUREoHPnznB0dFT7PkRERMDHxwfA3+ei6dOnw87ODq6urgCA6Oho+Pr6Sts7ePBgZGZmSssoyzksOTkZ77//PgwMDODo6Ij169f/a7duYWEhAgICYGZmhsqVK2PcuHHw9/dHly5dpDolLaNBgwZq36X09HR89tlnsLKygomJCXx9fREVFSVNj4qKgo+PD4yNjWFiYoJGjRrh7NmzGr+jz6+3rOeVtWvXwsHBAaampvj444/x+PHjUrefZCBINv7+/qJz585i+/btQl9fX9y6dUsIIcSOHTvEs0Nz9uxZoVQqxdSpU0VcXJwICwsTBgYGIiwsTMbIXw1vb28xevToYuVhYWHC1NRUCFG0j0xMTMTQoUNFTEyM+O2334ShoaH44YcfpPo1atQQ8+fPl94DEFWrVhWbNm0ScXFxokuXLsLBwUH4+vqKffv2iStXrohmzZqJ9u3bS/NMnjxZVKpUSfj6+orz58+Lw4cPC2dnZ9G7d2+pznfffSdMTEzEhg0bRGxsrBg3bpzQ0dER8fHxQgghEhMTBQDh4OAgtm3bJq5fvy5u3LghFixYIExMTERycrJITk4Wjx8/FkIIsWrVKrFnzx6RkJAgTpw4ITw9PUWHDh2k9R06dEgAEE2bNhURERHi8uXLomXLlqJ58+ZCCCGys7NFYGCgqFu3rrTs7OzsYvszLS1NKBQKMWPGDI3Ho7CwUDRo0EC899574uzZs+LkyZOiUaNGwtvbu9h+at++vYiMjBRRUVHSPq9SpYr48ccfRUJCgrh586Y4cuSIMDExEatXrxYJCQli//79wsHBQUyZMkVaX7NmzUTdunXF/v37RUJCgvjtt9/Enj17RG5ubqn77XkXLlwQy5YtE9HR0SI+Pl5MmDBB6Ovri5s3b6p9RiwsLMSSJUvE1atXRUhIiFAqlSI2NlYIIcScOXOEvb29OHLkiLhx44Y4evSoWL9+vRBCiF9//VWYmpqKgoICIYQQXbp0EZaWlmL8+PFCCCFu374tAIirV68KIYT4+eefha2trfQZ2LZtm7CwsBCrV68u9XNy584djcdGLp07dxatWrUSoaGhwsrKSqSkpAgrKysRFBQkYmJiRGRkpGjTpo3w8fERQghx584doa2tLb777juRmJgoLl68KJYsWVLqsZNL7969Rdu2baX3TZo0EVu2bBFDhw4VkyZNEkIUfb/09PSk4+bv7y+MjIxE3759xaVLl8SlS5dEZmamsLW1Fd26dRPR0dEiPDxcODo6Cn9/f2nZZTmH+fn5iQYNGoiTJ0+Kc+fOCW9vb2FgYKB2XnverFmzhLm5udi2bZu4cuWKGDhwoDA2NhadO3eW6jx/bhRCCA8PDzF58mS1dXfq1EmcOXNGxMfHi8DAQFG5cmWRlpYmhBCibt264pNPPhExMTEiPj5ebN68WVy4cEHjd/Sf6y3recXIyEjaj0eOHBE2Njbi66+//rdDSa8RE0YZPUsYhRCiWbNm4tNPPxVCqCeMvXv3Fm3atFGb78svvxR16tR5rbH+F8qaMNaoUUP6sRZCiI8++kj07NlTel9SwjhhwgTp/YkTJwQAsWrVKqlsw4YNQl9fX3o/efJkoaWlJW7fvi2V7d27VyiVSpGcnCyEEMLOzk5Mnz5dLdYmTZqI4cOHCyH+TgQWLFhQ6vZocubMGQFAOuk+SxgPHjwo1dm9e7cAIJ48eSLF7eHhoXG5p06dEgDE9u3bNdbbv3+/0NLSEklJSVLZ5cuXBQBx+vRpaX06OjoiJSVFbV4A4osvvlAra926dbEkde3atcLW1lYIIcTvv/8ulEqliIuLKzGesu63ktStW1csWrRIel+jRg3xySefSO9VKpWoUqWKWLp0qRBCiJEjRwpfX1+hUqmKLevhw4dCqVSKM2fOCJVKJSwsLERISIho2rSpEKIoQaxatapU38nJSUo2n5k2bZrw9PQUQpT+OSmP7t27JywtLYVSqRQ7duwQ06ZNU0u0hBDi1q1bAoCIi4sT586dEwDEjRs3ZIq4bFasWCEqVaok8vPzRUZGhtDW1hYpKSli/fr1wsvLSwghRHh4uAAg/eHh7+8vrK2tRW5urrScH374QZibm4vMzEypbPfu3UKpVIq7d+9K82k6h8XExAgA4syZM9L0q1evCgAaE0ZbW1sxe/Zs6X1+fr6oVq3aCyWMR48eFSYmJiInJ0etjpOTk1i+fLkQQghjY2MpaX5ead/Rf663rOcVQ0NDkZGRIdX58ssvpe8YlQ/ski4nZs2ahTVr1iAmJkatPCYmBi1atFAra9GiBa5evYrCwsLXGaJs6tatCy0tLem9ra2tWtdtSerXry/9/9mjktzd3dXKcnJykJGRIZVVr14dVatWld57enpCpVIhLi4OGRkZuHPnTonH4vlj1rhx4zJt17lz59CpUydUr14dxsbG8Pb2BlDUfVPattja2gLAv27/P4kyPswpJiYG9vb2sLe3l8rq1KkDMzMztW2sUaMGrKysis3//HZHRUVh6tSpMDIykl6DBg1CcnIysrOzceHCBVSrVg0uLi5l3paSZGZmYuzYsXBzc4OZmRmMjIwQExOjcT8qFArY2NhI+7F///64cOECXF1dMWrUKOzfv1+qa2ZmBg8PD0RERCA6Ohq6uroYPHgwzp8/j8zMTBw+fFg6dllZWUhISMDAgQPVtvvbb78tduNEWT8ncqpSpQqGDBkCNzc3dOnSBVFRUTh06JDattWuXRtA0aUBHh4eaN26Ndzd3fHRRx9hxYoV5fL67FatWiErKwtnzpzB0aNH4eLiAisrK3h7e0vXMUZERKBmzZqoXr26NJ+7uzt0dXWl9zExMfDw8EClSpWkshYtWkjnjWc0ncPi4uKgra2Nhg0bStOdnZ1hbm5eavyPHj1CcnIymjZtKpVpa2u/8GcqKioKmZmZqFy5stoxTUxMlD6vAQEB+Oyzz+Dn54eZM2e+8A1AZT2vODg4wNjYWHpflvM8vV58lnQ54eXlhXbt2iEoKAj9+/eXO5zXwsTERO0awWfS09NhamoqvdfR0VGbrlAooFKpNC77n/M8u+O8pLJ/W87L+OePR2mysrLQrl07tGvXDuvWrYOVlRWSkpLQrl27YhfT/3/jrlWrFhQKBWJjY8s8jyalbd/z5ZmZmQgODka3bt2K1dXX14eBgcEriWfs2LE4cOAA5s6dC2dnZxgYGODDDz/UuB8B9c9Rw4YNkZiYiL179+LgwYPo0aMH/Pz8sHXrVgBFCUZERAT09PTg7e0NCwsLuLm54dixYzh8+DACAwOlbQaAFStWqP2YA1BLGICyfU7KA21tbWhrF/1UZGZmolOnTpg1a1axera2ttDS0sKBAwdw/Phx7N+/H4sWLcI333yDU6dOwdHR8XWHXipnZ2dUq1YNhw4dwsOHD6WE387ODvb29jh+/DgOHToEX19ftfle9pi9zDnsVVAqlcX+YPzntZOZmZnFrud85tndz1OmTEHv3r2xe/du7N27F5MnT8bGjRvRtWvXVxqrXPuIyo4tjOXIzJkz8dtvv+HEiRNSmZubG/7880+1en/++SdcXFyK/QC9aVxdXREZGVmsPDIy8v/d6vQykpKScOfOHen9yZMnoVQq4erqChMTE9jZ2ZV4LOrUqaNxubq6usVag2NjY5GWloaZM2eiZcuWqF279kv9NV3Ssp9nYWGBdu3aYcmSJSXefJCeng6g6LN269Yt3Lp1S5p25coVpKen/+s2lqRhw4aIi4uDs7NzsZdSqUT9+vVx+/ZtxMfHv/S2AUXHoH///ujatSvc3d1hY2ODGzduvHC8JiYm6NmzJ1asWIFNmzZh27ZtePDgAQDA29sbx44dQ3h4uDT0SqtWrbBhwwbEx8dLZdbW1rCzs8P169eLbXN5SpheVsOGDXH58mU4ODgU275nyZRCoUCLFi0QHByM8+fPQ1dXFzt27JA58uJ8fHwQERGBiIgIteF0vLy8sHfvXpw+fVq64aU0bm5uiIqKUvte/fnnn9J5oyxcXV1RUFCA8+fPS2XXrl3T2DJramoKW1tbnDp1SiorKCjAuXPn1OpZWVkhOTlZep+RkYHExETpfcOGDXH37l1oa2sXO56WlpZSPRcXF4wZMwb79+9Ht27dEBYWBqBs39FXfV4h+TBhLEfc3d3Rp08fhIaGSmWBgYEIDw/HtGnTEB8fjzVr1mDx4sUYO3asjJG+GsOGDUN8fDxGjRqFixcvIi4uDt999x02bNggtdi8Tvr6+vD390dUVBSOHj2KUaNGoUePHrCxsQEAfPnll5g1axY2bdqEuLg4fPXVV7hw4QJGjx6tcbkODg7IzMxEeHg4UlNTkZ2djerVq0NXVxeLFi3C9evX8euvv2LatGkvHLODgwMSExNx4cIFpKamIjc3t8R6S5YsQWFhId59911s27YNV69eRUxMDEJDQ+Hp6Qmg6I79Z5/ByMhInD59Gv369YO3t/dLdZ9OmjQJP/30E4KDg3H58mXExMRg48aNmDBhAoCiJMzLywvdu3fHgQMHpBa+Z3cfl7TfSlKrVi1s374dFy5cQFRUFHr37v3CLRPPPnexsbGIj4/Hli1bYGNjI7WyeHl54fHjx9i1a5dawrhu3TrY2tqq/YETHByMkJAQhIaGIj4+HtHR0QgLC8N33333gnuw/BkxYgQePHiAXr164cyZM0hISMDvv/+OAQMGoLCwEKdOncKMGTNw9uxZJCUlYfv27bh//z7c3NzkDr0YHx8fHDt2DBcuXJBaGIGiz+Xy5cuRl5f3rwljnz59pPPGpUuXcOjQIYwcORJ9+/aVLoX5N7Vr14afnx8GDx6M06dP4/z58xg8eDAMDAw0jsc7evRozJw5Ezt37kRsbCyGDx8u/fH3jK+vL9auXYujR48iOjoa/v7+ag0Nfn5+8PT0RJcuXbB//37cuHEDx48fxzfffIOzZ8/iyZMn+PzzzxEREYGbN2/izz//xJkzZ6TjWZbv6Ks+r5B8mDCWM1OnTlX7sWvYsCE2b96MjRs3ol69epg0aRKmTp36VnRb16xZE0eOHEFsbCz8/PzQtGlTbN68GVu2bEH79u1fezzOzs7o1q0bOnbsiLZt26J+/fpqw6GMGjUKAQEBCAwMhLu7O/bt24dff/0VtWrV0rjc5s2bY+jQoejZsyesrKwwe/ZsWFlZYfXq1diyZQvq1KmDmTNnYu7cuS8cc/fu3dG+fXv4+PjAysoKGzZsKLFezZo1ERkZCR8fHwQGBqJevXpo06YNwsPDsXTpUgBFLUO//PILzM3N4eXlBT8/P9SsWRObNm164bgAoF27dti1axf279+PJk2aoFmzZpg/fz5q1Kgh1dm2bRuaNGmCXr16oU6dOhg3bpzUYlHSfivJd999B3NzczRv3hydOnVCu3bt1K4HKwtjY2PMnj0bjRs3RpMmTXDjxg3s2bMHSmXRKdLc3Bzu7u6wsrKSrtnz8vKCSqVSSzYA4LPPPsPKlSsRFhYGd3d3eHt7Y/Xq1W9FC+OzVvbCwkK0bdsW7u7u+OKLL2BmZgalUgkTExMcOXIEHTt2hIuLCyZMmIB58+ahQ4cOcodejI+PD548eQJnZ2e15M7b2xuPHz+Wht/RxNDQEL///jsePHiAJk2a4MMPP0Tr1q2xePHiF4rlp59+grW1Nby8vNC1a1cMGjQIxsbG0rBVJQkMDETfvn3h7+8PT09PGBsbF+smDgoKgre3Nz744AO8//776NKli9qYkgqFAnv27IGXlxcGDBgAFxcXfPzxx7h58yasra2hpaWFtLQ09OvXDy4uLujRowc6dOiA4OBgAGX7jr7q8wrJRyHKekU80VtsypQp2LlzJy5cuCB3KERUwd2+fRv29vY4ePAgWrduXeb5+vfvj/T0dOzcufO/C44qLN70QkREJKM//vgDmZmZcHd3R3JyMsaNGwcHBwd4eXnJHRqRhAkjERGRjPLz8/H111/j+vXrMDY2RvPmzbFu3bpidw4TyYld0kRERESkEW96ISIiIiKNmDASERERkUZMGImIiIhIIyaMRERERKQRE0YiIiIi0ogJIxH9v/Xv3x9dunSR3rdq1QpffPHFa48jIiICCoWi2CPS/kmhULzQwMZTpkxBgwYN/l9x3bhxAwqFggPDE9Ebiwkj0Vuqf//+UCgUUCgU0NXVhbOzM6ZOnYqCgoL/fN3bt28v87Oxy5LkERGRvDhwN9FbrH379ggLC0Nubi727NmDESNGQEdHB0FBQcXq5uXlQVdX95Ws18LC4pUsh4iIyge2MBK9xfT09GBjY4MaNWpg2LBh8PPzw6+//grg727k6dOnw87ODq6urgCAW7duoUePHjAzM4OFhQU6d+6MGzduSMssLCxEQEAAzMzMULlyZYwbNw7Pj///fJd0bm4uxo8fD3t7e+jp6cHZ2RmrVq3CjRs34OPjAwAwNzeHQqFA//79AQAqlQohISFwdHSEgYEBPDw8sHXrVrX17NmzBy4uLjAwMICPj49anGU1fvx4uLi4wNDQEDVr1sTEiRORn59frN7y5cthb28PQ0ND9OjRA48ePVKbvnLlSri5uUFfXx+1a9fG999/X+o6Hz58iD59+sDKygoGBgaoVasWwsLCXjh2IqLXhS2MRBWIgYEB0tLSpPfh4eEwMTHBgQMHABQ9oqxdu3bw9PTE0aNHoa2tjW+//Rbt27fHxYsXoauri3nz5mH16tX48ccf4ebmhnnz5mHHjh3w9fUtdb39+vXDiRMnEBoaCg8PDyQmJiI1NRX29vbYtm0bunfvjri4OJiYmMDAwAAAEBISgp9//hnLli1DrVq1cOTIEXzyySewsrKCt7c3bt26hW7dumHEiBEYPHgwzp49i8DAwBfeJ8bGxli9ejXs7OwQHR2NQYMGwdjYGOPGjZPqXLt2DZs3b8Zvv/2GjIwMDBw4EMOHD8e6desAAOvWrcOkSZOwePFivPPOOzh//jwGDRqESpUqwd/fv9g6J06ciCtXrmDv3r2wtLTEtWvX8OTJkxeOnYjotRFE9Fby9/cXnTt3FkIIoVKpxIEDB4Senp4YO3asNN3a2lrk5uZK86xdu1a4uroKlUolleXm5goDAwPx+++/CyGEsLW1FbNnz5am5+fni2rVqknrEkIIb29vMXr0aCGEEHFxcQKAOHDgQIlxHjp0SAAQDx8+lMpycnKEoaGhOH78uFrdgQMHil69egkhhAgKChJ16tRRmz5+/Phiy3oeALFjx45Sp8+ZM0c0atRIej958mShpaUlbt++LZXt3btXKJVKkZycLIQQwsnJSaxfv15tOdOmTROenp5CCCESExMFAHH+/HkhhBCdOnUSAwYMKDUGIqLyhi2MRG+xXbt2wcjICPn5+VCpVOjduzemTJkiTXd3d1e7bjEqKgrXrl2DsbGx2nJycnKQkJCAR48eITk5GU2bNpWmaWtro3HjxsW6pZ+5cOECtLS04O3tXea4r127huzsbLRp00atPC8vD++88w4AICYmRi0OAPD09CzzOp7ZtGkTQkNDkZCQgMzMTBQUFMDExEStTvXq1VG1alW19ahUKsTFxcHY2BgJCQkYOHAgBg0aJNUpKCiAqalpiescNmwYunfvjsjISLRt2xZdunRB8+bNXzh2IqLXhQkj0VvMx8cHS5cuha6uLuzs7KCtrf6Vr1Spktr7zMxMNGrUSOpq/ScrK6uXiuFZF/OLyMzMBADs3r1bLVEDiq7LfFVOnDiBPn36IDg4GO3atYOpqSk2btyIefPmvXCsK1asKJbAamlplThPhw4dcPPmTezZswcHDhxA69atMWLECMydO/flN4aI6D/EhJHoLVapUiU4OzuXuX7Dhg2xadMmVKlSpVgr2zO2trY4deoUvLy8ABS1pJ07dw4NGzYssb67uztUKhUOHz4MPz+/YtOftXAWFhZKZXXq1IGenh6SkpJKbZl0c3OTbuB55uTJk/++kf9w/Phx1KhRA998841UdvPmzWL1kpKScOfOHdjZ2UnrUSqVcHV1hbW1Nezs7HD9+nX06dOnzOu2srKCv78//P390bJlS3z55ZdMGImo3OJd0kQk6dOnDywtLdG5c2ccPXoUiYmJiIiIwKhRo3D79m0AwOjRozFz5kzs3LkTsbGxGD58uMYxFB0cHODv749PP/0UO3fulJa5efNmAECNGjWgUCiwa9cu3L9/H5mZmTA2NsbYsWMxZswYrFmzBgkJCYiMjMSiRYuwZs0aAMDQoUNx9epVfPnll4iLi8P69euxevXqF9reWrVqISkpCRs3bkRCQgJCQ0OxY8eOYvX09fXh7++PqKgoHD16FKNGjUKPHj1gY2MDAAgODkZISAhCQ0MRHx+P6OhohIWF4bvvvitxvZMmTcIvv/yCa9eu4fLly9i1axfc3NxeKHYioteJCSMRSQwNDXHkyBFUr14d3bp1g5ubGwYOHIicnBypxTEwMBB9+/aFv78/PD09YWxsjK5du2pc7tKlS/Hhhx9i+PDhqF27NgYNGoSsrCwAQNWqVREcHIyvvvoK1tbW+PzzzwEA06ZNw8SJExESEgI3Nze0b98eu3fvhqOjI4Ci6wq3bduGnTt3wsPDA8uWLcOMGTNeaHv/97//YcyYMfj888/RoEEDHD9+HBMnTixWz9nZGd26dUPHjh3Rtm1b1K9fX23YnM8++wwrV65EWFgY3N3d4e3tjdWrV0uxPk9XVxdBQUGoX78+vLy8oKWlhY0bN75Q7EREr5NClHalOhERERER2MJIRERERP+CCSMRERERacSEkYiIiIg0YsJIRERERBoxYSQiIiIijZgwEhEREZFGTBiJiIiISCMmjERERESkERNGIiIiItKICSMRERERacSEkYiIiIg0+j/4KZlOhYnPLgAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-30 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-30\n","问法错误 1610\n","回答: 不是 544\n","不是 326\n","回答: 是 323\n","回答: 不重要 133\n","不重要 32\n","是 15\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是他爷爷的,他很珍视它,所以他在离别时哭泣,然后把帽子放在湖边的石头上\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是小男孩爷爷的,小男孩很珍视它,所以他哭泣,然后将帽子放在湖边的石头上\\n回答: 是 1\n","回答错误 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷在天之灵了吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在���个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 男孩把帽子放在湖边是为了寻找他的亲人吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,��望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩为什么把帽子放在湖边\\n回答: 回答正确 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人放的帽子\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小孩的哭声\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人是小男孩吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人是小男孩,还是爷爷\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人是爷爷吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 他放这顶帽子是为了纪念爷爷\\n回答: 是 1\n","回答: 问法错误 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲人\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道���顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭声是否属于帽子主人\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭着的人是小男孩,帽子是爷爷的\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人和死的人不是一个人\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣声是因为小男孩想念爷爷吗\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\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/Qwen2.5-1.5B-Instruct/shots-40 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-40\n","问法错误 1371\n","回答: 不是 692\n","回答: 是 491\n","回答: 不重要 229\n","不是 93\n","是 80\n","不重要 18\n","回答: 问法错误 3\n","回答错误。 2\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是遗失了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是遗失了吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小��庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩的爷爷是谁\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩的爷爷住在哪个村子里\\n回答: 不重要 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 祭奠的是自己的亲人吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏��,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 祭奠的是自己的亲人吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 小孩的哭声是什么声音\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 他哭泣的声音是什么\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是去湖边找帽子的吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭泣\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是去湖边找帽子的吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭泣\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是去湖边找帽子的吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭泣\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人哭是因为帽子吗\\n回答: 是 1\n","回答: 是重要 1\n","回答: 是为了纪念爷爷 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是小男孩在哭泣,还是爷爷在哭泣?\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是小男孩的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是小男孩的爷爷的吗\\n回答: 不重要 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子的主人把帽子留下后离开了\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 请问哭声主人是否是帽子主人\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边��活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 请问哭声主人是否是帽子主人\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜���,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是 1\n","回答: 是\\n\\n这个谜面描述了一个小男孩在湖边的哭泣和帽子的故事。参与者的问题询问是否已经猜完,根据谜面的描述,小男孩在湖边哭泣是因为思念爷爷,而帽子是他放在那里以安慰爷爷。所以,参与者没有完全猜完故事,还有一部分未被揭示。 1\n","回答: 是\\n\\n这个谜面描述了一个��男孩在爷爷去世后,将爷爷的帽子放在湖边,希望爷爷的在天之灵得到安慰。帽子是小男孩的,而不是爷爷的。因此,帽子是小男孩的,而不是死者的。 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子主人的好朋友离开了\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩的家人去世了吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭着的人是小男孩,帽子主人是小男孩\\n回答: 是 1\n","回答: 是的,帽子是为了提醒小男孩和他的爷爷的友谊和他们共同度过的美好时光。小男孩将帽子放在湖边的石头上,是为了让爷爷的在天之灵能够感受到他的思念和爱。 1\n","回答: 是\\n\\n谜面: 一个宁静的夏日午后,湖边突然传来一声惊呼。人们跑过去查看,发现一名男子面朝下漂浮在湖面上,已经没有了呼吸。警方调查后发现,死者甄郝身上并无明显伤痕,现场也没有挣扎的迹象。那么,究竟是什么原因导致了甄郝的死亡?\\n谜底: 原来,甄郝是一名生物学家,他在湖边研究一种罕见的湖底生物。在潜水观察时,他发现了一种奇特的生物——一种会释放神经毒素的水母。这种水母的毒素可以使人在短时间内瘫痪,甚至死亡。不幸的是,在甄郝观察这种水母时,不慎被水母的触手缠绕,毒素侵入他的体内,导致他窒息而死。而这一切,都在湖边静静地发生了,无人知晓。\\n参与者提出的问题: 现场有没有挣扎的迹象\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的哭声嘛\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65292 (\\N{FULLWIDTH COMMA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24125 (\\N{CJK UNIFIED IDEOGRAPH-5E3D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23376 (\\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20026 (\\N{CJK UNIFIED IDEOGRAPH-4E3A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25552 (\\N{CJK UNIFIED IDEOGRAPH-63D0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37266 (\\N{CJK UNIFIED IDEOGRAPH-9192}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30007 (\\N{CJK UNIFIED IDEOGRAPH-7537}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23401 (\\N{CJK UNIFIED IDEOGRAPH-5B69}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20182 (\\N{CJK UNIFIED IDEOGRAPH-4ED6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29239 (\\N{CJK UNIFIED IDEOGRAPH-7237}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21451 (\\N{CJK UNIFIED IDEOGRAPH-53CB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35850 (\\N{CJK UNIFIED IDEOGRAPH-8C0A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20204 (\\N{CJK UNIFIED IDEOGRAPH-4EEC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20849 (\\N{CJK UNIFIED IDEOGRAPH-5171}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21516 (\\N{CJK UNIFIED IDEOGRAPH-540C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36807 (\\N{CJK UNIFIED IDEOGRAPH-8FC7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32654 (\\N{CJK UNIFIED IDEOGRAPH-7F8E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22909 (\\N{CJK UNIFIED IDEOGRAPH-597D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26102 (\\N{CJK UNIFIED IDEOGRAPH-65F6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20809 (\\N{CJK UNIFIED IDEOGRAPH-5149}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32426 (\\N{CJK UNIFIED IDEOGRAPH-7EAA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24565 (\\N{CJK UNIFIED IDEOGRAPH-5FF5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\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/Qwen2.5-1.5B-Instruct/shots-50 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-50\n","问法错误 1270\n","回答: 不是 859\n","回答: 是 472\n","回答: 不重要 252\n","不是 95\n","回答: 问法错误 27\n","是 14\n","回答: 回答正确 2\n","回答正确 2\n","回答: 是\\n\\n谜面: 一个宁静的夏日午后,湖边突然传来一声惊呼。人们跑过去查看,发现一名男子面朝下漂浮在湖面上,已经没有了呼吸。警方调查后发现,死者甄郝身上并无明显伤痕,现场也没有挣扎的迹象。那么,究竟是什么原因导致了甄郝的死亡?\\n谜底: 原来,甄郝是一名生物学家,他在湖边研究一种罕见的湖底生物。在潜水观察时,他发现了一种奇特的生物——一种会释放神经毒素的水母。这种水母的毒素可以使人在短时间内瘫痪,甚至死亡。不幸的是,在甄郝观察这种水母时,不慎被水母的触手缠绕,毒素侵入他的体内,导致他窒息而死。而这一切,都在湖边静静地发生了,无人知晓。\\n参与者提出的问题: 他在湖里看到了什么东西\\n回答: 是\\n\\n谜面: 一个宁静的夏日午后,湖边突然传来一声惊呼。人们跑过去查看,发现一名男子面朝下漂浮在湖面上,已经没有了呼吸。警方调查后发现,死者甄郝身上并无明显伤痕,现场也没有挣扎的迹象。那么,究竟是什么原因导致了甄郝的死亡?\\n谜底: 原来,甄郝是一名生物学家,他在湖边研究一种罕见的湖底生物。在潜水观察时,他发现了一种奇特的生物——一种会释放神经毒素的水母。这种水母的毒素可以使人在短时间内瘫痪,甚至死亡。不幸的是,在甄郝观察这种水母时,不慎被水母的触手缠绕,毒素侵入他的体内,导致他窒息而死。而这一切,都在湖边静静地发生了,无人知晓。\\n参与者提出的问题: 他在湖里看到了什么东西\\n回答: 是 1\n","回答: 是为了记念爷爷 1\n","回答: 是小男孩的哭声。 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是村里的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是不是村里的人\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是村里的吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人放的帽子\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子的主人是谁\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子是放在湖边的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子是放在石头上的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子是放在湖边的石头上的吗\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20026 (\\N{CJK UNIFIED IDEOGRAPH-4E3A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35760 (\\N{CJK UNIFIED IDEOGRAPH-8BB0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24565 (\\N{CJK UNIFIED IDEOGRAPH-5FF5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29239 (\\N{CJK UNIFIED IDEOGRAPH-7237}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30007 (\\N{CJK UNIFIED IDEOGRAPH-7537}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23401 (\\N{CJK UNIFIED IDEOGRAPH-5B69}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21741 (\\N{CJK UNIFIED IDEOGRAPH-54ED}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22768 (\\N{CJK UNIFIED IDEOGRAPH-58F0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqwAAAHSCAYAAAApApkcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABnAUlEQVR4nO3dd1gUV/828HvpvUqNCCgWQLEXNCoKisbYEzXyJFhixdgSoyaxJpZoVELiY0seS2KNUZMYRbEgFoIIYkVsKBaKDRBQ6nn/8GV+roBiBGaA+3Nde13smTOz3xlWvHf2zBmVEEKAiIiIiEihNOQugIiIiIjoZRhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0bTkLqC8FBQU4O7duzA2NoZKpZK7HCIiIiJ6gRACjx8/hr29PTQ0Sj6PWmUD6927d+Hg4CB3GURERET0Crdu3ULNmjVLXF5lA6uxsTGAZwfAxMRE5mqIiIiI6EXp6elwcHCQcltJqmxgLRwGYGJiwsBKREREpGCvGr7Ji66IiIiISNEYWImIiIhI0RhYiYiIiEjRGFjLUFhYGHr27Al7e3uoVCrs2rVLWpabm4upU6eiUaNGMDQ0hL29PT766CPcvXtXbRvR0dHo0qULzMzMYGlpiZEjRyIjI0Navm7dOqhUqmIfKSkpFbWrRERERBWGgbUMZWZmonHjxli+fHmRZVlZWYiOjsaMGTMQHR2NHTt2IC4uDr169ZL63L17Fz4+PnBxcUFERASCg4Nx4cIFDBkyROozcOBAJCYmqj18fX3RsWNHWFtbV8RuEhEREVWoKjtLgBy6d++O7t27F7vM1NQUISEham0//vgjWrVqhYSEBNSqVQu7d++GtrY2li9fLk2eu3LlSnh4eODq1atwcXGBvr4+9PX1pW3cu3cPhw4dws8//1x+O0ZEREQkI55hlVFaWhpUKhXMzMwAANnZ2dDR0VG700NhOD127Fix29iwYQMMDAzw3nvvlXu9RERERHJgYJXJ06dPMXXqVHzwwQfSPLGdO3dGUlISFi9ejJycHDx69AjTpk0DACQmJha7nZ9//hmDBw9WO+tKREREVJUwsMogNzcXAwYMgBACK1askNrd3d2xfv16LFmyBAYGBrC1tYWzszNsbGyKvb9ueHg4YmNjMXz48Iosn4iIiKhCMbBWsMKwevPmTYSEhBS5C9fgwYORlJSEO3fu4MGDB5g9ezbu3buH2rVrF9nWTz/9hCZNmqB58+YVVT4RERFRhWNgrUCFYfXKlSs4cOAALC0tS+xrY2MDIyMjbN26FXp6eujSpYva8oyMDGzbto1nV4mIiKjK4ywBZSgjIwNXr16VnsfHxyMmJgYWFhaws7PDe++9h+joaOzevRv5+flISkoCAFhYWEBHRwfAs5kD2rZtCyMjI4SEhGDKlClYuHChdGFWoa1btyIvLw//+c9/Kmz/iIiIiOSgEkIIuYsoD+np6TA1NUVaWlqRr93flNO0v4ttf5pwFsmbvyjSbtjQG2ZvD8adlcWfDbX5YD70ankAAO7vXoIn106hIPcJtC1qwqRVPxg17FxknaRfPoOmmQ2sek55Zb03FvZ4ZR8iIiKiilbavMbA+i+UFFiVioGViIiIlKi0eY1jWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0V47sIaFhaFnz56wt7eHSqXCrl27pGW5ubmYOnUqGjVqBENDQ9jb2+Ojjz7C3bt31bbx8OFD+Pn5wcTEBGZmZhg+fDgyMjLU+pw9exbt27eHnp4eHBwcsGjRon+3h0RERERUqb12YM3MzETjxo2xfPnyIsuysrIQHR2NGTNmIDo6Gjt27EBcXBx69eql1s/Pzw8XLlxASEgIdu/ejbCwMIwcOVJanp6ejq5du8LR0RFRUVFYvHgxZs+ejdWrV/+LXSQiIiKiykwlhBD/emWVCjt37kSfPn1K7BMZGYlWrVrh5s2bqFWrFmJjY+Hm5obIyEi0aNECABAcHIx33nkHt2/fhr29PVasWIEvv/wSSUlJ0NHRAQBMmzYNu3btwqVLl0pVW3p6OkxNTZGWlgYTE5N/u4vFcpr2d5lur7zdWNhD7hKIiIiIiihtXiv3MaxpaWlQqVQwMzMDAISHh8PMzEwKqwDg4+MDDQ0NRERESH06dOgghVUA8PX1RVxcHB49elTs62RnZyM9PV3tQURERESVX7kG1qdPn2Lq1Kn44IMPpNSclJQEa2trtX5aWlqwsLBAUlKS1MfGxkatT+Hzwj4vWrBgAUxNTaWHg4NDWe8OEREREcmg3AJrbm4uBgwYACEEVqxYUV4vI5k+fTrS0tKkx61bt8r9NYmIiIio/GmVx0YLw+rNmzdx6NAhtTEJtra2SElJUeufl5eHhw8fwtbWVuqTnJys1qfweWGfF+nq6kJXV7csd4OIiIiIFKDMz7AWhtUrV67gwIEDsLS0VFvu6emJ1NRUREVFSW2HDh1CQUEBWrduLfUJCwtDbm6u1CckJAT169eHubl5WZdMRERERAr22oE1IyMDMTExiImJAQDEx8cjJiYGCQkJyM3NxXvvvYdTp05h48aNyM/PR1JSEpKSkpCTkwMAcHV1Rbdu3TBixAicPHkSx48fx7hx4zBo0CDY29sDAAYPHgwdHR0MHz4cFy5cwNatW/H9999j8uTJZbfnRERERFQpvPa0VqGhoejUqVORdn9/f8yePRvOzs7Frnf48GF4eXkBeHbjgHHjxuGvv/6ChoYG+vfvj6CgIBgZGUn9z549i4CAAERGRqJGjRr45JNPMHXq1FLXyWmt/g+ntSIiIiIlKm1ee6N5WJWMgfX/MLASERGREilmHlYiIiIiojfBwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIr22oE1LCwMPXv2hL29PVQqFXbt2qW2XAiBmTNnws7ODvr6+vDx8cGVK1fU+jx8+BB+fn4wMTGBmZkZhg8fjoyMDLU+Z8+eRfv27aGnpwcHBwcsWrTo9feOiIiIiCq91w6smZmZaNy4MZYvX17s8kWLFiEoKAgrV65EREQEDA0N4evri6dPn0p9/Pz8cOHCBYSEhGD37t0ICwvDyJEjpeXp6eno2rUrHB0dERUVhcWLF2P27NlYvXr1v9hFIiIiIqrMVEII8a9XVqmwc+dO9OnTB8Czs6v29vb49NNP8dlnnwEA0tLSYGNjg3Xr1mHQoEGIjY2Fm5sbIiMj0aJFCwBAcHAw3nnnHdy+fRv29vZYsWIFvvzySyQlJUFHRwcAMG3aNOzatQuXLl0qVW3p6ekwNTVFWloaTExM/u0uFstp2t9lur3ydmNhD7lLICIiIiqitHmtTMewxsfHIykpCT4+PlKbqakpWrdujfDwcABAeHg4zMzMpLAKAD4+PtDQ0EBERITUp0OHDlJYBQBfX1/ExcXh0aNHxb52dnY20tPT1R5EREREVPmVaWBNSkoCANjY2Ki129jYSMuSkpJgbW2ttlxLSwsWFhZqfYrbxvOv8aIFCxbA1NRUejg4OLz5DhERERGR7KrMLAHTp09HWlqa9Lh165bcJVEFePz4MSZOnAhHR0fo6+ujbdu2iIyMlJYPGTIEKpVK7dGtW7dit5WdnY0mTZpApVIhJiamgvaAiIiIXqVMA6utrS0AIDk5Wa09OTlZWmZra4uUlBS15Xl5eXj48KFan+K28fxrvEhXVxcmJiZqD6r6Pv74Y4SEhOCXX37BuXPn0LVrV/j4+ODOnTtSn27duiExMVF6bN68udhtff7557C3t6+o0omIiKiUyjSwOjs7w9bWFgcPHpTa0tPTERERAU9PTwCAp6cnUlNTERUVJfU5dOgQCgoK0Lp1a6lPWFgYcnNzpT4hISGoX78+zM3Ny7JkqsSePHmC33//HYsWLUKHDh3g4uKC2bNnw8XFBStWrJD66erqwtbWVnoU9x7au3cv9u/fj++++64id4GIiIhK4bUDa0ZGBmJiYqSvTOPj4xETE4OEhASoVCpMnDgR33zzDf7880+cO3cOH330Eezt7aWZBFxdXdGtWzeMGDECJ0+exPHjxzFu3DgMGjRIOrs1ePBg6OjoYPjw4bhw4QK2bt2K77//HpMnTy6zHafKLy8vD/n5+dDT01Nr19fXx7Fjx6TnoaGhsLa2Rv369TFmzBg8ePBArX9ycjJGjBiBX375BQYGBhVSOxEREZWe1uuucOrUKXTq1El6Xhgi/f39sW7dOnz++efIzMzEyJEjkZqairfffhvBwcFqoWLjxo0YN24cvL29oaGhgf79+yMoKEhabmpqiv379yMgIADNmzdHjRo1MHPmTLW5WomMjY3h6emJr7/+Gq6urrCxscHmzZsRHh4OFxcXAM+GA/Tr1w/Ozs64du0avvjiC3Tv3h3h4eHQ1NSEEAJDhgzB6NGj0aJFC9y4cUPenSIiIqIi3mgeViXjPKz/pyrPw3rt2jUMGzYMYWFh0NTURLNmzVCvXj1ERUUhNja2SP/r16+jTp06OHDgALy9vREUFIRt27bhyJEj0NTUxI0bN+Ds7IzTp0+jSZMmFb9DRERE1Ygs87ASVbQ6dergyJEjyMjIwK1bt3Dy5Enk5uaidu3axfavXbs2atSogatXrwJ4Nn46PDwcurq60NLSks7MtmjRAv7+/hW2H0RERFSy1x4SQKREhoaGMDQ0xKNHj7Bv3z4sWrSo2H63b9/GgwcPYGdnBwAICgrCN998Iy2/e/cufH19sXXrVukiQCIiIpIXAytVavv27YMQAvXr18fVq1cxZcoUNGjQAEOHDkVGRgbmzJmD/v37w9bWFteuXcPnn38OFxcX+Pr6AgBq1aqltj0jIyMAz87c1qxZs8L3h4iIiIpiYCVFKu044czYo0gNW4+8x/ehqWcMg/ptYeb5EerO2I+C3Gzc23EQS/+7BgVPM6FpZAF956Yw852E+rMOFLu9vLRn8/2+8/1R6NjcKbZPcaryOGEiIiK5MbBSpWbo2h6Gru2LXaahrQubgV+/1va0TG3gOHV3WZRGREREZYQXXRERERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaKVeWDNz8/HjBkz4OzsDH19fdSpUwdff/01hBBSHyEEZs6cCTs7O+jr68PHxwdXrlxR287Dhw/h5+cHExMTmJmZYfjw4cjIyCjrcomIiIhI4co8sH777bdYsWIFfvzxR8TGxuLbb7/FokWL8MMPP0h9Fi1ahKCgIKxcuRIREREwNDSEr68vnj59KvXx8/PDhQsXEBISgt27dyMsLAwjR44s63KJiIiISOG0ynqDJ06cQO/evdGjRw8AgJOTEzZv3oyTJ08CeHZ2NTAwEF999RV69+4NANiwYQNsbGywa9cuDBo0CLGxsQgODkZkZCRatGgBAPjhhx/wzjvv4LvvvoO9vX2R183OzkZ2drb0PD09vax3jYiIiIhkUOZnWNu2bYuDBw/i8uXLAIAzZ87g2LFj6N69OwAgPj4eSUlJ8PHxkdYxNTVF69atER4eDgAIDw+HmZmZFFYBwMfHBxoaGoiIiCj2dRcsWABTU1Pp4eDgUNa7RkREREQyKPMzrNOmTUN6ejoaNGgATU1N5OfnY968efDz8wMAJCUlAQBsbGzU1rOxsZGWJSUlwdraWr1QLS1YWFhIfV40ffp0TJ48WXqenp7O0EpERERUBZR5YN22bRs2btyITZs2wd3dHTExMZg4cSLs7e3h7+9f1i8n0dXVha6ubrltn4iIiIjkUeaBdcqUKZg2bRoGDRoEAGjUqBFu3ryJBQsWwN/fH7a2tgCA5ORk2NnZSeslJyejSZMmAABbW1ukpKSobTcvLw8PHz6U1iciIiKi6qHMx7BmZWVBQ0N9s5qamigoKAAAODs7w9bWFgcPHpSWp6enIyIiAp6engAAT09PpKamIioqSupz6NAhFBQUoHXr1mVdMhEREREpWJmfYe3ZsyfmzZuHWrVqwd3dHadPn8bSpUsxbNgwAIBKpcLEiRPxzTffoG7dunB2dsaMGTNgb2+PPn36AABcXV3RrVs3jBgxAitXrkRubi7GjRuHQYMGFTtDABERERFVXWUeWH/44QfMmDEDY8eORUpKCuzt7TFq1CjMnDlT6vP5558jMzMTI0eORGpqKt5++20EBwdDT09P6rNx40aMGzcO3t7e0NDQQP/+/REUFFTW5RIRERGRwqnE87egqkLS09NhamqKtLQ0mJiYlOm2nab9XabbK283FvaQu4TXxmNMRERU9ZU2r5X5GFYiIiIiorLEwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIpWLoH1zp07+M9//gNLS0vo6+ujUaNGOHXqlLRcCIGZM2fCzs4O+vr68PHxwZUrV9S28fDhQ/j5+cHExARmZmYYPnw4MjIyyqNcIiIiIlKwMg+sjx49Qrt27aCtrY29e/fi4sWLWLJkCczNzaU+ixYtQlBQEFauXImIiAgYGhrC19cXT58+lfr4+fnhwoULCAkJwe7duxEWFoaRI0eWdblEREREpHBaZb3Bb7/9Fg4ODli7dq3U5uzsLP0shEBgYCC++uor9O7dGwCwYcMG2NjYYNeuXRg0aBBiY2MRHByMyMhItGjRAgDwww8/4J133sF3330He3v7si6biIiIiBSqzM+w/vnnn2jRogXef/99WFtbo2nTplizZo20PD4+HklJSfDx8ZHaTE1N0bp1a4SHhwMAwsPDYWZmJoVVAPDx8YGGhgYiIiKKfd3s7Gykp6erPYiIiIio8ivzwHr9+nWsWLECdevWxb59+zBmzBiMHz8e69evBwAkJSUBAGxsbNTWs7GxkZYlJSXB2tpabbmWlhYsLCykPi9asGABTE1NpYeDg0NZ7xoRERERyaDMA2tBQQGaNWuG+fPno2nTphg5ciRGjBiBlStXlvVLqZk+fTrS0tKkx61bt8r19YiIiIioYpR5YLWzs4Obm5tam6urKxISEgAAtra2AIDk5GS1PsnJydIyW1tbpKSkqC3Py8vDw4cPpT4v0tXVhYmJidqDiIiIiCq/Mg+s7dq1Q1xcnFrb5cuX4ejoCODZBVi2trY4ePCgtDw9PR0RERHw9PQEAHh6eiI1NRVRUVFSn0OHDqGgoACtW7cu65KJiIiISMHKfJaASZMmoW3btpg/fz4GDBiAkydPYvXq1Vi9ejUAQKVSYeLEifjmm29Qt25dODs7Y8aMGbC3t0efPn0APDsj261bN2koQW5uLsaNG4dBgwZxhgAiIiKiaqbMA2vLli2xc+dOTJ8+HXPnzoWzszMCAwPh5+cn9fn888+RmZmJkSNHIjU1FW+//TaCg4Ohp6cn9dm4cSPGjRsHb29vaGhooH///ggKCirrcomIiIhI4VRCCCF3EeUhPT0dpqamSEtLK/PxrE7T/i7T7ZW3Gwt7yF3Ca+MxJiIiqvpKm9fK5dasRERERERlhYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWISm3hwoXS7ZULXbt2DX379oWVlRVMTEwwYMAAJCcnq603b948tG3bFgYGBjAzM6vYoomIqNJjYCWiUomMjMSqVavg4eEhtWVmZqJr165QqVQ4dOgQjh8/jpycHPTs2RMFBQVSv5ycHLz//vsYM2aMHKUTEVElpyV3AUSkfBkZGfDz88OaNWvwzTffSO3Hjx/HjRs3cPr0aemWeuvXr4e5uTkOHToEHx8fAMCcOXMAAOvWravw2omIqPLjGVYieqWAgAD06NFDCqCFsrOzoVKpoKurK7Xp6elBQ0MDx44dq+gyiYioimJgJaKX2rJlC6Kjo7FgwYIiy9q0aQNDQ0NMnToVWVlZyMzMxGeffYb8/HwkJibKUC0REVVFDKxEVKJbt25hwoQJ2LhxI/T09Iost7Kywm+//Ya//voLRkZGMDU1RWpqKpo1awYNDf55ISKissExrERUoqioKKSkpKBZs2ZSW35+PsLCwvDjjz8iOzsbXbt2xbVr13D//n1oaWnBzMwMtra2qF27toyVExFRVcLASkQl8vb2xrlz59Tahg4digYNGmDq1KnQ1NSU2mvUqAEAOHToEFJSUtCrV68KrZWIiKouBlYiKpGxsTEaNmyo1mZoaAhLS0upfe3atXB1dYWVlRXCw8MxYcIETJo0CfXr15fWSUhIwMOHD5GQkID8/HzExMQAAFxcXGBkZFRh+0NERJUTAytRNeQ07e9/vW7S9QeIzojHrv+/jUehe5BxfjIKnmRAy9Qaxk36YrtWJ/z+3Gvc/3sZMs8flJ43bdoUAGDzwXzo1fLAq9xY2ONf10tERJUfAysRvRbbwQvVnpt7DYG515CXrlOjxyTU6DGpHKsiIqKqjJfxEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRopV7YF24cCFUKhUmTpwotT19+hQBAQGwtLSEkZER+vfvj+TkZLX1EhIS0KNHDxgYGMDa2hpTpkxBXl5eeZdLRERERApTroE1MjISq1atgoeHh1r7pEmT8Ndff+G3337DkSNHcPfuXfTr109anp+fjx49eiAnJwcnTpzA+vXrsW7dOsycObM8yyUiIiIiBSq3wJqRkQE/Pz+sWbMG5ubmUntaWhp+/vlnLF26FJ07d0bz5s2xdu1anDhxAv/88w8AYP/+/bh48SJ+/fVXNGnSBN27d8fXX3+N5cuXIycnp7xKJiIiIiIFKrfAGhAQgB49esDHx0etPSoqCrm5uWrtDRo0QK1atRAeHg4ACA8PR6NGjWBjYyP18fX1RXp6Oi5cuFDs62VnZyM9PV3tQURERESVn1Z5bHTLli2Ijo5GZGRkkWVJSUnQ0dGBmZmZWruNjQ2SkpKkPs+H1cLlhcuKs2DBAsyZM6cMqiciIiIiJSnzM6y3bt3ChAkTsHHjRujp6ZX15ks0ffp0pKWlSY9bt25V2GsTERERUfkp88AaFRWFlJQUNGvWDFpaWtDS0sKRI0cQFBQELS0t2NjYICcnB6mpqWrrJScnw9bWFgBga2tbZNaAwueFfV6kq6sLExMTtQcRERERVX5lHli9vb1x7tw5xMTESI8WLVrAz89P+llbWxsHDx6U1omLi0NCQgI8PT0BAJ6enjh37hxSUlKkPiEhITAxMYGbm1tZl0xEREREClbmY1iNjY3RsGFDtTZDQ0NYWlpK7cOHD8fkyZNhYWEBExMTfPLJJ/D09ESbNm0AAF27doWbmxs+/PBDLFq0CElJSfjqq68QEBAAXV3dsi6ZiIiIiBSsXC66epVly5ZBQ0MD/fv3R3Z2Nnx9ffHf//5XWq6pqYndu3djzJgx8PT0hKGhIfz9/TF37lw5yiUiIiIiGVVIYA0NDVV7rqenh+XLl2P58uUlruPo6Ig9e/aUc2VEREREpHTlfmtWIiIiIqI3wcBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEJKMFCxagZcuWMDY2hrW1Nfr06YO4uDi1Pl5eXlCpVGqP0aNHS8vPnDmDDz74AA4ODtDX14erqyu+//77it4VIqJyoyV3AURE1dmRI0cQEBCAli1bIi8vD1988QW6du2KixcvwtDQUOo3YsQIzJ07V3puYGAg/RwVFQVra2v8+uuvcHBwwIkTJzBy5Ehoampi3LhxFbo/RETlgYGViEhGwcHBas/XrVsHa2trREVFoUOHDlK7gYEBbG1ti93GsGHD1J7Xrl0b4eHh2LFjBwMrEVUJHBJARKQgaWlpAAALCwu19o0bN6JGjRpo2LAhpk+fjqysrFdu58VtEBFVVjzDSkSkEAUFBZg4cSLatWuHhg0bSu2DBw+Go6Mj7O3tcfbsWUydOhVxcXHYsWNHsds5ceIEtm7dir///ruiSiciKlcMrEREChEQEIDz58/j2LFjau0jR46Ufm7UqBHs7Ozg7e2Na9euoU6dOmp9z58/j969e2PWrFno2rVrhdRNRFTeOCSAiEgBxo0bh927d+Pw4cOoWbPmS/u2bt0aAHD16lW19osXL8Lb2xsjR47EV199VW61EhFVNAZWIiIZCSEwbtw47Ny5E4cOHYKzs/Mr14mJiQEA2NnZSW0XLlxAp06d4O/vj3nz5pVXuUREsuCQACIiGQUEBGDTpk34448/YGxsjKSkJACAqakp9PX1ce3aNWzatAnvvPMOLC0tcfbsWUyaNAkdOnSAh4cHgGfDADp37gxfX19MnjxZ2oampiasrKxk2zciorLCwEpEVA6cppXugqebK1YAeHZzgOdZvjMRRo18kJd+D/d3b8Ps+YtRkPsUWiY1YFDXE7nNBkmvkXpsI9Lu3cOvv/6KX3/9VdqGpok1ao75X6nquLGwR6n6ERHJgYGViEhGjlN3v3S5lokVbAcvfGkfs7f9YPa2X1mWRUSkKBzDSkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREilbmgXXBggVo2bIljI2NYW1tjT59+iAuLk6tz9OnTxEQEABLS0sYGRmhf//+SE5OVuuTkJCAHj16wMDAANbW1pgyZQry8vLKulwiIiIiUrgyD6xHjhxBQEAA/vnnH4SEhCA3Nxddu3ZFZmam1GfSpEn466+/8Ntvv+HIkSO4e/cu+vXrJy3Pz89Hjx49kJOTgxMnTmD9+vVYt24dZs6cWdblEhEREZHClfmNA4KDg9Wer1u3DtbW1oiKikKHDh2QlpaGn3/+GZs2bULnzp0BAGvXroWrqyv++ecftGnTBvv378fFixdx4MAB2NjYoEmTJvj6668xdepUzJ49Gzo6OmVdNhEREREpVLmPYU1LSwMAWFhYAACioqKQm5sLHx8fqU+DBg1Qq1YthIeHAwDCw8PRqFEj2NjYSH18fX2Rnp6OCxcuFPs62dnZSE9PV3sQERERUeVXroG1oKAAEydORLt27dCwYUMAQFJSEnR0dGBmZqbW18bGBklJSVKf58Nq4fLCZcVZsGABTE1NpYeDg0MZ7w0RERERyaFcA2tAQADOnz+PLVu2lOfLAACmT5+OtLQ06XHr1q1yf00iIiIiKn9lPoa10Lhx47B7926EhYWhZs2aUrutrS1ycnKQmpqqdpY1OTkZtra2Up+TJ0+qba9wFoHCPi/S1dWFrq5uGe8FEREREcmtzM+wCiEwbtw47Ny5E4cOHYKzs7Pa8ubNm0NbWxsHDx6U2uLi4pCQkABPT08AgKenJ86dO4eUlBSpT0hICExMTODm5lbWJRMRERGRgpX5GdaAgABs2rQJf/zxB4yNjaUxp6amptDX14epqSmGDx+OyZMnw8LCAiYmJvjkk0/g6emJNm3aAAC6du0KNzc3fPjhh1i0aBGSkpLw1VdfISAggGdRiYiIiKqZMg+sK1asAAB4eXmpta9duxZDhgwBACxbtgwaGhro378/srOz4evri//+979SX01NTezevRtjxoyBp6cnDA0N4e/vj7lz55Z1uURERESkcGUeWIUQr+yjp6eH5cuXY/ny5SX2cXR0xJ49e8qyNCIiIiKqhMp9HlYiIiIiojfBwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpERPSchQsXQqVSYeLEiXKXQkT/HwMrERHR/xcZGYlVq1bBw8ND7lKqlLCwMPTs2RP29vZQqVTYtWuX3CVVOVX9GDOwEhERAcjIyICfnx/WrFkDc3NzucupUjIzM9G4cWMsX75c7lKqrKp+jLXkLoCIiEgJAgIC0KNHD/j4+OCbb76Ru5wqpXv37ujevbvcZVRpVf0YM7ASEVG1t2XLFkRHRyMyMlLuUoioGAysRERUrd26dQsTJkxASEgI9PT05C6HiIrBwEpERNVaVFQUUlJS0KxZM6ktPz8fYWFh+PHHH5GdnQ1NTU0ZKyQiRV90tXz5cjg5OUFPTw+tW7fGyZMn5S6JiIiqGG9vb5w7dw4xMTHSo0WLFvDz80NMTAzDKpECKPYM69atWzF58mSsXLkSrVu3RmBgIHx9fREXFwdra2u5yyMioirC2NgYDRs2VGszNDSEpaVlkXYikodiA+vSpUsxYsQIDB06FACwcuVK/P333/jf//6HadOmFemfnZ2N7Oxs6XlaWhoAID09vcxrK8jOKvNtlqfyOAbljce4fPH4lj8e4/LVcNa+ct1+ytV7iEq7gh2TfiuzbZ6f41tm26psMjIycP36del5bGwsatSoAXNzczg4OMhYWdVRWY9x4d8eIcRL+6nEq3rIICcnBwYGBti+fTv69Okjtfv7+yM1NRV//PFHkXVmz56NOXPmVGCVRERERFQWbt26hZo1a5a4XJFnWO/fv4/8/HzY2NiotdvY2ODSpUvFrjN9+nRMnjxZel5QUICHDx/C0tISKpWqXOstC+np6XBwcMCtW7dgYmIidzlVEo9x+eLxLX88xuWLx7f88RiXv8p2jIUQePz4Mezt7V/aT5GB9d/Q1dWFrq6uWpuZmZk8xbwBExOTSvEGq8x4jMsXj2/54zEuXzy+5Y/HuPxVpmNsamr6yj6KnCWgRo0a0NTURHJyslp7cnIybG1tZaqKiIiIiOSgyMCqo6OD5s2b4+DBg1JbQUEBDh48CE9PTxkrIyIiIqKKptghAZMnT4a/vz9atGiBVq1aITAwEJmZmdKsAVWNrq4uZs2aVWRYA5UdHuPyxeNb/niMyxePb/njMS5/VfUYK3KWgEI//vgjFi9ejKSkJDRp0gRBQUFo3bq13GURERERUQVSdGAlIiIiIlLkGFYiIiIiokIMrERERESkaAysRERERKRoDKxERFTt5OXlYcOGDUXm+yYiZeJFV0T0rzx58gRCCBgYGAAAbt68iZ07d8LNzQ1du3aVuTqiVzMwMEBsbCwcHR3lLoWIXkGx87BWdZmZmVi4cCEOHjyIlJQUFBQUqC2/fv26TJURlU7v3r3Rr18/jB49GqmpqWjdujW0tbVx//59LF26FGPGjJG7xCphw4YNGDhwYJE5FXNycrBlyxZ89NFHMlVW+bVq1QoxMTEMrOXE09MTKpWqVH2FELCwsMDff/9dzlVVHdXt+DKwyuTjjz/GkSNH8OGHH8LOzq7Ubzr69wq/TOCxLhvR0dFYtmwZAGD79u2wsbHB6dOn8fvvv2PmzJkMrGVk6NCh6NatG6ytrdXaHz9+jKFDhzKwvoGxY8di8uTJuHXrFpo3bw5DQ0O15R4eHjJVVjU8ffoUp0+fLnX/li1blmM1VU91O74MrDLZu3cv/v77b7Rr107uUqq8DRs2YPHixbhy5QoAoF69epgyZQo+/PBDmSur3LKysmBsbAwA2L9/P/r16wcNDQ20adMGN2/elLm6qkMIUeyHrNu3b8PU1FSGiqqOQYMGAQDGjx8vtalUKumY5+fny1ValfC6Jwd4MuH1VLfjy8AqE3Nzc1hYWMhdRpW3dOlSzJgxA+PGjZM+HBw7dgyjR4/G/fv3MWnSJJkrrLxcXFywa9cu9O3bF/v27ZOOZUpKCkxMTGSurvJr2rQpVCoVVCoVvL29oaX1f3+u8/PzER8fj27duslYYeUXHx8vdwlEVEoMrDL5+uuvMXPmTKxfv166aIXK3g8//IAVK1aofW3aq1cvuLu7Y/bs2Qysb2DmzJkYPHgwJk2ahM6dO8PT0xPAs7OtTZs2lbm6yq9Pnz4AgJiYGPj6+sLIyEhapqOjAycnJ/Tv31+m6qoGjl0lqjwYWGWyZMkSXLt2DTY2NnBycoK2trba8ujoaJkqq1oSExPRtm3bIu1t27ZFYmKiDBVVHe+99x7efvttJCYmonHjxlK7t7c3+vbtK2NlVcOsWbMAAE5OThg4cCD09PRkrqhq+uWXX7By5UrEx8cjPDwcjo6OCAwMhLOzM3r37i13eUT0/zGwyqTw7AmVLxcXF2zbtg1ffPGFWvvWrVtRt25dmaqqOmxtbZGRkYGQkBB06NAB+vr6aNmyZaUfK6Uk/v7+AJ7NClDcjCK1atWSo6wqYcWKFZg5cyYmTpyIefPmSWNWzczMEBgYyMD6hh4/fozOnTvjVbNnFo4b5iybr6e6HV/Ow0pV2u+//46BAwfCx8dHGsN6/PhxHDx4ENu2beOZwDfw4MEDDBgwAIcPH4ZKpcKVK1dQu3ZtDBs2DObm5liyZIncJVYJV65cwbBhw3DixAm1dl4Y9Obc3Nwwf/589OnTB8bGxjhz5gxq166N8+fPw8vLC/fv35e7xEotJyfntUKShoZGkW8bqWTV7fjyDKvMoqKiEBsbCwBwd3fn2L8y1r9/f0RERGDp0qXYtWsXAMDV1RUnT57ksX5DkyZNgra2NhISEuDq6iq1Dxw4EJMnT2ZgLSNDhgyBlpYWdu/ezSnwylh8fHyxfwd0dXWRmZkpQ0VVy/fff49Hjx6Vun/NmjUxduzYcqyoaqlux5eBVSYpKSkYNGgQQkNDYWZmBgBITU1Fp06dsGXLFlhZWclbYBXSvHlzbNy4Ue4yqpz9+/dj3759qFmzplp73bp1Oa1VGYqJiUFUVBQaNGggdylVjrOzc7E3DggODlb7EEb/zoYNG7B8+fJSnwWcMmVKpQ5UFa26HV8GVpl88sknePz4MS5cuCD9Ybx48SL8/f0xfvx4bN68WeYKKzcNDY1XnolSqVTIy8uroIqqnszMzGJnuHj48GGRuzLRv+fm5savpsvJ5MmTERAQgKdPn0IIgZMnT2Lz5s1YsGABfvrpJ7nLq/S0tLTQoUOHUvfnCMXXU92OLwOrTIKDg3HgwAG1T/Fubm5Yvnw578NeBnbu3FnisvDwcAQFBRW5eIVK5+7du7C3t0f79u2xYcMGfP311wCefQAoKCjAokWL0KlTJ5mrrDq+/fZbfP7555g/fz4aNWpUZAwa57z99z7++GPo6+vjq6++QlZWFgYPHgx7e3t8//330k0F6N+rbhPbV7TqdnwZWGVSUFBQ7OBnbW1tBqkyUNzVvXFxcZg2bRr++usv+Pn5Ye7cuTJUVvm5u7tj+fLlWLx4MTp37oxTp04hJycHn3/+OS5cuICHDx/i+PHjcpdZZfj4+AB4Nl3Y83jRVdnw8/ODn58fsrKykJGRUeQWuESkDAysMuncuTMmTJiAzZs3w97eHgBw584dTJo0qch/TPRm7t69i1mzZmH9+vXw9fVFTEwMGjZsKHdZlda8efMwatQodOvWDRcvXsTKlSthbGyMjIwM9OvXDwEBAbCzs5O7zCrj8OHDcpdQZf3vf/9Dp06d4OzsDAMDA97EhUjBGFhl8uOPP6JXr15wcnKCg4MDAODWrVto2LAhfv31V5mrqxrS0tIwf/58/PDDD2jSpAkOHjyI9u3by11WpTd27Fh0794dw4cPh7u7O1avXo0vv/xS7rKqrI4dO8pdQpW1YMECjBgxAm+99RY6duyIjh07wsvLCy4uLnKXViVkZ2djw4YNpepbFeYJrWjV7fhyHlYZCSFw4MABXLp0CcCz6ZYKv/6jN7No0SJ8++23sLW1xfz58zkBeDn58ccfMWnSJLi6uqrd6x7g3drKWlZWFhISEpCTk6PW7uHhIVNFVcOdO3cQGhqKsLAwHDlyBFeuXIGdnR28vLx48uANbdq0CY8fPy51f2tra86N/Rqq2/FlYKUqSUNDA/r6+vDx8YGmpmaJ/Xbs2FGBVVUtN2/exNChQ3H+/HmMGjWqSGAtvLUovZl79+5h6NCh2Lt3b7HLOYa1bGRlZeHo0aPYvHkzNm7cCCEEZxF5Q/Hx8cjNzS11f319fekbR3q16nZ8OSSgAgUFBWHkyJHQ09NDUFDQS/uOHz++gqqqmj766KNKf0Wkkq1ZswaffvopfHx8cOHCBc4bXI4mTpyI1NRUREREwMvLCzt37kRycjK++eYb3pzhDe3fvx+hoaEIDQ3F6dOn4erqio4dO2L79u2vNV0QFa979+5o27ZtqW8deuHCBZw8ebKCqqv8qtvx5RnWCuTs7IxTp07B0tISzs7OJfZTqVS4fv16BVZGVHrdunXDyZMnERgYiI8++kjucqo8Ozs7/PHHH2jVqhVMTExw6tQp1KtXD3/++ScWLVqEY8eOyV1ipaWhoQErKyt8+umnGDlypHQTFyobTZs2xenTp0vdv2XLloiMjCzHiqqW6nZ8eYa1AsXHxxf7M1Flkp+fj7Nnzxa5wxWVj8zMTGmqJXNzc9y7dw/16tVDo0aNOE74DS1duhRhYWFYtGgRvv/+e+miKy8vL9SrV0/u8iq96jZPaEWrbsdXQ+4Cqqu5c+ciKyurSPuTJ084PygpWkhICMNqBapfvz7i4uIAAI0bN8aqVatw584drFy5ktOHvaGJEydix44duH//PoKDg9G2bVsEBwejYcOGfI8TKQwDq0zmzJmDjIyMIu1ZWVmYM2eODBURkRJNmDABiYmJAJ5dyLZ3717UqlULQUFBmD9/vszVVX5CCERHRyMkJAT79u3D4cOHUVBQwHHZRArDIQEyKbxLzYvOnDkDCwsLGSoiIiX6z3/+I/3cvHlz3Lx5E5cuXUKtWrVQo0YNGSur/Hr27Injx48jPT0djRs3hpeXF0aMGIEOHTpwPKsMeElN+arsx5eBtYKZm5tDpVJBpVKhXr16aqE1Pz8fGRkZGD16tIwVEpGSzJ07F5999pl0FyYDAwM0a9ZMGj40c+ZMmSusvBo0aIBRo0ahffv2MDU1lbucKsfR0RGenp6l7t+oUaNyrKbqqW7Hl7MEVLD169dDCIFhw4YhMDBQ7Y+kjo4OnJycXusNSERVm6amJhITE4vc4/7BgwewtrbmPKxlLDU1lWdXiRSIZ1grmL+/P4BnU1y1a9euyGTrRETP4/Ch8vPtt9/CyckJAwcOBAAMGDAA27dvh52dHfbs2YPGjRvLXGHl1r9/f2n8dWm4ubnhp59+KseKqpbqdnyZlmRibGyM2NhY6RT9H3/8gbVr18LNzQ2zZ8+Gjo6OzBUSkZw4fKj8rVy5Ehs3bgTwbPaLkJAQBAcHY9u2bZgyZQr2798vc4WV2/Xr119rntBWrVqVYzVVT3U7vgysMhk1ahSmTZuGRo0a4fr16xg4cCD69euH3377DVlZWQgMDJS7RCKSUWBgoDR8aM6cORw+VA6SkpKkW1Xu3r0bAwYMQNeuXeHk5ITWrVvLXF3lV9nn/VS66nZ8GVhlcvnyZTRp0gQA8Ntvv6Fjx47YtGkTjh8/jkGDBjGwElVz/v7+yMvLg0qlQufOnSv1PcCVytzcHLdu3YKDgwOCg4PxzTffAHg2DINjg4mUhfOwykQIgYKCAgDAgQMH8M477wAAHBwccP/+fTlLIyKF0NLSwpgxY6S/FVS2+vXrh8GDB6NLly548OABunfvDgA4ffo0XFxcZK6OiJ7HM6wyadGiBb755hv4+PjgyJEjWLFiBYBnt2y1sbGRuToiUopWrVrh9OnTcHR0lLuUKmfZsmVwcnLCrVu3sGjRIhgZGQEAEhMTMXbsWJmrI6LnMbDKJDAwEH5+fti1axe+/PJL6dP89u3b0bZtW5mrIyKlGDt2LD799FPcvn0bzZs3h6GhodpyDw8PmSqr/LS1tfHZZ58VaZ80aZIM1VQ9mZmZGDZsWKn6CiEq/cT2Fa26HV/Ow6owT58+haamJrS1teUuhYgUQEOj6MgtlUolTXfFsZZv5sqVKzh8+DBSUlKKDL3gTRnezPXr15Gbm1vq/vr6+qhVq1Y5VlS1VLfjyzOsMkpNTcX27dtx7do1TJkyBRYWFrh48SJsbGzw1ltvyV0eESlAfHy83CVUWWvWrMGYMWNQo0YN2Nraql11rVKpGFjfUEREBB4/flzq/tbW1pU6UFW06nZ8eYZVJmfPnoW3tzfMzMxw48YNxMXFoXbt2vjqq6+QkJCADRs2yF0iEVGV5ujoiLFjx2Lq1Klyl1IlNWzYEJ9//nmpv4pevnw5Tp48Wc5VVR3V7fgysMrEx8cHzZo1w6JFi2BsbIwzZ86gdu3aOHHiBAYPHowbN27IXSIRKcS1a9cQGBiI2NhYAM/uWDNhwgTUqVNH5soqNxMTE8TExKB27dpyl1IlNW3a9LUmtm/ZsiUiIyPLsaKqpbodX05rJZPIyEiMGjWqSPtbb72FpKQkGSoiIiXat28f3NzccPLkSXh4eMDDwwMRERFwd3dHSEiI3OVVau+//z7vZlWOXndi++o2Ef6bqm7Hl2NYZaKrq4v09PQi7ZcvX4aVlZUMFRGREk2bNg2TJk3CwoULi7RPnToVXbp0kamyys/FxQUzZszAP//8g0aNGhW52HX8+PEyVUZEL+KQAJl8/PHHePDgAbZt2wYLCwucPXsWmpqa6NOnDzp06MA7XRERAEBPTw/nzp1D3bp11dovX74MDw8PPH36VKbKKj9nZ+cSl6lUKly/fr0Cq6l6mjVrhujo6FL3b9WqVaUeY1nRqtvx5RlWmSxZsgTvvfcerK2t8eTJE3Ts2BFJSUnw9PTEvHnz5C6PiBTCysoKMTExRQJrTEwMrK2tZaqqauAMDOUrNzcXYWFhpepbFeYJrWjV7fgysMrE1NQUISEhOHbsGM6ePYuMjAw0a9YMPj4+cpdGRAoyYsQIjBw5EtevX5duKnL8+HF8++23mDx5sszVEZXsww8/xN69e0vdf8iQIeVXTBVU3Y4vhwQQESmYEAKBgYFYsmQJ7t69CwCwt7fHlClTMH78+Ep/IYXcbt++jT///BMJCQnIyclRW7Z06VKZqqoacnNzX+usnoaGBrS0eB6ttKrb8WVglcncuXNfupwTVhPRiwonCTc2Npa5kqrh4MGD6NWrF2rXro1Lly6hYcOGuHHjBoQQaNasGQ4dOiR3iZVavXr1ULNmzVL1FUIgKysLERER5VxV1VHdjm/ljdqV3M6dO9We5+bmIj4+HlpaWqhTpw4DKxGpSUlJQVxcHACgQYMGnE2kDEyfPh2fffYZ5syZA2NjY/z++++wtraGn58funXrJnd5lZ6hoeFrhf6WLVuWYzVVT3U7vgysMilust/09HQMGTIEffv2laEiIlKix48fY+zYsdi8ebN0r3tNTU0MHDgQy5cvh6mpqcwVVl6xsbHYvHkzAEBLSwtPnjyBkZER5s6di969e2PMmDEyV1i5Vbd5QitadTu+vHGAgpiYmGDOnDmYMWOG3KUQkUJ8/PHHiIiIwN9//43U1FSkpqZi9+7dOHXqVLE3H6HSMzQ0lMat2tnZ4dq1a9Ky+/fvy1UWERWDZ1gVJi0tDWlpaXKXQUQKsXv3buzbtw9vv/221Obr64s1a9bwa+s31KZNGxw7dgyurq5455138Omnn+LcuXPYsWMH2rRpI3d5RPQcBlaZBAUFqT0XQiAxMRG//PILunfvLlNVRKQ0lpaWxX7tb2pqCnNzcxkqqjqWLl2KjIwMAMCcOXOQkZGBrVu3om7dupwhgEhhOEuATF68w4qGhgasrKzQuXNnTJ8+nVcBExEAYPXq1fjtt9/wyy+/wNbWFgCQlJQEf39/9OvXj8MCSLHatGkDDY3Sjzw0MzPDnj17yrGiqqW6HV+eYZUJ77BCRKWxYsUKXL16FbVq1UKtWrUAAAkJCdDV1cW9e/ewatUqqe/r3KaRqLy1atUK9+7dK3V/FxeXcqym6qlux5eBlYhIwfr06SN3CUT/SlhYGP78889ST27//vvv4+uvvy7nqqqO6nZ8GVhl0rdv31JPMbFjx45yroaIlGrWrFlyl0D0r6hUKulbgdLgCMXXU92OLwOrTExNTbFz506YmpqiRYsWAICoqCikpaWhT58+lX6+NCIqexkZGdJcrIVMTExkqobo5arbPKEVrbodXwZWmdjY2GDAgAFYuXIlNDU1AQD5+fkYO3YsTExMsHjxYpkrJCIliI+Px7hx4xAaGoqnT59K7UIIqFQq5Ofny1hd5TZ37lx89tlnMDAwUGt/8uQJFi9ezDsOEikIZwmQiZWVFY4dO4b69eurtcfFxaFt27Z48OCBTJURkZK0a9cOQghMmDABNjY2Rc6SdOzYUabKKj9NTU0kJibC2tparf3Bgwewtrbmh4E31KxZs9e6ELBVq1Y4efJkOVZUtVS348szrDLJy8vDpUuXigTWS5cuFfnKj4iqrzNnziAqKqrI3wp6c4VnqV905swZWFhYyFBR1fLkyRPMnTu3VH157uz1Vbfjy8Aqk6FDh2L48OG4du0aWrVqBQCIiIjAwoULMXToUJmrIyKlaNmyJW7dusXAWobMzc2hUqmgUqlQr149tdCan5+PjIwMjB49WsYKq4ZVq1bhyZMnpe7v6+tbjtVUPdXt+HJIgEwKCgrw3Xff4fvvv0diYiKAZ/eynjBhAj799FNpXCsRVW/Xrl3D6NGj8Z///AcNGzaEtra22nIPDw+ZKqu81q9fDyEEhg0bhsDAQLU7ieno6MDJyQmenp4yVkhEL2JgVYD09HQAvNqXiIr6559/MHjwYNy4cUNqU6lUvOiqDBw5cgTt2rWDlha/bCRSOgZWIiIFc3Nzg6urKz7//PNiL7pydHSUqbLKb8+ePdDU1CzyVem+fftQUFCA7t27y1QZEb2IgZWISMEMDQ1x5syZSn9bRSXy8PDAwoUL8c4776i1BwcHY+rUqThz5oxMlRHRizTkLoCIiErWuXNnBqdycuXKFbi5uRVpb9CgAa5evSpDRURUEg7cISJSsJ49e2LSpEk4d+4cGjVqVOSiq169eslUWeVnamqK69evw8nJSa396tWrMDQ0lKcoIioWhwQQESmYhkbJX4Txoqs3M2rUKISHh2Pnzp2oU6cOgGdhtX///mjZsiV++uknmSskokIMrDIJCgoqtl2lUkFPTw8uLi7o0KEDp7ciIionaWlp6NatG06dOoWaNWsCAG7fvo327dtjx44dMDMzk7dAIpIwsMrE2dkZ9+7dQ1ZWFszNzQEAjx49goGBAYyMjJCSkoLatWvj8OHDcHBwkLlaIqKqSQiBkJAQnDlzBvr6+vDw8ECHDh3kLouIXsDAKpPNmzdj9erV+Omnn9S+iho1ahRGjhyJdu3aYdCgQbC1tcX27dtlrpaIKlJQUBBGjhwJPT29Er+NKTR+/PgKqqpqe/r0KXR1dYu9VSsRyY+BVSZ16tTB77//jiZNmqi1nz59Gv3798f169dx4sQJ9O/fX7oTFhFVD87Ozjh16hQsLS3h7OxcYj+VSoXr169XYGVVS0FBAebNm4eVK1ciOTkZly9fRu3atTFjxgw4OTlh+PDhcpdIRP8fZwmQSWJiIvLy8oq05+XlISkpCQBgb2+Px48fV3RpRCSz+Pj4Yn+msvXNN99g/fr1WLRoEUaMGCG1N2zYEIGBgQysRArCeVhl0qlTJ4waNQqnT5+W2k6fPo0xY8agc+fOAIBz58699OwKERH9exs2bMDq1avh5+endoFr48aNcenSJRkrI6IX8QyrTH7++Wd8+OGHaN68uTSvYl5eHry9vfHzzz8DAIyMjLBkyRI5yyQimeXn52PdunU4ePAgUlJSUFBQoLb80KFDMlVW+d25c6fYO4gVFBQgNzdXhoqIqCQMrDKxtbVFSEgILl26hMuXLwMA6tevj/r160t9OnXqJFd5RKQQEyZMwLp169CjRw80bNiQFwWVITc3Nxw9ehSOjo5q7du3b0fTpk1lqoqIisPAKrMGDRqgQYMGcpdBRAq1ZcsWbNu2rcj97unNzZw5E/7+/rhz5w4KCgqwY8cOxMXFYcOGDdi9e7fc5RHRczhLgEz4NR8RlYa9vT1CQ0NRr149uUupko4ePYq5c+fizJkzyMjIQLNmzTBz5kx07dpV7tKI6DkMrDIZN26c9DWfnZ1dka/5li1bJlNlRKQkS5YswfXr1/Hjjz9yOEAZysvLw/z58zFs2DDpLldEpFwMrDKpUaMGNmzYwK/5iOil+vbti8OHD8PCwgLu7u7SRZqFduzYIVNllZ+RkRHOnz8PJycnuUsholfgGFaZ6OjoFHt1KhHR88zMzNC3b1+5y6iSvL29ceTIEQZWokqAZ1hlwq/5iIjktXLlSsyZMwd+fn5o3rw5DA0N1Zb36tVLpsqI6EUMrDLh13xE9DLm5ubFfpg1NTVFvXr18Nlnn6FLly4yVFZ1aGiUfO8clUqF/Pz8CqyGiF6GQwJkwq/5iOhlAgMDi21PTU1FVFQU3n33XWzfvh09e/as2MKqkBdnZyEi5eIZViKiSmjp0qXYvn07Tpw4IXcplVJubi709fURExODhg0byl0OEb1Cyd+HUIW4d+8ejh07hmPHjuHevXtyl0NElcS7777L+92/AW1tbdSqVYtf+xNVEgysMsnMzMSwYcNgZ2eHDh06oEOHDrC3t8fw4cORlZUld3lEpHDZ2dnQ0dGRu4xK7csvv8QXX3yBhw8fyl0KEb0ChwTIZNSoUThw4AB+/PFHtGvXDgBw7NgxjB8/Hl26dMGKFStkrpCIlGzixIm4dOkSgoOD5S6l0mratCmuXr2K3NxcODo6FpklIDo6WqbKiOhFvOhKJr///ju2b98OLy8vqe2dd96Bvr4+BgwYwMBKVM1Nnjy52Pa0tDRER0fj8uXLCAsLq+CqqpY+ffrIXQIRlRIDq0yysrJgY2NTpN3a2ppDAogIp0+fLrbdxMQEXbp0wY4dO+Ds7FzBVVUts2bNkrsEIiolDgmQibe3NywtLbFhwwbo6ekBAJ48eQJ/f388fPgQBw4ckLlCIqLqISoqCrGxsQAAd3d3NG3aVOaKiOhFDKwyOXfuHLp164bs7Gw0btwYAHDmzBno6elh3759cHd3l7lCIqKqLSUlBYMGDUJoaCjMzMwAPJvntlOnTtiyZQusrKzkLZCIJAysMsrKysLGjRulqWlcXV3h5+cHfX19mSsjIqr6Bg4ciOvXr2PDhg1wdXUFAFy8eBH+/v5wcXHB5s2bZa6QiAoxsMogNzcXDRo0wO7du6U/kkREVLFMTU1x4MABtGzZUq395MmT6Nq1K1JTU+UpjIiK4DysMtDW1sbTp0/lLoOIqForKCiAtrZ2kXZtbW3etpVIYRhYZRIQEIBvv/0WeXl5cpdCRFQtde7cGRMmTMDdu3eltjt37mDSpEnw9vaWsTIiehGHBMikb9++OHjwIIyMjNCoUaMiE1bv2LFDpsqIiKqHW7duoVevXrhw4QIcHByktoYNG+LPP/9EzZo1Za6QiApxHlaZmJmZoX///nKXQURUbTk4OCA6OhoHDhxQu/jVx8dH5sqI6EU8w1rB4uPjOdk3ERER0WvgGNYKVqdOHTg7O2PYsGH49ddfcfv2bblLIiKqVg4dOgQ3Nzekp6cXWZaWlgZ3d3ccPXpUhsqIqCQ8w1rBQkNDpUdERARycnJQu3ZtdO7cGZ06dUKnTp2KvWUrERGVjV69eqFTp06YNGlSscuDgoJw+PBh7Ny5s4IrI6KSMLDK6OnTpzhx4oQUYE+ePCnN0XrhwgW5yyMiqpIcHR0RHBxc4jzYly5dQteuXZGQkFDBlRFRSRhYFSAnJwfHjx/H3r17sWrVKmRkZCA/P1/usoiIqiQ9PT2cP38eLi4uxS6/evUqGjVqhCdPnlRwZURUEo5hlUFOTg7CwsIwZ84cdOrUCWZmZhg9ejQePXqEH3/8EfHx8XKXSERUZb311ls4f/58icvPnj0LOzu7CqyIiF6FZ1grWOfOnREREQFnZ2d07NgR7du3R8eOHfnHkYiognzyyScIDQ1FZGQk9PT01JY9efIErVq1QqdOnRAUFCRThUT0IgbWCqatrQ07Ozv06dMHXl5e6NixIywtLeUui4io2khOTkazZs2gqamJcePGoX79+gCejV1dvnw58vPzER0dzQtgiRSEgbWCZWZm4ujRowgNDcXhw4cRExODevXqoWPHjlKAtbKykrtMIqIq7ebNmxgzZgz27duHwv8GVSoVfH19sXz5cs6XTaQwDKwye/z4MY4dO4bDhw8jNDQUZ86cQd26dV86voqIiMrGo0ePcPXqVQghULduXZibm8tdEhEVg7dmlZmhoSEsLCxgYWEBc3NzaGlpITY2Vu6yiIiqBXNzc7Rs2VLuMojoFXiGtYIVFBTg1KlT0pCA48ePIzMzE2+99ZZ044BOnTrB0dFR7lKJiIiIFIGBtYKZmJggMzMTtra2Ujj18vJCnTp15C6NiIiISJEYWCvYqlWr0KlTJ9SrV0/uUoiIiIgqBQZWIiIiIlI03umKiIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWISMFu3LgBlUqFmJgYuUspdx06dMCmTZuk50lJSejSpQsMDQ1hZmYmX2EKtG7dOnh5ecldRqU2bdo0fPLJJ3KXQaXEwErl5tatWxg2bBjs7e2ho6MDR0dHTJgwAQ8ePJC7NADP7iWur6+PjIwMAMDDhw8xceJEODo6QkdHB/b29hg2bBgSEhJkrfPGjRsYPnw4nJ2doa+vjzp16mDWrFnIycl56XpeXl5QqVRqj9GjR790nadPn2LIkCFo1KgRtLS00KdPn1LV6OTkVOS1Fi5cKC0PDQ1VW6avrw93d3esXr36ldv28vLCxIkTS1VHaahUKuzatavMtvcy69ate2nQ6tSpE3766acKqcXJyQmBgYFvtI3C8Pzi459//lHr99tvv6FBgwbQ09NDo0aNsGfPnldu+88//0RycjIGDRoktS1btgyJiYmIiYnB5cuXAQCrV6+Gl5cXTExMoFKpkJqa+kb79Lzly5fDyckJenp6aN26NU6ePPnKdVJTUxEQEAA7Ozvo6uqiXr16avu7YsUKeHh4wMTEBCYmJvD09MTevXvVtjFq1CjUqVMH+vr6sLKyQu/evXHp0qUy2y85PX36FAEBAbC0tISRkRH69++P5OTkl64zZMiQIu+xbt26Sctf/Hvy/CMyMhIAMHv27GKXGxoaStv57LPPsH79ely/fr18dp7KFAMrlYvr16+jRYsWuHLlCjZv3oyrV69i5cqVOHjwIDw9PfHw4UO5S8Qff/yBTp06wcjICA8fPkSbNm1w4MABrFy5ElevXsWWLVtw9epVtGzZUtY/aJcuXUJBQQFWrVqFCxcuYNmyZVi5ciW++OKLV647YsQIJCYmSo9Fixa9tH9+fj709fUxfvx4+Pj4vFadc+fOVXut4s5cxMXFITExERcvXsSoUaMwZswYHDx48LVepyK86sNAWXj48CGOHz+Onj17lvtrlbUDBw6o/a6bN28uLTtx4gQ++OADDB8+HKdPn0afPn3Qp08fnD9//qXbDAoKwtChQ6Gh8X//LV27dg3NmzdH3bp1YW1tDQDIyspCt27dSvX+fx1bt27F5MmTMWvWLERHR6Nx48bw9fVFSkpKievk5OSgS5cuuHHjBrZv3464uDisWbMGb731ltSnZs2aWLhwIaKionDq1Cl07twZvXv3xoULF6Q+zZs3x9q1axEbG4t9+/ZBCIGuXbsiPz+/TPdRDpMmTcJff/2F3377DUeOHMHdu3fRr1+/V67XrVs3tffY5s2bpWVt27ZVW5aYmIiPP/4Yzs7OaNGiBYBnYfTFPm5ubnj//fel7dSoUQO+vr5YsWJF2e84lT1BVA66desmatasKbKystTaExMThYGBgRg9erQQQogffvhBuLu7S8t37twpAIgVK1ZIbd7e3uLLL7+Unu/atUs0bdpU6OrqCmdnZzF79myRm5srLQcg1qxZI/r06SP09fWFi4uL+OOPP4rU2LlzZ+l1Ro8eLQwNDUViYqJan6ysLPHWW2+Jbt26CSGE+Ouvv4SpqanIy8sTQghx+vRpAUBMnTpVWmf48OHCz89Pen706FHx9ttvCz09PVGzZk3xySefiIyMDGm5o6OjmDdvnhg6dKgwMjISDg4OYtWqVS89vosWLRLOzs4v7dOxY0cxYcKEl/Z5GX9/f9G7d+9S9XV0dBTLli0rcfnhw4cFAPHo0SO19jp16ohFixa9dNsv7serjld2drYICAgQtra2QldXV9SqVUvMnz9fWheA9HB0dBRCCDFr1izRuHFjsWbNGuHk5CRUKlWJ+9W4cWMxa9Ys6fmjR4/EyJEjhbW1tdDV1RXu7u7ir7/+kvb5+cfz623YsEG0bt1aCCHEw4cPxeDBg0WNGjWEnp6ecHFxEf/73/+EEELEx8cLAOL3338XXl5eQl9fX3h4eIgTJ06o1bV9+3bh5uYmdHR0hKOjo/juu+/UjuGLtQghxI0bN8S7774rzMzMhIGBgXBzcxN///13ib+LwlpOnz5dYp8BAwaIHj16qLW1bt1ajBo1qsR1UlJShEqlEufPn5faXvxd+fv7q61T0nvq32rVqpUICAiQnufn5wt7e3uxYMGCEtdZsWKFqF27tsjJyXmt1zI3Nxc//fRTicvPnDkjAIirV6+W2Gft2rWiY8eOL32dDRs2iObNmwsjIyNhY2MjPvjgA5GcnKzW5/z586JHjx7C2NhYGBkZibffflvtdX/++WfpfWVra6t2jF4lNTVVaGtri99++01qi42NFQBEeHh4ieu9zt8eIYTIyckRVlZWYu7cuSX2iYmJEQBEWFiYWvv69etFzZo1S/1aJB8GVipzDx48ECqVSgoJLxoxYoQwNzcXBQUF4uzZs0KlUomUlBQhhBATJ04UNWrUEAMHDhRCPPtDZGBgIEJCQoQQQoSFhQkTExOxbt06ce3aNbF//37h5OQkZs+eLW0fgKhZs6bYtGmTuHLlihg/frwwMjISDx48kPo8evRI6OjoiDt37oj8/HxhZmYmRo4cWWy98+bNEyqVSjx48ECkpqYKDQ0NERkZKYQQIjAwUNSoUUMKHkII4eLiItasWSOEEOLq1avC0NBQLFu2TFy+fFkcP35cNG3aVAwZMkTq7+joKCwsLMTy5cvFlStXxIIFC4SGhoa4dOlSicf4yy+/FM2bNy/5lyCehZQaNWoIS0tL4e7uLqZNmyYyMzNfus7zXjew2tjYCAsLC9GkSROxaNEitQ8RL4aLgoICsXfvXqGtrS2OHDnyyv14MbC+7HgtXrxYODg4iLCwMHHjxg1x9OhRsWnTJiHEs2AEQKxdu1YkJiZK77tZs2YJQ0ND0a1bNxEdHS3OnDkjvdbLAmt+fr5o06aNcHd3F/v37xfXrl0Tf/31l9izZ4/Izs4WgYGBwsTERCQmJorExETx+PFjaTvvvfee9G8kICBANGnSRERGRor4+HgREhIi/vzzTyHE/4XEBg0aiN27d4u4uDjx3nvvCUdHR+kYnzp1SmhoaIi5c+eKuLg4sXbtWqGvry/Wrl0rhHj2b7JmzZpi7ty5Ui1CCNGjRw/RpUsXcfbsWan2l/0+CmtxcHAQVlZWol27dkU+DDo4OBQ5ZjNnzhQeHh4lbnfHjh3C0NBQ5OfnS20pKSmiW7duYsCAASIxMVGkpqaqrfOywNqxY8ciAfdlsrOzhaampti5c6da+0cffSR69epV4nrdu3cXfn5+YsSIEcLa2lq4u7uLefPmSR9oX5SXlyc2b94sdHR0xIULF4rtk5GRISZOnCicnZ1FdnZ2ia9dmsD6888/iz179ohr166J8PBw4enpKbp37y4tv337trCwsBD9+vUTkZGRIi4uTvzvf/+T/i3997//FXp6eiIwMFDExcWJkydPqv1u/f39X1rDwYMHi/0d1apVSyxdurTE9fz9/YWpqamwsrIS9erVE6NHjxb3798vsf/27duFhoaGuHXrVol9xo0bJ+rVq1ekvTBAx8fHl7guKQMDK5W5f/75RwAo8se/0NKlSwUAkZycLAoKCoSlpaX0CbxJkyZiwYIFwtbWVgghxLFjx4S2trYUtLy9vYsE4V9++UXY2dlJzwGIr776SnqekZEhAIi9e/dKbRs3bhQtWrQQQgiRlJQkAJR4hnDHjh0CgIiIiBBCCNGsWTOxePFiIYQQffr0EfPmzRM6Ojri8ePH4vbt2wKAuHz5shDi2dnWF4Pw0aNHhYaGhnjy5IkQ4lko+s9//iMtLygoENbW1mpnmZ935coVYWJiIlavXl3s8kKrVq0SwcHB4uzZs+LXX38Vb731lujbt+9L13ne6wTWJUuWiMOHD4szZ86IFStWCDMzMzFp0iRpeWG4MDQ0FIaGhkJLS0toaGiIb7755pXbLi6wvux4ffLJJ6Jz586ioKCg2O0V996cNWuW0NbWlgLs86/1ssC6b98+oaGhIeLi4op9rbVr1wpTU9Mi7U+fPhVGRkbSGcWePXuKoUOHFruNwpD4/Bm5CxcuCAAiNjZWCCHE4MGDRZcuXdTWmzJlinBzc3vpvjRq1Ejtw96r3Lt3TyxZskT8888/4uTJk2Lq1KlCpVKphVZtbW3pA0Kh5cuXC2tr6xK3u2zZMlG7du0i7b179y4xeL4ssH744Ydi2rRppdspIcSdO3cEgCJnradMmSJatWpV4nr169cXurq6YtiwYeLUqVNiy5YtwsLCosgxPXv2rDA0NBSamprC1NS02LPYy5cvF4aGhgKAqF+//kvPrgpRusD6osjISAFA+uA0ffp04ezsXOIZYnt7e7Vvt140bdo08eGHH5a4fOPGjUJHR6dIe8uWLcXnn39e4nqbN28Wf/zxhzh79qzYuXOncHV1FS1btizxg0D37t3VgviLnjx5IszNzcW3335bZFlaWpoAIEJDQ0tcn5RBq+wHGRA9I15x118dHR2oVCp06NABoaGh8PHxwcWLFzF27FgsWrQIly5dwpEjR9CyZUsYGBgAAM6cOYPjx49j3rx50nby8/Px9OlTZGVlSf08PDyk5YaGhjAxMVEbi/bHH3+gV69er10vAHTs2BGhoaH49NNPcfToUSxYsADbtm3DsWPH8PDhQ9jb26Nu3bpSvWfPnsXGjRvVXqegoADx8fFwdXUtUq9KpYKtrW2xY+fu3LmDbt264f3338eIESNeWu/IkSOlnxs1agQ7Ozt4e3vj2rVrqFOnDtzd3XHz5k0AQPv27YtcCPI6Jk+eLP3s4eEBHR0djBo1CgsWLICurq607OjRozA2NkZ2djZOnjyJcePGwcLCAmPGjMHGjRsxatQoqe/evXvRvn37Yl/vZcdryJAh6NKlC+rXr49u3brh3XffRdeuXV+5D46OjrCysnqt/Y6JiUHNmjVRr16911rv0KFDsLa2hru7OwBgzJgx6N+/P6Kjo9G1a1f06dMHbdu2VVvn+X22s7MDAKSkpKBBgwaIjY1F79691fq3a9cOgYGByM/Ph6amZrF1jB8/HmPGjMH+/fvh4+OD/v37S69T3PujRo0aar/rli1b4u7du1i8eHGRf0+v48mTJ9DT0/vX679ow4YNZbatlykoKIC1tTVWr14NTU1NNG/eHHfu3MHixYsxa9YsqV/9+vURExODtLQ0bN++Hf7+/jhy5Ajc3NykPn5+fujSpQsSExPx3XffYcCAATh+/PgbHZeoqCjMnj0bZ86cwaNHj1BQUAAASEhIgJubG2JiYtC+fXtoa2sXWTclJQV3796Ft7d3idtfsGDBv67tZZ6/8K5Ro0bw8PBAnTp1EBoaWqSe27dvY9++fdi2bVuJ29u5cyceP34Mf3//Isv09fUBPBsbTcrGwEplzsXFBSqVCrGxsejbt2+R5bGxsbCyspKunvby8sLq1atx9OhRNG3aFCYmJlKIPXLkCDp27Citm5GRgTlz5hQ7aP/5P+wv/gFWqVTSH+ucnBwEBwdLF20U1hIbG1vs/sTGxkJLSwvOzs5Svf/73/9w5swZaGtro0GDBvDy8kJoaCgePXpUpN5Ro0Zh/PjxRbZbq1atUtVb6O7du+jUqRPatm1bqqvrX9S6dWsAwNWrV1GnTh3s2bMHubm5AP7vj3ZZad26NfLy8nDjxg3Ur19fand2dpZ+7+7u7oiIiMC8efMwZswY9OrVS6oRgNqFKy962fFq1qwZ4uPjsXfvXhw4cAADBgyAj48Ptm/f/tKan796uJCGhkaRDzKFxwz498ftzz//VAt43bt3x82bN7Fnzx6EhITA29sbAQEB+O6776Q+z++zSqUCgCLvkdf18ccfw9fXF3///Tf279+PBQsWYMmSJfjkk09K/f5o3bo1QkJCpOe2trZFrgJPTk6Gra1tiduoUaMGHj169Eb78iZq1KgBTU3N167bzs4O2traah8IXF1dkZSUhJycHOlDro6ODlxcXAA8u8AqMjIS33//PVatWiWtZ2pqClNTU9StWxdt2rSBubk5du7ciQ8++OBf7VNmZiZ8fX3h6+uLjRs3wsrKCgkJCfD19ZUuKnzZ77Us/ibY2toiJycHqamparNlvOq4vqh27dqoUaMGrl69WiSwrl27FpaWli/9wPTTTz/h3XffhY2NTZFlhRcAv+6HVap4nCWAypylpSW6dOmC//73v3jy5InasqSkJGzcuBFDhgyR2jp27IiLFy/it99+k+YV9PLywoEDB3D8+HG1uQabNWuGuLg4uLi4FHk8f3Xxy4SGhsLc3ByNGzcG8CyUDBgwAJs2bUJSUpJa3ydPnuC///0v+vbtC1NTUwDPzjY9fvwYy5Ytk8JpYWANDQ0tUu/FixeLrbfwP7PSuHPnDry8vKSriUu7r88rnMez8Oyco6OjVMvLwuG/ERMTAw0NDenK7pJoampK7xFjY2O14/Mm/2GamJhg4MCBWLNmDbZu3Yrff/9d+o9JW1u71FdfW1lZITExUXqenp6O+Ph46bmHhwdu374tTbn0Ih0dnSKvJYTAX3/9VeSMqJWVFfz9/fHrr78iMDDwtT6UuLq64vjx42ptx48fR7169aQwVVwtAODg4IDRo0djx44d+PTTT7FmzRoApX9/xMTESO8pAPD09Cwy80NISAg8PT1L3EbTpk2RlJQkW2jV0dFB8+bN1eouKCiQZjUpSbt27XD16lW1Dw6XL1+GnZ3dS/99FxQUIDs7u8Tl4tlwvZf2eZVLly7hwYMHWLhwIdq3b48GDRoU+dbGw8MDR48eVfsQVsjY2BhOTk5vNItH8+bNoa2trbaNuLg4JCQkvPS4vuj27dt48OCB2vsMeHac1q5di48++qjYs8QAEB8fj8OHD2P48OHFLj9//jy0tbWlbztIweQbjUBV2eXLl0WNGjVE+/btxZEjR0RCQoLYu3evaNiwoWjSpInaxScFBQXCwsJCaGpqSuNMT58+LTQ1NYWWlpbaFfXBwcFCS0tLzJ49W5w/f15cvHhRbN68WW2cFYoZo2hqaipdgBIQECA++eQTteX37t0TderUEQ0bNhR79uwRCQkJ4siRI6J9+/bCwcFB3L17V61/kyZNhKampjRu8sGDB0JbW1sAULtY6syZM0JfX18EBASI06dPi8uXL4tdu3apXWn7qnGSt2/fFi4uLsLb21vcvn1bumjm+RkNbt++LerXry+Ns7169aqYO3euOHXqlIiPjxd//PGHqF27tujQoUOJv7NCFy5cEKdPnxY9e/YUXl5e4vTp02pXhUdERIj69euL27dvCyGEOHHihFi2bJmIiYkR165dE7/++quwsrISH330kbRO4XjDuLg4kZiYKG7cuCG2bdsmjI2NSxy7Wai4MawvO15LliwRmzZtErGxsSIuLk4MHz5c2NraShf01K1bV4wZM0YkJiaKhw8fCiH+b5aAF02bNk3Y2tqKsLAwcfbsWdGnTx9hZGSkdrW/l5eXaNiwodi/f7+4fv262LNnj/Q+Pn78uAAgDhw4IO7duycyMzNFZGSkMDc3V7sobcaMGWLXrl3iypUr4vz58+Ldd9+Vxk4Wd2X+o0ePBABx+PBhIYQQUVFRahddrVu3Tu2iKyGE6NKli+jVq5e4ffu2uHfvnhBCiAkTJojg4GBx/fp1ERUVJVq3bi0GDBhQ4u9i3bp10rGNjY0V8+bNExoaGtKMBoX7rKWlJb777jsRGxsrjQ8+d+5cidvNy8sTVlZW4q+//lJrL24Ma2Jiojh9+rRYs2aNdNX36dOn1S6qfN0xrEIIsWXLFqGrqyvWrVsnLl68KEaOHCnMzMxEUlJSidtNSEgQxsbGYty4cSIuLk7s3r1bWFtbq43NnjZtmjhy5IiIj48XZ8+eFdOmTRMqlUrs379fCCHEtWvXxPz588WpU6fEzZs3xfHjx0XPnj2FhYVFkSv6n/eqMawpKSlCR0dHTJkyRVy7dk388ccfol69emrvpfv37wtLS0vpoqvLly+LDRs2SH/D1q1bJ/T09MT3338vLl++LKKiokRQUJDavr1sDKsQz2ZgqVWrljh06JA4deqU8PT0FJ6enmp96tevL3bs2CGEEOLx48fis88+E+Hh4SI+Pl4cOHBANGvWTNStW1c8ffpUbb0DBw6ojeUuzldffSXs7e1LHP86a9Ys0blz55fuAykDAyuVm/j4eOHv7y9sbGyESqUSAES/fv2KvVK9d+/eQktLSwqy+fn5wtzcXLRp06ZI3+DgYNG2bVuhr68vTExMRKtWrdQuQHpVYHVwcJBmHXjevXv3xCeffCIcHByEpqamACDatm2r9h9hoQkTJhT5Q9m4cWPpYrHnnTx5UnTp0kUYGRkJQ0ND4eHhIebNmyctf1UAW7t2bZEpiQofhQpDTWGASUhIEB06dBAWFhZCV1dXuLi4iClTpoi0tLQi9b3oxemEXnytwvBZeFVtYdAxNTUVenp6wtXVVcyfP1/tP5cXp3jS0tISzs7O4rPPPlP7QFKc1w2sq1evFk2aNBGGhobCxMREeHt7i+joaKnvn3/+KVxcXISWllaRaa1elJaWJgYOHChMTEyEg4ODWLduXZFprR48eCCGDh0qLC0thZ6enmjYsKHYvXu3tHz06NHC0tJSmtbqq6++Upv2TAghvv76a+Hq6ir09fWFhYWF6N27t7h+/boQonSBVYj/m9ZKW1tb1KpVS7owsFB4eLjw8PAQurq60u9z3Lhxok6dOkJXV1dYWVmJDz/88KVXY69bt064uroKAwMD6d/e81MWFdq2bZuoV6+e0NHREe7u7i+dKqvQ559/LgYNGqTWVlxgnTVrVrHvz+fD+evOElDohx9+ELVq1RI6OjqiVatW4p9//lFbXtx2T5w4IVq3bi10dXVF7dq1i8wSMGzYMOHo6Ch0dHSElZWV8Pb2lsKqEM8u+OrevbuwtrYW2traombNmmLw4MEvnSVEiNJddLVp0ybh5OQkdHV1haenp/jzzz+LvJfOnDkjunbtKgwMDISxsbFo3769uHbtmrR85cqVon79+kJbW1vY2dmpfdh/1SwBQjy74Gns2LHC3NxcGBgYiL59+xaZPvD5319WVpbo2rWrsLKyEtra2sLR0VGMGDFC7YNDoQ8++EC0bdu2xNfOz88XNWvWFF988UWJferXry82b9780n0gZVAJ8YorTYjKyKxZs7B06VKEhISgTZs2stQQHR2Nzp074969eyV+hVTo559/xtixY7F169ZS3/GJ6FU8PDzw1VdfYcCAAXKXoihJSUlwd3dHdHQ0HB0d5S5H8datW4d169YhNDRU7lIqrb179+LTTz/F2bNnoaXFS3qUjmNYqcLMmTMHQUFB+Oeff974YpF/Ky8vDz/88MMrwyoADB8+HFu2bEFsbGyRsbhE/0ZOTg769++P7t27y12K4tja2uLnn3+W/VbIVH1kZmZi7dq1DKuVBM+wEhERVTI8w0rVDc+wEhERVTJNmjRRm22FqKrjGVYiIiIiUjSeYSUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRft/edvZPn6e/woAAAAASUVORK5CYII=","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/Qwen2.5-1.5B-Instruct_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf\n","问法错误 1339\n","不是 1068\n","不重要 229\n","是 115\n","问法错误。 101\n","不是。 86\n","回答正确。 19\n","回答正确 16\n","是。 15\n","回答: 不重要 7\n","回答: 是 2\n","回答:不是 1\n","回答: 是。 1\n","回答:是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65306 (\\N{FULLWIDTH COLON}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\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/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf\n","不是 1241\n","不重要 969\n","是 704\n","回答正确 56\n","问法错误 29\n","重要 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\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/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf\n","不是 1360\n","不重要 808\n","是 773\n","回答正确 51\n","问法错误 7\n","重要 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\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/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf\n","不是 1117\n","不重要 993\n","是 803\n","问法错误 44\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"}],"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":30,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf\n","不是 1422\n","是 941\n","不重要 547\n","回答正确 48\n","问法错误 42\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/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf\n","不是 1604\n","是 789\n","不重要 489\n","问法错�� 71\n","回答正确 47\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/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf\n","不是 1234\n","是 861\n","不重要 772\n","问法错误 89\n","回答正确 44\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/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf\n","不是 1404\n","是 897\n","不重要 629\n","问法错误 36\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/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf\n","不是 1404\n","是 852\n","不重要 653\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf\n","不是 1361\n","是 782\n","不重要 780\n","回答正确 39\n","问法错误 38\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/Qwen2.5-1.5B-Instruct/checkpoint-350_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-350_torch.float16_lf\n","不是 1421\n","是 758\n","不重要 739\n","回答正确 42\n","问法错误 40\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":31,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf\n","不是 1422\n","是 941\n","不重要 547\n","回答正确 48\n","问法错误 42\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/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf\n","不是 1604\n","是 789\n","不重要 489\n","问法错误 71\n","回答正确 47\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAowAAAK9CAYAAACuFT3eAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAADLzElEQVR4nOzddVxU2fsH8M8MLZ0GKiklIlgodnfn2t3diYrB18buwo61u3dNdFWwGwulW5qZ7x/o6Mgwy7joDPJ5/17z/S3nnnvvM3cceOY559wRiMViMYiIiIiIciBUdgBEREREpNqYMBIRERGRXEwYiYiIiEguJoxEREREJBcTRiIiIiKSiwkjEREREcnFhJGIiIiI5GLCSERERERyMWEkIiIiIrmYMBKRXM+fP0eDBg1gaGgIgUCAQ4cO5enxX79+DYFAgC1btuTpcfOzWrVqoVatWsoOg4hIggkjUT7w8uVLDBgwALa2ttDW1oaBgQGqVq2KpUuXIjk5+aeeu0ePHrh//z7mzJmDbdu2oUKFCj/1fL9Sz549IRAIYGBgIPM6Pn/+HAKBAAKBAAsXLlT4+B8+fMCMGTMQGBiYB9ESESmPurIDICL5jh8/jvbt20NLSwvdu3eHq6sr0tLScOXKFYwbNw4PHz7EunXrfsq5k5OTcf36dUyZMgVDhw79KeewsrJCcnIyNDQ0fsrx/426ujqSkpJw9OhRdOjQQWrbjh07oK2tjZSUlB869ocPHzBz5kxYW1vD3d091/udOXPmh85HRPSzMGEkUmHBwcHo1KkTrKyscOHCBRQtWlSybciQIXjx4gWOHz/+084fEREBADAyMvpp5xAIBNDW1v5px/83WlpaqFq1Knbt2pUtYdy5cyeaNm2KP//885fEkpSUhEKFCkFTU/OXnI+IKLc4JE2kwubPn4/ExERs3LhRKln8wt7eHiNGjJD8nJGRgVmzZsHOzg5aWlqwtrbG5MmTkZqaKrWftbU1mjVrhitXrqBSpUrQ1taGra0t/P39JX1mzJgBKysrAMC4ceMgEAhgbW0NIGso98t/f2vGjBkQCARSbWfPnkW1atVgZGQEPT09ODo6YvLkyZLtOc1hvHDhAqpXrw5dXV0YGRmhZcuWePz4sczzvXjxAj179oSRkREMDQ3Rq1cvJCUl5Xxhv9O5c2ecPHkSsbGxkrZbt27h+fPn6Ny5c7b+0dHRGDt2LMqUKQM9PT0YGBigcePGCAoKkvS5dOkSKlasCADo1auXZGj7y/OsVasWXF1dcfv2bdSoUQOFChWSXJfv5zD26NED2tra2Z5/w4YNYWxsjA8fPuT6uRIR/QgmjEQq7OjRo7C1tYWXl1eu+vft2xfe3t4oV64clixZgpo1a8LX1xedOnXK1vfFixdo164d6tevj0WLFsHY2Bg9e/bEw4cPAQBt2rTBkiVLAAB//PEHtm3bBj8/P4Xif/jwIZo1a4bU1FT4+Phg0aJFaNGiBa5evSp3v3PnzqFhw4YIDw/HjBkzMHr0aFy7dg1Vq1bF69evs/Xv0KEDEhIS4Ovriw4dOmDLli2YOXNmruNs06YNBAIBDhw4IGnbuXMnnJycUK5cuWz9X716hUOHDqFZs2ZYvHgxxo0bh/v376NmzZqS5M3Z2Rk+Pj4AgP79+2Pbtm3Ytm0batSoITlOVFQUGjduDHd3d/j5+aF27doy41u6dCnMzc3Ro0cPZGZmAgDWrl2LM2fOYPny5ShWrFiunysR0Q8RE5FKiouLEwMQt2zZMlf9AwMDxQDEffv2lWofO3asGID4woULkjYrKysxAPHff/8taQsPDxdraWmJx4wZI2kLDg4WAxAvWLBA6pg9evQQW1lZZYth+vTp4m9/rSxZskQMQBwREZFj3F/OsXnzZkmbu7u72MLCQhwVFSVpCwoKEguFQnH37t2zna93795Sx2zdurXY1NQ0x3N++zx0dXXFYrFY3K5dO3HdunXFYrFYnJmZKS5SpIh45syZMq9BSkqKODMzM9vz0NLSEvv4+Ejabt26le25fVGzZk0xAPGaNWtkbqtZs6ZU2+nTp8UAxLNnzxa/evVKrKenJ27VqtW/PkciorzACiORioqPjwcA6Ovr56r/iRMnAACjR4+Wah8zZgwAZJvr6OLigurVq0t+Njc3h6OjI169evXDMX/vy9zHw4cPQyQS5Wqfjx8/IjAwED179oSJiYmk3c3NDfXr15c8z28NHDhQ6ufq1asjKipKcg1zo3Pnzrh06RJCQ0Nx4cIFhIaGyhyOBrLmPQqFWb8+MzMzERUVJRluv3PnTq7PqaWlhV69euWqb4MGDTBgwAD4+PigTZs20NbWxtq1a3N9LiKi/4IJI5GKMjAwAAAkJCTkqv+bN28gFAphb28v1V6kSBEYGRnhzZs3Uu0lS5bMdgxjY2PExMT8YMTZdezYEVWrVkXfvn1RuHBhdOrUCXv37pWbPH6J09HRMds2Z2dnREZG4tOnT1Lt3z8XY2NjAFDouTRp0gT6+vrYs2cPduzYgYoVK2a7ll+IRCIsWbIEpUqVgpaWFszMzGBubo579+4hLi4u1+e0tLRUaIHLwoULYWJigsDAQCxbtgwWFha53peI6L9gwkikogwMDFCsWDE8ePBAof2+X3SSEzU1NZntYrH4h8/xZX7dFzo6Ovj7779x7tw5dOvWDffu3UPHjh1Rv379bH3/i//yXL7Q0tJCmzZtsHXrVhw8eDDH6iIAzJ07F6NHj0aNGjWwfft2nD59GmfPnkXp0qVzXUkFsq6PIu7evYvw8HAAwP379xXal4jov2DCSKTCmjVrhpcvX+L69ev/2tfKygoikQjPnz+Xag8LC0NsbKxkxXNeMDY2llpR/MX3VUwAEAqFqFu3LhYvXoxHjx5hzpw5uHDhAi5evCjz2F/ifPr0abZtT548gZmZGXR1df/bE8hB586dcffuXSQkJMhcKPTF/v37Ubt2bWzcuBGdOnVCgwYNUK9evWzXJLfJe258+vQJvXr1gouLC/r374/58+fj1q1beXZ8IiJ5mDASqbDx48dDV1cXffv2RVhYWLbtL1++xNKlSwFkDakCyLaSefHixQCApk2b5llcdnZ2iIuLw7179yRtHz9+xMGDB6X6RUdHZ9v3yw2sv7/VzxdFixaFu7s7tm7dKpWAPXjwAGfOnJE8z5+hdu3amDVrFlasWIEiRYrk2E9NTS1b9XLfvn0ICQmRavuS2MpKrhU1YcIEvH37Flu3bsXixYthbW2NHj165HgdiYjyEm/cTaTC7OzssHPnTnTs2BHOzs5S3/Ry7do17Nu3Dz179gQAlC1bFj169MC6desQGxuLmjVr4ubNm9i6dStatWqV4y1bfkSnTp0wYcIEtG7dGsOHD0dSUhJWr14NBwcHqUUfPj4++Pvvv9G0aVNYWVkhPDwcq1atQvHixVGtWrUcj79gwQI0btwYVapUQZ8+fZCcnIzly5fD0NAQM2bMyLPn8T2hUIipU6f+a79mzZrBx8cHvXr1gpeXF+7fv48dO3bA1tZWqp+dnR2MjIywZs0a6OvrQ1dXF56enrCxsVEorgsXLmDVqlWYPn265DY/mzdvRq1atTBt2jTMnz9foeMRESmKFUYiFdeiRQvcu3cP7dq1w+HDhzFkyBBMnDgRr1+/xqJFi7Bs2TJJ3w0bNmDmzJm4desWRo4ciQsXLmDSpEnYvXt3nsZkamqKgwcPolChQhg/fjy2bt0KX19fNG/ePFvsJUuWxKZNmzBkyBCsXLkSNWrUwIULF2BoaJjj8evVq4dTp07B1NQU3t7eWLhwISpXroyrV68qnGz9DJMnT8aYMWNw+vRpjBgxAnfu3MHx48dRokQJqX4aGhrYunUr1NTUMHDgQPzxxx/466+/FDpXQkICevfuDQ8PD0yZMkXSXr16dYwYMQKLFi3CjRs38uR5ERHlRCBWZFY4ERERERU4rDASERERkVxMGImIiIhILiaMRERERCQXE0YiIiIikosJIxERERHJxYSRiIiIiORiwkhEREREcv2W3/RiO/qEskOgz46MqaHsEOgb9oX1lB0CfRafnK7sEOizQpq/5Z/CfElPK+++f11ROh5DlXbu5LsrlHbu3GKFkYiIiIjk4scqIiIiIgFraPLw6hARERGRXEwYiYiIiEguDkkTERERCZS34CY/YIWRiIiIiORihZGIiIiIi17k4tUhIiIiIrlYYSQiIiLiHEa5WGEkIiIiIrmYMBIRERGRXBySJiIiIuKiF7l4dYiIiIhILlYYiYiIiLjoRS5WGImIiIhILiaMRERERCQXh6SJiIiIuOhFLl4dIiIiIpKLFUYiIiIiLnqRixVGIiIiIpKLFUYiIiIizmGUi1eHiIiIiORiwkhEREREcnFImoiIiIiLXuRihZGIiIiI5GKFkYiIiIiLXuTi1SEiIiIiuZgwEhEREZFcHJImIiIi4qIXuVhhJCIiIiK5WGEkIiIi4qIXuXh1iIiIiEguVhiJiIiIWGGUi1eHiIiIiORiwkhEREREcnFImoiIiEjI2+rIwwojEREREcnFCiMRERERF73IxatDRERERHIxYSQiIiIiuTgkTURERMTvkpaLFUYiIiIikosVRiIiIiIuepGLV4eIiIiI5GKFkYiIiIhzGOVihZGIiIiI5GLCSERERERycUiaiIiIiIte5OLVISIiIiK5WGEkIiIi4qIXuVhhJCIiIiK5mDASERERkVwckiYiIiLiohe5eHWIiIiISC6VqzCKxWIAgICTT4mIiOhXYd4hl8okjP7+/liwYAGeP38OAHBwcMC4cePQrVs3JUeWO92qWqFfbRuY62vh8YcEzDj4EPfexsnsu3OwJyrbm2Zrv/goHH02/AN1oQBjmjiglrMFSpjoICElA1efRWL+8acIj0+V9Lcx18XE5k4ob20MDXUBnn5IwOJTz3DjRTQAwKiQBpZ0dYdTUX0Y6WogKiEN5x6GYeHxZ0hMzfg5F0IFnDy0F4f3+CM2OgrWdqXQZ9h4lHJ2ldn3bfBL7N6yBq+ePUZE2Ef0GjwGzdp1luoz8I9miAj7mG3fRi3bo9+IiQgP/YBBnZvLPP4Y7//Bq1Z9AMC9Ozexe9NqvAl+AW1tHdRq2Ayd+wyGmprKvA3z3O6dO7B180ZERkbAwdEJEydPQxk3txz7nzl9EiuXL8WHkBCUtLLGyNFjUb1GTcl2sViMVSuW4cD+fUhIiIe7RzlM8Z4BKytrAEBIyHusW7MKNwNuICoyEuYWFmjarAX69R8IDU1NyXGePX2CubN98PDBfRibmOCPzl3Rq0+/n3YdVMGBvbuwa9tmREdFwq6UI0aOmwwX1zI59r947jQ2rF6B0I8hKF7CCgOHjUKVajUk26tXkP2eGjR8NDp37w0A8N+4Ftev/o3nT59CQ0MDJy9dz9Y/LPQjFvr64O4/t6BTqBAaNWuBAUNGQl39931f7N29A/5bNiIqMhKlHJwwftJUuJbJ+X1x9swprF6xFB8/hKBESSsMHzUW1apnvS/S09OxesVSXLn8F0Lev4eevh48Pb0wbORomFsUlhwjLi4W831n4/JfFyEQClG3XgOMnTAZhQrpSvpcu3oZa1etwKuXz6GppYVy5Spg1NgJKGZZ/OddDMo3VGJIevHixRg0aBCaNGmCvXv3Yu/evWjUqBEGDhyIJUuWKDu8f9XUvSgmt3TCstMv0HzxVTz+EI+t/SvBVE9TZv9BW+6g0vRzkkfDeX8jI1OEE0FZSYmOphpKWxpi+ZnnaL74KgZtuQNbCz2s71NB6jgb+lSAulCArqsD0HLxVTz+kIANfSrATD/rvCKxGOcehKH/xtuo6/sXxu++h6qlzDC7vexf9L+DqxfPYMvqxejQvT8WrN0BKzsHzJowFHEx0TL7p6WmoHBRS3TtNwxGJtmTeACYt3obNuw/LXl4L1gFAKhSsx4AwNS8sNT2DftPo2PPAdDWKQQPz6oAgNcvn2HOpOFwr1QFC9ftxGhvX9y69he2r1v+E66Cajh18gQWzvfFgMFDsHvfQTg6OmHQgD6IioqS2T/w7h1MHDcGrdu0w579h1C7Tl2MHDYEz58/k/TZvHE9du3YhqnTZ2D7rr3Q0dHBoP59kJqa9UHq9atXEInEmDbdBwcOH8e48ZOwb+9uLFv69fdIYmIiBvbrg6LFimHXvgMYNWY81qxagf179/zcC6JE58+cxIol89Gz3yBs2L4P9g6OGDNsAGKiZb8W94PuYuaU8WjasjU27tiH6rXqYPLY4Xj14rmkz6FTl6QeE71nQSAQoFad+pI+6RnpqFW3IVq16yjzPJmZmRg/YjAy0tOxetN2TJkxByePHsbGtSvy9gKokDOnTmDxgv+h/8Ah2LHnABwcHTF0YF9E5/C+CAq8gykTxqBV63bYufcgatWphzEjhuLF5/dFSkoKnjx+hL4DBmPHnj+xcPFyvH4djFHDB0sdZ+rEcXj18gVWrt0Ev+VrcOf2P5g901uyPeT9e4wZMQQVK3li575DWLF6A2JjYzB21PCfdzFUjUCovEc+oBJRLl++HKtXr8a8efPQokULtGjRAvPnz8eqVauwbNkyZYf3r/rUtMGeG++w/9Z7vAhLxNT9D5Ccnon2lWR/KotLSkdkQprkUc3RDMnpmTgRFAoASEjJQPe1N3EiKBTBEZ8Q+CYWMw48RJkShihmpA0AMNbVgI2FLtacf4knHxPwOjIJ848/QSEtdTgW0QcAxCdnYMe1t7j/Pg4fYlJw7XkUtl97gwo2xr/mwijB0X3bUa9Ja9Rp3AIlrG0xYNRkaGlp4/zJwzL72zuVRo+BI1GtTkNoaMhO8A2NjGFsYiZ53L5+GUWKFUfpsuUBAGpqalLbjU3McPPKJXjVqg8dnUIAshJZK9tS6NC9P4palkDpsuXRrf8InDq8D8lJn37OxVCybVs3o027DmjVui3s7O0xdfpMaGtr49CBP2X237HdH17VqqNn776wtbPD0OEj4ezigt07twPIqi7u2OaPfgMGoXadenBwdMJs3/mICA/HhfPnAABVq9fArDm+8KpaDcVLlECtOnXRo2dvnD93RnKeE8eOID09HT6z5sLevhQaN2mKP7p0wzb/zT//oijJnh3+aN6qHZq2aA0bWzuMneQNbW1tHD9yUGb//bu3o1KVqujcvTesbezQd9AwODi54MDenZI+pmZmUo8rf12ER4VKKFa8hKRPnwFD0bFLd9jal5J5nls3ruF18EtMm/U/lHJ0QuWq1dF34FAc3Lsb6enpeXsRVMR2/y1o3bY9WrRqC1s7e0yeNhPaOto4fEj2+2LXjm2oUrUauvfqAxtbOwweOgJOzi7Yu3sHAEBfXx+r1m1Cg4aNYW1jizJl3TFh8jQ8fvQQHz9+AAAEv3qJa1cvY9qMWSjjVhYe5cpj/MSpOHPqBCLCwwAAjx89QKZIhMHDRqJEiZJwdimNbj1649nTx7/ta0GKUYmE8ePHj/Dy8srW7uXlhY8fsw8FqhINNQFcixvg6rOvnw7FYuDqs0h4WOcuMevgWQLH7n5Eclpmjn30tdUhEokRn5w1lBzzKR0vwxLRuqIldDTVoCYU4I8qJRGZkIr772UPhVsYaKFhmSK4+Up2tS2/S09Px8tnT+BWvpKkTSgUwq18JTx7dD/PzvH3uROo07hljvNsXz57jOAXT1G3cctv9kuDpqZ0QqqppYW0tFS8fPY4T2JTJelpaXj86CEqV/n6vhYKhahc2Qv3gu7K3OdeYCAqV64i1eZVtRruBQYCyKqAREZGwLPy12Pq6+ujjFvZHI8JAIkJCTA0NJT8HBQUiPIVKkgNUXtVrYbXwcGIj5P93snP0tPT8ezJI5T3rCxpEwqFqFCpMh7eC5K5z4N7QahQSfq1qFTFCw/uy+4fHRWJ61f+RrOWbRSK7cH9INjal4KJqdk356mKT58SEfzyhULHyg/S09Pw5PFDVKos/b6o5FkF94MCZe5zLygQnp7Sfx+reFXFvRz6A0BiYgIEAgH09Q0kx9DXN4BL6a9TECpVrgKhUIj79+8BAJxdXCEUCHDk0AFkZmYiISEBx48dQaXKVaChofGDz5h+JyqRMNrb22Pv3r3Z2vfs2YNSpWR/Mv0iNTUV8fHxUg9xxq/7NGSsqwl1NSEiE1Kl2iMTUmGur/Wv+7uVNIRjUX3sCXiXYx9NdSHGN3PC0bsfpOYedltzE6UtDXF/bgM8ntcQfWraoOe6W5Kk8oulXd3x8H8NcWNGXSSmZGDinrxJnlRNQlwsRKJMGBlLDy0bGpsiNjoyT85x8+pFfEpMRO2GsucsAsD5E4dQ3MoGTq5lJW3uFarg6cN7uHz+FDIzMxEVEY59/usBADFReRObKomJjUFmZiZMTaVfC1NTU0RGyn6+kZGRMP0mcZD0/3x9IiMjstrMcn/Mt2/eYNfO7WjXvpPUeUyyncdMsu13E/f5tTD5bsqFsYkponL4txcdFZmtv4mJGaJz6H/y2BEU0i2EGrXrKRRbdFQkjL8/z+d/MzmdKz+LjcnpfWGW47+9qMhIyTX5wsTUDFE59E9NTcWyJQvRsHFT6OnpfT5GBExMTKT6qaurw8DAUHIcy+LFsXLtRqxctgRVKrihVtWKCA8LxbwFfj/yVPMngUB5j3xAJRLGmTNnwtvbG40aNcKsWbMwa9YsNGrUCDNnzoSPj4/cfX19fWFoaCj1iL2VPflUVR08S+DJh/gcF8ioCwVY0d0DAgEwbf9DqW0z25ZGVGIqOq64gdZ+13D2QRjW9ymfLVGddfgRmi++gn4b/0FJs0KY2tL5pz2f3935E4fhUckLJmbmMrenpqbg8vlTUtVFAHCvWAXdBozAOr+56NSwCob1aI1yn+c3CoUq8Tb87YSFhWHwgL6o37AR2rbvoOxwfmsnjhxE/UbNoKX17x+S6edJT0/HxLEjIRYDk6bOUGjfyMgIzJ45Dc1atIL/zn1Yv2kbNDQ0MH7MCMndS6hgU4m/VG3btkVAQABMTU1x6NAhHDp0CGZmZrh58yZat24td99JkyYhLi5O6mFU8df9cYj5lIaMTBHMvkvSzPS1EPFd1fF7OppqaO5eFHsD3svcri4UYHkPD1ia6KD7mptS1UWvUqao42KB4f6BuP06Bg9D4uH950OkpovQtqKl1HEiE9LwKvwTzj8Mx9R9D9C1qlWuqp/5jb6hEYRCNcTGSE8ej4uJgpGJWQ575V546Efcv3MT9Zq2yrHP9b/OIy01BTUbNMu2rUX7rvA/8hfW7j6OzQfPo1LVWgCAwkUts/XN74yNjKGmppZtgUtUVBTMzGS/FmZmZtkqXlFRUTD7XP0z+5ykR0X++zHDw8PQt1d3lPXwgPeMWdnO83316st5c4otPzP8/FpEf7fAJSY6KltF9wsTU7Ns/aOjs1dmASDo7m28fROM5q0UG47+cp7vF958Wfwh61z5nZFxTu+LyBz/7ZmamWVbEBMdFQnT7/qnp6dj4rhR+PjxA1at2yipLmYdwxzR0dJTkTIyMhAfHyc5zt7dO6Gnp48Ro8fBydkF5SpUxKy5C3Az4Doe5DB14bfDRS9yqUyU5cuXx44dO3D79m3cvn0b27dvh4eHx7/up6WlBQMDA6mHQP3XzbdIzxTjwft4eJX6OmQgEGQldHdfx8jdt0nZItBUF+LQ7ZBs274ki9Zmuui2+iZik6SH2bU11ABkrYT+lkgshlBOefvLJk11lXnp84yGhgbsHJxw/84tSZtIJMK9O7fg4JLz7UNy6+KpIzAwMkb5ytVy7HPh5GFU8KoJQyPZ81cFAgFMzMyhpaWNyxdOwcyiMGxKOf3n2FSNhqYmnF1KI+DG19uoiEQiBARch1tZ2e9rN3d3BNy4IdV24/o1uLm7A8gaMjMzM0dAwNdjJiYm4v69IKljhoWFoU/P7nBxKQ2f2b7ZKrhly7rj9j//SE3kv3H9GqxtbGDwzVzH34WGhgYcnFxw+2aApE0kEuH2rQCUdisrcx9Xt7K4fUv6tfgn4Dpcy2Tvf+zwATg6u8DeQfF/x65lyuLVi+dSSeM/Adehq6sHa1s7hY+n6jQ0NOHkXBq3AqTfF7cCbqBMWXeZ+7iVdcfNAOnbEQXcuAa3b/p/SRbfvXmD1es2w+i73z9uZd2RkBCPx48eSNpu3bwBkUiEMp9v55OSkgzBd4mLUC3rZ5FYpPBzpd+PUrMGoVAINTU1uY/8cC+ujX8Fo1PlEmhTwRJ2FrqY1c4VhTTVsf9mVuVw4R9uGNfUMdt+HTxL4MyDsGzJoLpQgJU9y6FMcUOM2hEIoRAw09eEmb4mNNSyMr67b2IQl5SOhZ3LwqmYvuSejMVNCuHC43AAQC1nc7SrWBwORfRgaayD2s7mmN3OFf+8ikZITPJPvirK0bx9V5w7fhAXTx/F+zfBWOfni9SUZNRp1AIAsMzXG9vXf72VTXp6OoJfPEXwi6fIyEhHVGQ4gl88xccQ6TmlIpEIF04dQa0GzXK8b+LHkHd4dO8O6jVpJXP7od3+ePPqOd4Gv8S+betxaNcW9B46Dmpqannz5FVMtx69cGD/Xhw5dBCvXr7EbJ8ZSE5ORqvWWZWoKZPGY+mSRZL+Xbp2x7Wrl7F1yyYEv3qJ1SuX4+GDB+jUuSuArGS7S7fuWL92NS5dOI/nz55i6qTxMLewQJ26WXPnwsLC0LdnNxQtWhSjx01ATHQ0IiMiEBkRITlP46bNoaGhgRneU/DixXOcOnkCO7b7o1v3Xr/u4vxiHbt0x7FD+3Hy2GG8Dn6JRb6zkJycjCbNWwEAZntPwpoVX2891K5TVwRcu4rd27fgzetX2LR2JZ48eog2HaTvUfopMRGXzp1Bs5ZtZZ43LPQjnj99grDQj8gUZeL50yd4/vQJkpKSAAAVK3vB2sYOs7wn4cWzJwi4fhXrVy9H6w6dsi0S+1107d4TB//ch6OHDyL41Uv4zs56X7T4XKH1njwBy5d+fV/80aUbrl27gm1bNyE4+BXWrlqORw8fokOnLgCyfodNGDMCjx8+wOz/LUCmKBORkRGIjIxAenoaAMDG1g5eVatj1gxvPLh/D4F372C+7yw0aNREcq/GatVr4dHD+1i3ZiXevnmNx48eYua0ySharBgcnVx+8VUiVaTUbOzgQdm3dACA69evY9myZRCJVP+TzfHAjzDR08SoRg4wM9DE45AE9Fx3E5GJWW/WYsY6EH03BcTGXBcVbU3Qfc3NbMcrbKiN+q5Zb+ITY6tLbftj5Q0EvIxGzKd09Fp3C2OaOGDHIE+oqwnwPDQRAzbdxpMPCQCAlPRMdKxcAlNbOUNTXYiPMSk4fT8Uq8+//AlXQTVUrd0AcbEx2L15DWJjomBj54Cp85ZL7rEYGR4KgfBrBTYmKgJj+3/9I3hk7zYc2bsNpcuWh8+SdZL2e7cDEBkemm1u4rcunDwMU3MLlK1QWeb2uzev4s8dG5GRng4ru1KYMGuxZB7j76hR4yaIiY7GqhXLEBkZAUcnZ6xau0EyBBb68SOE31Q03D3KwXf+QqxY5oflfotR0soafstXolQpB0mfXn36ITk5GT4zvJGQEA+PcuWxau0Gydy5G9eu4u3bN3j79g0a1KkhFU/Qw6cAslZWr1m/EXNn++CP9m1gZGyMAQMHo10H2fcK/B3UbdAYsTEx2LhmBaKjImHv4ISFy9dIhn3DQj9C8E0ltkxZD0yfMw/rVy3HupVLUbyEFeYuXJbt9jjnz5yEWCxGvUZNZJ53w5oVOHXs6y2tendpBwBYtmYTPCpUgpqaGub5rcQi31kY2KsrtHV00LhZC/QZMDSvL4HKaNCoCWJiorFm1XJERUbAwdEZy1evl0wPCA39IPU7qqx7Ocz530KsXu6HlcuWoGRJayxaugL2n98XEeFh+OvSBQDAH+1bSZ1r7catqFDREwAw+38LMG/uLAzq11Ny4+5xE6dI+lbyrIw5/1uIrZs3wn/zRmhra8OtrDuWr94AbW3tn3lJVEc+GRpWFoFYxWazPn36FBMnTsTRo0fRpUsX+Pj4wMrKSqFj2I4+8ZOiI0UdGVPj3zvRL2NfWO/fO9EvEZ/Me9upikKaqj+SVVDoaSlvxbBO81VKO3fy0cH/3knJVCad/vDhA/r164cyZcogIyMDgYGB2Lp1q8LJIhEREZHCeFsduZSeMMbFxWHChAmwt7fHw4cPcf78eRw9ehSurr/v19cRERER5SdKrcPPnz8f8+bNQ5EiRbBr1y60bJnz/DAiIiIiUg6lJowTJ06Ejo4O7O3tsXXrVmzdulVmvwMHDvziyIiIiKhA4aIXuZSaMHbv3j3H7+MlIiIiItWg1IRxy5Ytyjw9ERERURYWsORi/ZWIiIiI5OLNp4iIiIg4h1EuXh0iIiIikosJIxERERHJxSFpIiIiIi56kYsVRiIiIiKSixVGIiIiKvB4X2j5WGEkIiIiIrmYMBIRERGRXBySJiIiogKPQ9LyscJIRERERHKxwkhERETEAqNcrDASERERkVysMBIREVGBxzmM8rHCSERERERyMWEkIiIiIrk4JE1EREQFHoek5WOFkYiIiIjkYoWRiIiICjxWGOVjhZGIiIiI5GLCSERERERycUiaiIiICjwOScvHCiMRERERycUKIxERERELjHKxwkhEREREcrHCSERERAUe5zDKxwojEREREcnFhJGIiIiI5OKQNBERERV4HJKWjxVGIiIiIpKLFUYiIiIq8FhhlI8VRiIiIiKSiwkjERERUT6zcuVKWFtbQ1tbG56enrh586bc/n5+fnB0dISOjg5KlCiBUaNGISUlJdfn45A0ERERFXj5aUh6z549GD16NNasWQNPT0/4+fmhYcOGePr0KSwsLLL137lzJyZOnIhNmzbBy8sLz549Q8+ePSEQCLB48eJcnZMVRiIiIiIlSk1NRXx8vNQjNTU1x/6LFy9Gv3790KtXL7i4uGDNmjUoVKgQNm3aJLP/tWvXULVqVXTu3BnW1tZo0KAB/vjjj3+tSn6LCSMRERGRQHkPX19fGBoaSj18fX1lhpmWlobbt2+jXr16kjahUIh69erh+vXrMvfx8vLC7du3JQniq1evcOLECTRp0iTXl4dD0kRERERKNGnSJIwePVqqTUtLS2bfyMhIZGZmonDhwlLthQsXxpMnT2Tu07lzZ0RGRqJatWoQi8XIyMjAwIEDMXny5FzHyAojERERFXgCgUBpDy0tLRgYGEg9ckoYf8SlS5cwd+5crFq1Cnfu3MGBAwdw/PhxzJo1K9fHYIWRiIiIKJ8wMzODmpoawsLCpNrDwsJQpEgRmftMmzYN3bp1Q9++fQEAZcqUwadPn9C/f39MmTIFQuG/1w9ZYSQiIiLKJzQ1NVG+fHmcP39e0iYSiXD+/HlUqVJF5j5JSUnZkkI1NTUAgFgsztV5WWEkIiKiAi8/3VZn9OjR6NGjBypUqIBKlSrBz88Pnz59Qq9evQAA3bt3h6WlpWThTPPmzbF48WJ4eHjA09MTL168wLRp09C8eXNJ4vhvmDASERER5SMdO3ZEREQEvL29ERoaCnd3d5w6dUqyEObt27dSFcWpU6dCIBBg6tSpCAkJgbm5OZo3b445c+bk+pwCcW5rkfmI7egTyg6BPjsypoayQ6Bv2BfWU3YI9Fl8crqyQ6DPCmmydqIq9LSUV+Wz6L1XaecO39RBaefOLc5hJCIiIiK5mDASERERkVyswxMRERHlnzUvSsEKIxERERHJxQojERERFXj56bY6ysAKIxERERHJxQojERERFXisMMr3WyaM83t4KDsE+mzr3RBlh0Df8GnoqOwQ6LPYJN6HUVUImSioDD2t3zIt+S1wSJqIiIiI5GIqT0RERAUeh6TlY4WRiIiIiORihZGIiIgKPFYY5WOFkYiIiIjkYsJIRERERHJxSJqIiIiII9JyscJIRERERHKxwkhEREQFHhe9yMcKIxERERHJxQojERERFXisMMrHCiMRERERycWEkYiIiIjk4pA0ERERFXgckpaPFUYiIiIikosVRiIiIiIWGOVihZGIiIiI5GLCSERERERycUiaiIiICjwuepGPFUYiIiIikkslEkZ/f3+kpqZma09LS4O/v78SIiIiIqKCRCAQKO2RH6hEwtirVy/ExcVla09ISECvXr2UEBERERERfaESCaNYLJaZYb9//x6GhoZKiIiIiIiIvlDqohcPDw9JObZu3bpQV/8aTmZmJoKDg9GoUSMlRkhEREQFQX4ZGlYWpSaMrVq1AgAEBgaiYcOG0NPTk2zT1NSEtbU12rZtq6ToiIiIiAhQcsI4ffp0AIC1tTU6duwIbW1tZYZDREREBRQrjPKpxH0Ye/ToASBrVXR4eDhEIpHU9pIlSyojLCIiIiKCiiSMz58/R+/evXHt2jWp9i+LYTIzM5UUGRERERUILDDKpRIJY8+ePaGuro5jx46haNGiLAsTERERqRCVSBgDAwNx+/ZtODk5KTsUIiIiIvqOSiSMLi4uiIyMVHYYREREVEBxdFM+lbhx97x58zB+/HhcunQJUVFRiI+Pl3oQERERkfKoRIWxXr16AIC6detKtXPRCxEREf0KrDDKpxIJ48WLF5UdAhERERHlQCUSxpo1ayo7BCIiIiLKgUokjF8kJSXh7du3SEtLk2p3c3NTUkRERERUEHBEWj6VSBgjIiLQq1cvnDx5UuZ2zmEkIiIiUh6VWCU9cuRIxMbGIiAgADo6Ojh16hS2bt2KUqVK4ciRI8oOj4iIiH5zAoFAaY/8QCUqjBcuXMDhw4dRoUIFCIVCWFlZoX79+jAwMICvry+aNm2q7BCJiIiICiyVqDB++vQJFhYWAABjY2NEREQAAMqUKYM7d+4oMzQiIiIqAAQC5T3yA5VIGB0dHfH06VMAQNmyZbF27VqEhIRgzZo1KFq0qJKjIyIiIirYVGJIesSIEfj48SMAYPr06WjUqBF27NgBTU1NbNmyRbnBERERERVwKpEwdu3aVfLf5cuXx5s3b/DkyROULFkSZmZmSoyMiIiICoL8svhEWVRiSNrHxwdJSUmSnwsVKoRy5cpBV1cXPj4+SoyMiIiIiFQiYZw5cyYSExOztSclJWHmzJlKiIiIiIgKEi56kU8lEkaxWCyzFBwUFAQTExMlREREREREXyh1DqOxsbHkppUODg5SSWNmZiYSExMxcOBAJUZIREREREpNGP38/CAWi9G7d2/MnDkThoaGkm2ampqwtrZGlSpVlBghERERFQRCYT4ZG1YSpSaMPXr0QEZGBgQCAerUqYMSJUooMxwiIiIikkHpcxjV1dUxaNAgiEQiZYdCREREBRQXvcin9IQRACpVqoS7d+8qOwwiIiIikkElbtw9ePBgjBkzBu/fv0f58uWhq6srtd3NzU1JkREREVFBwBt3y6cSCWOnTp0AAMOHD5e0CQQCye12MjMzlRUaERERUYGnEgljcHCwskMgIiIiohyoRMJoZWWl7BCIiIioAOOItHwqkTACwMuXL+Hn54fHjx8DAFxcXDBixAjY2dkpObLcuXHqIC4f3Y3E2GgUsbJHs97DUcLeWWbfhwF/49LB7YgODUFmZiZMi1iiWvOO8KjRAACQmZGBs7s34tndG4gO/wjtQrqwK1MeDTv3h4GJmdSxnty5jov7/RH65iXUNTVh41wWXcfPkWw/tmkZ3jx9gLB3wTC3LIlhCzb+vIugIoKvHMeLSweRmhADg2I2KNO6P4xLOvzrfiF3/8bt7QtRpLQnKvWeIrUtIewdHh3biqhXDyAWZUK/cAlU6DEJhYzNAQBB+1Yi4nkQUuKioa6lDRNrJzg37Qn9wsUlx4h5+xyPj29F7PuXEAgAoxIOcGneE4bFbPL2AqiQ3bt2YOvmjYiKjICDoxMmTJ6GMmVynpN85vRJrFqxFB9CQlDSyhojRo1F9Ro1JdvFYjFWr1yGA/v3ISEhHu4e5TB52gxYWVkDAG7dDEC/3t1lHnv7rn1wLeOGWzcDsGPbFjy4fx+JnxJRsqQVevTqg6bNWuTpc1c1xw/swYHdWxETHQUbOwcMGDEBDi6uMvu+CX6JHRtX4eWzxwgP/Yi+Q8eiZYcuOR573/ZN8F+3HC3adUa/4eOybReLxZgxfijuBFzD5DmLUaV6bcm2oNsB2L5hFd68egEtHR3Ubdgc3foNgZq6yvx5ynN/7t2Jnf6bER0VCftSjhg1fjJcXHN+X1w4exrrVy9H6McQFC9hhUHDR8OrWg3J9tnTJ+PkscNS+3hWqYrFK9ZJfn775jVWLl2I+4F3kZ6RDnt7B/QdNAzlK3pK+oR+/ICFvrNw55+b0ClUCI2btcTAoSOh/hu/FpR7KrFK+vTp03BxccHNmzfh5uYGNzc3BAQEoHTp0jh79qyyw/tX965dwAn/VajTrieGzFuPIlZ22DJnHBLjYmT219HTR6023TBg9ioMW7AR5Ws3xoFV/8PzwJsAgPS0FHwIfobabbtjyLx16DzGB5Ef3mHb/MlSx3lw4y/sXz4X5Wo1wrAFGzFg1gqUrVYv2/nK126MMl61s7X/jkLuXsbDIxvh2KATao5aAsNi1rixbjpSE2Ll7pcUHYaHRzfDxNYl27ZPkR9xZcVE6FlYouqgOag1Zhkc6nWEmrqGpI9hcTt4dByOOhNWonL/mRCLgRvrvCEWZc2/zUhNxo31M6BjbI4aIxag6tB5UNfWwY110yHKzMjTa6AqTp88gUXzfTFg0BDs2ncQDo5OGDygD6KjomT2D7x7B5PGj0Gr1u2we98h1K5TF6OGD8GL588kfbZsWo+dO7ZhivcMbNu5Fzo6Ohg8oA9SU1MBAO4eHjh36YrUo3Xb9rAsXhylXcsAAIIC76KUgyMWLlmGfX8eQctWbTBt8gT8feniz78oSnL5/GlsWLkIf/QcAL8NO2Fj7wDvsYMRGxMts39qSgqKFCuOHgOGw/i7D6nfe/b4IU4d+RPWdqVy7HN43w4IkL18E/ziKWaMH4Zynl7w27gL42f8DwFX/8KWtcsUe4L5yLkzJ7F88Xz07j8Ym3bsg72DI0YPHYCYaNnvi/tBdzFjyjg0a9UGm3fuR/VadTBpzDC8evFcql9lr2o4cvqS5DFj7gKp7eNHDkZmRiaWrd2ETduzzjt+5BBERUYAyPp2tXEjBiM9Ix1rNm/H1JlzcfLoIWxYs+LnXAgV9OWb55TxyA9UImGcOHEiRo0ahYCAACxevBiLFy9GQEAARo4ciQkTJig7vH919dg+VKjbFOVrN4ZFcWu07DcaGprauH3xhMz+tqU9ULpSdVgUt4JpEUt4NWmHwlZ2eP3kPgBAu5Aeek9bhDJetWFerCRKOpRG894j8OHVM8RGhgEAMjMzcHzLcjTqNhCeDVrCrFgJWBS3zpYYNus9HJUbtYaJRdGfexFUxMu/D6Nk5QYoWake9IuUhFvbwVDT0MLbm+dy3EcsysTtHYvg2PAP6JoUybb98cntKOxcHqWb94JhcTvomhVFEVdPaOkbSfpYV2kEUztXFDIpDKPidnBq3AXJsZFIig4HACSGv0d6UgKcGnaGnkVxGBQpCccGnZCaEIukmPA8vw6qYJv/ZrRp1wGtWreFnZ09pnrPhLa2Ng4d/FNm/53b/eFVtTp69u4LWzs7DBk2Es4uLti9czuArCrVjm3+6Nd/EGrXqQcHRyfMmjsfEeHhuHg+6/XV0NCEmZm55GFoaIRLF8+jZas2kl/KffsPxJBhI+HuUQ4lSpZEl2494FW1Os6fO/NrLowSHNq7HQ2btUG9Ji1R0toOg8dMgZa2Ns4ePySzv4NzafQePAo16jaChqaGzD4AkJyUhEWzJmPY+GnQ0zeQ2efV86c4tGcbRkyckW3b5QtnYG1XCn/0HIBixUuijHsF9Bo0AicO7kVS0qcfeaoqb8/2rWjeuh2atmgNG1t7jJs8HVra2jh2+IDM/nt3bYdnlWro0r03rG3s0H/wcDg4uWD/3p1S/TQ0NGFqZi55GBh8/ea02JgYvHv7Bl179YV9KUeUKGmFgcNGIyUlGa9evgAA3LxxDa+DX2L6rP/BwdEZVapWR99Bw3Bg7y6kp6f9vAtC+YZKJIyPHz9Gnz59srX37t0bjx49UkJEuZeRkY4Pr57Cvkx5SZtQKIR9mfJ4++zfYxeLxXh5/zYiP7yDjUvZHPulJCVCIBBAu5AeAOBD8HPER0dCIBBixfi+8O3fBlvmjkfY21f//UnlU6KMdMS9fwHzUu6SNoFQCDOHsoh58yTH/Z6e2QMtPSNYeTbItk0sEiHs8T/QNS+G62un49T0bvh76Vh8vH8jx+NlpKbg3a3zKGRSGDpGWdUZPXNLaBbSx5ubZyHKSEdmeireBpyFXuESKGRc+MeftIpKT0/D40cP4VnZS9ImFArhWdkL94Jk33P1XlAgPL/7KtAqXtVwLygQABDy/j0iIyPgWeXrMfX19VHGrSyCcjjmX5cuIC42Fi1btZUbb2JiAgwNjXLxzPKf9PR0vHj2GGUrfB16FAqFcC/viacP7/2nY69Z4osKVarDvUJlmdtTUpKx0GcSBo6cCGPT7JXK9LQ0aGpqSbVpamkhLS0VL58+/k+xqaL09DQ8ffIIFSt9/XcuFApRoVJlPLgfJHOfh/cCUcFT+vp6VqmKh/cCpdru3r6FpvWqo1Obplgw1wdxsbGSbYZGRihpZYNTxw4jOTkJGRkZOPznXhibmMLROWtU5cG9QNjal4LJN6+TZ5Wq+PQpEcEvX/7HZ06/A5WYmGBubo7AwECUKiU9pBEYGAgLCwslRZU7SfFxEIlE0DMykWrXMzJGxIe3Oe6XkpSIeQPaISMjHUKhEM37jIK9WwWZfdPTUnF6xzq4Va0L7UJZ96iMCfsAALiwbwsadx8MY4siuHJ0LzbMHIlRS7ejkJ7sT/u/s7RP8RCLRFKVPwDQ0jNCYniIzH2iXj3C25tnUXP0UpnbUxPjkJmajBcX/oRTo65wadYD4U/u4NZWX3gNmgMzu69zwIKvnsCjY1uQmZYCPXNLVBngA+HnYWt17ULwGjwXNzfPwbOzewEAemZFUbn/TAjV1PLg2auWmJiYrPm5pqZS7aampngdLPtDTWRkJEy/SypMzUwRGRn5eXuE5BjfMjE1RdTnPt87eGA/qlSthsJFsleOvzh96gQePriPqdN95D+pfCo+LgaizEwYG0v/jjIyMcX7t69/+Lh/nz+Fl8+eYPG67Tn22bB8EZxcy6JyddlTYjwqeeHI/p3469xJVKvdALHRUdi9JWveXXRUxA/HpqpiY2ORmZkJExn/ht++ln23kKioSJiYfNffxBRR30ztqOxVDTXr1EOxYsUR8v4d1q70w5jhA7B2806oqalBIBBg6eoNmDhmOOpXrwShUAgjYxMsXr5WUomMzuE8X2IoCPLL0LCyqETC2K9fP/Tv3x+vXr2Cl1dW9eDq1auYN28eRo8eLXff1NRUyfylL9LTUqHx3adWVaOpXQhDF2xAakoyXt2/g5P+K2FSuChsS3tI9cvMyMDuJTMhhhgt+o6StIvFYgBAzTZd4Vo5a1FA28ETMG9gezy4fgmV6v/eE/jzQkZKEu7uWoyy7YdCK6cEW5z1lZVFSnvCrmZLAIChpS2iXz/Bm2snpRLG4uVqwtzBHanx0Xhx6RD+2TYf1YbOg5qGJjLTUxG4dzlMbJxRvus4iMWZeHnpEAI2+qDGyEVQ01Dtf6/5UVhoKK5fvYL5i/xy7HPr5g1MnzYZ3jNmw94+5zl4JC0iLBTrly2Az+LV0NSS/W834Mol3LtzE0s37s7xOOUqVUGvQSOxatFcLJ4zDRoaGujYvR8e3rsLoUAlBsDyhXoNm0j+266UA+xKOaBDy0a4e/sWKlSqDLFYjEXzZsPYxASrNvhDS0sbRw/tx/hRQ7DBfw/MzM2VGD3lFyqRME6bNg36+vpYtGgRJk2aBAAoVqwYZsyYIXUzb1l8fX0xc+ZMqbb2A0ajw6CxPy3ebxUyMIRQKERirPTk8cTYmGxVx28JhUKYFslaQVvMuhTCQ97gr0M7pRLGzIwM7FoyA7GRYejjvVhSXQQAfaOsT34Wxb/ekkhdQxMmhYshNvL3nBP3bzR1DSAQCrMtcElNjIX2d1VHAPgUFYqk6HDc3DRL0vYlET86rhXqTFgNHSMzCIRq0C9cQmpf/cLFERUsPeVAQ0cXGjq60DMvBmMrR5yc1hkf719H8XI18f7OX0iKDkP1YfMhEGb9ITTqMgYnp3VG6IMAWHrUwO/E2NgYampqUlUQAIiKioKZmexFFGZmZtkqGVGRX/ubmZlLjmFu/nXkIToqCg6OTtmOd/jQnzA0MkLNWnVknu+fWzcxfMggjB0/Cc1btsr1c8tvDAyNIVRTQ8x3C1xio6Ng/F1FKbdePHuM2JhojOzbWdImyszEw6A7OHZwDw6cC8C9O7cQ+uE9OjWV/rf9v2lj4eLmAd9lGwAArTp2Q8sOXREdFQE9fQOEf/wA/3XLUbhYcfxujIyMoKamlm3hV3RUFExyeF+Ympoh+rsFMdHRUdkq7d+yLF4CRkbGeP/uLSpUqozbtwJw7fJfOHXxOnT1sqY1OTp741bAdZw8dgjdevWDiakZHj28n+08X2IoCFhglE8lEkaBQIBRo0Zh1KhRSEhIAJA1Nyk3Jk2alK0Kefyp7JV/P4O6ugaK2Tri5YM7cKlUHQAgEonw8sFtVG7UOtfHEYvEyPxmYvGXZDEq9D36TvdDIX1Dqf7FbB2grqGByA/vYO3kJtknJiIURua/35y43BCqa8CwuD0inwehaJmsOT9ikQiRz+/BpmrTbP31LIqj1tjlUm1PTm5HRmoyXFv1g46RGYTqGjAqUQqJEdJD2okRH1DIOOfpEmIAEIshyshaAZ2ZlgaBQCj9G0kgBCCQJKm/Ew0NTTi7lMbNgOuoUzdr5b5IJMLNgOvo9EdXmfu4lXXHzRs30LVbT0nbjevX4FbWHQBgWbw4zMzMcfPGdTg5Zd2yKjExEffvBaF9hz+kjiUWi3H40AE0b94KGhrZF23cuhmA4UMGYsTosWjXvmMePGPVpaGhAXsHZ9y7HSC5nY1IJELQnZto2vrHnnvZ8pWwYss+qTa//01H8ZI2aNe5J9TU1NCuSy80aCb9O3Boz/boM3QMKnnVlGoXCAQwNct6P/11/hTMLIrAziH7h4D8TkNDE45OLvjn1g3UqF0XQNZrcftWANp+92/4i9Ju7rh98wY6dv56u6hbAddR2s09x/OEh4UiLi4Wpp+T0JSUZACAQCidEQmEQog+//5xdXOH/6Z1iPnmg8StgGvQ1dWDtW3+uL0d/VwqkTB+ER4ejqdPnwIAnJycYJ6LMrmWlha0vhsS0dD8tavrqjZrjz9X+sLS1hHF7Z1x7cR+pKWmoHytxgCAfSvmwsDEDA079wcA/HVwByztHGFSuBgy0tPx7O4NBF4+IxlyzszIwM7F0/Ex+Bm6TfCFSJSJhNisT3o6egZQV9eAdiFdVKrfAuf3boahqQWMzAvj8pGsoZ8ylWtJYosKfY/UlGQkxEYjIy0NH15n3YrBorg11NVzXv2YX9nVaIm7u/1gWMIexiUd8OrvI8hMS0GJSlm/nO/sXAJtQxO4NO0BNQ1NGBSVvmm8hk5WFffbdvvarfHPtgUwtS0NU/syiHhyB2GPbsJr0FwAWZXKD4GXYe7gAU09Q6TERuL5hT8h1NBCYeesxVDmDu54dGwz7h9YA5tqzSAWi/Hiwn4IhGowsy/zKy7NL9etey9MmzIBLqVd4erqhh3btyI5ORktW7UBAEydNB4WFoUxfNQYAEDnrt3Rt1c3+G/ZhOo1auLUyRN49PABvGdkzS0UCATo0q071q9bjZJWVrC0LI6VK5bC3MICtetK307qZsANhLx/j9Zt22WL69bNGxg2ZCA6d+mOevUbSOZGamho/LYLX1p16Iolvt6wd3SBg7MrDu/biZTkZNRrkjXNYvGcqTA1s0CPAVkjOunp6Xj3OmuuaUZ6OqIiw/Hq+VNo6+igWPGSKFRIF1a29lLn0NbWgYGBoaTd2NRM5kIX88JFUaSYpeTnA7u2olwlLwiEQlz/+zz+3LEZ42fOh9pvOLcXADp27YE50yfDybk0XFzLYO/ObUhJTkbTFlnJ9SzvSTAzt8CgYVl/Dzr80RVD+vXErm1b4FWtBs6dOYknjx5gwpQZAICkpE/YtG41atWtD1NTM4S8f4dVSxeheImS8KxSDQDgWsYd+voGmD19Mnr1GwQtLW0cObgfH0PeS+7nWKmyF6xt7OAzbSIGjxiD6MhIrFu1HG06/AFNTc1ff6GUgHMY5VOJhDEhIQGDBw/Grl27IBJlzRlTU1NDx44dsXLlShgaGv7LEZTLzasOPsXH4vzezUiIjUZRa3v0nDxfMiQdFxkm9Q8xLTUZRzYsQVxUBDQ0tWBuWRLth02Bm1fW0Fl8dASe/HMVALBifF+pc/WZvkQybN2o6yAIhWrYt2IuMtJSUdzeGX28F0NH72t19uCaBQh+9HX13crx/QAAY1fsgvFveKsdS4/qSPsUh6endyI1PgYGlrao3G8GtPWNAQDJsREK/1IoWqYKyrYdhOcX9uP+wfXQs7BEhR4TYfr5no1q6hqIevUIL/8+gvTkT9DSM4KpbWlUHzZPsgBHv3BxVOo9Fc/O7MblZeMhEAhgaGmLyv2nQ9sg56kL+VnDxk0QExON1SuWITIyAo5Ozli1ZoOk6vHx40fJ8DwAuHuUw9x5C7FyuR+WL12MklbWWLJsJexLfb3pes/e/ZCcnIxZM7yRkBAPj3LlsWrNhmwfGg8e2I+y7h6wkVEZOXL4EFKSk7Fpw1ps2rBW0l6+QiVs3LItry+DSqhetyHiYmOwY9NqxERHwdbeETMXrpRUkiLCQrMq4J9FR0ZgRJ9Okp8P7vbHwd3+cHUvLxlKziu3b1zF3m0bkJ6WDht7B0yZuwQVKlfL03OoknoNGiM2Jhob1qxAdFQkSjk4YdHytZLVyWGhH6V+R5Up64EZc+Zj3eplWLvSD8VLWsF30XLYfp5zqyZUw8vnT3Hy2GEkJsTDzNwClSp7od+gYZJEz8jYGItWrMW6lUsxfGBvZGRkwMbWHv9bvAKlPldy1dTUsGDpKizw9cGAnl2go6ODxs1aou/Aob/4CpGqEohVYDysY8eOuHv3LpYvX44qn2+rcf36dYwYMQLu7u7YvTvnSdOy7A/6+DPCpB8Q8C5e2SHQN3waOio7BPrsXXSSskOgz0x0C0YFLT8w01NeHctj5gWlnfvudNlzrVWJSlQYjx07htOnT6Nata+fKhs2bIj169ejUaNGSoyMiIiICgKOSMunEvctMDU1lTnsbGhoCGNjYyVERERERERfqETCOHXqVIwePRqhoaGSttDQUIwbNw7Tpk1TYmRERERUEPC7pOVTiSHp1atX48WLFyhZsiRKliwJAHj79i20tLQQERGBtWu/Tky/c+eOssIkIiIiKpBUImFs1aqVskMgIiIiohyoRMI4ffp0ZYdAREREBVg+GRlWGpVIGL+VmJgouRfjFwYGOXzPLxERERH9dCqRMAYHB2Po0KG4dOkSUlJSJO1isRgCgQCZmZlKjI6IiIh+d/ll8YmyqETC2LVrV4jFYmzatAmFCxfmi0ZERESkQlQiYQwKCsLt27fh6MhvoSAiIqJfj7Uq+VTiPowVK1bEu3fvlB0GEREREcmgEhXGDRs2YODAgQgJCYGrqys0NDSktru5uSkpMiIiIiJSiYQxIiICL1++RK9evSRtAoGAi16IiIjol+D6CflUImHs3bs3PDw8sGvXLi56ISIiIlIxKpEwvnnzBkeOHIG9vb2yQyEiIqICiLUq+VRi0UudOnUQFBSk7DCIiIiISAaVqDA2b94co0aNwv3791GmTJlsi15atGihpMiIiIiISCUSxoEDBwIAfHx8sm3johciIiL62bh+Qj6VSBi//+5oIiIiIlIdKpEwEhERESkTC4zyKS1hXLZsGfr37w9tbW0sW7ZMbt/hw4f/oqiIiIiI6HtKSxiXLFmCLl26QFtbG0uWLMmxn0AgYMJIREREPxXnMMqntIQxODhY5n8TERERkWpRifswEhEREZHqUolFL5mZmdiyZQvOnz+P8PDwbKumL1y4oKTIiIiIqCDgiLR8KpEwjhgxAlu2bEHTpk3h6urKeQREREREKkQlEsbdu3dj7969aNKkibJDISIiogKIxSr5VGIOo6amJuzt7ZUdBhERERHJoBIJ45gxY7B06VKIxWJlh0JERERE31GJIekrV67g4sWLOHnyJEqXLg0NDQ2p7QcOHFBSZERERFQQcEhaPpVIGI2MjNC6dWtlh0FEREREMqhEwrh582Zlh0BEREQFGAuM8ik1YTQ2NpZZAjY0NISDgwPGjh2L+vXrKyEyIiIiIvpCqQmjn5+fzPbY2Fjcvn0bzZo1w/79+9G8efNfGxgRERERSSg1YezRo4fc7e7u7vD19WXCSERERD8VF73IpxK31clJs2bN8OTJE2WHQURERFSgqcSil5ykpqZCU1NT2WEQERHRb44FRvlUusK4ceNGuLu7KzsMIiIiogJNqRXG0aNHy2yPi4vDnTt38OzZM/z999+/OCoiIiIqaDiHUT6lJox3796V2W5gYID69evjwIEDsLGx+cVREREREdG3lJowXrx4UZmnJyIiIqJcUOk5jERERES/gkCgvMePWLlyJaytraGtrQ1PT0/cvHlTbv/Y2FgMGTIERYsWhZaWFhwcHHDixIlcn0+lV0kTERERkbQ9e/Zg9OjRWLNmDTw9PeHn54eGDRvi6dOnsLCwyNY/LS0N9evXh4WFBfbv3w9LS0u8efMGRkZGuT4nE0YiIiIq8IT5aNHL4sWL0a9fP/Tq1QsAsGbNGhw/fhybNm3CxIkTs/XftGkToqOjce3aNWhoaAAArK2tFTonh6SJiIiIlCg1NRXx8fFSj9TUVJl909LScPv2bdSrV0/SJhQKUa9ePVy/fl3mPkeOHEGVKlUwZMgQFC5cGK6urpg7dy4yMzNzHSMTRiIiIiIl8vX1haGhodTD19dXZt/IyEhkZmaicOHCUu2FCxdGaGiozH1evXqF/fv3IzMzEydOnMC0adOwaNEizJ49O9cxckiaiIiICjxljkhPmjQp272ptbS08uz4IpEIFhYWWLduHdTU1FC+fHmEhIRgwYIFmD59eq6OwYSRiIiISIm0tLRynSCamZlBTU0NYWFhUu1hYWEoUqSIzH2KFi0KDQ0NqKmpSdqcnZ0RGhqKtLS0XH0NM4ekiYiIqMATCARKeyhCU1MT5cuXx/nz5yVtIpEI58+fR5UqVWTuU7VqVbx48QIikUjS9uzZMxQtWjRXySLAhJGIiIgoXxk9ejTWr1+PrVu34vHjxxg0aBA+ffokWTXdvXt3TJo0SdJ/0KBBiI6OxogRI/Ds2TMcP34cc+fOxZAhQ3J9Tg5JExERUYEnzD931UHHjh0REREBb29vhIaGwt3dHadOnZIshHn79i2Ewq81wRIlSuD06dMYNWoU3NzcYGlpiREjRmDChAm5PqdALBaL8/yZKNn+oI/KDoE+C3gXr+wQ6Bs+DR2VHQJ99i46Sdkh0GcmurkbkqOfz0xPeXWsxqsDlHbuk4M8lXbu3OKQNBERERHJxSFpIiIiKvAUXXxS0LDCSERERERyscJIREREBR4LjPL9lgljQ8fC/96JfolmpYsqOwT6hnHFocoOgT6LubVC2SEQEeUah6SJiIiISK7fssJIREREpAgBOCYtDyuMRERERCQXK4xERERU4OWnb3pRBlYYiYiIiEguVhiJiIiowOONu+VjhZGIiIiI5GLCSERERERycUiaiIiICjyOSMun1ApjRkYG/P39ERYWpswwiIiIiEgOpVYY1dXVMXDgQDx+/FiZYRAREVEBJ2SJUS6lz2GsVKkSAgMDlR0GEREREeVA6XMYBw8ejNGjR+Pdu3coX748dHV1pba7ubkpKTIiIiIiAlQgYezUqRMAYPjw4ZI2gUAAsVgMgUCAzMxMZYVGREREBQRHpOVTesIYHBys7BCIiIiISA6lJ4xWVlbKDoGIiIgKOH7Ti3xKX/QCANu2bUPVqlVRrFgxvHnzBgDg5+eHw4cPKzkyIiIiIlJ6wrh69WqMHj0aTZo0QWxsrGTOopGREfz8/JQbHBERERUIAoHyHvmB0hPG5cuXY/369ZgyZQrU1NQk7RUqVMD9+/eVGBkRERERASqQMAYHB8PDwyNbu5aWFj59+qSEiIiIiIjoW0pf9GJjY4PAwMBsi19OnToFZ2dnJUVFREREBQm/6UU+pSeMo0ePxpAhQ5CSkgKxWIybN29i165d8PX1xYYNG5QdHhEREVGBp/SEsW/fvtDR0cHUqVORlJSEzp07o1ixYli6dKnkpt5EREREPxPri/IpPWEEgC5duqBLly5ISkpCYmIiLCwslB0SEREREX2m9EUvmzZtknzbS6FChZgsEhEREamYPEkYY2Njf3hfX19f2Nvbo2TJkujWrRs2bNiAFy9e5EVYRERERLkiEAiU9sgPFE4Y582bhz179kh+7tChA0xNTWFpaYmgoCCFA3j+/Dnevn0LX19fFCpUCAsXLoSjoyOKFy+Orl27Knw8IiIiIspbCieMa9asQYkSJQAAZ8+exdmzZ3Hy5Ek0btwY48aN+6EgLC0t0aVLFyxZsgRLly5Ft27dEBYWht27d//Q8YiIiIgUIRQo75EfKLzoJTQ0VJIwHjt2DB06dECDBg1gbW0NT09PhQM4c+YMLl26hEuXLuHu3btwdnZGzZo1sX//ftSoUUPh4xERERFR3lI4YTQ2Nsa7d+9QokQJnDp1CrNnzwYAiMViyfdAK6JRo0YwNzfHmDFjcOLECRgZGSl8DCIiIqL/Ir/MJVQWhYek27Rpg86dO6N+/fqIiopC48aNAQB3796Fvb29wgEsXrwYVatWxfz581G6dGl07twZ69atw7NnzxQ+FhERERHlPYUTxiVLlmDo0KFwcXHB2bNnoaenBwD4+PEjBg8erHAAI0eOxIEDBxAZGYlTp07By8sLp06dgqurK4oXL67w8YiIiIgobyk8JK2hoYGxY8dmax81atQPByEWi3H37l1cunQJFy9exJUrVyASiWBubv7DxyQiIiLKLY5Iy5erhPHIkSO5PmCLFi0UCqB58+a4evUq4uPjUbZsWdSqVQv9+vVDjRo1OJ+RiIiISAXkKmFs1apVrg4mEAgUXvji5OSEAQMGoHr16jA0NFRoXyIiIqK8wEUv8uUqYRSJRD8tgAULFmRri42NZXWRiIiISEX8p68GTElJ+c8ByPrmGBMTkx/+5hgiIiIiylsKJ4yZmZmYNWsWLC0toaenh1evXgEApk2bho0bNyocgKxvjjl16tR/+uYYIiIiIkXwm17kUzhhnDNnDrZs2YL58+dDU1NT0u7q6ooNGzYoHEBO3xwzfvx43Lp1S+HjEREREVHeUjhh9Pf3x7p169ClSxeoqalJ2suWLYsnT54oHMCXb44BgFOnTqFevXoAfvybY4iIiIgUJRAIlPbIDxS+D2NISIjMb3QRiURIT09XOIAv3xxTqlSpPPnmGCIiIiLKWwonjC4uLrh8+TKsrKyk2vfv3w8PDw+FA1iyZAmsra3x7t07zJ8//z9/cwwRERGRovJHnU95FE4Yvb290aNHD4SEhEAkEuHAgQN4+vQp/P39cezYMYUD+BnfHENEREREeUfhhLFly5Y4evQofHx8oKurC29vb5QrVw5Hjx5F/fr1fyiI58+f4+LFiwgPD892z0dvb+8fOiYRERER5Q2FE0YAqF69Os6ePZsnAaxfvx6DBg2CmZkZihQpIjX5UyAQMGEkIiKin06YTxafKMsPJYwA8M8//+Dx48cAsuY1li9f/oeOM3v2bMyZMwcTJkz40VCIiIiI6CdSOGF8//49/vjjD1y9elXy9X2xsbHw8vLC7t27Ubx4cYWOFxMTg/bt2ysaBhEREVGeYYFRPoXvw9i3b1+kp6fj8ePHiI6ORnR0NB4/fgyRSIS+ffsqHED79u1x5swZhfcjIiIiol9D4QrjX3/9hWvXrsHR0VHS5ujoiOXLl6N69eoKB2Bvb49p06bhxo0bKFOmDDQ0NKS2Dx8+XOFjEhEREVHeUThhLFGihMwbdGdmZqJYsWIKB7Bu3Tro6enhr7/+wl9//SW1TSAQMGEkIiKiny6/fOOKsiicMC5YsADDhg3DypUrUaFCBQBZC2BGjBiBhQsXKhxAcHCwwvsQERER0a+Tq4TR2NhYKvP+9OkTPD09oa6etXtGRgbU1dXRu3dvtGrV6qcESkRERPSzsMAoX64SRj8/v58axPv373HkyBG8ffsWaWlpUtsWL178U89NRERERPLlKmHs0aPHTwvg/PnzaNGiBWxtbfHkyRO4urri9evXEIvFKFeu3E87LxERERHljsK31flWSkoK4uPjpR6KmjRpEsaOHYv79+9DW1sbf/75J969e4eaNWvy/oxERET0SwgFAqU98gOFE8ZPnz5h6NChsLCwgK6uLoyNjaUeinr8+DG6d+8OAFBXV0dycjL09PTg4+ODefPmKXw8Zdm7eweaN64Lr4pl0aNLRzy4f09u/3NnTqFtyybwqlgWHdu2wJXLX1eIZ6SnY9mShejYtgWqeZZDo3o14D1lAiLCw6WO8eZ1MEaPGIK6NaugplcF9OnRBf/cDMh2rqOHD6JTu5bwqlgW9WtVxby5PnnzpFXU7p070Lh+HVT0KIMundrj/j35r8WZ0yfRslkjVPQog7atmuPy39Kr9cViMVYuX4q6NauhUjk39O/TE2/evJbqExcbi0njx8CrUjlUq1wB06dNRtKnT1J9nj19gp7dOqOiRxk0qFsTmzeuz5Pnq8oGdKiBJ8dnIubGEvztPxYVSlvl2FddXYhJ/Rvh4ZHpiLmxBAF7JqK+l7NUnyfHZyL57opsjyUTO0j69G5TFafXj0DY5QVIvrsChno6OZ5TU0MdN3ZPRPLdFXBzsPzvT1iF8X2hOvhaUH6kcMI4fvx4XLhwAatXr4aWlhY2bNiAmTNnolixYvD391c4AF1dXcm8xaJFi+Lly5eSbZGRkQofTxnOnDqBJQvnod+AIdi++084ODpi2KB+iI6Kktk/KPAupkwci5at22LHngOoVbsuxo4chhfPnwHIqtw+efIIffsPwvY9f2LB4mV48/o1Ro8YLHWcUcMGITMzA2vWb8G2Xfvh4OiIkcMGITIyQtJnu/8WrFruh569+2HvgaNYtW4TKntV+3kXQ8lOnTyBhfN9MWDwEOzedxCOjk4YNKAPonJ4LQLv3sHEcWPQuk077Nl/CLXr1MXIYUPw/PNrAQCbN67Hrh3bMHX6DGzftRc6OjoY1L8PUlNTJX0mTRiLly9eYM2GzVi2cg3u/PMPfGZ8/R70xMREDOzXB0WLFcOufQcwasx4rFm1Avv37vl5F0PJ2jUoh3ljWmPO2pOo0nke7j0LwZFVQ2BurCez/4zBzdG3bTWMnr8PHm1nY8P+K9izqB/KOn799qhqXRfAut4kyaPJwOUAgANn70r6FNLWwNlrj7Bg079/IcDckS3xMSLuPz5T1cf3herga6G6BALlPfIDhRPGo0ePYtWqVWjbti3U1dVRvXp1TJ06FXPnzsWOHTsUDqBy5cq4cuUKAKBJkyYYM2YM5syZg969e6Ny5coKH08ZdmzbilZt2qNFqzawtbPHpKkzoK2tjSOHDsjsv3uHP6p4VUP3nn1gY2uHQUNHwMnZGXt37wQA6OnrY9XaTajfsDGsrW1Qxs0d4ydNxeNHDxH68QMAIDYmBm/fvkHP3v1QysERJa2sMXTEGKSkJOPli+cAgPj4OKxeuRQz5/wPjZo0Q/ESJVHKwRE1a9X5NRdGCbZt3Yw27TqgVeu2sLO3x9TpM6GtrY1DB/6U2X/Hdn94VauOnr37wtbODkOHj4Sziwt279wOIOuT+45t/ug3YBBq16kHB0cnzPadj4jwcFw4fw4A8OrlS1y9chnTfWbDza0sypWvgImTp+LUyeMIDw8DAJw4dgTp6enwmTUX9val0LhJU/zRpRu2+W/+NRdGCYZ3rYPNB65h25EbePIqFMPm7EZyShp6tKois3/nZpUwf+MZnL7yCK9DorB+3xWcvvoII7p9/fcaGZOIsKgEyaNJdVe8fBuBy7efS/qs2HkJCzefRcC913Lja1DVBXUrO2PSkoN58nxVGd8XqoOvBeVXCieM0dHRsLW1BQAYGBggOjoaAFCtWjX8/fffCgewePFieHp6AgBmzpyJunXrYs+ePbC2tsbGjRsVPt6vlp6ehiePH8Kz8tc/gkKhEJUqV8G9e4Ey97l3LwiVKkv/0aziVQ33c+gPAImJCRAIBNDTNwAAGBoZwcraBsePHkZyUhIyMjJwYP8emJiYwtmlNAAg4Po1iEUihIeHoV2rpmhSvxYmjhuF0NCP/+1Jq6j0tDQ8fvQQlat4SdqEQiEqV/bCvaC7Mve5FxiIyt+9Fl5Vq+FeYCAAIOT9e0RGRsCz8tdj6uvro4xbWckxg4LuQt/AAKVdy0j6eFbxglAolAw1BQUFonyFCtDQ1JQ6z+vgYMTH/X4VLg11NXg4l8CFgKeSNrFYjAsBT1HJzUbmPpoa6khJk/5SgOSUNHh52OV4jk5NKmLr4esKx2dhoo9V0/5An2n+SEpO+/cd8jG+L1QHXwvVJhAIlPbIDxROGG1tbSU323ZycsLevXsBZFUejYyMFA7A1tYWbm5uALKGp9esWYN79+7hzz//hJVVzvOdVEVsTCwyMzNhYmoq1W5iaoqoHIbUoyIjYWJqluv+qampWO63CA0bN4WeXtZwnkAgwKp1m/D0yWPU8KqAqpXcsWPbFixbtQ4GBoYAsn6RiERibN6wDmPGTcK8RX6Ij4vFkAF9kJ7++/2RjImNQWZmJky/ey1MTU1znN4QGRkJ0+9eC1NTU0RGRX7enjW8b2qW8zGjIiNhYmIitV1dXR0GhoaI+rx/pIzX/Mt588vUC0WYGetBXV0N4dEJUu3hUfEoYmogc59z1x9jeNc6sCtpDoFAgDqeTmhZxx1FzGT3b1HbDUb6Oth+NPu83X+zzqcr1u+/gjuP3iq8b37D94Xq4GtB+ZnCCWOvXr0QFBQEAJg4cSJWrlwJbW1tjBo1CuPGjcvzAP9NampqtpXa387byO8y0tMxcdwoiMViTJwyXdIuFosxb+4sGJuYYP3m7di6Yw9q1a6L0cMHIzIia3GMSCxCRkY6xk2YgipVq6GMmzvm/G8R3r19g39u3lTWUyKSaeyC/Xj5NhxBB6Yh/qYflkxsD/8jNyASiWX279HKC6evPlJ4DuLgP2pCv5B2ruY4EhFRFoW/GnDUqFGS/65Xrx6ePHmC27dvw97eXlIp/JV8fX0xc+ZMqbaJU7wxeer0HPbIW0bGRlBTU8u2wCU6KgqmZmYy9zE1M0N0VOS/9v+SLIZ+/IDV6zdLqosAcOvmDVz5+xIuXA6QtE+cUhoBN67h2JHD6NmnH8zMzAEANnZfh/SMTUxgZGSM0NAPP/6kVZSxkTHU1NSyTR6PioqCWQ6vhZmZGaK+ey2ioqJg9vmT9ZdrGBUZBXNzC6k+jk5OAD6/np+nZnyRkZGB+Lg4mH7e30zGa/7lvDnFlp9FxiQiIyMTFib6Uu0WpgYIjZJ9+63ImER0GL0eWprqMDXUxYeIOMwe3hLBIdkXA5Qsaow6no7oNFbxVZy1KjrA080GcQF+Uu1Xd4zH7pP/oJ/3NoWPqcr4vlAdfC1U23+6z2AB8J+vj5WVFdq0aaOUZBHIuo9jXFyc1GPMuIm/7PwaGppwci6NmwE3JG0ikQi3Am7Azc1d5j5ubmVx65v+ABBw4xrKfNP/S7L49u0brFq7CUZG0rcsSklOAQAIhdJzHwQCIURiEQCgrLsHgKzb73wRFxeL2NgYFC36+91CRENTE84upRFw4+ucNpFIhICA63Ar6yFzHzd3dwTckH4tbly/Bjd3dwCAZfHiMDMzR0DA12MmJibi/r0gyTHLlvVAQnw8Hj18IOlzM+AGRCIRynx+X5Qt647b//yD9PR0qfNY29jAwNDwvz1xFZSekYm7j9+htqejpE0gEKB2JQfcvCf/++NT0zLwISIO6upCtKrrjmOXst9ypFuLKgiPTsDJyw8Vjm3M/P2o1NEXnp3+B89O/0OrYauzjjlxM2asOKrw8VQd3xeqg68F5We5qjAuW7Ys1wccPnz4DwfzI7S0tKClpSXVlpAi+qUxdOnWAzOmTYJLaVeUdi2Dndv9kZycjOatWgMAvKdMgIVFYQwdMRoA0KlLd/Tv0x3bt25GtRo1cfrUCTx6+BCTp2VVSjPS0zF+7Eg8ffwIS5avRqYoUzJPxdDQEBoamnAr6w59AwNMnzoJ/QYMhpaWFg4d2I8PISGoVr0mAMDK2gY1a9fFwnlzMcXbB7q6uli5bAmsrW1QoWKlX3qNfpVuPXph2uQJKF3aFa5l3LB921YkJyejVes2AIApk8bDwqIwRowaAwDo0rU7+vTshq1bNqFGjZo4dfIEHj54gGkzsu5VKRAI0KVbd6xfuxpWJa1gWbw4Vi5fCnMLC9SpWw8AYGtnh6rVqmPm9GmY6j0TGRnp8J0zC40aN4WFRWEAQOOmzbFm1UrM8J6CXn364cXz59ix3R/jxk9SwlX6NZZtv4D1Pt1w+9Fb/PPgNYZ2ro1COlrwP5z1x2/DrG74EB4H7+VHAAAVXa1QzMIIQU/fw9LCCFMGNIFQKMDiLeekjisQCNC9ZWXsOBaAzMzs7/XCpvoobGoAu5JZVRHXUsWQ8CkF70JjEBOfhHehMVL9E5OyprC8eheBkPDYvL4MKoHvC9XB10J15ZfFJ8qSq4RxyZIluTqYQCBQOGH08fHB2LFjUahQIan25ORkLFiwAN7e3jnsqToaNGqCmJgYrFm1DFGRkXBwdMbyVeskE4ZDQz9CKPxazC3r7oE5vguwasVSrFy+BCVKWmGh33LYl3IAAISHh+PvSxcAAJ07tJY615oNW1GhYiUYGRtj+ar1WLXcD4P69URGRgZs7eyxaOkKODg6SfrPnP0/LF7gi5FDB0IoFKBc+YpYtno91DU0fvZlUYpGjZsgJjoaq1YsQ2RkBBydnLFq7QbJcH/ox48QCr6+Fu4e5eA7fyFWLPPDcr/FKGllDb/lK1Hq82sBAL369ENycjJ8ZngjISEeHuXKY9XaDVIfVHznLYTvnFno36cHhEIh6tZvgImTpkq26+vrY836jZg72wd/tG8DI2NjDBg4GO06dPwFV0U59p+5AzNjPXgPaorCpvq49zQELYeslCyEKVHERGp+opaWBqYPaQYbSzMkJqXi9NWH6DPNH3GJyVLHrePpiJJFTbD1kHTV5Yu+7apj6sAmkp/PbcqaRtPPe9sPLZD5HfB9oTr4WlB+JRCLxbJnlP8iampq+PjxIywsLKTao6KiYGFhgczMTIWP+asrjJQzDXXOClElxhWHKjsE+izm1gplh0CkcrQVXlmRd4YfeqK0cy9r5fTvnZRMiS9NFrFYLLMMHBQUlO02AEREREQ/g5Aj0nIpLWE0NjaW3LDSwcFBKmnMzMzM+pqigQOVFR4RERERfaa0hNHPzw9isRi9e/fGzJkzYfjNKixNTU1YW1ujShXZXyFGRERElJdYYZRPaQljjx49AAA2NjaoWrUq1NWVPjpORERERDIofUXCp0+fcP78+Wztp0+fxsmTJ5UQERERERU0/C5p+X4oYbx8+TK6du2KKlWqICQkBACwbds2XLlyReFjTZw4UeZKaLFYjIkTf90NuImIiIhINoUTxj///BMNGzaEjo4O7t69K/ne5ri4OMydO1fhAJ4/fw4XF5ds7U5OTnjx4oXCxyMiIiKivKVwwjh79mysWbMG69evh8Y3N3+uWrUq7ty5o3AAhoaGePXqVbb2Fy9eQFdXV+HjERERESlKKFDeIz9QOGF8+vQpatSoka3d0NAQsbGxCgfQsmVLjBw5Ei9fvpS0vXjxAmPGjEGLFi0UPh4RERER5S2FE8YiRYrIHCq+cuUKbG1tFQ5g/vz50NXVhZOTE2xsbGBjYwNnZ2eYmppi4cKFCh+PiIiISFECgfIe+YHC97Lp168fRowYgU2bNkEgEODDhw+4fv06xo4di2nTpikcgKGhIa5du4azZ88iKCgIOjo6cHNzk1nFJCIiIqJfT+GEceLEiRCJRKhbty6SkpJQo0YNaGlpYezYsRg2bNgPBSEQCNCgQQPJsfLLEnMiIiKigkDhIWmBQIApU6YgOjoaDx48wI0bNxAREYFZs2b9UAAikQizZs2CpaUl9PT0EBwcDACYNm0aNm7c+EPHJCIiIlKEUCBQ2iM/+OEbd2tqasLFxQWVKlWCnp7eDwcwe/ZsbNmyBfPnz4empqak3dXVFRs2bPjh4xIRERFR3lB4SLp27dpyh4wvXLig0PH8/f2xbt061K1bFwMHDpS0ly1bFk+ePFE0PCIiIiKFKf2r71Scwgmju7u71M/p6ekIDAzEgwcPJN8PrYiQkBDY29tnaxeJREhPT1f4eERERESUtxROGJcsWSKzfcaMGUhMTFQ4ABcXF1y+fBlWVlZS7fv374eHh4fCxyMiIiJSVD6ZSqg0CieMOenatSsqVaqk8L0Tvb290aNHD4SEhEAkEuHAgQN4+vQp/P39cezYsbwKj4iIiIh+UJ4N2V+/fh3a2toK79eyZUscPXoU586dg66uLry9vfH48WMcPXoU9evXz6vwiIiIiOgHKVxhbNOmjdTPYrEYHz9+xD///KPwjbszMjIwd+5c9O7dG2fPnlU0FCIiIqI8kV9ub6MsCieMhoaGUj8LhUI4OjrCx8cHDRo0UOzk6uqYP38+unfvrmgYRERERPSLKJQwZmZmolevXihTpgyMjY3zJIC6devir7/+grW1dZ4cj4iIiEhRLDDKp1DCqKamhgYNGuDx48d5ljA2btwYEydOxP3791G+fHno6upKbW/RokWenIeIiIiIfozCQ9Kurq549eoVbGxs8iSAwYMHAwAWL16cbZtAIEBmZmaenIeIiIiIfozCCePs2bMxduxYzJo1S2ZF0MDAQKHjiUQiRUMgIiIiylNCDknLlevb6vj4+ODTp09o0qQJgoKC0KJFCxQvXhzGxsYwNjaGkZGRwsPU6enpUFdXx4MHDxQOnIiIiIh+jVxXGGfOnImBAwfi4sWLeXZyDQ0NlCxZksPOREREpFS8rY58uU4YxWIxAKBmzZp5GsCUKVMwefJkbNu2DSYmJnl6bCIiIiL67xSawyj4Cdn3ihUr8OLFCxQrVgxWVlbZ5kTeuXMnz89JRERE9C0WGOVTKGF0cHD416QxOjpaoQBatWqlUH8iIiIi+rUUShhnzpyZ7Zte/qvp06fn6fGIiIiIKG8plDB26tQJFhYWPyWQ27dv4/HjxwCA0qVLw8PD46ech4iIiOh7vK2OfLlOGH/G/EUACA8PR6dOnXDp0iUYGRkBAGJjY1G7dm3s3r0b5ubmP+W8RERERJQ7ub4P45dV0nlt2LBhSEhIwMOHDxEdHY3o6Gg8ePAA8fHxGD58+E85JxEREdG3BEr8v/wg1xXGn/WNLKdOncK5c+fg7OwsaXNxccHKlSvRoEGDn3JOIiIiIsq9XFcYfxaRSAQNDY1s7RoaGvzaQCIiIiIVoPSEsU6dOhgxYgQ+fPggaQsJCcGoUaNQt25dJUZGREREBYVQoLxHfqD0hHHFihWIj4+HtbU17OzsYGdnBxsbG8THx2P58uXKDo+IiIiowFPotjo/Q4kSJXDnzh2cO3cOT548AQA4OzujXr16So6MiIiICor8UulTFqUnjEDWLXvq16+P+vXrKzsUIiIiIvqO0oakL1y4ABcXF8THx2fbFhcXh9KlS+Py5ctKiIyIiIgKGoFAoLRHfqC0hNHPzw/9+vWDgYFBtm2GhoYYMGAAFi9erITIiIiIiOhbSksYg4KC0KhRoxy3N2jQALdv3/6FERERERGRLEqbwxgWFibz/otfqKurIyIi4hdGRERERAUVF73Ip7QKo6WlJR48eJDj9nv37qFo0aK/MCIiIiIikkVpCWOTJk0wbdo0pKSkZNuWnJyM6dOno1mzZkqIjIiIiAoagUB5jx+xcuVKWFtbQ1tbG56enrh582au9tu9ezcEAgFatWql0PmUNiQ9depUHDhwAA4ODhg6dCgcHR0BAE+ePMHKlSuRmZmJKVOmKCs8IiIiIpW0Z88ejB49GmvWrIGnpyf8/PzQsGFDPH36FBYWFjnu9/r1a4wdOxbVq1dX+JxKqzAWLlwY165dg6urKyZNmoTWrVujdevWmDx5MlxdXXHlyhUULlxYWeERERERqaTFixejX79+6NWrF1xcXLBmzRoUKlQImzZtynGfzMxMdOnSBTNnzoStra3C51TqjbutrKxw4sQJxMTE4MWLFxCLxShVqhSMjY2VGRYREREVMEIl3g8xNTUVqampUm1aWlrQ0tLK1jctLQ23b9/GpEmTJG1CoRD16tXD9evXczyHj48PLCws0KdPnx+6z7XSv0saAIyNjVGxYkVUqlSJySIREREVKL6+vjA0NJR6+Pr6yuwbGRmJzMzMbKOwhQsXRmhoqMx9rly5go0bN2L9+vU/HKNKfDUgERERkTIp87Y6kyZNwujRo6XaZFUXf0RCQgK6deuG9evXw8zM7IePw4SRiIiISIlyGn6WxczMDGpqaggLC5NqDwsLQ5EiRbL1f/nyJV6/fo3mzZtL2kQiEYCse14/ffoUdnZ2/3pelRiSJiIiIlKm/HJbHU1NTZQvXx7nz5+XtIlEIpw/fx5VqlTJ1t/JyQn3799HYGCg5NGiRQvUrl0bgYGBKFGiRK7OywojERERUT4yevRo9OjRAxUqVEClSpXg5+eHT58+oVevXgCA7t27w9LSEr6+vtDW1oarq6vU/kZGRgCQrV0eJoxERERE+UjHjh0REREBb29vhIaGwt3dHadOnZIshHn79i2EwrwdRBaIxWJxnh5RBSSkiJQdAn2moc5ZD6rEuOJQZYdAn8XcWqHsEIhUjrYSy1grr75W2rmHVLVW2rlz67esMB57/FHZIdBnVUqaKjsE+kb0TSYpqmLgvnvKDoE+W9W2jLJDIAklLlUmuX7LhJGIiIhIEUq8b3e+wPFCIiIiIpKLCSMRERERycUhaSIiIirwlPlNL/kBK4xEREREJBcrjERERFTgCbnqRS5WGImIiIhILiaMRERERCQXh6SJiIiowOOItHysMBIRERGRXKwwEhERUYHHRS/yscJIRERERHKxwkhEREQFHguM8rHCSERERERyMWEkIiIiIrk4JE1EREQFHito8vH6EBEREZFcrDASERFRgSfgqhe5WGEkIiIiIrmYMBIRERGRXBySJiIiogKPA9LyscJIRERERHKxwkhEREQFHr9LWj5WGImIiIhILlYYiYiIqMBjfVE+VhiJiIiISC4mjEREREQkF4ekiYiIqMDjmhf5WGEkIiIiIrlYYSQiIqICj98lLR8rjEREREQkFxNGIiIiIpKLQ9JERERU4LGCJh+vDxERERHJxQojERERFXhc9CIfK4xEREREJBcrjERERFTgsb4oHyuMRERERCQXE0YiIiIikotD0kRERFTgcdGLfKwwEhEREZFcrDASERFRgccKmny8PkREREQkFxNGIiIiIpKLQ9JERERU4HHRi3ysMBIRERGRXKwwEhERUYHH+qJ8rDASERERkVysMBIREVGBxymM8rHCSERERERyMWEkIiIiIrk4JE1EREQFnpDLXuRSaoUxOTkZSUlJkp/fvHkDPz8/nDlzRolREREREdG3lJowtmzZEv7+/gCA2NhYeHp6YtGiRWjZsiVWr16tzNCIiIioABEIlPfID5SaMN65cwfVq1cHAOzfvx+FCxfGmzdv4O/vj2XLlikzNCIiIiL6TKkJY1JSEvT19QEAZ86cQZs2bSAUClG5cmW8efNGmaERERER0WdKXfRib2+PQ4cOoXXr1jh9+jRGjRoFAAgPD4eBgYEyQ1PYzdOHcPXoHiTGRaNISTs07jUMxe2dZfZ9dPNvXD60E9GhIRBlZsKkiCW8mrZH2RoNZPY/umEJbp87iobdB6NKk3aS9r8PbsezOzcQ+uYl1NTVMWnT0RzjS0qIw+oJ/ZAQHYkJG49AR1fvvz1hFXbkz93Yv2MroqMjYWvvgMGjJ8LJpYzMvq9fvYD/hlV48eQxwkI/YMCIcWjTsatUn/t3b2Pfzi14/vQxoiMjMN13Cbxq1sl2rLevX2HjKj/cu3sbmZkZsLK2w7S5i2BRpCgAYNyQPrh39x+pfZq0aocR46fl0TNXPbt37cDWzRsRFRkBB0cnTJg8DWXKuOXY/8zpk1i1Yik+hISgpJU1Rowai+o1akq2i8VirF65DAf270NCQjzcPcph8rQZsLKyljrO339dwro1K/H82VNoammhfIWK8Fu2Ktv5YmNj0KFtS4SHheHva7fy3e8dRdQtZYrGTuYw1FHH25gUbL8dguDoZJl9q9kYo2/lElJt6Zki9Nv7AACgJgDauBWBWzF9WOhpISktE4/CErEv6CNikzMAAGa6GmhRujCcC+vBUFsdscnpuPY6FkcfhSNTJAYAaAgF6FHRElYmOihmoI2gD/FYdvn3Lxbs2bUDW7dsRFRkZNb7YtJUuMp5X5w9fSrrffEhBCVLWmH4d++L8+fOYP/e3Xj86CHi4uKwe99BODpJ//2ZPdMbATeuIyIiHDqFCqFsWQ+MGDUWNra2AIAjhw5g+rTJMs9//tJVmJia5sEzV20CLnqRS6kJo7e3Nzp37oxRo0ahTp06qFKlCoCsaqOHh4cyQ1PIg2sXcXrbajTrOxKW9s64ceJPbPedgKGLt0LP0Dhbfx1dA9Ro1QVmliWhpqaOZ3du4NCa+dA1NIZ92YpSfR/fvIz3zx9B3zj7mzUzIwOlK9dECYfSuHPxhNwYD69diMIlbZEQHfnfnqyKu3TuFNYtW4hh46bCqXQZHNyzA1NGDcLGXYdhZJL9GqampKBoseKoUbs+1i5bKPOYKSnJsLV3RMNmreAzabTMPh/ev8PogT3RqHlrdOszCIV09fAm+CU0NTWl+jVu0Rbd+w2W/Kylrf0fnq1qO33yBBbN98UU75ko41YWO7ZtxeABfXD46CmZf3wC797BpPFjMGzEaNSoWRsnTxzFqOFDsHvfAdiXcgAAbNm0Hjt3bMOsOf+DpWVxrFqxFIMH9MGBwyegpaUFADh39jR8pk/DsBGjUMmzMjIyM/Hi+TOZMc7wnoJSDo4IDwv7eRdCBVQqaYhOHkWx9VYIXkUloYGjGcbWtsHEY0+RkJopc5+ktExMOv5U8rP4m22a6kJYmejgyINwvItNga6mGjqXK4YR1a0x88wLAEBRAy0IBMCWW+8RnpAGSyNt9KpkCS11IfYEfgSQNXcrLVOMc8+iUKGE4U97/qrk9KkTWLTgf5gybQZc3cpi57atGDygLw4dPSn7fRF4B5MmZL0vqteshZPHj2H0iKHYtfdPyfsiOTkZ7h7lUb9hY8yaIfsDqLNLaTRu2hxFixZFXFwc1qxegcED+uDYqXNQU1NDg0ZN4FWtutQ+06dOQmpqaoFIFunfKXVIul27dnj79i3++ecfnD59WtJet25dLFmyRImRKeb68X0oV6cJPGo1hkVxazTrOwoamlq4e+mkzP42pd3hXKk6zC2tYFLEEpWbtEXhkrZ4++S+VL/46Aic2LIcbYdOhlAte25fu31PVGnaHhYlbOTGd+vMYaR8SoRXsw4//iTziQO7t6FRizZo2KwVrGzsMHz8VGhpaeP0sUMy+zu6uKLf0NGoVb8xNDQ0ZfapWKUaeg4Yiqo16+Z43i1rl6NSlWroO2QU7B2dUax4CVSpXitbkqqlrQ0TUzPJQ/c3rvRu89+MNu06oFXrtrCzs8dU75nQ1tbGoYN/yuy/c7s/vKpWR8/efWFrZ4chw0bC2cUFu3duB5BVXdyxzR/9+g9C7Tr14ODohFlz5yMiPBwXz58DAGRkZGD+/+Zg1JhxaN/xD1hZ28DOzh4NGzXJdr69u3ciIT4BPXr2/nkXQUU0dDTHXy+jcSU4Bh/iU7H1VgjSMsSoYWsid7+4lAzJIz4lQ9KenC7CwovBuPUuDqEJqXgZlYTtt0NgY1oIJoU0AAD3PyZiY8B7PAxNRMSnNASGxOPU40iUL/G1ipuWKYb/PyH462U04pLTf86TVzHb/begTdv2aPn5fTHFeya0dXJ+X+zavg1eVauhR68+sLW1w5BhI7LeF7t2SPo0a94SAwYNQeXKVXI8b9v2HVG+QkUUsywOZ5fSGDJ0JEJDP+LDhxAAgLa2NszMzCUPoVANNwMC0KpNuxyP+bvhohf5lH7j7iJFikBfXx9nz55FcnLW8EjFihXh5OSk5MhyJyMjHR+Cn8G2THlJm1AohG2Z8nj/7NG/7i8Wi/Hq/h1EfXwPK+evQxIikQgHVvqiarOO/5oQyhP+/jX+OrANrYdMhECg9Jf7p0pPT8fzp49RrkJlSZtQKIRHxcp49ODeTzuvSCTCzeuXYVnSCpNHDkSHJrUwvG8XXPvrQra+F8+cQPvGNdG/SxtsWr0UKSmyhwTzu/T0NDx+9BCelb0kbUKhEJ6VvXAv6K7Mfe4FBcKzivQfvCpe1XAvKBAAEPL+PSIjI+BZ5esx9fX1UcatLII+H/Px40cIDwuDQChEx3atUK9WNQwZ2DdbhfHlyxdYt2YVZvvO++3fF2pCAaxNdPAoNFHSJgbwMCwBdmaFctxPS12IhS2csKiFE4ZXt0IxAy2559HRUINILEZSmuyKZVYfIT7lUNEsCHJ+X1SR/Dv/3r2gQKn+AFDFq2qO/XMjOSkJRw4dgKVlcRQpUkRmn2NHD0FbRxv16jf84fPQ70WpQ9JRUVHo0KEDLl68CIFAgOfPn8PW1hZ9+vSBsbExFi1a9K/HSE1NRWpqqlRbeloqNDTl/3LLK0nxcRCLRNmGnnUNjREZ8jbH/VKSErFoUAdkZqRDIBSiae+RsHOrINl+9chuCIVq8Gzc5odjy0hPw5/LZqN+lwEwMiuMmLCPP3ys/CA+NgaizMxsVT1jE1O8exP8084bGxON5KQk7Nm2CT37D0WfwSPxz42r8Jk8GvNXbICbR9brWrt+Y1gUKQpTcwsEv3iGjav88P7ta3j75p9qem7FxMQgMzMTpt8NZZmamuJ18CuZ+0RGRsLU1Ey6v5kpIiMjP2+PkBzjWyampoj63Cfk3TsAwNpVKzBm/EQUK2YJ/62b0bdXNxw+fhqGhkZIS0vDpHGjMWrMOBQtWgzvP+/zu9LXUoOaUIC4byqEABCfkoGi+rKnRHyMT8XGgHd4H5sCHQ01NHY2x9T69phy4hliZFQCNYQCdHAvgoA3sUjJEMk8poWeJuo5mEmGowuiL++L74d4TU3N8DpY9u+oyMhImf2//JtXxN7dO+G3eCGSk5NgbW2D1es35TiycujAn2jcpBm0f+NpM9/jjbvlU+pH61GjRkFDQwNv375FoUJfP+l27NgRp06dytUxfH19YWhoKPU4vGnFzwo5z2hqF8LAeevRb85q1O3YB6e3rULww0AAwIdXz3Dj5J9oNWgCBP+hVn1u1waYWVqhbPX6eRQ1ySIWZf2BrFK9Ntp06gY7Byd07N4HnlVr4PjBfZJ+TVq1Q4XKVWFjVwp1GjbFuGmzcfWvC/jw/vdOWH4lkTjrtejTfyDq1W8Il9Ku8JntC4FAgLOns36nLPNbBBtbOzRt3lKZoaq0l1FJuPY6Fm9jU/A04hOWX36NhNQM1LbPPoStJgAGV7UCIMDWWyEyj2eko44xtWxw610c/noZ/ZOjp5w0btocu/YdwIbN21DS2hoTxozMVnABgKDAuwh+9RKtWrdVQpSkqpRaYTxz5gxOnz6N4sWLS7WXKlUq17fVmTRpEkaPll6IcOjxr1vYUcjAEAKhEIlxMVLtn+JioGeU8/wgoVAI0yKWAICi1vaICHmLK4d3wqa0O948uYdP8bFYMrSTpL9YJMKZbWtw48SfGLViV65iC354F+FvgzEz4K/PB8n6f/P7tUKN1l1Ru33P3D/RfMDAyBhCNTXERkdJtcdER8HYxCyHvfLmvGpq6rCytpVqL2Flg4f3AnPcz6l01srtD+/foljxEjn2y4+MjY2hpqaGqCjp1yIqKgpmZrJfCzMzM0RFSb93oyK/9jczM5ccw9zcQtInOioKDo5ZU1jMzbP62NnZSbZramrCsngJfPyYVdm6GXADL54/w7myWfOmxeKsN0bt6pXRp99ADB46/MeetIpKSM1EpkgMQ23pX/cG2uqIS8ndvMFMMfA2JhkW+tIjN1+SRVNdDcy78EpmddFIRx0T69jhRWQSttx8/+NP5Dfw5X0Rne19kb26/oWZmZns/jm8j+TR19eHvr4+rKys4Va2LGpU9cSF82fRuEkzqX4HD+yHo5MzXEq7KnwO+n0pNWH89OmTVGXxi+joaMmKx3+jpaWVra+GZkKexJcb6uoaKGbjgOAHd+BcsRqArDltrx7cQaWGrXJ9HLFYhIz0rF/eZavXl5oTCQDb546HW/X68KjVKNfH7DhqBtLT0yQ/f3j5BIfXLEDvGUthXLhYro+TX2hoaKCUozPu3g6Q3PZGJBIh8J8AtGjb6V/2/m/ndXAujfdvX0u1h7x7I7mljiwvn2etQDX5nAj9TjQ0NOHsUho3A66jTt16AD7P9Qy4jk5/dJW5j1tZd9y8cQNdu/WUtN24fg1uZd0BAJbFi8PMzBw3b1yH0+dbhiQmJuL+vSC07/AHAMDZxRWampp4HRwMj3JZUwHS09PxISQERYtl/ZtftGQ5UlNTJOd48OA+ZkybjE1bd6BEiZJ5eh1UQaZIjNfRyXApooc7IfEAAAEAl8J6OP8sSv7OnwkEQHEjbQR9+Pq79UuyWFhfC/MuvMQnGXMXvySLr2OSsSHgndRK64Loy/siIOA6an/7vrhxAx3/6CJzH7ey7rgZcB1duvWQtH37vvhRYnHW/6SnpUm1JyV9wtnTJzFshOw7QvzO8sviE2VRSsL44cMHFCtWDNWrV4e/vz9mzZoFABAIBBCJRJg/fz5q166tjNB+SJWm7XFw9f9QzNYRlvZOuHHiT6SnpsCjZlZyd2ClLwxMzFDvj34AgMuHdqKYrQOMCxdDZkY6nt8NwL3LZ9G0z0gAQCF9QxTSl77FhFBNHXpGJjAr9vUPWmxkGJITExAXFQ6xSISPr7NuZ2FSxBJa2jow+VzB/CIpPg4AYGZp9dveh7FNp25YOHsaHJxKw9HFFQf3bEdKSjIaNGsFAJjvMwVm5hboPWgEgKxk4m3wy6z/zkhHVEQ4Xj57Au1ChWBZPOtaJycl4cP7r/NRQz+G4OWzJ9A3MJQkhO279MDcaePh6l4eZctXxD83ruLG1b+xYMUGAFm33bl49gQqVakOfUNDBL94jrVLF6CMe3nY2jv8qsvzS3Xr3gvTpkyAS2lXuLq6Ycf2rUhOTkbLVlnzcqdOGg8Li8IYPmoMAKBz1+7o26sb/LdsQvUaNXHq5Ak8evgA3jN8AGT9fujSrTvWr1uNklZWsLQsjpUrlsLcwkLyx1dPTw/tOnTC6lXLUbhIURQrVgxbN28EADRokPV+LFFSOimMickaHbCxtftt78N4+mkE+lUugeDoZMltdbTUhbgcnPXc+1UugZjkdOwPCgUAtChtgZdRSQhPSEMhzaw5jKaFNPH35+FkNQEwpJoVrIx14Pf3awgFAkkFMzEtq6JppKOOiXXtEPUpDbvvfoCB1tc/N9/OpyxmoAV1oQC6murQ1hCipFHWnLm3sV+T+t9J1+494T1lYtb7oowbdm777n0xeQIsLCwwfGTW++KPrt3Qr1d3+G/dhOrVa+H0qeN49PAhpk33kRwzLi4WoR8/Ijw8HADw+nXWfEhTMzOYmZnj/bt3OH36BKpUqQpjExOEhYVi88b10NLSQrXqNaXiO33qJDIzM9G0WYtfcTkoH1FKwli6dGmsXLkSCxYsQJ06dfDPP/8gLS0N48ePx8OHDxEdHY2rV68qI7Qf4upVG5/iY3Fx32YkxsagiJUduk6cJxmSjosMl1qJmZaajOObliI+KgLqmlowK1YCbYZMhquXYknyxb1bEPT319sRrZ3YHwDQY9pi2JR2/+9PLB+qVa8R4mJj4L9+FWKiI2FbyhFzFq+C8eeFMBFhoRAKv74WUZHhGNyzo+Tn/Tu3Yv/OrXDzqIAFK7MSjWdPHmL80L6SPl/u11i/SQuMnZr1YadqzboYPn4qdvtvwuol81DcyhrT5iyCa9lyAAB1DQ3cvRWAg3t2ICUlGeYWRVCtdj380bPfz70gStSwcRPExERj9YpliIyMgKOTM1at2SAZSvv48SME37wW7h7lMHfeQqxc7oflSxejpJU1lixbKbnXHAD07N0PycnJmDXDGwkJ8fAoVx6r1myQGmUYNWY81NXUMXXSeKSmpsC1TFms27QVBoYF4z5/stx8Gwd9LXW0LlMYhtpZN+5edClYcqsc00IakqF5ANDVVEOvSsVhqK2OpLRMvI5OxuxzL/AhPmu+m3EhDZQrnnU9ZzWW/sDzv/Mv8ST8E1yL6KOIvhaK6GvBr5WLVJ+eu77etWB0TRuY6X1deOHz+Xjf9vmdNGzUBDHR0Vi9cjmiPr8vVq5ZL3lfhH78AOE3pS5393KY+7+FWLnCDyuWLkFJK2ssXrpC6n3x18ULUjfdnjguqzo4YNAQDBw8DJpamrh7+zZ2bvNHfHw8TE1NUa58BWzZtivbgppDB/ajTt360P9NPzzJwwqjfALxt78lfpFVq1ZhwoQJaNSoEdasWYM1a/7f3n1HRXW0YQB/dulIR6QoCIIUFSHWoAlNImpirNGoUewaawRL7KKx16DGrhhjr0lsUVEssYtiCUURLBEbighI3fn+QDeuwAaNnxfl+Xn2HHd2du579255mbkzdzGio6ORnp6OWrVqoX///rC2Ln4o79+sP1/0idf07nnZccHX0sTSqOzMeCztvt3yYSZE76Of2hR9JSh69/S1pcva9sU8kGzbjd1K/6lJkvQw9uvXD02bNkWPHj1QvXp1LF26FKNHj5YiFCIiIiL6F5JNenFwcMDBgwexYMECtGnTBm5ubtDUVA0nKipKouiIiIioLOG1pNWTdJb0jRs3sG3bNpiamqJFixaFEkYiIiIikp5kGdqyZcsQEhKCgIAAXLlyRbl+GhEREdG7JmcHo1qSJIxNmjTB6dOnsWDBAnTp0kWKEIiIiIiohCRJGPPz83Hx4sVCV3ghIiIikgLPYVRPkoRx//79UmyWiIiIiN6A/N+rEBEREVFZxmnJREREVObxSi/qsYeRiIiIiNRiDyMRERGVeZz0oh57GImIiIhILSaMRERERKQWh6SJiIiozOOVXtRjDyMRERERqcUeRiIiIirzOOlFPfYwEhEREZFaTBiJiIiISC0OSRMREVGZxyu9qMceRiIiIiJSiz2MREREVOaxg1E99jASERERkVrsYSQiIqIyT86TGNViDyMRERERqcWEkYiIiIjU4pA0ERERlXkckFaPPYxEREREpBZ7GImIiIjYxagWexiJiIiISC0mjERERESkFoekiYiIqMyTcUxaLfYwEhEREZFa7GEkIiKiMo8XelGPPYxEREREpBZ7GImIiKjMYwejeuxhJCIiIiK1mDASERERkVockiYiIiLimLRa7GEkIiIiIrXYw0hERERlHhfuVo89jERERESkFhNGIiIiIlKLQ9JERERU5vFKL+qxh5GIiIiI1GIPIxEREZV57GBUjz2MRERERKQWexiJiIiI2MWoFnsYiYiIiEgtJoxERERE75mFCxfC3t4eurq6qF+/Pk6fPl1s3WXLluHTTz+FqakpTE1NERAQoLZ+UZgwEhERUZknk/Df69q4cSOCg4Mxfvx4REVFwcPDA4GBgbh//36R9SMjI9GhQwccOnQIJ06cgK2tLRo3boy///67xNtkwkhERET0HpkzZw569eqFbt26oVq1ali8eDH09fWxcuXKIuuvXbsW/fr1g6enJ1xdXbF8+XIoFApERESUeJuc9EJERERlnpQLd2dnZyM7O1ulTEdHBzo6OoXq5uTk4Ny5cxg5cqSyTC6XIyAgACdOnCjR9jIzM5GbmwszM7MSx8geRiIiIiIJTZ06FcbGxiq3qVOnFln34cOHyM/Ph6WlpUq5paUl7t69W6LtjRgxAjY2NggICChxjOxhJCIiIpLQyJEjERwcrFJWVO/i2zBt2jRs2LABkZGR0NXVLfHzmDASERFRmSflMozFDT8XpXz58tDQ0MC9e/dUyu/duwcrKyu1z501axamTZuGAwcOoGbNmq8VI4ekiYiIiN4T2traqF27tsqElRcTWLy8vIp93owZMzBp0iTs3bsXderUee3tfpA9jDpy5sGlRU6uQuoQ6CX5CiF1CPTcQC97qUOg5w7FP5A6BHru8xoVpNv4e3Sll+DgYAQFBaFOnTqoV68e5s2bh4yMDHTr1g0A0KVLF1SsWFF5HuT06dMxbtw4rFu3Dvb29spzHQ0MDGBgYFCibX6QCSMRERHRh6p9+/Z48OABxo0bh7t378LT0xN79+5VToS5efMm5C91ni1atAg5OTlo27atSjvjx4/HhAkTSrRNmRDig+ty2BadLHUI9FwNS2OpQ6CX2JjqSR0CPReX/FTqEOi5u+lZUodAz0nZw3jxVrpk265pW7JePilx7JaIiIiI1GLCSERERERq8RxGIiIiKvOkvNLL+4A9jERERESkFnsYiYiIqMxjB6N67GEkIiIiIrUk72HMyMjAtGnTEBERgfv370OhUF3o+fr16xJFRkRERERAKUgYe/bsicOHD6Nz586wtraGjGedEhER0bvG9EMtyRPGPXv2YNeuXWjYsKHUoRARERFRESRPGE1NTWFmZiZ1GERERFSGydjFqJbkk14mTZqEcePGITMzU+pQiIiIiKgIkvcwzp49GwkJCbC0tIS9vT20tLRUHo+KipIoMiIiIiorOIVCPckTxpYtW0odAhERERGpIXnCOH78eKlDICIiIiI1JE8YXzh37hxiYmIAANWrV8dHH30kcURERERUVnBEWj3JE8b79+/j66+/RmRkJExMTAAAqamp8PPzw4YNG2BhYSFtgERERERlnOSzpAcOHIinT5/iypUrePToER49eoTLly8jLS0NgwYNkjo8IiIiKgtkEt7eA5L3MO7duxcHDhyAm5ubsqxatWpYuHAhGjduLGFkRERERASUgh5GhUJRaCkdANDS0ip0XWkiIiIievckTxj9/f0xePBg3LlzR1n2999/Y8iQIWjUqJGEkREREVFZIZPw3/tA8oRxwYIFSEtLg729PRwdHeHo6AgHBwekpaVh/vz5UodHREREVOZJfg6jra0toqKicODAAcTGxgIA3NzcEBAQIHFkREREVFbwSi/qSZ4wAoBMJsNnn32Gzz77TOpQiIiIiOgVkiSMYWFh6N27N3R1dREWFqa2LpfWISIiov83djCqJxNCiHe9UQcHB5w9exbm5uZwcHAotp5MJsP169dfu/1t0cn/JTx6i2pYGksdAr3ExlRP6hDoubjkp1KHQM/dTc+SOgR67vMaFSTbdvzdTMm27WylL9m2S0qSHsbExMQi/09EREREpY/ks6QnTpyIzMzCWf2zZ88wceJECSIiIiKiModXelFL8oQxNDQU6enphcozMzMRGhoqQURERERE9DLJZ0kLISArYi57dHQ0zMzMJIiIiIiIypr3ZQFtqUiWMJqamkImk0Emk8HZ2VklaczPz0d6ejr69u0rVXhERERE9JxkCeO8efMghED37t0RGhoKY+N/ZtNqa2vD3t4eXl5eUoVHRERERM9JljAGBQUBKFhip2HDhtDUlHx0nIiIiMooXulFPcknvRgaGiImJkZ5/9dff0XLli0xatQo5OTkSBgZEREREQGlIGHs06cP4uPjAQDXr19H+/btoa+vj82bN2P48OESR0dERERlAVfVUU/yhDE+Ph6enp4AgM2bN8PHxwfr1q1DeHg4tm7dKm1wRERERCR9wiiEgEKhAAAcOHAAzZo1AwDY2tri4cOHUoZGRERERCgF6zDWqVMHP/zwAwICAnD48GEsWrQIQMElAy0tLSWOjoiIiMqE92VsWCKS9zDOmzcPUVFRGDBgAEaPHg0nJycAwJYtW9CgQQOJoyMiIiIiyXsYa9asiUuXLhUqnzlzJjQ0NCSIiIiIiMoaXulFPcl7GAEgNTUVy5cvx8iRI/Ho0SMAwF9//YX79+9LHBkRERERSd7DePHiRTRq1AgmJiZISkpCr169YGZmhm3btuHmzZv4+eefpQ6RiIiIPnBcuFs9yXsYg4OD0a1bN1y9ehW6urrK8mbNmuHIkSMSRkZEREREQClIGM+cOYM+ffoUKq9YsSLu3r0rQURERERE9DLJh6R1dHSQlpZWqDw+Ph4WFhYSRERERERlDUek1ZO8h/HLL7/ExIkTkZubCwCQyWS4efMmRowYgTZt2kgcHRERERFJnjDOnj0b6enpqFChAp49ewYfHx84OTnB0NAQkydPljo8IiIiKgt4MWm1JB+SNjY2xv79+3Hs2DFcvHgR6enpqFWrFgICAqQOjYiIiIhQChLGFz755BN88sknUodBRERERK+QPGGcOHGi2sfHjRv3jiIhIiKisopXelFP8oRx+/btKvdzc3ORmJgITU1NODo6MmEkIiIikpjkCeP58+cLlaWlpaFr165o1aqVBBERERFRWcMrvagn+SzpohgZGSE0NBRjx46VOhQiIiKiMk/yHsbiPHnyBE+ePJE6DCIiIioD2MGonuQJY1hYmMp9IQSSk5OxZs0aNG3aVKKoXt+Jvdtx5PcNSE99BKvKTviy+yDYOrkVWffyqSOI3P4LUu7+jfz8fJS3qohPmrdHLe/GKnVO7f8Nf1+Px7P0NAycsQw29lVV2km5+zd2r1mEG7GXkJeXC2ePemjefRAMTcyUdQ5tW4PYqJNITroGDU1NjA/f9f95AUqRXds3YtuG1Xj8KAUOjs7oM3gEnN1qFFn3RmIC1q78CQnxMbh/Nxk9BwxFi686Fdv25rUr8fPS+fiybUf0GjhMWf445SFWLpqHC+dO4llmBira2qNd5x5o6PPP8lDX4mOwevGPuBp3BXK5Bhp4N0KP/iHQ09d/eztfymzasBY/h69AysOHqOrsiuEjx6CGe81i6+/ftxeLFvyI5Dt/w9auMgYNGYpPPvUBUHB+86IFP+LY0cP4+/ZtGBgaoH79Bhj4XTAsKlgq21ixdDGOHY1EXFwstLS0cPjPMyrbSE19jDHfD8PVq3F4kpoKMzNz+Pj5o/+gYBgYGPxfXofSYN9vm7Bzyy948igFdlWqIqjfMDi5Vi+y7sHd23H0wG7cupEAAHBwckX7bv1V6p8+dhARu7Yh8Wos0p8+wZSffoG9o4vy8fS0J9iyZikuRZ3Ew/v3YGRsgjoNfPFVUF/ol/vndU6Iu4INKxcg8WosIJPB0aU6OvYYiMqOzv+nV0J6x/Zsw6Ff1+Np6iPY2DuiVY/vULlqtSLrntj/G84e/gN3b14HAFSq4oJmnXqr1H+a+gg71yxCXPQZPMtIR5VqHmjd4ztY2NgCAB7dT8YP37Yrsv0uIRPh2cAPABB/8Sz2bliB5BsJ0NbVQx3fJmjWsRc0NCRPFagUkHxIeu7cuSq3sLAwREZGIigoCEuWLJE6vBK5ePwgdv38Exq17YoB05fBurIjVk4ehvQnj4usr29gCL/WnfHtDz9h8MwVqO3XFFt/mob4C6eVdXKys2Dv6o6mnXoX2UZO1jOsnDwMMpkMPcfPRd9JC5Cfl4ufp4+CQqFQ1svLy4P7x76o37jF293pUurowT+wfOFsdAjqg3nL1sHB0RnjhvZD6uNHRdbPzsqClU0lBPUeBFOz8mrbjo+5gr2/bYW9Y9VCj82ZMhZ/30rC2CnzsGDVZjTw9seMCSOQEB8LAEh5eB9jg/vCuqItZi1agwkzFuJmUgLmTftwJ3Xt27sbc2ZOQ+++/bF24zY4u7hgQN+eeJSSUmT96AtRGD0iBC1btcW6Tdvh6x+AkMEDcO1qPAAgKysLsTF/oWeffli7cStmzZmPpKREDBnUT6Wd3NwcBDRugrbtvi5yO3K5HD5+jTA37Cds/30vJkyailMnT2DKpPFv9wUoRU5E7sMvS+ehdaeemLxwDeyqVMW00QPxJLXoz8VfF8+hgV9jjJmxCKFzV8LcwhLTRg3Ao4f3lXWys7LgUt0DHXoMKLKNx48e4HHKA3TsNRgzlmxA36HjEX32BJbOmaSsk/UsE9NHD4a5hRUm/rgKE2Yvg56ePqaNHoi8vLy3+yKUEuf/jMCv4QsQ2K4rgmcuh01lJyydFIKnxfxeJFy5gFqfBKBfaBgGTVkMk/IVsGRiCFJTHgAo6GRZOX0UUu4lo/v3UxEyayVMLaywOHQIsrOeAQBMzCtgwvIdKrfA9t2ho6sHt4/qAwD+TrqGZZOHw8WzHoJnrUTn4Am4cuZP7Prl/fgdpv8/yRPGxMRElVtCQgJOnjyJKVOmwNDQUOrwSuTozs2o2+hz1PFrCstK9mjZKxja2ro4e2h3kfWrVP8I1et9igqVKsPcqiIaNmsLq8qOSIq9pKxTy7sxGrUNgpN77SLbSIq7jMf376Jtv+9hZVcFVnZV8NWAkfj7ehyuX45S1vusXTd88sVXsLJzeLs7XUrt2PQLAr9ojYBmLWBn74h+IaOho6uL/bt3FFnf2a06un87BN6NmkBLW6vYdp9lZmL2D6MwcNhYGBgaFXo89ko0vmj9NZzdasDKphLad+mFcgaGuBb/FwDgzPGj0NTURN8hI1HJzh7ObtXRL3g0jh+OwJ3bN9/Kvpc2v/wcjlZtvsKXLdugiqMTRo0Nha6eLn7dsbXI+uvXroFXw0/QpVsPOFRxRL8Bg+HqVg2bNqwFABgaGuKnpSvROLAp7B2qwN3DEyNGjUXMX1eQnHxH2U7f/oPQqXNXOFUtuofKyMgYX7XvgGrV3WFtUxH1PvbCV+074ELUubf/IpQSu7etg1+TlvAN/BKVKldBj0EjoaOji8N//FZk/QHf/4DPmn8Fe0cXVLSzR+8hYyCEwOXz//TWfhrQDK2/6YUaH9Ursg1beycMGTcDtT/2hqVNJVT3rIt2Xb9F1KmjyM8vSAbv3EpC+tMn+KpLH9jY2qOSvSNaf9MLTx4/wsN7yW//hSgFDv++ER8HNEc9/89hZeuAtn2GQktHF6cjih79+ea7cWjYpBUqOlSFZaXKaP/tCAihwNVLBe/XB8m3cCP+Ctr2DoGdkxsqVLRD294hyM3JxvljBwAAcg0NGJmaq9wunz4Kjwb+0NErGOG48GcEbCo7IrBdN1hYV4JT9Y/QvPO3OLZ3G7KeZb6bF0diMpl0t/eB5Anj+y4vLxd3rsepJHZyuRyO7rVx83myoI4QAtcuncODO7fgUM2jxNvNz82FTAZoav2T5GhqaUMmk6kknmVJbm4ursXHwKN2fWWZXC6HZ+36iLty8T+1vXjeVNTx+hSedT4u8nHX6h44emgfnqY9gUKhwJGIvcjJyYa7Z53nseVAU1MLcvk/HzltHR0AwF+XLvyn2Eqj3NwcxMZcQb2PGyjL5HI56tX3wqXoC0U+52L0BdSv30ClzKtBQ1wspj4ApKc/hUwmg2ERSXxJPbh/D4ci9qNWnbpv3EZplpebi8SrsahR65/ETi6Xo8ZH9XD1r5J9V2RnZyEvL6/IP5Zex7OMdOjpl1MOcVpXqgwDI2Mc+uM35OXmIic7C5F7f0VFOwdYWFn/p22VRnm5ubidEA/nmqq/F8416yAp/kqJ2sjJyUZ+fh70DQyVbQKApra2SpuaWtpIjCn6e+9WQhz+TryK+o0+V4nt5TYAQEtbB3k5ObidEFeyHaQPmuQnJrRq1QqyEqbX27ZtK1SWnZ2N7OxslbLcnGxoaeu8lfj+TebzBMHgpfMGAcDQxBQP7hTfc5SVmY6pfdoiLy8XcrkcLXoMQdWadUq8XVvnatDS0cOetUsQ2KEXIAT2rlsKhUKBp8UMM33o0p48hiI/H6amqsfCxNQct28mvXG7RyL2IiE+FnOW/FJsnRETZmBG6Ah0bO4LDQ1N6OjqYtQPc2BTyQ4AULNWPaxYOAfb1q9G87YdkZ31DKuXFpy/+/j50NKHJPXxY+Tn58Pc3Fyl3Ny8PJISE4t8TsrDhzB7pb6ZeXmkPHxYZP3s7GyEzZ2FwKafv9G5h6OGByMy8iCys7Lg7eOHsRN+eO023gdP01KhUOTD+JXvKGNTM9y5lVSiNtavmA9T8/IqSefrSnuSiu3rVsC/6T/Lpenpl8PYmYsxZ8IwbF+3AgBgZWOL76fM/yDPm8t4+gQKRb7KeeYAYGhsivt/3yhRGzvXLIKxaXk4P/+9sKxYGablLbHrlyX4qu8waOvo4vDOTUhNuY+0x0Wf/nEqYicsK1WGg6u7sszVsx6O7NqMqKMH4NnAD2mpj7BvczgAFNvOh+c96eqTiOQ9jMbGxoiIiMDZs2eVZefOncPBgwdhZGQEY2Nj5a0oU6dOValjbGyMbSvmv6vw35i2rj4GzlyO/lMXo/HXPbHr54W4fqXwmpTFMTAyQcfgCYg9dwITujRFaNfP8SwjHTYOziVOwOnfPbh/F8vmz0TI2MnKHsGirF2xEBnpT/HDnMWYu/QXtGz3DWZMGI6khKsAgMoOjvhu5ERs37QGbQO90LlVACytK8LEzBwyueQfw/dObm4uvh/6HYQARo6Z8EZtBA8fibUbt2HOjz/h9u1bmDNz2tsN8gPx28ZwnIjcj+BxM6H9hn+IZ2akY+bY71DRzgFtOv9zXnZOdhaWzvkBztU9MHHeSkyYsxy29o6YOfY75GRnva1d+GBEbPsF5/+MQLfhk5WdIhqamug6fDIeJN/CmKBm+L7jZ7h2OQquH31c5HdLTnY2oo4eQP1GX6iUu3jWQ/PO32LL0lkY/nUjTBvYEW61CkZUZHL+plAp6GG0tLREu3btsHjxYmhoaAAA8vPz0a9fPxgZGWHmzJlqnz9y5EgEBwerlO2Je3c9bPpGxpDL5Uh/pVfvaerjQn9Fvkwul6O8VSUAgI19Vdz/+wYid6xDleoflXjbzh51MWz+OmSkpUKuoQG9coaY3KsVzCz932xn3nNGxqaQa2jg8SsTXFIfp8DUzLyYZ6l3LS4GqY8f4bteHZVlivx8XImOws7tG7Ft/yncv3sHO7dvxILwLajs4AgAcHBywZWLUdi1YyP6h4wBAPh+1hS+nzXF40cp0NXVg0wmw6+bfoGVdaU33OPSy8TUFBoaGkh5ZYJLSspDlC9f9OQi8/LlC02IeZTyEOav1M/NzcX3w4YgOfkOFi8Pf+OZzeXLW6B8eQs4OFSBkbExenbthJ59voWFRYU3aq+0MjQygVyuUWiCy5PHj2Biqv5zsXPzGvy2cTVGTVsIuyqFJ3uVxLPMDEwfPQi6evoYMn4mNDX/+dn589AfeHAvGaHzVipP1xjw/Q/o1cYfZ08cQQPfxsU1+14qZ2gMuVyj0CjQ0yePYWii/lgc+nU9Iravxbfj58LG3knlMVtHFwydvQrPMtKRn5cLA2NTzPu+N2wdXQu1c/HEIeTmZKGOT2Chx3y//Bo+zdsj7XEK9MoZ4vGDZOxauwTmljZvsLf0oZG8a2PlypUYOnSoMlkEAA0NDQQHB2PlypX/+nwdHR0YGRmp3N7VcDQAaGpqwaaKCxJemmiiUCiQcPkc7JyLXiahKEIhkJeb80YxlDMygV45QyRcjkJGWirc6jT49yd9gLS0tODk7IaL504pyxQKBaKjTsOlevFLuajjUbseFqzajLDlG5Q3J5dq8AlohrDlG6ChoYHsrIKeEPkrPbtyuQaEQhRq09TMHHr6+jh68A9oaWsXe17k+0xLSxuubtVx5tQJZZlCocCZUyfh7uFZ5HNqenji9Ev1AeDUyeOo+VL9F8nirRs3sGjpKpiYmL6VeMXzlQVyc97sM1iaaWppwaGqK668NGFFoVDgyoUzqFrNvdjn/b7pZ2xftwIjJoehymt8l70sMyMdU0cNhKaWFoaGzinUQ5mTnQW5XKYyKiKTF8wCEC+t9vCh0NTSQiVHZ+WEFaDgWFy9eA72zkUvcQQAB3esxf4tq9F77CzYOhVOAl/QK2cAA2NTPLhzC7cS4lCj7ieF6pw6uAvV6zSEgXHRnx2ZTAZjs/LQ1tFB1NEDMClfAZUcPtwljl7GSS/qSd7DmJeXh9jYWLi4uKiUx8bGqiwPU5p9+sVX2LxwKipWcYGtkxv+3L0FOdlZqO1bsI7kpgVTYGRWHk06FgzFRG5fi4qOLjC3tEFebi7izp/E+aP70LLnEGWbmelpSH14D2mPCnpcHt65BQAwNDFT/iV69tAeVKhoh3JGJrgZfwW/hy9Aw8+/goWNnbKd1If3nrd1HwqFAneSCoZIza0qQkf3w1v/r2W7bzB36jg4uVaDs2sN/LplHbKePUNA04JlheZMHgNziwoI6j0IQEECciupYH2zvNxcpDy8j+tX46CrpwebSnbQ1y+HylVU/5rX1dODkbGxsrxSZXtYV7TFwtk/oHu/YBgaGePksUO4cPYkxk37Ufm8nds2wLWGB/T09HHh7EmsXDQPQb0HwuA9WQ3gdX3TpSvGj/kebtVqoIZ7Taz7ZTWePXuGL1u2BgCMGzUCFpYVMHBwCACgQ6fO6NW9C9asXolPvH2xb88u/HXlCkaPmwig4FiNCBmM2Ji/MG/BYuQr8vHwYcH5n8bGxtDSKjhhPzn5DtKePMHd5GQo8vMRFxsDALC1Kziex44exqOUh6hW3R36+vpISLiGH+fMhMdHtWBT8cPr7QWAZq07YvGsUFRxdoOjS3Xs2b4eWVnP4NO4OQDgpxnjYVbeAl93L1gi57eNq7FlzRIMGPEDLCytkfqo4DxSXT196D6fVZue9gQPH9zF45SCx5JvFZyDZ2JqDhOz8sjMSMe0UQORnZ2F/sMn4llmOp5lpgP4ZzSgxkf1sW5ZGFYtmI7AFu0hFAr8tmk1NDQ0UM2j5Od0v098mrfH+vlTYOvoCruqbji8czNysp+hnn8zAMC6sB9gZFYeX3zTFwAQsX0t9m5YgW++GwczCyvl+YQ6unr/zHA+fggGRiYwLW+J5JsJ2L4yDDXqfgoXT9VzTh8k38b1v6LRc3TRI3cHd6yD60f1IZfJcfHUYRzcsRZdgkMhf6lDh8ouyRPGbt26oUePHkhISEC9egVv7lOnTmHatGno1q2bxNGVTM0G/khPS8WBTavwNPURrO2d0G3UDOWQdOrDeyp/QedkP8Ovy+fiScoDaGnrwKKiHdoPHI2aDf4ZSo45+ye2/DRdeX/9vIIfzUZtgxDQruB1eXjnJv5YtxTP0p/CpIIV/Fp/g08+/0oltv0bVyLq8B/K+/OH9wIA9Bo/97WGv98Xn/oH4knqY6xduQiPH6WgipMLQmcuVA5JP7h/V+W8nkcPH2Bwz3/W69u+4Wds3/AzanjWxtQfl5dom5qaWpgwYz7Cl4Rh0sjBePYsE9YVbfHdyImo8/GnynrxMZexbtViPHuWiUp29ugfMhr+gV+oafn91rhJMzx+/AiLf5qPlIcP4OzihvmLlsHcvGCI+e7dOyrnRnl41sLkabOwaP48LAybCzs7e8z+cYFyeZwH9+/hcORBAECHr1qqbGvJitWoU7dgdvzihWHY+dsO5WMd27VSqaOjo4PtWzdj9sxpyM3JgaWVFfwaNUa37r3+Xy+F5Lx8GyPtSSq2/LwEqY9TULmKM76fHAbj50PSKQ/uQv7SsTiwayvycnMx74cRKu20/qYX2j4/B/HcySNYMnui8rH5U0er1Em6FodrsZcBAEO6tVJp58fVv8LCygYV7ewxNHQOtq5dhvHfdYdMJoe9kzNGTA6Dqbn6dVHfVx81bIT0J6nYu2EF0lIfoaKDE3qPmaX8vXj8yu/F8T92ID8vF6tnqV4qt3G7bmjSvjuAgkkpv4UvwNMnj2BkYo46vk3wWdugQts+fXAXjM0t4OJR9IoAsedP4cDWNcjLy4FNZSd0HzFVeR5jWfCedPRJRiaEKDxm9g4pFArMmjULP/74I5KTC9bdsra2xuDBgxESEqIyVF1S26I/zPW73kc1LIuerETSsDHVkzoEei4u+anUIdBzd9M5waa0+LyGdOcQ30mV7pQUGxPtf68kMckTxpelpaUBAIyM/ttaX0wYSw8mjKULE8bSgwlj6cGEsfSQMmFMfiJdwmhtXPoTRsmHpF/2XxNFIiIiInr7JJ8lTURERESlW6nqYSQiIiKSgozTXtRiDyMRERERqcUeRiIiIiJ2MKolecIYFhZWZLlMJoOuri6cnJzg7e39RsvrEBEREdF/J3nCOHfuXDx48ACZmZkwNS24VNHjx4+hr68PAwMD3L9/H1WqVMGhQ4dga2srcbREREREZY/k5zBOmTIFdevWxdWrV5GSkoKUlBTEx8ejfv36+PHHH3Hz5k1YWVlhyJAh/94YERER0RuQSXh7H0i+cLejoyO2bt0KT09PlfLz58+jTZs2uH79Oo4fP442bdoorwTzb7hwd+nBhbtLFy7cXXpw4e7Sgwt3lx5SLtx9Ly1Xsm1bGmlJtu2SknxIOjk5GXl5eYXK8/LycPfuXQCAjY0Nnj7llysRERH9f8jel64+iUg+JO3n54c+ffrg/PnzyrLz58/j22+/hb+/PwDg0qVLcHBwkCpEIiIiojJN8oRxxYoVMDMzQ+3ataGjowMdHR3UqVMHZmZmWLFiBQDAwMAAs2fPljhSIiIi+lDJJPz3PpB8SNrKygr79+9HbGws4uPjAQAuLi5wcXFR1vHz85MqPCIiIqIyT/KE8QVXV1e4urpKHQYRERERvULyhDE/Px/h4eGIiIjA/fv3oVAoVB4/ePCgRJERERFRmfF+jAxLRvKEcfDgwQgPD8fnn3+OGjVqQMZpSkRERESliuQJ44YNG7Bp0yY0a9ZM6lCIiIiojGJ3lXqSz5LW1taGk5OT1GEQERERUTEkTxhDQkLw448/QuILzhARERFRMSQfkj527BgOHTqEPXv2oHr16tDSUr08zrZt2ySKjIiIiMoKTqFQT/KE0cTEBK1atZI6DCIiIiIqhuQJ46pVq6QOgYiIiMq49+WKK1KRPGF84cGDB4iLiwNQcKUXCwsLiSMiIiIiIqAUTHrJyMhA9+7dYW1tDW9vb3h7e8PGxgY9evRAZmam1OERERFRGSCTSXd7H0ieMAYHB+Pw4cP4/fffkZqaitTUVPz66684fPgwQkJCpA6PiIiIqMyTfEh669at2LJlC3x9fZVlzZo1g56eHtq1a4dFixZJFxwRERERSd/DmJmZCUtLy0LlFSpU4JA0ERERUSkgecLo5eWF8ePHIysrS1n27NkzhIaGwsvLS8LIiIiIiAgoBUPS8+bNQ5MmTVCpUiV4eHgAAKKjo6Grq4s//vhD4uiIiIioLHhfJp9IRfKE0d3dHVevXsXatWsRGxsLAOjQoQM6deoEPT09iaMjIiIiIkkTxtzcXLi6umLnzp3o1auXlKEQERERUTEkTRi1tLRUzl0kIiIikgKv9KKe5JNe+vfvj+nTpyMvL0/qUIiIiIioCJKfw3jmzBlERERg3759cHd3R7ly5VQe37Ztm0SRERERUVnBSS/qSZ4wmpiYoE2bNlKHQURERETFkCxhTExMhIODA1atWiVVCEREREQAwDMY/4Vk5zA6OjrCwcEB3bt3xy+//ILbt29LFQoRERERqSFZD+PBgwcRGRmJyMhIrF+/Hjk5OahSpQr8/f3h5+cHPz+/Ii8ZSERERETvlmQJo6+vL3x9fQEAWVlZOH78uDKBXL16tXKNxitXrkgVIhEREZUVHJNWS/JJLwCgq6sLf39/fPLJJ/Dz88OePXuwZMkS5ZVfiIiIiEg6kiaMOTk5OHnyJA4dOoTIyEicOnUKtra28Pb2xoIFC+Dj4yNleERERFRGcOFu9SRLGP39/XHq1Ck4ODjAx8cHffr0wbp162BtbS1VSERERERUBMkSxqNHj8La2hr+/v7w9fWFj48PzM3NpQqHiIiIiIoh2bI6qampWLp0KfT19TF9+nTY2NjA3d0dAwYMwJYtW/DgwQOpQiMiIqIyRiaT7vY+kAkhhNRBAMDTp09x7Ngx5fmM0dHRqFq1Ki5fvvzabW2LTv4/REhvooalsdQh0EtsTPWkDoGei0t+KnUI9Nzd9CypQ6DnPq9RQbJtZ+RIlw6V0y79WWOpmCUNAOXKlYOZmRnMzMxgamoKTU1NxMTESB0WERERlQGlP2WTlmQJo0KhwNmzZxEZGYlDhw7hzz//REZGBipWrAg/Pz8sXLgQfn5+UoVHRERERM9JljCamJggIyMDVlZW8PPzw9y5c+Hr6wtHR0epQiIiIiKiIkiWMM6cORN+fn5wdnaWKgQiIiKiAhyTVkuyhLFPnz5SbZqIiIiIXkOpmfRCREREJBVe6UU9ydZhJCIiIqI3s3DhQtjb20NXVxf169fH6dOn1dbfvHkzXF1doaurC3d3d+zevfu1tseEkYiIiMq892nh7o0bNyI4OBjjx49HVFQUPDw8EBgYiPv37xdZ//jx4+jQoQN69OiB8+fPo2XLlmjZsuVrrXVdahbufpu4cHfpwYW7Sxcu3F16cOHu0oMLd5ceUi7cnZUn2aah+5onCNavXx9169bFggULABQsVWhra4uBAwfi+++/L1S/ffv2yMjIwM6dO5VlH3/8MTw9PbF48eISbZM9jEREREQSys7ORlpamsotOzu7yLo5OTk4d+4cAgIClGVyuRwBAQE4ceJEkc85ceKESn0ACAwMLLZ+UT7ISS+tPaylDuE/y87OxtSpUzFy5Ejo6OhIHU6ZxmNRenxIx6K2vZHUIfwnH9KxAN7vYwF8aMdDGq/by/c2TfhhKkJDQ1XKxo8fjwkTJhSq+/DhQ+Tn58PS0lKl3NLSErGxsUW2f/fu3SLr3717t8QxsoexlMrOzkZoaGixf2HQu8NjUXrwWJQePBalC4/H+23kyJF48uSJym3kyJFSh6Xig+xhJCIiInpf6OjolLhnuHz58tDQ0MC9e/dUyu/duwcrK6sin2NlZfVa9YvCHkYiIiKi94S2tjZq166NiIgIZZlCoUBERAS8vLyKfI6Xl5dKfQDYv39/sfWLwh5GIiIiovdIcHAwgoKCUKdOHdSrVw/z5s1DRkYGunXrBgDo0qULKlasiKlTpwIABg8eDB8fH8yePRuff/45NmzYgLNnz2Lp0qUl3iYTxlJKR0cH48eP58nLpQCPRenBY1F68FiULjweZUv79u3x4MEDjBs3Dnfv3oWnpyf27t2rnNhy8+ZNyOX/DCI3aNAA69atw5gxYzBq1ChUrVoVO3bsQI0aNUq8zQ9yHUYiIiIient4DiMRERERqcWEkYiIiIjUYsJIRERERGoxYaT3nr29PebNmyd1GEREBH4nf6iYMEqoa9eukMlkmDZtmkr5jh07IJPJJIrq3fH19cV3331XqDw8PBwmJiYlbufMmTPo3bv32wvsLXvd/XkdEyZMgKenZ4nq3r17FwMHDkSVKlWgo6MDW1tbNG/evNDaXKXF//N1o+IJIRAQEIDAwMBCj/30008wMTHB7du3JYjs7Vi8eDEMDQ2Rl5enLEtPT4eWlhZ8fX1V6kZGRkImkyEhIeEdR/l+KO4zWtq/k+nNMGGUmK6uLqZPn47Hjx9LHcp7y8LCAvr6+lKHUaTc3FypQwAAJCUloXbt2jh48CBmzpyJS5cuYe/evfDz80P//v3fuN2cnJwiy0vLfr8vStPrJZPJsGrVKpw6dQpLlixRlicmJmL48OGYP38+KlWqJGGE/42fnx/S09Nx9uxZZdnRo0dhZWWFU6dOISsrS1l+6NAh2NnZwdHRsVA7xb33qXR/J9ObY8IosYCAAFhZWSkX1yzK1q1bUb16dejo6MDe3h6zZ89+hxFKq2vXrmjZsiVmzZoFa2trmJubo3///io/sK8Of8hkMixZsgRffPEF9PX14ebmhhMnTuDatWvw9fVFuXLl0KBBA5Vegxc9dUuWLIGtrS309fXRrl07PHnyRFlHoVBg4sSJqFSpEnR0dJTrXr2QlJQEmUyGjRs3wsfHB7q6uli7di26deuGJ0+eQCaTQSaTKS8mv2bNGtSpUweGhoawsrJCx44dcf/+fWV7L3o3IiIiUKdOHejr66NBgwaIi4sDUPDXfWhoKKKjo5Vth4eHF/k69uvXDzKZDKdPn0abNm3g7OyM6tWrIzg4GCdPnlTWu3nzJlq0aAEDAwMYGRmhXbt2KpeTevE6LV++HA4ODtDV1VW+5osWLcKXX36JcuXKYfLkyQCAX3/9FbVq1YKuri6qVKmC0NBQlZ6d1NRU9OnTB5aWltDV1UWNGjWwc+dOREZGFvu6vSohIQEtWrSApaUlDAwMULduXRw4cECljr29PaZMmYLu3bvD0NAQdnZ2KgvW5uTkYMCAAbC2toauri4qV66s/EwOHToUX3zxhbLuvHnzIJPJVI69k5MTli9frry/fPlyuLm5QVdXF66urvjpp5+UjxX3PilNbG1t8eOPP2Lo0KFITEyEEAI9evRA48aN8dFHH6Fp06YwMDCApaUlOnfujIcPHyqfu2XLFri7u0NPTw/m5uYICAhARkaGhHujysXFBdbW1oiMjFSWRUZGokWLFnBwcFD5PERGRsLPzw/AP99FkydPho2NDVxcXAAAly5dgr+/v3J/e/fujfT0dGUbJfkOS05Oxueffw49PT04ODhg3bp1/zqsm5+fj+DgYJiYmMDc3BzDhw9HUFAQWrZsqaxTVBuenp4qn6XU1FT07NkTFhYWMDIygr+/P6Kjo5WPR0dHw8/PD4aGhjAyMkLt2rVx9uxZtZ/RV7db0u+VNWvWwN7eHsbGxvj666/x9OnTYvefJCBIMkFBQaJFixZi27ZtQldXV9y6dUsIIcT27dvFi0Nz9uxZIZfLxcSJE0VcXJxYtWqV0NPTE6tWrZIw8rfDx8dHDB48uFD5qlWrhLGxsRCi4DUyMjISffv2FTExMeL3338X+vr6YunSpcr6lStXFnPnzlXeByAqVqwoNm7cKOLi4kTLli2Fvb298Pf3F3v37hV//fWX+Pjjj0WTJk2Uzxk/frwoV66c8Pf3F+fPnxeHDx8WTk5OomPHjso6c+bMEUZGRmL9+vUiNjZWDB8+XGhpaYn4+HghhBCJiYkCgLC3txdbt24V169fF0lJSWLevHnCyMhIJCcni+TkZPH06VMhhBArVqwQu3fvFgkJCeLEiRPCy8tLNG3aVLm9Q4cOCQCifv36IjIyUly5ckV8+umnokGDBkIIITIzM0VISIioXr26su3MzMxCr2dKSoqQyWRiypQpao9Hfn6+8PT0FJ988ok4e/asOHnypKhdu7bw8fEp9Do1adJEREVFiejoaOVrXqFCBbFy5UqRkJAgbty4IY4cOSKMjIxEeHi4SEhIEPv27RP29vZiwoQJyu19/PHHonr16mLfvn0iISFB/P7772L37t0iOzu72NftVRcuXBCLFy8Wly5dEvHx8WLMmDFCV1dX3LhxQ+U9YmZmJhYuXCiuXr0qpk6dKuRyuYiNjRVCCDFz5kxha2srjhw5IpKSksTRo0fFunXrhBBC/Pbbb8LY2Fjk5eUJIYRo2bKlKF++vBgxYoQQQojbt28LAOLq1atCCCF++eUXYW1trXwPbN26VZiZmYnw8PBi3yd37txRe2yk0qJFC+Hr6yvCwsKEhYWFuH//vrCwsBAjR44UMTExIioqSnz22WfCz89PCCHEnTt3hKamppgzZ45ITEwUFy9eFAsXLiz22EmlY8eOonHjxsr7devWFZs3bxZ9+/YV48aNE0IUfL50dHSUxy0oKEgYGBiIzp07i8uXL4vLly+L9PR0YW1tLVq3bi0uXbokIiIihIODgwgKClK2XZLvsICAAOHp6SlOnjwpzp07J3x8fISenp7K99qrpk+fLkxNTcXWrVvFX3/9JXr06CEMDQ1FixYtlHVe/W4UQggPDw8xfvx4lW03b95cnDlzRsTHx4uQkBBhbm4uUlJShBBCVK9eXXzzzTciJiZGxMfHi02bNokLFy6o/Yy+vN2Sfq8YGBgoX8cjR44IKysrMWrUqH87lPQOMWGU0IuEUQghPv74Y9G9e3chhGrC2LFjR/HZZ5+pPG/YsGGiWrVq7zTW/4eSJoyVK1dW/lgLIcRXX30l2rdvr7xfVMI4ZswY5f0TJ04IAGLFihXKsvXr1wtdXV3l/fHjxwsNDQ1x+/ZtZdmePXuEXC4XycnJQgghbGxsxOTJk1VirVu3rujXr58Q4p9EYN68ecXujzpnzpwRAJRfui8SxgMHDijr7Nq1SwAQz549U8bt4eGhtt1Tp04JAGLbtm1q6+3bt09oaGiImzdvKsuuXLkiAIjTp08rt6elpSXu37+v8lwA4rvvvlMpa9SoUaEkdc2aNcLa2loIIcQff/wh5HK5iIuLKzKekr5uRalevbqYP3++8n7lypXFN998o7yvUChEhQoVxKJFi4QQQgwcOFD4+/sLhUJRqK3Hjx8LuVwuzpw5IxQKhTAzMxNTp04V9evXF0IUJIgVK1ZU1nd0dFQmmy9MmjRJeHl5CSGKf5+URvfu3RPly5cXcrlcbN++XUyaNEkl0RJCiFu3bgkAIi4uTpw7d04AEElJSRJFXDLLli0T5cqVE7m5uSItLU1oamqK+/fvi3Xr1glvb28hhBARERECgPIPj6CgIGFpaSmys7OV7SxdulSYmpqK9PR0ZdmuXbuEXC4Xd+/eVT5P3XdYTEyMACDOnDmjfPzq1asCgNqE0draWsyYMUN5Pzc3V1SqVOm1EsajR48KIyMjkZWVpVLH0dFRLFmyRAghhKGhoTJpflVxn9GXt1vS7xV9fX2RlpamrDNs2DDlZ4xKBw5JlxLTp0/H6tWrERMTo1IeExODhg0bqpQ1bNgQV69eRX5+/rsMUTLVq1eHhoaG8r61tbXK0G1Ratasqfz/i0slubu7q5RlZWUhLS1NWWZnZ4eKFSsq73t5eUGhUCAuLg5paWm4c+dOkcfi1WNWp06dEu3XuXPn0Lx5c9jZ2cHQ0BA+Pj4ACoZvitsXa2trAPjX/X+ZKOHFnGJiYmBrawtbW1tlWbVq1WBiYqKyj5UrV4aFhUWh57+639HR0Zg4cSIMDAyUt169eiE5ORmZmZm4cOECKlWqBGdn5xLvS1HS09MxdOhQuLm5wcTEBAYGBoiJiVH7OspkMlhZWSlfx65du+LChQtwcXHBoEGDsG/fPmVdExMTeHh4IDIyEpcuXYK2tjZ69+6N8+fPIz09HYcPH1Yeu4yMDCQkJKBHjx4q+/3DDz8UmjhR0veJlCpUqIA+ffrAzc0NLVu2RHR0NA4dOqSyb66urgAKTg3w8PBAo0aN4O7ujq+++grLli0rledn+/r6IiMjA2fOnMHRo0fh7OwMCwsL+Pj4KM9jjIyMRJUqVWBnZ6d8nru7O7S1tZX3Y2Ji4OHhgXLlyinLGjZsqPzeeEHdd1hcXBw0NTVRq1Yt5eNOTk4wNTUtNv4nT54gOTkZ9evXV5Zpamq+9nsqOjoa6enpMDc3VzmmiYmJyvdrcHAwevbsiYCAAEybNu21JwCV9HvF3t4ehoaGyvsl+Z6nd4vXki4lvL29ERgYiJEjR6Jr165Sh/NOGBkZqZwj+EJqaiqMjY2V97W0tFQel8lkUCgUatt++TkvZpwXVfZv7byJl388ipORkYHAwEAEBgZi7dq1sLCwwM2bNxEYGFjoZPr/GnfVqlUhk8kQGxtb4ueoU9z+vVqenp6O0NBQtG7dulBdXV1d6OnpvZV4hg4div3792PWrFlwcnKCnp4e2rZtq/Z1BFTfR7Vq1UJiYiL27NmDAwcOoF27dggICMCWLVsAFCQYkZGR0NHRgY+PD8zMzODm5oZjx47h8OHDCAkJUe4zACxbtkzlxxyASsIAlOx9UhpoampCU7PgpyI9PR3NmzfH9OnTC9WztraGhoYG9u/fj+PHj2Pfvn2YP38+Ro8ejVOnTsHBweFdh14sJycnVKpUCYcOHcLjx4+VCb+NjQ1sbW1x/PhxHDp0CP7+/irPe9Nj9ibfYW+DXC4v9Afjy+dOpqenFzqf84UXs58nTJiAjh07YteuXdizZw/Gjx+PDRs2oFWrVm81VqleIyo59jCWItOmTcPvv/+OEydOKMvc3Nzw559/qtT7888/4ezsXOgH6H3j4uKCqKioQuVRUVH/udfpTdy8eRN37txR3j958iTkcjlcXFxgZGQEGxubIo9FtWrV1Larra1dqDc4NjYWKSkpmDZtGj799FO4urq+0V/TRbX9KjMzMwQGBmLhwoVFTj5ITU0FUPBeu3XrFm7duqV87K+//kJqauq/7mNRatWqhbi4ODg5ORW6yeVy1KxZE7dv30Z8fPwb7xtQcAy6du2KVq1awd3dHVZWVkhKSnrteI2MjNC+fXssW7YMGzduxNatW/Ho0SMAgI+PD44dO4aIiAjl0iu+vr5Yv3494uPjlWWWlpawsbHB9evXC+1zaUqY3lStWrVw5coV2NvbF9q/F8mUTCZDw4YNERoaivPnz0NbWxvbt2+XOPLC/Pz8EBkZicjISJXldLy9vbFnzx6cPn1aOeGlOG5uboiOjlb5XP3555/K742ScHFxQV5eHs6fP68su3btmtqeWWNjY1hbW+PUqVPKsry8PJw7d06lnoWFBZKTk5X309LSkJiYqLxfq1Yt3L17F5qamoWOZ/ny5ZX1nJ2dMWTIEOzbtw+tW7fGqlWrAJTsM/q2v1dIOkwYSxF3d3d06tQJYWFhyrKQkBBERERg0qRJiI+Px+rVq7FgwQIMHTpUwkjfjm+//Rbx8fEYNGgQLl68iLi4OMyZMwfr169X9ti8S7q6uggKCkJ0dDSOHj2KQYMGoV27drCysgIADBs2DNOnT8fGjRsRFxeH77//HhcuXMDgwYPVtmtvb4/09HRERETg4cOHyMzMhJ2dHbS1tTF//nxcv34dv/32GyZNmvTaMdvb2yMxMREXLlzAw4cPkZ2dXWS9hQsXIj8/H/Xq1cPWrVtx9epVxMTEICwsDF5eXgAKZuy/eA9GRUXh9OnT6NKlC3x8fN5o+HTcuHH4+eefERoaiitXriAmJgYbNmzAmDFjABQkYd7e3mjTpg3279+v7OF7Mfu4qNetKFWrVsW2bdtw4cIFREdHo2PHjq/dM/HifRcbG4v4+Hhs3rwZVlZWyl4Wb29vPH36FDt37lRJGNeuXQtra2uVP3BCQ0MxdepUhIWFIT4+HpcuXcKqVaswZ86c13wFS5/+/fvj0aNH6NChA86cOYOEhAT88ccf6NatG/Lz83Hq1ClMmTIFZ8+exc2bN7Ft2zY8ePAAbm5uUodeiJ+fH44dO4YLFy4oexiBgvflkiVLkJOT868JY6dOnZTfG5cvX8ahQ4cwcOBAdO7cWXkqzL9xdXVFQEAAevfujdOnT+P8+fPo3bs39PT01K7HO3jwYEybNg07duxAbGws+vXrp/zj7wV/f3+sWbMGR48exaVLlxAUFKTS0RAQEAAvLy+0bNkS+/btQ1JSEo4fP47Ro0fj7NmzePbsGQYMGIDIyEjcuHEDf/75J86cOaM8niX5jL7t7xWSDhPGUmbixIkqP3a1atXCpk2bsGHDBtSoUQPjxo3DxIkTP4hh6ypVquDIkSOIjY1FQEAA6tevj02bNmHz5s1o0qTJO4/HyckJrVu3RrNmzdC4cWPUrFlTZTmUQYMGITg4GCEhIXB3d8fevXvx22+/oWrVqmrbbdCgAfr27Yv27dvDwsICM2bMgIWFBcLDw7F582ZUq1YN06ZNw6xZs1475jZt2qBJkybw8/ODhYUF1q9fX2S9KlWqICoqCn5+fggJCUGNGjXw2WefISIiAosWLQJQ0DP066+/wtTUFN7e3ggICECVKlWwcePG144LAAIDA7Fz507s27cPdevWxccff4y5c+eicuXKyjpbt25F3bp10aFDB1SrVg3Dhw9X9lgU9boVZc6cOTA1NUWDBg3QvHlzBAYGqpwPVhKGhoaYMWMG6tSpg7p16yIpKQm7d++GXF7wFWlqagp3d3dYWFgoz9nz9vaGQqFQSTYAoGfPnli+fDlWrVoFd3d3+Pj4IDw8/IPoYXzRy56fn4/GjRvD3d0d3333HUxMTCCXy2FkZIQjR46gWbNmcHZ2xpgxYzB79mw0bdpU6tAL8fPzw7Nnz+Dk5KSS3Pn4+ODp06fK5XfU0dfXxx9//IFHjx6hbt26aNu2LRo1aoQFCxa8Viw///wzLC0t4e3tjVatWqFXr14wNDRULltVlJCQEHTu3BlBQUHw8vKCoaFhoWHikSNHwsfHB1988QU+//xztGzZUmVNSZlMht27d8Pb2xvdunWDs7Mzvv76a9y4cQOWlpbQ0NBASkoKunTpAmdnZ7Rr1w5NmzZFaGgogJJ9Rt/29wpJRyZKekY80QdswoQJ2LFjBy5cuCB1KERUxt2+fRu2trY4cOAAGjVqVOLnde3aFampqdixY8f/LzgqszjphYiISEIHDx5Eeno63N3dkZycjOHDh8Pe3h7e3t5Sh0akxISRiIhIQrm5uRg1ahSuX78OQ0NDNGjQAGvXri00c5hIShySJiIiIiK1OOmFiIiIiNRiwkhEREREajFhJCIiIiK1mDASERERkVpMGImIiIhILSaMRPSfde3aFS1btlTe9/X1xXfffffO44iMjIRMJit0ibSXyWSy11rYeMKECfD09PxPcSUlJUEmk3FheCJ6bzFhJPpAde3aFTKZDDKZDNra2nBycsLEiRORl5f3f9/2tm3bSnxt7JIkeUREJC0u3E30AWvSpAlWrVqF7Oxs7N69G/3794eWlhZGjhxZqG5OTg60tbXfynbNzMzeSjtERFQ6sIeR6AOmo6MDKysrVK5cGd9++y0CAgLw22+/AfhnGHny5MmwsbGBi4sLAODWrVto164dTExMYGZmhhYtWiApKUnZZn5+PoKDg2FiYgJzc3MMHz4cr67//+qQdHZ2NkaMGAFbW1vo6OjAyckJK1asQFJSEvz8/AAApqamkMlk6Nq1KwBAoVBg6tSpcHBwgJ6eHjw8PLBlyxaV7ezevRvOzs7Q09ODn5+fSpwlNWLECDg7O0NfXx9VqlTB2LFjkZubW6jekiVLYGtrC319fbRr1w5PnjxReXz58uVwc3ODrq4uXF1d8dNPPxW7zcePH6NTp06wsLCAnp4eqlatilWrVr127ERE7wp7GInKED09PaSkpCjvR0REwMjICPv37wdQcImywMBAeHl54ejRo9DU1MQPP/yAJk2a4OLFi9DW1sbs2bMRHh6OlStXws3NDbNnz8b27dvh7+9f7Ha7dOmCEydOICwsDB4eHkhMTMTDhw9ha2uLrVu3ok2bNoiLi4ORkRH09PQAAFOnTsUvv/yCxYsXo2rVqjhy5Ai++eYbWFhYwMfHB7du3ULr1q3Rv39/9O7dG2fPnkVISMhrvyaGhoYIDw+HjY0NLl26hF69esHQ0BDDhw9X1rl27Ro2bdqE33//HWlpaejRowf69euHtWvXAgDWrl2LcePGYcGCBfjoo49w/vx59OrVC+XKlUNQUFChbY4dOxZ//fUX9uzZg/Lly+PatWt49uzZa8dORPTOCCL6IAUFBYkWLVoIIYRQKBRi//79QkdHRwwdOlT5uKWlpcjOzlY+Z82aNcLFxUUoFAplWXZ2ttDT0xN//PGHEEIIa2trMWPGDOXjubm5olKlSsptCSGEj4+PGDx4sBBCiLi4OAFA7N+/v8g4Dx06JACIx48fK8uysrKEvr6+OH78uErdHj16iA4dOgghhBg5cqSoVq2ayuMjRowo1NarAIjt27cX+/jMmTNF7dq1lffHjx8vNDQ0xO3bt5Vle/bsEXK5XCQnJwshhHB0dBTr1q1TaWfSpEnCy8tLCCFEYmKiACDOnz8vhBCiefPmolu3bsXGQERU2rCHkegDtnPnThgYGCA3NxcKhQIdO3bEhAkTlI+7u7urnLcYHR2Na9euwdDQUKWdrKwsJCQk4MmTJ0hOTkb9+vWVj2lqaqJOnTqFhqVfuHDhAjQ0NODj41PiuK9du4bMzEx89tlnKuU5OTn46KOPAAAxMTEqcQCAl5dXibfxwsaNGxEWFoaEhASkp6cjLy8PRkZGKnXs7OxQsWJFle0oFArExcXB0NAQCQkJ6NGjB3r16qWsk5eXB2Nj4yK3+e2336JNmzaIiopC48aN0bJlSzRo0OC1YycieleYMBJ9wPz8/LBo0SJoa2vDxsYGmpqqH/ly5cqp3E9PT0ft2rWVQ60vs7CweKMYXgwxv4709HQAwK5du1QSNaDgvMy35cSJE+jUqRNCQ0MRGBgIY2NjbNiwAbNnz37tWJctW1YogdXQ0CjyOU2bNsWNGzewe/du7N+/H40aNUL//v0xa9asN98ZIqL/IyaMRB+wcuXKwcnJqcT1a9WqhY0bN6JChQqFetlesLa2xqlTp+Dt7Q2goCft3LlzqFWrVpH13d3doVAocPjwYQQEBBR6/EUPZ35+vrKsWrVq0NHRwc2bN4vtmXRzc1NO4Hnh5MmT/76TLzl+/DgqV66M0aNHK8tu3LhRqN7Nmzdx584d2NjYKLcjl8vh4uICS0tL2NjY4Pr16+jUqVOJt21hYYGgoCAEBQXh008/xbBhw5gwElGpxVnSRKTUqVMnlC9fHi1atMDRo0eRmJiIyMhIDBo0CLdv3wYADB48GNOmTcOOHTsQGxuLfv36qV1D0d7eHkFBQejevTt27NihbHPTpk0AgMqVK0Mmk2Hnzp148OAB0tPTYWhoiKFDh2LIkCFYvXo1EhISEBUVhfnz52P16tUAgL59++Lq1asYNmwY4uLisG7dOoSHh7/W/latWhU3b97Ehg0bkJCQgLCwMGzfvr1QPV1dXQQFBSE6OhpHjx7FoEGD0K5dO1hZWQEAQkNDMXXqVISFhSE+Ph6XLl3CqlWrMGfOnCK3O27cOPz666+4du0arly5gp07d8LNze21YiciepeYMBKRkr6+Po4cOQI7Ozu0bt0abm5u6NGjB7KyspQ9jiEhIejcuTOCgoLg5eUFQ0NDtGrVSm27ixYtQtu2bdGvXz+4urqiV69eyMjIAABUrFgRoaGh+P7772FpaYkBAwYAACZNmoSxY8di6tSpcHNzQ5MmTbBr1y44ODgAKDivcOvWrdixYwc8PDywePFiTJky5bX298svv8SQIUMwYMAAeHp64vjx4xg7dmyhek5OTmjdujWaNWuGxo0bo2bNmirL5vTs2RPLly/HqlWr4O7uDh8fH4SHhytjfZW2tjZGjhyJmjVrwtvbGxoaGtiwYcNrxU5E9C7JRHFnqhMRERERgT2MRERERPQvmDASERERkVpMGImIiIhILSaMRERERKQWE0YiIiIiUosJIxERERGpxYSRiIiIiNRiwkhEREREajFhJCIiIiK1mDASERERkVpMGImIiIhIrf8Byrpa11nisEsAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf\n","不是 1234\n","是 861\n","不重要 772\n","问法错误 89\n","回答正确 44\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/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf\n","不是 1404\n","是 897\n","不重要 629\n","问法错误 36\n","回答正确 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqwAAAHSCAYAAAApApkcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABsFklEQVR4nO3deVxO6f8/8NfdnupuoxJt9mRfJ8aSovBB+AxmGkIjW/Yx+Ix9BmMdDGOZDTOWwdjGzGSyJJFQypaELIMKqSQt6vr94df5ulW2ueuceD0fj/vBfZ3rnPM+59z33fu+7uu6jkoIIUBEREREpFA6cgdARERERPQiTFiJiIiISNGYsBIRERGRojFhJSIiIiJFY8JKRERERIrGhJWIiIiIFI0JKxEREREpmp7cAZSWgoIC3L59G2ZmZlCpVHKHQ0RERETPEULg4cOHsLe3h45Oye2ob23Cevv2bTg4OMgdBhERERG9xM2bN1G1atUSl7+1CauZmRmApydArVbLHA0RERERPS8jIwMODg5S3laStzZhLewGoFarmbASERERKdjLum9y0BURERERKRoTViIiIiJSNCasRERERKRoTFgVKCwsDN26dYO9vT1UKhV27dpVYt1hw4ZBpVJh6dKlGuWpqanw8/ODWq2GhYUFAgICkJmZWew2Ll++DDMzM1hYWGjvIIiIiIi0hAmrAj169AgNGzbEypUrX1hv586dOH78OOzt7Yss8/Pzw/nz5xESEoK9e/ciLCwMgYGBRerl5eXhww8/RJs2bbQWPxEREZE2vbWzBJRnnTt3RufOnV9Y59atWxg1ahT27duHrl27aiyLi4tDcHAwTp48iWbNmgEAvvnmG3Tp0gWLFi3SSHCnTp2KOnXqwNPTE8eOHdP+wRARERH9S2xhLYcKCgrQv39/TJw4EW5ubkWWR0REwMLCQkpWAcDLyws6OjqIjIyUyg4ePIht27a9tCWXiIiISE5sYS2H5s+fDz09PYwePbrY5UlJSbCxsdEo09PTg5WVFZKSkgAA9+/fx8CBA/HLL79wnloiIiJSNCas5UxUVBSWLVuG6Ojol06y+yJDhgzBRx99hLZt22oxOiIiIiLte+0uAWU1gv3MmTNo06YNjIyM4ODggAULFrxuqG+lI0eOICUlBY6OjtDT04Oenh6uX7+OCRMmwNnZGQBgZ2eHlJQUjfWePHmC1NRU2NnZAXjaHWDRokXSNgICApCeng49PT38+OOPZX1YRERERCV67RbWwhHsgwcPRq9evUqs97IR7Hfu3EFISAjy8vIwaNAgBAYGYtOmTQCe3le2U6dO8PLywurVq3H27FkMHjwYFhYWxY50f5f0798fXl5eGmXe3t7o378/Bg0aBABwd3dHWloaoqKi0LRpUwBPE9SCggK0bNkSwNN+rvn5+dI2du/ejfnz5+PYsWOoUqVKGR0NERER0cu9dsJaFiPYN27ciNzcXPz4448wMDCAm5sbYmJisGTJknciYc3MzMTly5el54mJiYiJiYGVlRUcHR1hbW2tUV9fXx92dnaoXbs2AMDV1RU+Pj4YMmQIVq9ejby8PAQFBaFfv37SFwhXV1eNbZw6dQo6OjqoV69eKR8dERER0evReh/WfzuCvWfPnoiIiEDbtm1hYGAg1fH29sb8+fPx4MEDWFpaFtluTk4OcnJypOcZGRlaPrLX4zz5jzdeN/vGGSRv/p/0fPz48QAAk3qeqNh1XJH6/zx4jNm/X8DSpP/bZ34tf6ReX4332rQHoEKF2q0QbterxLgyz8YiI/vJv4obAK591fXllYiIiIheg9YTVm2MYE9KSoKLi4tGHVtbW2lZcQnrvHnzMGvWLG0cguyMHBvAadLeV65fdXjRPqe6xmao1H3iK2/DtL4XTOt7vbwiERERURnT6jyshSPY161b969GsL+JKVOmID09XXrcvHmzTPdPRERERKVDqwmrtkaw29nZITk5WaNO4fPCOs8zNDSEWq3WeBARERFR+afVhLV///44c+YMYmJipIe9vT0mTpyIffv2AdAcwV7o+RHs7u7uCAsLQ15enlQnJCQEtWvXLrY7ABERERG9vV67D2tZjGD/6KOPMGvWLAQEBGDSpEk4d+4cli1bhq+//vrfHCsRERERlUOvnbCeOnUKHh4e0vPCEez+/v5Yt27dK21j48aNCAoKgqenJ3R0dNC7d28sX75cWm5ubo6///4bI0eORNOmTVGxYkVMnz79nZjSioiIiIg0qYQQQu4gSkNGRgbMzc2Rnp4uS3/Wfzs9VHnFaa2IiIjoVb1qvqbVPqxERERERNrGhJWIiIiIFI0JKxEREREpGhNWIiIiIlI0JqxEREREpGhMWImIiIhI0ZiwEhEREZGiMWElIiIiIkVjwkpEREREisaElYiIiIgUjQkrERERESkaE1YiIiIiUjQmrERERESkaExYiYiIiEjRmLASERERkaIxYSUiIiIiRWPCSkRERESKxoSViIiIiBSNCSsRERERKRoTViIiIiJSNCasRERERKRoTFiJiIiISNGYsBIRERGRojFhJSIiIiJFY8JKRERERIrGhJWIiIiIFI0JKxEREREpGhNWIiIiIlI0JqxEREREpGhMWImIiIhI0ZiwEhEREZGivXbCGhYWhm7dusHe3h4qlQq7du2SluXl5WHSpEmoX78+TExMYG9vjwEDBuD27dsa20hNTYWfnx/UajUsLCwQEBCAzMxMjTpnzpxBmzZtYGRkBAcHByxYsODNjpCIiIiIyrXXTlgfPXqEhg0bYuXKlUWWZWVlITo6GtOmTUN0dDR27NiB+Ph4dO/eXaOen58fzp8/j5CQEOzduxdhYWEIDAyUlmdkZKBTp05wcnJCVFQUFi5ciJkzZ2Lt2rVvcIhEREREVJ6phBDijVdWqbBz5074+vqWWOfkyZNo0aIFrl+/DkdHR8TFxaFu3bo4efIkmjVrBgAIDg5Gly5d8M8//8De3h6rVq3C559/jqSkJBgYGAAAJk+ejF27duHixYuvFFtGRgbMzc2Rnp4OtVr9pof4xpwn/1Hm+1SCa191lTsEIiIiKideNV8r9T6s6enpUKlUsLCwAABERETAwsJCSlYBwMvLCzo6OoiMjJTqtG3bVkpWAcDb2xvx8fF48OBBsfvJyclBRkaGxoOIiIiIyr9STVizs7MxadIkfPjhh1LWnJSUBBsbG416enp6sLKyQlJSklTH1tZWo07h88I6z5s3bx7Mzc2lh4ODg7YPh4iIiIhkUGoJa15eHvr06QMhBFatWlVau5FMmTIF6enp0uPmzZulvk8iIiIiKn16pbHRwmT1+vXrOHjwoEafBDs7O6SkpGjUf/LkCVJTU2FnZyfVSU5O1qhT+LywzvMMDQ1haGiozcMgIiIiIgXQegtrYbKakJCA/fv3w9raWmO5u7s70tLSEBUVJZUdPHgQBQUFaNmypVQnLCwMeXl5Up2QkBDUrl0blpaW2g6ZiIiIiBTstRPWzMxMxMTEICYmBgCQmJiImJgY3LhxA3l5efjvf/+LU6dOYePGjcjPz0dSUhKSkpKQm5sLAHB1dYWPjw+GDBmCEydO4OjRowgKCkK/fv1gb28PAPjoo49gYGCAgIAAnD9/Hr/++iuWLVuG8ePHa+/IiYiIiKhceO1prUJDQ+Hh4VGk3N/fHzNnzoSLi0ux6x06dAjt27cH8PTGAUFBQfj999+ho6OD3r17Y/ny5TA1NZXqnzlzBiNHjsTJkydRsWJFjBo1CpMmTXrlODmtlTw4rRURERG9qlfN1/7VPKxKxoRVHkxYiYiI6FUpZh5WIiIiIqJ/gwkrERERESkaE1YiIiIiUjQmrERERESkaExYiYiIiEjRmLASERERkaIxYSUiIiIiRWPCSkRERESKxoSViIiIiBSNCSsRERERKRoTViIiIiJSNCasRERERKRoTFiJiIiISNGYsBIRERGRojFhJSIiIiJFY8JKRERERIrGhJWIiIiIFI0JKxEREREpGhNWIiIiIlI0JqxEREREpGhMWImIiIhI0ZiwEhEREZGiMWElIiIiIkVjwkpEREREisaElYiIiIgUjQkrERERESkaE1YiIiIiUjQmrERERESkaExYiYiIiEjRmLASERERkaIxYSUiIiIiRXvthDUsLAzdunWDvb09VCoVdu3apbFcCIHp06ejcuXKMDY2hpeXFxISEjTqpKamws/PD2q1GhYWFggICEBmZqZGnTNnzqBNmzYwMjKCg4MDFixY8PpHR0RERETl3msnrI8ePULDhg2xcuXKYpcvWLAAy5cvx+rVqxEZGQkTExN4e3sjOztbquPn54fz588jJCQEe/fuRVhYGAIDA6XlGRkZ6NSpE5ycnBAVFYWFCxdi5syZWLt27RscIhERERGVZyohhHjjlVUq7Ny5E76+vgCetq7a29tjwoQJ+PTTTwEA6enpsLW1xbp169CvXz/ExcWhbt26OHnyJJo1awYACA4ORpcuXfDPP//A3t4eq1atwueff46kpCQYGBgAACZPnoxdu3bh4sWLxcaSk5ODnJwc6XlGRgYcHByQnp4OtVr9pof4xpwn/1Hm+1SCa191lTsEIiIiKicyMjJgbm7+0nxNq31YExMTkZSUBC8vL6nM3NwcLVu2REREBAAgIiICFhYWUrIKAF5eXtDR0UFkZKRUp23btlKyCgDe3t6Ij4/HgwcPit33vHnzYG5uLj0cHBy0eWhEREREJBOtJqxJSUkAAFtbW41yW1tbaVlSUhJsbGw0luvp6cHKykqjTnHbeHYfz5syZQrS09Olx82bN//9ARERERGR7PTkDkBbDA0NYWhoKHcYRERERKRlWm1htbOzAwAkJydrlCcnJ0vL7OzskJKSorH8yZMnSE1N1ahT3Dae3QcRERERvRu0mrC6uLjAzs4OBw4ckMoyMjIQGRkJd3d3AIC7uzvS0tIQFRUl1Tl48CAKCgrQsmVLqU5YWBjy8vKkOiEhIahduzYsLS21GTIRERERKdxrJ6yZmZmIiYlBTEwMgKcDrWJiYnDjxg2oVCqMHTsWX375Jfbs2YOzZ89iwIABsLe3l2YScHV1hY+PD4YMGYITJ07g6NGjCAoKQr9+/WBvbw8A+Oijj2BgYICAgACcP38ev/76K5YtW4bx48dr7cCJiIiIqHx47T6sp06dgoeHh/S8MIn09/fHunXr8Nlnn+HRo0cIDAxEWloa3n//fQQHB8PIyEhaZ+PGjQgKCoKnpyd0dHTQu3dvLF++XFpubm6Ov//+GyNHjkTTpk1RsWJFTJ8+XWOuViIiIiJ6N/yreViV7FXn9SotnIeViIiI6MVkmYeViIiIiEjbmLASERERkaIxYSUiIiIiRWPCSkRERESKxoSViIiIiBSNCSuRwuTn52PatGlwcXGBsbExqlevji+++ALPTuiRnJyMgQMHwt7eHhUqVICPjw8SEhKk5deuXYNKpSr2sW3bNjkOi4iI6I299jysRFS65s+fj1WrVmH9+vVwc3PDqVOnMGjQIJibm2P06NEQQsDX1xf6+vrYvXs31Go1lixZAi8vL1y4cAEmJiZwcHDAnTt3NLa7du1aLFy4EJ07d5bpyIiIiN4ME1YihTl27Bh69OiBrl2fzmnr7OyMzZs348SJEwCAhIQEHD9+HOfOnYObmxsAYNWqVbCzs8PmzZvxySefQFdXF3Z2dhrb3blzJ/r06QNTU9OyPSAiIqJ/iV0CiBSmVatWOHDgAC5dugQAiI2NRXh4uNQympOTAwAad4/T0dGBoaEhwsPDi91mVFQUYmJiEBAQUMrRExERaR9bWIkUZvLkycjIyECdOnWgq6uL/Px8zJkzB35+fgCAOnXqwNHREVOmTMGaNWtgYmKCr7/+Gv/880+RbgCFfvjhB7i6uqJVq1ZleShERERawRZWIoXZunUrNm7ciE2bNiE6Ohrr16/HokWLsH79egCAvr4+duzYgUuXLsHKygoVKlTAoUOH0LlzZ+joFH1LP378GJs2bWLrKhERlVtsYSVSmIkTJ2Ly5Mno168fAKB+/fq4fv065s2bB39/fwBA06ZNERMTg/T0dOTm5qJSpUpo2bIlmjVrVmR727dvR1ZWFgYMGFCmx0FERKQtbGElUpisrKwiLaW6urooKCgoUtfc3ByVKlVCQkICTp06hR49ehSp88MPP6B79+6oVKlSqcVMRERUmtjCSqQw3bp1w5w5c+Do6Ag3NzecPn0aS5YsweDBg6U627ZtQ6VKleDo6IizZ89izJgx8PX1RadOnTS2dfnyZYSFheHPP/8s68MgIiLSGiasRFrgPPkPrW2rwLIrMuweoMdHg1CQlQ5dUytUcPXElgJ3/Pr/95Nxaj8yTuxA/qM06JpawtStA05V61ckjgeH10PHtCKGHsqDKlR7MRa69lVXrW+TiIjoeUxYiRRGx7ACrLwCYeUVWGIddbPuUDfr/tJtWbbzh2U7f22GR0REVObYh5WIiIiIFI0JKxEREREpGhNWIiIiIlI0JqxEREREpGhMWImIiIhI0ZiwEhEREZGiMWElIiIiIkVjwkpEREREisaElYiIiIgUjQkrERERESkaE1YiIiIiUjQmrERERESkaExYiYiIiEjRmLASERERkaJpPWHNz8/HtGnT4OLiAmNjY1SvXh1ffPEFhBBSHSEEpk+fjsqVK8PY2BheXl5ISEjQ2E5qair8/PygVqthYWGBgIAAZGZmajtcIiIiIlI4rSes8+fPx6pVq7BixQrExcVh/vz5WLBgAb755hupzoIFC7B8+XKsXr0akZGRMDExgbe3N7Kzs6U6fn5+OH/+PEJCQrB3716EhYUhMDBQ2+ESERERkcLpaXuDx44dQ48ePdC1a1cAgLOzMzZv3owTJ04AeNq6unTpUkydOhU9evQAAGzYsAG2trbYtWsX+vXrh7i4OAQHB+PkyZNo1qwZAOCbb75Bly5dsGjRItjb22s7bCIiIiJSKK23sLZq1QoHDhzApUuXAACxsbEIDw9H586dAQCJiYlISkqCl5eXtI65uTlatmyJiIgIAEBERAQsLCykZBUAvLy8oKOjg8jIyGL3m5OTg4yMDI0HEREREZV/Wm9hnTx5MjIyMlCnTh3o6uoiPz8fc+bMgZ+fHwAgKSkJAGBra6uxnq2trbQsKSkJNjY2moHq6cHKykqq87x58+Zh1qxZ2j4cIiIiIpKZ1ltYt27dio0bN2LTpk2Ijo7G+vXrsWjRIqxfv17bu9IwZcoUpKenS4+bN2+W6v6IiIiIqGxovYV14sSJmDx5Mvr16wcAqF+/Pq5fv4558+bB398fdnZ2AIDk5GRUrlxZWi85ORmNGjUCANjZ2SElJUVju0+ePEFqaqq0/vMMDQ1haGio7cMhIiIiIplpvYU1KysLOjqam9XV1UVBQQEAwMXFBXZ2djhw4IC0PCMjA5GRkXB3dwcAuLu7Iy0tDVFRUVKdgwcPoqCgAC1bttR2yERERESkYFpvYe3WrRvmzJkDR0dHuLm54fTp01iyZAkGDx4MAFCpVBg7diy+/PJL1KxZEy4uLpg2bRrs7e3h6+sLAHB1dYWPjw+GDBmC1atXIy8vD0FBQejXrx9nCCAiIiJ6x2g9Yf3mm28wbdo0jBgxAikpKbC3t8fQoUMxffp0qc5nn32GR48eITAwEGlpaXj//fcRHBwMIyMjqc7GjRsRFBQET09P6OjooHfv3li+fLm2wyUiIiIihVOJZ29B9RbJyMiAubk50tPToVary3z/zpP/KPN9KsG1r7rKHYIseL2JiIhe36vma1rvw0pEREREpE1MWImIiIhI0ZiwEhEREZGiMWElIiIiIkVjwkpEREREisaElYiIiIgUjQkrERERESkaE1YiIiIiUjQmrERERESkaExYiYiIiEjRmLASERERkaIxYSUiIiIiRWPCSkRERESKxoSViIiIiBSNCSsRERERKRoTViIiIiJSNCasRERERKRoTFiJiIiISNGYsBIRERGRojFhJSIiIiJFY8JKRCSzW7du4eOPP4a1tTWMjY1Rv359nDp1CgCQl5eHSZMmoX79+jAxMYG9vT0GDBiA27dva2wjOjoaHTt2hIWFBaytrREYGIjMzEw5DoeISOuYsBIRyejBgwdo3bo19PX18ddff+HChQtYvHgxLC0tAQBZWVmIjo7GtGnTEB0djR07diA+Ph7du3eXtnH79m14eXmhRo0aiIyMRHBwMM6fP4+BAwfKdFRERNqlJ3cARETvsvnz58PBwQE//fSTVObi4iL939zcHCEhIRrrrFixAi1atMCNGzfg6OiIvXv3Ql9fHytXroSOztN2iNWrV6NBgwa4fPkyatSoUTYHQ0RUStjCSkQkoz179qBZs2b44IMPYGNjg8aNG+O777574Trp6elQqVSwsLAAAOTk5MDAwEBKVgHA2NgYABAeHl5qsRMRlRUmrEREMrp69SpWrVqFmjVrYt++fRg+fDhGjx6N9evXF1s/OzsbkyZNwocffgi1Wg0A6NChA5KSkrBw4ULk5ubiwYMHmDx5MgDgzp07ZXYsRESlhQkrEZGMCgoK0KRJE8ydOxeNGzdGYGAghgwZgtWrVxepm5eXhz59+kAIgVWrVknlbm5uWL9+PRYvXowKFSrAzs4OLi4usLW11Wh1JSIqr/hJRkQko8qVK6Nu3boaZa6urrhx44ZGWWGyev36dYSEhEitq4U++ugjJCUl4datW7h//z5mzpyJu3fvolq1aqV+DEREpY2DroiIZNS6dWvEx8drlF26dAlOTk7S88JkNSEhAYcOHYK1tXWJ27O1tQUA/PjjjzAyMkLHjh1LJ3AiojLEhJWISEbjxo1Dq1atMHfuXPTp0wcnTpzA2rVrsXbtWgBPk9X//ve/iI6Oxt69e5Gfn4+kpCQAgJWVFQwMDAA8nTmgVatWMDU1RUhICCZOnIivvvpKGphFRFSeqYQQQu4gSkNGRgbMzc2Rnp5e5KezsuA8+Y8y36cSXPuqq9whyILX+92i7euddfkE0g6vR96D29Azt4W6uS/MGvkAAJ6kJ+PW6oBi17P9cC6MHBsAAO7tXYzHV06hIO8x9K2qQt2iF0zrddBqnO/q9Sai0vOq+RpbWImIZFahRgtUqNGi2GV65rZwmrT3pduo+J8J2g6LiEgxSmXQ1YtuMwgAQghMnz4dlStXhrGxMby8vJCQkKCxjdTUVPj5+UGtVsPCwgIBAQG8zSARERHRO0jrCevLbjMIAAsWLMDy5cuxevVqREZGwsTEBN7e3sjOzpbq+Pn54fz58wgJCcHevXsRFhaGwMBAbYdLRERERAqn9S4BL7vNoBACS5cuxdSpU9GjRw8AwIYNG2Bra4tdu3ahX79+iIuLQ3BwME6ePIlmzZoBAL755ht06dIFixYtgr29vbbDJiIiIiKF0noL68tuM5iYmIikpCR4eXlJZebm5mjZsiUiIiIAABEREbCwsJCSVQDw8vKCjo4OIiMji91vTk4OMjIyNB5EREREVP5pPWF92W0GC6djKZwrsJCtra20LCkpCTY2NhrL9fT0YGVlJdV53rx582Bubi49HBwctH1oRERERCQDrSesr3ObQW2aMmUK0tPTpcfNmzdLdX9EREREVDa0nrC+7DaDdnZ2AIDk5GSNOsnJydIyOzs7pKSkaCx/8uQJUlNTpTrPMzQ0hFqt1ngQERERUfmn9YT1ZbcZdHFxgZ2dHQ4cOCAtz8jIQGRkJNzd3QEA7u7uSEtLQ1RUlFTn4MGDKCgoQMuWLbUdMhEREREpmNZnCXjZbQZVKhXGjh2LL7/8EjVr1oSLiwumTZsGe3t7+Pr6AnjaIuvj4yN1JcjLy0NQUBD69evHGQKIiIiI3jFaT1ibN2+OnTt3YsqUKZg9ezZcXFywdOlS+Pn5SXU+++wzPHr0CIGBgUhLS8P777+P4OBgGBkZSXU2btyIoKAgeHp6QkdHB71798by5cu1HS4RERERKVyp3Jr1P//5D/7zn/+UuFylUmH27NmYPXt2iXWsrKywadOm0giPiIiIiMqRUrk1KxERERGRtjBhJSIiIiJFY8JKRERERIrGhJWIiIiIFI0JKxEREREpGhNWIiIiIlI0JqxEREREpGhMWImIiIhI0ZiwEhEREZGiMWElIiIiIkVjwkpEREREisaElYiIiIgUjQkrERERESkaE1YiIiIiUjQmrERERESkaExYiYiIiEjRmLASERERkaIxYSUiIiIiRWPCSkRERESKxoSViIiIiBSNCSsRERERKRoTViIiIiJSNCasRERERKRoTFiJiIiISNGYsBIRERGRojFhJSIiIiJFY8JKRERERIrGhJWIiIiIFI0JKxEREREpGhNWIiIiIlI0JqxEREREpGilnrB+9dVXUKlUGDt2rFSWnZ2NkSNHwtraGqampujduzeSk5M11rtx4wa6du2KChUqwMbGBhMnTsSTJ09KO1wiIiIiUphSTVhPnjyJNWvWoEGDBhrl48aNw++//45t27bh8OHDuH37Nnr16iUtz8/PR9euXZGbm4tjx45h/fr1WLduHaZPn16a4RIRERGRApVawpqZmQk/Pz989913sLS0lMrT09Pxww8/YMmSJejQoQOaNm2Kn376CceOHcPx48cBAH///TcuXLiAX375BY0aNULnzp3xxRdfYOXKlcjNzS2tkImIiIhIgUotYR05ciS6du0KLy8vjfKoqCjk5eVplNepUweOjo6IiIgAAERERKB+/fqwtbWV6nh7eyMjIwPnz58vdn85OTnIyMjQeBARERFR+adXGhvdsmULoqOjcfLkySLLkpKSYGBgAAsLC41yW1tbJCUlSXWeTVYLlxcuK868efMwa9YsLURPREREREqi9RbWmzdvYsyYMdi4cSOMjIy0vfkSTZkyBenp6dLj5s2bZbZvIiIiIio9Wk9Yo6KikJKSgiZNmkBPTw96eno4fPgwli9fDj09Pdja2iI3NxdpaWka6yUnJ8POzg4AYGdnV2TWgMLnhXWeZ2hoCLVarfEgIiIiovJP6wmrp6cnzp49i5iYGOnRrFkz+Pn5Sf/X19fHgQMHpHXi4+Nx48YNuLu7AwDc3d1x9uxZpKSkSHVCQkKgVqtRt25dbYdMRERERAqm9T6sZmZmqFevnkaZiYkJrK2tpfKAgACMHz8eVlZWUKvVGDVqFNzd3fHee+8BADp16oS6deuif//+WLBgAZKSkjB16lSMHDkShoaG2g6ZiIiIiBSsVAZdvczXX38NHR0d9O7dGzk5OfD29sa3334rLdfV1cXevXsxfPhwuLu7w8TEBP7+/pg9e7Yc4RIRERGRjMokYQ0NDdV4bmRkhJUrV2LlypUlruPk5IQ///yzlCMjIiIiIqUr9VuzEhERERH9G0xYiYiIiEjRmLASERERkaIxYSUiIiIiRWPCSkRERESKxoSViIiIiBSNCSsRERERKRoTViIiIiJSNCasRERERKRoTFiJiIiISNGYsBIRERGRojFhJSIiIiJFY8JKRERERIrGhJWIiIiIFI0JKxEREREpGhNWIiIiIlI0JqxEREREpGhMWImIiIhI0ZiwEhEREZGiMWElIiIiIkVjwkpEREREisaElYiIiIgUjQkrERERESkaE1YiIiIiUjQmrERERESkaExYiYiIiEjRmLASERERkaIxYSUiIiIiRWPCSkRERESKxoSViIiIiBSNCSsRERERKZrWE9Z58+ahefPmMDMzg42NDXx9fREfH69RJzs7GyNHjoS1tTVMTU3Ru3dvJCcna9S5ceMGunbtigoVKsDGxgYTJ07EkydPtB0uERERESmc1hPWw4cPY+TIkTh+/DhCQkKQl5eHTp064dGjR1KdcePG4ffff8e2bdtw+PBh3L59G7169ZKW5+fno2vXrsjNzcWxY8ewfv16rFu3DtOnT9d2uERERESkcHra3mBwcLDG83Xr1sHGxgZRUVFo27Yt0tPT8cMPP2DTpk3o0KEDAOCnn36Cq6srjh8/jvfeew9///03Lly4gP3798PW1haNGjXCF198gUmTJmHmzJkwMDAost+cnBzk5ORIzzMyMrR9aEREREQkg1Lvw5qeng4AsLKyAgBERUUhLy8PXl5eUp06derA0dERERERAICIiAjUr18ftra2Uh1vb29kZGTg/Pnzxe5n3rx5MDc3lx4ODg6ldUhEREREVIZKNWEtKCjA2LFj0bp1a9SrVw8AkJSUBAMDA1hYWGjUtbW1RVJSklTn2WS1cHnhsuJMmTIF6enp0uPmzZtaPhoiIiIikoPWuwQ8a+TIkTh37hzCw8NLczcAAENDQxgaGpb6foiIiIiobJVaC2tQUBD27t2LQ4cOoWrVqlK5nZ0dcnNzkZaWplE/OTkZdnZ2Up3nZw0ofF5Yh4iIiIjeDVpPWIUQCAoKws6dO3Hw4EG4uLhoLG/atCn09fVx4MABqSw+Ph43btyAu7s7AMDd3R1nz55FSkqKVCckJARqtRp169bVdshEREREpGBa7xIwcuRIbNq0Cbt374aZmZnU59Tc3BzGxsYwNzdHQEAAxo8fDysrK6jVaowaNQru7u547733AACdOnVC3bp10b9/fyxYsABJSUmYOnUqRo4cyZ/9iYiIiN4xWk9YV61aBQBo3769RvlPP/2EgQMHAgC+/vpr6OjooHfv3sjJyYG3tze+/fZbqa6uri727t2L4cOHw93dHSYmJvD398fs2bO1HS4RERERKZzWE1YhxEvrGBkZYeXKlVi5cmWJdZycnPDnn39qMzQiIiIiKodKfR5WIiIiIqJ/gwkrERERESkaE1YiIiIiUjQmrERERESkaExYiYiIiEjRmLASERERkaIxYSUiIiIiRWPCSkRERESKxoSViIiIiBSNCSsRERERKRoTViIiIiJSNCasRERERKRoTFiJiIiISNGYsBIRERGRojFhJSIiIiJFY8JKRERERIrGhJWIiIiIFI0JKxERkUxWrVqFBg0aQK1WQ61Ww93dHX/99ZdGnYiICHTo0AEmJiZQq9Vo27YtHj9+LFPERPJgwkpERCSTqlWr4quvvkJUVBROnTqFDh06oEePHjh//jyAp8mqj48POnXqhBMnTuDkyZMICgqCjg7/fJdHr/IFBQCEEOjcuTNUKhV27dpV9oEqkJ7cARAREb2runXrpvF8zpw5WLVqFY4fPw43NzeMGzcOo0ePxuTJk6U6tWvXLuswSUsKv6DUrFkTQgisX78ePXr0wOnTp+Hm5ibVW7p0KVQqlYyRKg+/ohERESlAfn4+tmzZgkePHsHd3R0pKSmIjIyEjY0NWrVqBVtbW7Rr1w7h4eFyh0pvqFu3bujSpQtq1qyJWrVqYc6cOTA1NcXx48elOjExMVi8eDF+/PFHGSNVHiasREREMjp79ixMTU1haGiIYcOGYefOnahbty6uXr0KAJg5cyaGDBmC4OBgNGnSBJ6enkhISJA5avq3nv+CAgBZWVn46KOPsHLlStjZ2ckcobKwSwAREZGMateujZiYGKSnp2P79u3w9/fH4cOHUVBQAAAYOnQoBg0aBABo3LgxDhw4gB9//BHz5s2TM2x6Q2fPnoW7uzuys7NhamoqfUEBgHHjxqFVq1bo0aOHzFEqDxNWIiIiGRkYGKBGjRoAgKZNm+LkyZNYtmyZ1G+1MJkp5Orqihs3bpR5nKQdJX1BuXz5Mg4ePIjTp0/LHaIiMWElIiJSkIKCAuTk5MDZ2Rn29vaIj4/XWH7p0iV07txZpujo3yrpC4qxsTGuXLkCCwsLjfq9e/dGmzZtEBoaWvbBKggTViIiIplMmTIFnTt3hqOjIx4+fIhNmzYhNDQU+/btg0qlwsSJEzFjxgw0bNgQjRo1wvr163Hx4kVs375d7tBJSwq/oMyaNQuffPKJxrL69evj66+/LjKbxLuICSsREZFMUlJSMGDAANy5cwfm5uZo0KAB9u3bh44dOwIAxo4di+zsbIwbNw6pqalo2LAhQkJCUL16dZkjpzfxoi8odnZ2xQ60cnR0hIuLiwzRKgsTViIiohdwnvxH6W28Ui+gXy9U/v9PLwMYciAXOPDsPutD1281KgG4DeDjvenA3lKM6f+79lXXUt+HEpXm9b73ZxQWfvsj8h+lQsfQBAaVnFHpg9nFXPP/E7jhFMYe1y+1mAop/XozYSUiIiIqAxW7jHmt+k6T9pZSJOUP52ElIiIiIkVjwkpEREREiqbohHXlypVwdnaGkZERWrZsiRMnTsgdEhERERGVMcUmrL/++ivGjx+PGTNmIDo6Gg0bNoS3tzdSUlLkDo2IiIiIypBiB10tWbIEQ4YMkW5Ht3r1avzxxx/48ccfpbt/PCsnJwc5OTnS8/T0dABARkZG2QT8nIKcLFn2Kze5zrfceL3fLbze7xZe73cLr7c8+xVCvLCeSryshgxyc3NRoUIFbN++Hb6+vlK5v78/0tLSsHv37iLrzJw5E7NmzSrDKImIiIhIG27evImqVauWuFyRLaz37t1Dfn4+bG1tNcptbW1x8eLFYteZMmUKxo8fLz0vKChAamoqrK2toVKpSjVeJcnIyICDgwNu3rwJtVotdzhUyni93y283u8WXu93y7t6vYUQePjwIezt7V9YT5EJ65swNDSEoaGhRtnz9+N9l6jV6nfqBf+u4/V+t/B6v1t4vd8t7+L1Njc3f2kdRQ66qlixInR1dZGcnKxRnpycXOxty4iIiIjo7aXIhNXAwABNmzbFgQMHpLKCggIcOHAA7u7uMkZGRERERGVNsV0Cxo8fD39/fzRr1gwtWrTA0qVL8ejRI2nWACqeoaEhZsyYUaR7BL2deL3fLbze7xZe73cLr/eLKXKWgEIrVqzAwoULkZSUhEaNGmH58uVo2bKl3GERERERURlSdMJKRERERKTIPqxERERERIWYsBIRERGRojFhJSIiIiJFY8JKREREVIaePHmCDRs2FJlvnkrGQVdE5cjjx48hhECFChUAANevX8fOnTtRt25ddOrUSeboiIjoVVWoUAFxcXFwcnKSO5RygS2sROVIjx49sGHDBgBAWloaWrZsicWLF6NHjx5YtWqVzNFRadiwYQNycnKKlOfm5kqvBXo7PHr0CNOmTUOrVq1Qo0YNVKtWTeNBb5cWLVogJiZG7jDKDbawvmUKL6dKpZI5EioNFStWxOHDh+Hm5obvv/8e33zzDU6fPo3ffvsN06dPR1xcnNwhkpbp6urizp07sLGx0Si/f/8+bGxskJ+fL1NkpG0ffvghDh8+jP79+6Ny5cpFPsfHjBkjU2RUGrZu3YopU6Zg3LhxaNq0KUxMTDSWN2jQQKbIlEmxd7qi17NhwwYsXLgQCQkJAIBatWph4sSJ6N+/v8yRkTZlZWXBzMwMAPD333+jV69e0NHRwXvvvYfr16/LHB2VBiFEsV9A//nnH5ibm8sQEZWWv/76C3/88Qdat24tdyhUBvr16wcAGD16tFSmUqmk9zy/jGpiwvoWWLJkCaZNm4agoCDpgy48PBzDhg3DvXv3MG7cOJkjJG2pUaMGdu3ahZ49e2Lfvn3StU1JSYFarZY5OtKmxo0bQ6VSQaVSwdPTE3p6//dxnZ+fj8TERPj4+MgYIWmbpaUlrKys5A6DykhiYqLcIZQr7BLwFnBxccGsWbMwYMAAjfL169dj5syZfFO8RbZv346PPvoI+fn56NChA0JCQgAA8+bNQ1hYGP766y+ZIyRtmTVrlvTvhAkTYGpqKi0zMDCAs7MzevfuDQMDA7lCJC375ZdfsHv3bqxfv14aWElETzFhfQsYGRnh3LlzqFGjhkZ5QkIC6tevj+zsbJkio9KQlJSEO3fuoGHDhtDReTpu8sSJE1Cr1ahTp47M0ZG2rV+/Hn379oWRkZHcoVApa9y4Ma5cuQIhBJydnaGvr6+xPDo6WqbIqLT8/PPPWL16NRITExEREQEnJycsXboULi4u6NGjh9zhKQq7BLwFatSoga1bt+J///ufRvmvv/6KmjVryhQVlRY7OztkZmYiJCQEbdu2hbGxMZo3b86Bdm8pf39/AE9nBUhJSUFBQYHGckdHRznColLg6+srdwhUhlatWoXp06dj7NixmDNnjtRn1cLCAkuXLmXC+hy2sL4FfvvtN/Tt2xdeXl5SH9ajR4/iwIED2Lp1K3r27ClzhKQt9+/fR58+fXDo0CGoVCokJCSgWrVqGDx4MCwtLbF48WK5QyQtS0hIwODBg3Hs2DGNcg7MICrf6tati7lz58LX1xdmZmaIjY1FtWrVcO7cObRv3x737t2TO0RFYQvrW6B3796IjIzEkiVLsGvXLgCAq6srTpw4gcaNG8sbHGnVuHHjoK+vjxs3bsDV1VUq79u3L8aPH8+E9S00cOBA6OnpYe/evcVOdURvn6ioKGmKOjc3N36Ov6USExOLvbaGhoZ49OiRDBEpGxPWt0TTpk2xceNGucOgUvb3339j3759qFq1qkZ5zZo1Oa3VWyomJgZRUVHsn/wOSElJQb9+/RAaGgoLCwsAT28Q4uHhgS1btqBSpUryBkha5eLigpiYmCJ3ugoODtZokKCneKerckxHRwe6urovfDw7FQ6Vf48ePSp29HBqaioMDQ1liIhKW926dfnT4Dti1KhRePjwIc6fP4/U1FSkpqbi3LlzyMjI0Jirk94O48ePx8iRI/Hrr79CCIETJ05gzpw5mDJlCj777DO5w1Mc9mEtx3bv3l3isoiICCxfvhwFBQWcJeAtcPv2bdjb26NLly5o2rQpvvjiC5iZmeHMmTNwcnJCv379UFBQgO3bt8sdKmnZwYMHMXXqVMydOxf169cvMnKc8+++PczNzbF//340b95co/zEiRPo1KkT0tLS5AmMSs3GjRsxc+ZMXLlyBQBgb2+PWbNmISAgQObIlIcJ61smPj4ekydPxu+//w4/Pz/Mnj27yM8NVP5YWlpi5cqVaNiwITp06IAmTZrg4MGD6N69u9Qac/ToUVSvXl3uUEnLCqcue77vKgddvX3MzMxw5MgRNGrUSKP89OnTaNeuHTIyMuQJjEpdVlYWMjMzi9yCmf4Pfy9+S9y+fRszZszA+vXr4e3tjZiYGNSrV0/usEhL5syZg6FDh8LHxwcXLlzA6tWrYWZmhszMTPTq1QsjR45E5cqV5Q6TSsGhQ4fkDoHKSIcOHTBmzBhs3rwZ9vb2AIBbt25h3Lhx8PT0lDk60rYff/wRHh4ecHFxQYUKFXiziJdgC2s5l56ejrlz5+Kbb75Bo0aNMH/+fLRp00busKgUJCYmIiAgABcuXMDatWvRvXt3uUMiIi26efOm9KuJg4ODVFavXj3s2bOnyGBLKt9q1qyJq1evokqVKmjXrh3atWuH9u3bF7kJED3FhLUcW7BgAebPnw87OzvMnTuXkwy/I1asWIFx48bB1dW1yKA63gnn7ZWVlYUbN24gNzdXo7xBgwYyRUSlQQiB/fv34+LFiwCeTlHo5eUlc1RUWm7duoXQ0FCEhYXh8OHDSEhIQOXKldG+fXv88ssvcoenKExYyzEdHR0YGxvDy8sLurq6JdbbsWNHGUZFpen69esYNGgQzp07h6FDhxZJWGfMmCFTZFRa7t69i0GDBuGvv/4qdjn7sBKVf1lZWThy5Ag2b96MjRs3QgiBJ0+eyB2WorAPazk2YMAATiL+Dvnuu+8wYcIEeHl54fz585yT8R0xduxYpKWlITIyEu3bt8fOnTuRnJyML7/8kjeKeAssX74cgYGBMDIywvLly19Yl1NbvV3+/vtvhIaGIjQ0FKdPn4arqyvatWuH7du3o23btnKHpzhsYSUqB3x8fHDixAksXboUAwYMkDscKkOVK1fG7t270aJFC6jVapw6dQq1atXCnj17sGDBAoSHh8sdIv0LLi4uOHXqFKytreHi4lJiPZVKhatXr5ZhZFTadHR0UKlSJUyYMAGBgYHSzSKoeGxhJSoH8vPzcebMGQ66eAc9evRImurG0tISd+/eRa1atVC/fn32WX4LJCYmFvt/evstWbIEYWFhWLBgAZYtWyYNumrfvj1q1aold3iKwztdEZUDISEhTFbfUbVr10Z8fDwAoGHDhlizZg1u3bqF1atXcyqzt8zs2bORlZVVpPzx48eYPXu2DBFRaRo7dix27NiBe/fuITg4GK1atUJwcDDq1avHz/tisEsAEZGC/fLLL3jy5AkGDhyIqKgo+Pj4IDU1FQYGBli3bh369u0rd4ikJbq6urhz506RyePv378PGxsbDrB7CwkhcPr0aYSGhuLQoUMIDw/Hw4cPUb9+fZw+fVru8BSFCSsRUTmSlZWFixcvwtHRERUrVpQ7HNIiHR0dJCcnFxlQefDgQfTt2xd3796VKTIqDd26dcPRo0eRkZGBhg0bon379mjXrh3atm3L/qzFYB9WIiIFmz17Nj799FPpLjgVKlRAkyZNpJ+Jp0+fLnOE9G9ZWlpCpVJBpVKhVq1aGrO/5OfnIzMzE8OGDZMxQioNderUwdChQ9GmTRuYm5vLHY7isYWViEjB+DPx22/9+vUQQmDw4MFYunSpRvJiYGAAZ2dnuLu7yxghlZW0tDS2rpaALaxERAomhCh2vuXY2FhYWVnJEBFpm7+/P4CnU1y1bt26yA1B6O00f/58ODs7S/3Q+/Tpg+3bt6Ny5cr4888/0bBhQ5kjVBbOEkBEpECWlpawsrKSfia2srKSHubm5ujYsSP69Okjd5ikRWZmZoiLi5Oe7969G76+vvjf//5X5Ja8VP6tXr0aDg4OAJ7OBBMSEoLg4GB07twZEydOlDk65WGXACIiBeLPxO+e5s2bY/LkyejduzeuXr2KunXrolevXjh58iS6du2KpUuXyh0iaZGxsTEuXboEBwcHjBkzBtnZ2VizZg0uXbqEli1b4sGDB3KHqCj83YGISIH8/f3x5MkTqFQqdOjQQWqJobfXpUuX0KhRIwDAtm3b0K5dO2zatAlHjx5Fv379mLC+ZSwtLXHz5k04ODggODgYX375JYCn3YDYN70odgkgIlIoPT09DB8+HAUFBXKHQmVACCFd6/3796NLly4AAAcHB9y7d0/O0KgU9OrVCx999BE6duyI+/fvo3PnzgCA06dPo0aNGjJHpzxsYSUiUrAWLVrg9OnTcHJykjsUKmXNmjXDl19+CS8vLxw+fBirVq0C8PSWrba2tjJHR9r29ddfw9nZGTdv3sSCBQtgamoKALhz5w5GjBghc3TKwz6sREQKtnXrVkyZMgXjxo1D06ZNYWJiorG8QYMGMkVG2nbmzBn4+fnhxo0bGD9+PGbMmAEAGDVqFO7fv49NmzbJHCGRfJiwEhEpmI5O0Z5bKpVKmu6Kfd3eftnZ2dDV1YW+vr7coZCWJSQk4NChQ0hJSSnS9Yc3BdHEhJWISMGuX7/+wuXsKvB2SUtLw/bt23HlyhVMnDgRVlZWiI6Ohq2tLapUqSJ3eKRF3333HYYPH46KFSvCzs5OY75llUqF6OhoGaNTHiasRERECnDmzBl4enrCwsIC165dQ3x8PKpVq4apU6fixo0b2LBhg9whkhY5OTlhxIgRmDRpktyhlAucJYCISOGuXLmCUaNGwcvLC15eXhg9ejSuXLkid1ikZePHj8egQYOQkJAAIyMjqbxLly4ICwuTMTIqDQ8ePMAHH3wgdxjlBhNWIiIF27dvH+rWrYsTJ06gQYMGaNCgASIjI+Hm5oaQkBC5wyMtOnnyJIYOHVqkvEqVKkhKSpIhIipNH3zwAf7++2+5wyg3OK0VEZGCTZ48GePGjcNXX31VpHzSpEno2LGjTJGRthkaGiIjI6NI+aVLl1CpUiUZIqLSVKNGDUybNg3Hjx9H/fr1iwyqGz16tEyRKRP7sBIRKZiRkRHOnj2LmjVrapRfunQJDRo0QHZ2tkyRkbZ98sknuH//PrZu3QorKyucOXMGurq68PX1Rdu2bXmnq7eMi4tLictUKhWuXr1ahtEoH1tYiYgUrFKlSoiJiSmSsMbExMDGxkamqKg0LF68GP/9739hY2ODx48fo127dkhKSoK7uzvmzJkjd3ikZYmJiXKHUK4wYSUiUrAhQ4YgMDAQV69eRatWrQAAR48exfz58zF+/HiZoyNtMjc3R0hICMLDw3HmzBlkZmaiSZMm8PLykjs0ItmxSwARkYIJIbB06VIsXrwYt2/fBgDY29tj4sSJGD16tMbcjURUvvzzzz/Ys2cPbty4gdzcXI1lS5YskSkqZWLCSkRUTjx8+BAAYGZmJnMkVBpmz579wuW889Hb5cCBA+jevTuqVauGixcvol69erh27RqEEGjSpAkOHjwod4iKwoSViKgcSElJQXx8PACgTp06HDX+FmrcuLHG87y8PCQmJkJPTw/Vq1fnnY/eMi1atEDnzp0xa9YsmJmZITY2FjY2NvDz84OPjw+GDx8ud4iKwoSViEjBHj58iBEjRmDz5s3SvcZ1dXXRt29frFy5Eubm5jJHSKUpIyMDAwcORM+ePdG/f3+5wyEtMjMzQ0xMDKpXrw5LS0uEh4fDzc0NsbGx6NGjB65duyZ3iIrCGwcQESnYJ598gsjISPzxxx9IS0tDWloa9u7di1OnThU7yTy9XdRqNWbNmoVp06bJHQppmYmJidRvtXLlyhp3r7t3755cYSkWZwkgIlKwvXv3Yt++fXj//felMm9vb3z33Xfw8fGRMTIqK+np6UhPT5c7DNKy9957D+Hh4XB1dUWXLl0wYcIEnD17Fjt27MB7770nd3iKw4SViEjBrK2ti/3Z39zcHJaWljJERKVl+fLlGs+FELhz5w5+/vlndO7cWaaoqLQsWbIEmZmZAIBZs2YhMzMTv/76K2rWrMkZAorBPqxERAq2du1abNu2DT///DPs7OwAAElJSfD390evXr3YLeAt8vydj3R0dFCpUiV06NABU6ZM4ewQ9E5jwkpEpGCNGzfG5cuXkZOTA0dHRwDAjRs3YGhoWOTuVxxFTkRvK3YJICJSMF9fX7lDICKSHVtYiYiIFKBnz56vfOeyHTt2lHI0RMrCFlYionIiMzNTmou1kFqtlika0jZzc3Ps3LkT5ubmaNasGQAgKioK6enp8PX15W146Z3GhJWISMESExMRFBSE0NBQZGdnS+VCCKhUKuTn58sYHWmTra0t+vTpg9WrV0NXVxcAkJ+fjxEjRkCtVmPhwoUyR0jaNHv2bHz66aeoUKGCRvnjx4+xcOFC3or3OewSQESkYK1bt4YQAmPGjIGtrW2RVrZ27drJFBlpW6VKlRAeHo7atWtrlMfHx6NVq1a4f/++TJFRadDV1cWdO3dgY2OjUX7//n3Y2Njwy+hz2MJKRKRgsbGxiIqKKpLE0NvnyZMnuHjxYpFrffHixSJdQaj8K/yV5HmxsbGwsrKSISJlY8JKRKRgzZs3x82bN5mwvgMGDRqEgIAAXLlyBS1atAAAREZG4quvvsKgQYNkjo60xdLSEiqVCiqVCrVq1dJIWvPz85GZmYlhw4bJGKEysUsAEZGCXblyBcOGDcPHH3+MevXqQV9fX2N5gwYNZIqMtK2goACLFi3CsmXLcOfOHQBP7zE/ZswYTJgwQerXSuXb+vXrIYTA4MGDsXTpUo072RkYGMDZ2Rnu7u4yRqhMTFiJiBTs+PHj+Oijj3Dt2jWpTKVScdDVWy4jIwMAZ4F4mx0+fBitW7eGnh5/7H4VTFiJiBSsbt26cHV1xWeffVbsoCsnJyeZIiOif+PPP/+Erq4uvL29Ncr37duHgoICdO7cWabIlIkJKxGRgpmYmCA2NhY1atSQOxQi0qIGDRrgq6++QpcuXTTKg4ODMWnSJMTGxsoUmTLpyB0AERGVrEOHDvzDRfQWSkhIQN26dYuU16lTB5cvX5YhImVjxwkiIgXr1q0bxo0bh7Nnz6J+/fpFBl11795dpsiI6N8wNzfH1atX4ezsrFF++fJlmJiYyBOUgrFLABGRgunolPxDGAddEZVfQ4cORUREBHbu3Inq1asDeJqs9u7dG82bN8f3338vc4TKwoSViIhIAZYvX15suUqlgpGREWrUqIG2bdtyequ3RHp6Onx8fHDq1ClUrVoVAPDPP/+gTZs22LFjBywsLOQNUGGYsBIRESmAi4sL7t69i6ysLFhaWgIAHjx4gAoVKsDU1BQpKSmoVq0aDh06BAcHB5mjJW0QQiAkJASxsbEwNjZGgwYN0LZtW7nDUiQmrERECrN8+XIEBgbCyMioxFa3QqNHjy6jqKi0bd68GWvXrsX333+v8RPx0KFDERgYiNatW6Nfv36ws7PD9u3bZY6WtCk7OxuGhobF3qqVnmLCSkSkMC4uLjh16hSsra3h4uJSYj2VSoWrV6+WYWRUmqpXr47ffvsNjRo10ig/ffo0evfujatXr+LYsWPo3bu3dCcsKr8KCgowZ84crF69GsnJybh06RKqVauGadOmwdnZGQEBAXKHqCicJYCISGESExOL/T+93e7cuYMnT54UKX/y5AmSkpIAAPb29nj48GFZh0al4Msvv8T69euxYMECDBkyRCqvV68eli5dyoT1OZyHlYiISAE8PDwwdOhQnD59Wio7ffo0hg8fjg4dOgAAzp49+8JWdyo/NmzYgLVr18LPz09jIF3Dhg1x8eJFGSNTJrawEhEpWH5+PtatW4cDBw4gJSUFBQUFGssPHjwoU2SkbT/88AP69++Ppk2bSvPtPnnyBJ6envjhhx8AAKampli8eLGcYZKW3Lp1q9g72BUUFCAvL0+GiJSNCSsRkYKNGTMG69atQ9euXVGvXj0OyniL2dnZISQkBBcvXsSlS5cAALVr10bt2rWlOh4eHnKFR1pWt25dHDlyBE5OThrl27dvR+PGjWWKSrmYsBIRKdiWLVuwdevWIvcbp7dXnTp1UKdOHbnDoFI2ffp0+Pv749atWygoKMCOHTsQHx+PDRs2YO/evXKHpzicJYCISMHs7e0RGhqKWrVqyR0KlTJ2/3j3HDlyBLNnz0ZsbCwyMzPRpEkTTJ8+HZ06dZI7NMVhwkpEpGCLFy/G1atXsWLFCnYHeMsFBQVJ3T8qV65c5Hp//fXXMkVG2vbkyRPMnTsXgwcPlu5yRS/GhJWISMF69uyJQ4cOwcrKCm5ubtJgnEI7duyQKTLStooVK2LDhg3s/vGOMDU1xblz5+Ds7Cx3KOUC+7ASESmYhYUFevbsKXcYVAYMDAyKHTVObydPT08cPnyYCesrYgsrERGRArD7x7tl9erVmDVrFvz8/NC0aVOYmJhoLO/evbtMkSkTE1YiIgWytLQsNmkxNzdHrVq18Omnn6Jjx44yREalhd0/3i06OiXfu0mlUiE/P78Mo1E+dgkgIlKgpUuXFluelpaGqKgo/Oc//8H27dvRrVu3sg2MSg27f7xbnp8Fgl6MLaxEROXQkiVLsH37dhw7dkzuUIjoNeXl5cHY2BgxMTGoV6+e3OGUCyW3RxMRkWL95z//4f3G31J3795FeHg4wsPDcffuXbnDoVKgr68PR0dH/uz/GpiwEhGVQzk5OTAwMJA7DNKiR48eYfDgwahcuTLatm2Ltm3bwt7eHgEBAcjKypI7PNKyzz//HP/73/+QmpoqdyjlArsEEBGVQ2PHjsXFixcRHBwsdyikJUOHDsX+/fuxYsUKtG7dGgAQHh6O0aNHo2PHjli1apXMEZI2NW7cGJcvX0ZeXh6cnJyKzBIQHR0tU2TKxEFXREQKNH78+GLL09PTER0djUuXLiEsLKyMo6LS9Ntvv2H79u1o3769VNalSxcYGxujT58+TFjfMr6+vnKHUK4wYSUiUqDTp08XW65Wq9GxY0fs2LEDLi4uZRwVlaasrCzY2toWKbexsWGXgLfQjBkz5A6hXGGXACIiIgXw9PSEtbU1NmzYACMjIwDA48eP4e/vj9TUVOzfv1/mCKk0REVFIS4uDgDg5uaGxo0byxyRMjFhJSIiUoCzZ8/Cx8cHOTk5aNiwIQAgNjYWRkZG2LdvH9zc3GSOkLQpJSUF/fr1Q2hoKCwsLAA8nWfZw8MDW7ZsQaVKleQNUGGYsBIRESlEVlYWNm7cKE1Z5urqCj8/PxgbG8scGWlb3759cfXqVWzYsAGurq4AgAsXLsDf3x81atTA5s2bZY5QWZiwEhERySwvLw916tTB3r17peSF3m7m5ubYv38/mjdvrlF+4sQJdOrUCWlpafIEplCch5WIiEhm+vr6yM7OljsMKkMFBQXQ19cvUq6vr8/bthaDCSsREZECjBw5EvPnz8eTJ0/kDoXKQIcOHTBmzBjcvn1bKrt16xbGjRsHT09PGSNTJnYJICIiUoCePXviwIEDMDU1Rf369YtMJL9jxw6ZIqPScPPmTXTv3h3nz5+Hg4ODVFavXj3s2bMHVatWlTlCZeE8rERERApgYWGB3r17yx0GlREHBwdER0dj//79GoPsvLy8ZI5MmdjCSkREJKPExETeBILoJdiHlYiISEbVq1eHi4sLBg8ejF9++QX//POP3CFRKTp48CDq1q2LjIyMIsvS09Ph5uaGI0eOyBCZsrGFlYiISEahoaHSIzIyErm5uahWrRo6dOgADw8PeHh4FHvLViqfunfvDg8PD4wbN67Y5cuXL8ehQ4ewc+fOMo5M2ZiwEhERKUR2djaOHTsmJbAnTpyQ5mg9f/683OGRFjg5OSE4OLjE+XYvXryITp064caNG2UcmbIxYSUiIlKY3NxcHD16FH/99RfWrFmDzMxM5Ofnyx0WaYGRkRHOnTuHGjVqFLv88uXLqF+/Ph4/flzGkSkb+7ASERHJLDc3F2FhYZg1axY8PDxgYWGBYcOG4cGDB1ixYgUSExPlDpG0pEqVKjh37lyJy8+cOYPKlSuXYUTlA1tYiYiIZNShQwdERkbCxcUF7dq1Q5s2bdCuXTsmLW+pUaNGITQ0FCdPnoSRkZHGssePH6NFixbw8PDA8uXLZYpQmZiwEhERyUhfXx+VK1eGr68v2rdvj3bt2sHa2lrusKiUJCcno0mTJtDV1UVQUBBq164N4Gnf1ZUrVyI/Px/R0dEcaPccJqxEREQyevToEY4cOYLQ0FAcOnQIMTExqFWrFtq1ayclsJUqVZI7TNKi69evY/jw4di3bx8K0zCVSgVvb2+sXLmS8/IWgwkrERGRgjx8+BDh4eE4dOgQQkNDERsbi5o1a76w3yOVTw8ePMDly5chhEDNmjVhaWkpd0iKxVuzEhERKYiJiQmsrKxgZWUFS0tL6OnpIS4uTu6wqBRYWlqiefPmcodRLrCFlYiISEYFBQU4deqU1CXg6NGjePToEapUqSLdOMDDwwNOTk5yh0okGyasREREMlKr1Xj06BHs7Oyk5LR9+/aoXr263KERKQYTViIiIhmtWbMGHh4eqFWrltyhECkWE1YiIiIiUjTe6YqIiIiIFI0JKxEREREpGhNWIiIiIlI0JqxEREREpGhMWImo1A0cOBC+vr6luo/27dtj7NixpbqP0NBQqFQqpKWllep+3hXOzs5YunTpa60jhEBgYCCsrKygUqkQExNTJte+rMycORONGjUqUmZrawuVSoVdu3aVuO60adMQGBgoPS/uXNFToaGhcHZ2ljuMci04OBiNGjVCQUFBmeyPCesL3Lx5E4MHD4a9vT0MDAzg5OSEMWPG4P79+3KHBuDpvYiNjY2RmZkJAEhNTcXYsWPh5OQEAwMD2NvbY/Dgwbhx44ascV67dg0BAQFwcXGBsbExqlevjhkzZiA3N/eF67Vv3x4qlUrjMWzYsBeuk52djYEDB6J+/frQ09N75STJ2dm5yL6++uoraXlholL4MDY2hpubG9auXfvSbWv7j+nL/mhp07p162BhYVHicg8PD3z//fdlEosStGrVCnfu3IG5ufkrr/OqyXpsbCw+/PBDODg4wNjYGK6urli2bFmJ9Y8ePQo9Pb1ik5vnX8t16tR55XjL8vX1JoKDg7Fu3Trs3bsXd+7cQb169UplPyW9b0ePHo2mTZvC0NCwyLkvJITAokWLUKtWLRgaGqJKlSqYM2fOG8URFxeHWbNmYc2aNbhz5w46d+5cbL2kpCQsW7YMn3/+uVRW3LkKCwtDt27dYG9vr/VrHRoaiiZNmsDQ0BA1atTAunXrXlg/Pj4eHh4esLW1hZGREapVq4apU6ciLy9Po962bdtQp04dGBkZoX79+vjzzz9L3OawYcOgUqle+4uQUgkhMH36dFSuXBnGxsbw8vJCQkLCC9eZN28emjdvDjMzM9jY2MDX1xfx8fHS8tTUVIwaNQq1a9eGsbExHB0dMXr0aKSnp2ts5+TJk/D09ISFhQUsLS3h7e2N2NhYabmPjw/09fWxceNG7R50CZiwluDq1ato1qwZEhISsHnzZly+fBmrV6/GgQMH4O7ujtTUVLlDxO7du+Hh4QFTU1Okpqbivffew/79+7F69WpcvnwZW7ZsweXLl9G8eXNcvXpVtjgvXryIgoICrFmzBufPn8fXX3+N1atX43//+99L1x0yZAju3LkjPRYsWPDC+vn5+TA2Nsbo0aPh5eX1WnHOnj1bY1+jRo0qUic+Ph537tzBhQsXMHToUAwfPhwHDhx4rf2UhZd9GdCG1NRUHD16FN26dSv1fSmFgYEB7OzsoFKptL7tqKgo2NjY4JdffsH58+fx+eefY8qUKVixYkWRumlpaRgwYAA8PT2L3Zabm5vGazk8PFzr8b7M80mHtly5cgWVK1dGq1atYGdnBz29sr/D+ODBg9G3b98Sl48ZMwbff/89Fi1ahIsXL2LPnj1o0aLFG+3rypUrAIAePXrAzs4OhoaGxdb7/vvv0apVK427YRV3rh49eoSGDRti5cqVbxRPSRITE9G1a1d4eHggJiYGY8eOxSeffIJ9+/aVuI6+vj4GDBiAv//+G/Hx8Vi6dCm+++47zJgxQ6pz7NgxfPjhhwgICMDp06fh6+sLX19fnDt3rsj2du7ciePHj8Pe3l6rxyanBQsWYPny5Vi9ejUiIyNhYmICb29vZGdnl7jO4cOHMXLkSBw/fhwhISHIy8tDp06d8OjRIwDA7du3cfv2bSxatAjnzp3DunXrEBwcjICAAGkbmZmZ8PHxgaOjIyIjIxEeHg4zMzN4e3trvLcHDhyI5cuXl94JeJagYvn4+IiqVauKrKwsjfI7d+6IChUqiGHDhgkhhPjmm2+Em5ubtHznzp0CgFi1apVU5unpKT7//HPp+a5du0Tjxo2FoaGhcHFxETNnzhR5eXnScgDiu+++E76+vsLY2FjUqFFD7N69u0iMHTp0kPYzbNgwYWJiIu7cuaNRJysrS1SpUkX4+PgIIYT4/fffhbm5uXjy5IkQQojTp08LAGLSpEnSOgEBAcLPz096fuTIEfH+++8LIyMjUbVqVTFq1CiRmZkpLXdychJz5swRgwYNEqampsLBwUGsWbPmhed3wYIFwsXF5YV12rVrJ8aMGfPCOi/i7+8vevTo8Up1nZycxNdff13i8kOHDgkA4sGDBxrl1atXFwsWLHjhtp8/jpedr5ycHDFy5EhhZ2cnDA0NhaOjo5g7d660LgDp4eTkJIQQYsaMGaJhw4biu+++E87OzkKlUpV4XA0bNhQzZsyQnj948EAEBgYKGxsbYWhoKNzc3MTvv/8uHfOzj2fX27Bhg2jZsqX0/Ny5c6Jr167CzMxMmJqaivfff19cvnxZCPF/12LhwoXCzs5OWFlZiREjRojc3Fxp/ezsbDFhwgRhb28vKlSoIFq0aCEOHTqkEXt4eLho166dMDY2FhYWFqJTp04iNTW12PO8d+9eoVarxS+//KIRw8yZM0XFihWFmZmZGDp0qMjJydGIYdSoUaJSpUrC0NBQtG7dWpw4cUJa/vzr4KeffhLm5uYiODhY1KlTR5iYmAhvb29x+/Zt6bo8fw6fP6YXGTFihPDw8ChS3rdvXzF16lTpuj+ruLJXVdLrSwghvv32W1GtWjWhr68vatWqJTZs2KCxLgDx7bffim7duokKFSpIr5U9e/aIZs2aCUNDQ2FtbS18fX019vc6nx3+/v7Fxvf8tU9NTRX9+/cXFhYWwtjYWPj4+IhLly5Jy+/duyf69esn7O3thbGxsahXr57YtGlTifsBIBITEzViKek8X7hwQejp6YmLFy+WeBwv8ux2i3v9lMTNzU2sWLGixGN49loWAiB27tz5RnE+77PPPtP4WyjE09ept7f3a21n3Lhx4v3335ee9+nTR3Tt2lWjTsuWLcXQoUM1yv755x9RpUoVce7cuZd+ngvx9L1c3Dl51l9//SVat24tzM3NhZWVlejatav0mVbo5s2bol+/fsLS0lJUqFBBNG3aVBw/flxa/qLX/8sUFBQIOzs7sXDhQqksLS1NGBoais2bN7/ydlJSUgQAcfjw4RLrbN26VRgYGEi5yMmTJwUAcePGDanOmTNnBACRkJAglV2/fl0AKHJeSgNbWIuRmpqKffv2YcSIETA2NtZYZmdnBz8/P/z6668QQqBdu3a4cOEC7t69C+DpN5uKFSsiNDQUwNNWhoiICLRv3x4AcOTIEQwYMABjxozBhQsXsGbNGqxbt67Iz0WzZs1Cnz59cObMGXTp0gV+fn4arbppaWkIDw9H9+7dUVBQgC1btsDPzw92dnYa2zE2NsaIESOwb98+pKamok2bNnj48CFOnz5dbLyFZYXxXrlyBT4+PujduzfOnDmDX3/9FeHh4QgKCtLYz+LFi9GsWTOcPn0aI0aMwPDhwzV+gnheeno6rKysXnwhAGzcuBEVK1ZEvXr1MGXKFGRlZb10nTf11VdfwdraGo0bN8bChQvx5MmTEusKIRAcHIwbN26gZcuWr72vF52v5cuXY8+ePdi6dSvi4+OxceNGqa/VyZMnAQA//fQT7ty5Iz0HgMuXL+O3337Djh07XrmvWkFBATp37oyjR4/il19+wYULF/DVV19BV1cXrVq1wtKlS6FWq6WWuk8//VRad8+ePejRowcA4NatW2jbti0MDQ1x8OBBREVFYfDgwRrn8NChQ7hy5QoOHTqE9evXY926dRo/GQYFBSEiIgJbtmzBmTNn8MEHH8DHx0f6+SsmJgaenp6oW7cuIiIiEB4ejm7duiE/P7/IcW3atAkffvghNm7cCD8/P6n8wIEDiIuLQ2hoKDZv3owdO3Zg1qxZ0vLPPvsMv/32G9avX4/o6GjUqFED3t7eL/xFJSsrC4sWLcLPP/+MsLAw3LhxQzpPn376Kfr06QMfHx/pHLZq1eqVrg1Q/Pvkp59+wtWrVzVaoZ6XkJAAe3t7VKtWDX5+fq/cLaik19fOnTsxZswYTJgwAefOncPQoUMxaNAgHDp0SGP9mTNnomfPnjh79iwGDx6MP/74Az179kSXLl1w+vRpHDhwoEhL4+t8dixbtgyzZ89G1apVi7z+nzVw4ECcOnUKe/bsQUREBIQQ6NKli9QylJ2djaZNm+KPP/7AuXPnEBgYiP79++PEiRPSftzd3TV+4XFwcHilc/j777+jWrVq2Lt3L1xcXODs7IxPPvnkjX6V+/TTT/HTTz8BgBRHcVJTU3HhwgU0a9ZMKnvVc1WcmTNnvnb/zoiIiCK/anl7eyMiIuKVt3H58mUEBwejXbt2r7XdgoIC9O/fHxMnToSbm9trxf0ijx49wvjx43Hq1CkcOHAAOjo66Nmzp9RnMzMzE+3atcOtW7ewZ88exMbG4rPPPpOWv+z1/7LznJiYiKSkJI3jNzc3R8uWLV/rvBb+1P+iv7np6elQq9XSLxa1a9eGtbU1fvjhB+Tm5uLx48f44Ycf4OrqqhGzo6MjbG1tceTIkVeO542VekpcDh0/fvyF3zyXLFkiAIjk5GRRUFAgrK2txbZt24QQQjRq1EjMmzdP2NnZCSGetgjp6+uLR48eCSGetrYWtpYV+vnnn0XlypWl5wDE1KlTpeeZmZkCgPjrr7+kso0bN4pmzZoJIYRISkoSAEr8Rrljxw4BQERGRgohhGjSpIn0jc3X11fMmTNHGBgYiIcPH4p//vlHAJBaIwICAkRgYKDG9o4cOSJ0dHTE48ePhRBPW0k+/vhjaXlBQYGwsbHRaGV+VkJCglCr1WLt2rXFLi+0Zs0aERwcLM6cOSN++eUXUaVKFdGzZ88XrvOs12lhXbx4sTh06JCIjY0Vq1atEhYWFmLcuHHS8sKWNRMTE2FiYiL09PSEjo6O+PLLL1+67eJaWF90vkaNGiU6dOggCgoKit1eca/NGTNmCH19fZGSkqJR/rIW1n379gkdHR0RHx9f7L4KWxCfl52dLUxNTcW5c+eEEEJMmTJFuLi4aLSYPsvf3184OTlJLftCCPHBBx+Ivn37CiGefkvX1dUVt27d0ljP09NTTJkyRQghxIcffihat25d7PaF+L/zvGLFCmFubi5CQ0OLxGBlZSW9F4UQYtWqVcLU1FTk5+eLzMxMoa+vLzZu3Cgtz83NFfb29lIrenEtrHiudWHlypXC1tZWY7+v+jp81tGjR4Wenp7Yt2+fVHbp0iVhY2MjXa/iWvn+/PNPsXXrVhEbGyuCg4OFu7u7cHR0FBkZGa+03+JeX61atRJDhgzRKPvggw9Ely5dNNYbO3asRh13d3eNX2ue97qfHUII8fXXXxdpGXv2PXbp0iUBQBw9elRafu/ePWFsbCy2bt1a4na7du0qJkyYUOw2i1NSC+vQoUOFoaGhaNmypQgLCxOHDh0SjRo1Kral/FW2W/ir3YsU/lL2bGuYEMWfq2eV9Hfum2++ER06dHileAvVrFmzyN+2P/74QwAo8kvl89zd3YWhoaEAIAIDA0V+fr60TF9fX6P1W4in7zEbGxvp+dy5c0XHjh2lz0xttbA+7+7duwKAOHv2rBDi6d8oMzMzcf/+/RKP60Wv/5ed56NHjwoA0i82hT744APRp0+fV4o5Pz9fdO3a9YWfnXfv3hWOjo7if//7n0b52bNnRfXq1YWOjo7Q0dERtWvXFteuXSuyfuPGjcXMmTNfKZ5/gy2sLyBectdaAwMDqFQqtG3bFqGhoUhLS8OFCxcwYsQI5OTk4OLFizh8+DCaN2+OChUqAHg6sGL27NkwNTWVHoXf4p9tPWzQoIH0fxMTE6jVaqSkpEhlu3fvRvfu3V87XgBo164dQkNDIYTAkSNH0KtXL7i6uiI8PByHDx+Gvb09atasKcW7bt06jXi9vb1RUFCAxMTEYuNVqVSws7PTiLfQrVu34OPjgw8++ABDhgx5YbyBgYHw9vZG/fr14efnhw0bNmDnzp1Sny43NzcpppIGIryq8ePHo3379mjQoAGGDRuGxYsX45tvvkFOTo5GvSNHjiAmJgYxMTH4/vvvMXfuXKxatQrA09bgZ8/Ti75xvuh8DRw4EDExMahduzZGjx6Nv//++5WOwcnJCZUqVXqt446JiUHVqlVf+x7mBw8ehI2NjdSaERMTgzZt2kBfX7/Eddzc3KCrqys9r1y5snTMZ8+eRX5+PmrVqqVxDg8fPixd78IW1hfZvn07xo0bh5CQEI1WmkINGzaU3osA4O7ujszMTNy8eRNXrlxBXl4eWrduLS3X19dHixYtEBcXV+I+K1SogOrVqxd7XCXp3LmzdIzFtQidO3cOPXr0wIwZM9CpUycAT/tnf/TRR5g1a9YLr1fnzp3xwQcfoEGDBvD29saff/6JtLQ0bN269YUxvUhcXJzGeQGA1q1bFzkvz7bwAa92zV71s+N1YtXT09P45cPa2hq1a9eW4s3Pz8cXX3yB+vXrw8rKCqampti3b59WBqgWFBQgJycHGzZsQJs2bdC+fXv88MMPOHTo0At/dfo3Hj9+DAAwMjLSyvaCgoLKtG/+r7/+iujoaGzatAl//PEHFi1a9MrrRkVFYdmyZVi3bp3W+5YnJCTgww8/RLVq1aBWq6WWxcLXSUxMDBo3blxiy+XLXv9lcZ5HjhyJc+fOYcuWLcUuz8jIQNeuXVG3bl3MnDlTKn/8+DECAgLQunVrHD9+HEePHkW9evXQtWtX6fVWyNjYuFR//SxU9r3Vy4EaNWpApVIhLi4OPXv2LLI8Li4OlSpVkkZPt2/fHmvXrsWRI0fQuHFjqNVqKYk9fPiwxh/OzMxMzJo1C7169Sqy3Wc/bJ7/w69SqaSfGXJzcxEcHCwNWiqMpaQ/qoUf4C4uLlK8P/74I2JjY6Gvr486deqgffv2CA0NxYMHD4rEO3ToUIwePbrIdh0dHV8p3kK3b9+Gh4cHWrVq9Uqj659X+Afo8uXLqF69Ov7880/pJ77nu278Wy1btsSTJ09w7do11K5dWyp3cXGRrrubmxsiIyMxZ84cDB8+HN27d9f4I1mlSpUSt/+i89WkSRMkJibir7/+wv79+9GnTx94eXlh+/btL4zZxMSkSJmOjk6RLzLPdph/0/O2Z88ejS9Mr7KdFx1zZmYmdHV1ERUVpZHUAoCpqekr76Nx48aIjo7Gjz/+iGbNmpXK4KjnFXdcL/vy+P3330sf+s+vf+HCBXh6eiIwMBBTp06Vyh8+fIhTp07h9OnTUpecgoICCCGgp6eHv//+Gx06dCiyLwsLC9SqVQuXL19+o+N7Hc+/Bv/t66K0LFy4EMuWLcPSpUtRv359mJiYYOzYsVoZrFi5cmXo6elpfKlwdXUF8DTRefbzRFsqVqwIAHjw4MFrf2nVFjs7OyQnJ2uUJScnQ61Wv/R1UNjdom7dusjPz0dgYCAmTJgAXV3dErdb2P3tyJEjSElJ0fh7lJ+fjwkTJmDp0qW4du3aGx9Tt27d4OTkhO+++w729vYoKChAvXr1pNfJy47r3/5dKjzG5ORkVK5cWSpPTk4ucYaKZwUFBWHv3r0ICwtD1apViyx/+PAhfHx8YGZmhp07d2q8Fzdt2oRr164hIiICOjo6UpmlpSV2796Nfv36SXVTU1PL5HXHFtZiWFtbo2PHjvj222+LfJNISkrCxo0bMXDgQKmssB/rtm3bpL6f7du3x/79+3H06FGpDHiajMTHx6NGjRpFHoUvipcJDQ2FpaUlGjZsCOBpUtKnTx9s2rQJSUlJGnUfP36Mb7/9Fj179pSm4insx/r1119LyWlhwhoaGlok3gsXLhQbb2GL7au4desW2rdvj6ZNm+Knn3565WN9VmG/zMI3rpOTkxTLi5LDNxETEwMdHR3Y2Ni8sJ6urq70GjEzM9M4P//mw0qtVqNv37747rvv8Ouvv+K3336T+sDp6+sX22+zOJUqVdLo95aRkVGkZfyff/7BpUuXil3fwMCgyL6EEPj999+l/quF2zly5Mgbjwxv3Lgx8vPzkZKSUuR1Vvih3aBBg5e2RlSvXh2HDh3C7t27i53lITY2VuM9ffz4cZiamsLBwQHVq1eHgYEBjh49Ki3Py8vDyZMnUbdu3Tc6LqD4c1ilShXp+J4d1X3+/Hl4eHjA39+/SL92tVqNs2fPSi38MTExGDZsGGrXro2YmJgS+1JnZmZKo8VfRXGvL1dXV43zAjydVutl5+VVrpm2ubq64smTJ4iMjJTK7t+/j/j4eCneo0ePokePHvj444/RsGFDVKtWrch7oLjr9ipat26NJ0+eSL8MAJC2/ey11qbq1atDrVbjwoULpbL9V+Hu7l7kWoeEhMDd3f21tlNQUIC8vDzpS8vLttu/f3+cOXNG431hb2+PiRMnvnCGgpcpfM1MnToVnp6ecHV1xYMHDzTqNGjQADExMSX2T/63r38XFxfY2dlpbCMjIwORkZEvPK9CCAQFBWHnzp04ePCg1Fj1rIyMDHTq1AkGBgbYs2dPkdb5rKws6OjoaHzpL3z+7BfK7OxsXLlyBY0bN37j43xVTFhLsGLFCuTk5MDb2xthYWG4efMmgoOD0bFjR9SqVQvTp0+X6jZo0ACWlpbYtGmTRsK6a9cu5OTkaPyUNn36dGzYsAGzZs3C+fPnERcXhy1btmi0pLzM861bADBnzhzY2dmhY8eO+Ouvv3Dz5k2EhYXB29sbOjo6GvM5WlpaokGDBti4caMUb9u2bREdHY1Lly5ptLBOmjQJx44dQ1BQEGJiYpCQkIDdu3cXGXT1IoXJqqOjIxYtWoS7d+8iKSlJI7m+desW6tSpIw16uHLlCr744gtERUXh2rVr2LNnDwYMGIC2bdtq/IRYnAsXLkgfIunp6dKHWKETJ06gTp06uHXrFoCnnfqXLl2K2NhYXL16FRs3bsS4cePw8ccfw9LSUmPbKSkpSEpKwvXr17Ft2zb8/PPPGombNixZsgSbN2/GxYsXcenSJWzbtg12dnZSy66zszMOHDiApKSkIh+gz+vQoQN+/vlnHDlyBGfPnoW/v79GC2a7du3Qtm1b9O7dGyEhIVLLbnBwsLSvzMxMHDhwAPfu3UNWVhaioqKQlZWF999/X9pOUFAQMjIy0K9fP5w6dQoJCQn4+eefX/kn0Fq1asHPzw8DBgzAjh07kJiYiBMnTmDevHn4448/AABTpkzByZMnMWLECJw5cwYXL17EqlWrcO/evSLbOnToEH777bci82jm5uYiICAAFy5cwJ9//okZM2YgKCgIOjo6MDExwfDhwzFx4kQEBwfjwoULGDJkCLKysjSme3ldzs7OOHPmDOLj43Hv3r0Sk/pz587Bw8MDnTp1wvjx46X3SOGATh0dHdSrV0/jYWNjAyMjI9SrV09q3fz0009x+PBhXLt2DceOHUPPnj2hq6uLDz/88JXjff71NXHiRKxbtw6rVq1CQkIClixZgh07dmgMwivOjBkzsHnzZsyYMQNxcXE4e/Ys5s+f/6qnDgDg6elZ7NReJalZsyZ69OiBIUOGIDw8HLGxsfj4449RpUoV6b1as2ZNhISE4NixY4iLi8PQoUOLtOI5OzsjMjIS165dw71796Q/0pcvX0ZMTAySkpLw+PFj6fOlsNXNy8sLTZo0weDBg3H69GlERUVh6NCh0t+O0qCjowMvL69Xmr4sMzNT4zMxMTERMTExGt0hVqxY8dKuHM8bNmwYrl69is8++wwXL17Et99+i61bt2LcuHElbnfjxo3YunUr4uLicPXqVWzduhVTpkxB3759pda+MWPGIDg4GIsXL8bFixcxc+ZMnDp1SvobZG1tXeR9oa+vDzs7u3/Vmm1paQlra2usXbsWly9fxsGDBzF+/HiNOh9++CHs7Ozg6+uLo0eP4urVq/jtt9+kAVEve/2/7DyrVCqMHTsWX375Jfbs2YOzZ89iwIABsLe315jb+fn3yMiRI/HLL79g06ZNMDMzkz5LCr+sFyarjx49wg8//ICMjAypTuGXtI4dO+LBgwcYOXIk4uLicP78eQwaNAh6enrw8PCQ9nX8+HEYGhq+9heTN1LqvWTLscTEROHv7y9sbW2FSqUSAESvXr00Bm0U6tGjh9DT0xMPHz4UQjzt6GxpaSnee++9InWDg4NFq1athLGxsVCr1aJFixYaA5BQTEd4c3Nz8dNPPwkhhHBwcBAhISFFtnv37l0xatQo4eDgIHR1dQUA0apVq2I7hI8ZM0YAEHFxcVJZw4YNpcFizzpx4oTo2LGjMDU1FSYmJqJBgwZizpw50vKXDewpHJhS3KNQYmKixpQ/N27cEG3bthVWVlbC0NBQ1KhRQ0ycOFGkp6cXie95z0/N8/y+CgfOFE5TExUVJVq2bCnMzc2FkZGRcHV1FXPnzhXZ2dlF1il86OnpCRcXF/Hpp59qTPFVnOIGXb3ofK1du1Y0atRImJiYCLVaLTw9PUV0dLRUd8+ePaJGjRpCT0+vyLRWz0tPTxd9+/YVarVaODg4iHXr1hWZ1ur+/fti0KBBwtraWhgZGYl69eqJvXv3SsuHDRsmrK2tpWmtpk6dWuxAgtjYWNGpUydRoUIFYWZmJtq0aSOuXLkihCh+4NGYMWNEu3btpOe5ubli+vTpwtnZWejr64vKlSuLnj17ijNnzkh1QkNDRatWrYShoaGwsLAQ3t7e0gCo58/zhQsXhI2NjRg/frxGDNOnTxfW1tbC1NRUDBkyROM6P378WIwaNUpUrFjxtaa1etbzg2RSUlKk98+zr/HnFTeFEUqYjujZdZ6/7n379hWVK1cWBgYGokqVKqJv376vNeVMca8vIV5tWqviBvD89ttvolGjRsLAwEBUrFhR9OrVS1r2KtOuOTk5aTx/2aArIf5vWitzc3NhbGwsvL29Naa1un//vujRo4cwNTUVNjY2YurUqWLAgAEar9H4+Hjx3nvvCWNjY43Pi3bt2hV7nZ6d9urWrVuiV69ewtTUVNja2oqBAweWODDneW8y6EqIp4PtqlSpojFgqbhzVdx0dQCEv7+/RgyvOyCpcNuF17patWrS36yStrtlyxbRpEkT6W9L3bp1xdy5c6UBvYW2bt0qatWqJQwMDISbm5v4448/XhiHtgZdhYSECFdXV2FoaCgaNGggQkNDi7zOr127Jnr37i3UarWoUKGCaNasmTTAWYgXv/5f5TwXFBSIadOmCVtbW2FoaCg8PT2LDJJ9/j1S0t/bwutR0mvg+dfx33//LU3rZWlpKTp06CAiIiI09h0YGFhkirHSovr/B0evYMaMGViyZAlCQkLw3nvvyRJDdHQ0OnTogLt3775wgAsA/PDDDxgxYgR+/fXXUr8tJr07GjRogKlTp6JPnz5yh/JaBg4ciLS0NEXfxYnoTQkh0LJlS4wbN+6VW9PfZaGhoRg4cOC/6uP6rrt37x5q166NU6dOFdvtQNvYJeA1zJo1C8uXL8fx48fL7N65z3vy5Am++eablyarABAQEIAtW7YgLi6uSF9cojeRm5uL3r17/+tZGYhIu1QqFdauXfvC+aOJtOnatWv49ttvyyRZBQC2sBLRO4EtrE/7DA4dOrTYZU5OTjh//nwZR/TucXNzw/Xr14tdtmbNGo0bXVDpYQtr+cOElYjoHfHw4cMig4sK6evrl9oodvo/169fL3Hgna2tLczMzMo4onfTtWvXsGvXriIDM0m5mLASERERkaKxDysRERERKRoTViIiIiJSNCasRERERKRoTFiJiIiISNGYsBIRERGRojFhJSIiIiJFY8JKRERERIr2/wD4rtFOpYeYBgAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAowAAAK9CAYAAACuFT3eAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAADT30lEQVR4nOzdd1gT2RoG8Deh9w4qIigIiArYe8fey65dxN4L9oaKuqyuIvbesHddXUVd1LV3sfde6B2kJrl/gNEsIUu8aEDe333mea5nzsx8M+yEj+/MmQgkEokERERERES5EKo6ACIiIiIq2JgwEhEREZFCTBiJiIiISCEmjERERESkEBNGIiIiIlKICSMRERERKcSEkYiIiIgUYsJIRERERAoxYSQiIiIihZgwEpFCz549Q7NmzWBkZASBQIBDhw7l6/5fv34NgUCAzZs35+t+C7OGDRuiYcOGqg6DiEiKCSNRIfDixQsMHjwYZcqUgba2NgwNDVGnTh0sWbIEKSkp3/XYnp6euHfvHubNm4etW7eiatWq3/V4P1Lfvn0hEAhgaGgo9zo+e/YMAoEAAoEACxcuVHr/Hz9+xKxZsxASEpIP0RIRqY66qgMgIsX++usv/PLLL9DS0kKfPn1QoUIFpKen48KFC5gwYQIePHiAtWvXfpdjp6Sk4PLly5g2bRpGjBjxXY5ha2uLlJQUaGhofJf9/xd1dXV8+vQJR44cwa+//iqzbvv27dDW1kZqauo37fvjx4+YPXs27Ozs4O7unuftTp48+U3HIyL6XpgwEhVgr169Qrdu3WBra4vTp0+jePHi0nXDhw/H8+fP8ddff32340dGRgIAjI2Nv9sxBAIBtLW1v9v+/4uWlhbq1KmDnTt35kgYd+zYgdatW2P//v0/JJZPnz5BV1cXmpqaP+R4RER5xSFpogJswYIFSEpKwoYNG2SSxc8cHBwwevRo6b8zMzMxZ84c2NvbQ0tLC3Z2dpg6dSrS0tJktrOzs0ObNm1w4cIFVK9eHdra2ihTpgwCAwOlfWbNmgVbW1sAwIQJEyAQCGBnZwcgayj38///2qxZsyAQCGTaTp06hbp168LY2Bj6+vpwcnLC1KlTpetze4bx9OnTqFevHvT09GBsbIz27dvj0aNHco/3/Plz9O3bF8bGxjAyMoKXlxc+ffqU+4X9lx49euD48eOIi4uTtl2/fh3Pnj1Djx49cvSPiYnB+PHjUbFiRejr68PQ0BAtW7bEnTt3pH3Onj2LatWqAQC8vLykQ9ufz7Nhw4aoUKECbt68ifr160NXV1d6Xf79DKOnpye0tbVznH/z5s1hYmKCjx8/5vlciYi+BRNGogLsyJEjKFOmDGrXrp2n/gMGDICPjw8qV66MxYsXo0GDBvDz80O3bt1y9H3+/Dm6dOmCpk2bYtGiRTAxMUHfvn3x4MEDAECnTp2wePFiAED37t2xdetWBAQEKBX/gwcP0KZNG6SlpcHX1xeLFi1Cu3btcPHiRYXb/f3332jevDkiIiIwa9YseHt749KlS6hTpw5ev36do/+vv/6KxMRE+Pn54ddff8XmzZsxe/bsPMfZqVMnCAQCHDhwQNq2Y8cOODs7o3Llyjn6v3z5EocOHUKbNm3g7++PCRMm4N69e2jQoIE0eStXrhx8fX0BAIMGDcLWrVuxdetW1K9fX7qf6OhotGzZEu7u7ggICECjRo3kxrdkyRJYWFjA09MTIpEIALBmzRqcPHkSy5YtQ4kSJfJ8rkRE30RCRAVSfHy8BICkffv2eeofEhIiASAZMGCATPv48eMlACSnT5+Wttna2koASM6dOydti4iIkGhpaUnGjRsnbXv16pUEgOSPP/6Q2aenp6fE1tY2RwwzZ86UfP2xsnjxYgkASWRkZK5xfz7Gpk2bpG3u7u4SS0tLSXR0tLTtzp07EqFQKOnTp0+O4/Xr109mnx07dpSYmZnlesyvz0NPT08ikUgkXbp0kTRp0kQikUgkIpFIUqxYMcns2bPlXoPU1FSJSCTKcR5aWloSX19fadv169dznNtnDRo0kACQrF69Wu66Bg0ayLSdOHFCAkAyd+5cycuXLyX6+vqSDh06/Oc5EhHlB1YYiQqohIQEAICBgUGe+h87dgwA4O3tLdM+btw4AMjxrKOLiwvq1asn/beFhQWcnJzw8uXLb4753z4/+3j48GGIxeI8bRMaGoqQkBD07dsXpqam0nZXV1c0bdpUep5fGzJkiMy/69Wrh+joaOk1zIsePXrg7NmzCAsLw+nTpxEWFiZ3OBrIeu5RKMz6+BSJRIiOjpYOt9+6dSvPx9TS0oKXl1ee+jZr1gyDBw+Gr68vOnXqBG1tbaxZsybPxyIi+n8wYSQqoAwNDQEAiYmJeer/5s0bCIVCODg4yLQXK1YMxsbGePPmjUx7qVKlcuzDxMQEsbGx3xhxTl27dkWdOnUwYMAAWFlZoVu3btizZ4/C5PFznE5OTjnWlStXDlFRUUhOTpZp//e5mJiYAIBS59KqVSsYGBhg9+7d2L59O6pVq5bjWn4mFouxePFilC1bFlpaWjA3N4eFhQXu3r2L+Pj4PB/T2tpaqQkuCxcuhKmpKUJCQrB06VJYWlrmeVsiov8HE0aiAsrQ0BAlSpTA/fv3ldru35NOcqOmpia3XSKRfPMxPj9f95mOjg7OnTuHv//+G71798bdu3fRtWtXNG3aNEff/8f/cy6faWlpoVOnTtiyZQsOHjyYa3URAH777Td4e3ujfv362LZtG06cOIFTp06hfPnyea6kAlnXRxm3b99GREQEAODevXtKbUtE9P9gwkhUgLVp0wYvXrzA5cuX/7Ovra0txGIxnj17JtMeHh6OuLg46Yzn/GBiYiIzo/izf1cxAUAoFKJJkybw9/fHw4cPMW/ePJw+fRpnzpyRu+/PcT558iTHusePH8Pc3Bx6enr/3wnkokePHrh9+zYSExPlThT6bN++fWjUqBE2bNiAbt26oVmzZvDw8MhxTfKavOdFcnIyvLy84OLigkGDBmHBggW4fv16vu2fiEgRJoxEBdjEiROhp6eHAQMGIDw8PMf6Fy9eYMmSJQCyhlQB5JjJ7O/vDwBo3bp1vsVlb2+P+Ph43L17V9oWGhqKgwcPyvSLiYnJse3nF1j/+1U/nxUvXhzu7u7YsmWLTAJ2//59nDx5Unqe30OjRo0wZ84cLF++HMWKFcu1n5qaWo7q5d69e/HhwweZts+JrbzkWlmTJk3C27dvsWXLFvj7+8POzg6enp65XkciovzEF3cTFWD29vbYsWMHunbtinLlysl808ulS5ewd+9e9O3bFwDg5uYGT09PrF27FnFxcWjQoAGuXbuGLVu2oEOHDrm+suVbdOvWDZMmTULHjh0xatQofPr0CatWrYKjo6PMpA9fX1+cO3cOrVu3hq2tLSIiIrBy5UqULFkSdevWzXX/f/zxB1q2bIlatWqhf//+SElJwbJly2BkZIRZs2bl23n8m1AoxPTp0/+zX5s2beDr6wsvLy/Url0b9+7dw/bt21GmTBmZfvb29jA2Nsbq1athYGAAPT091KhRA6VLl1YqrtOnT2PlypWYOXOm9DU/mzZtQsOGDTFjxgwsWLBAqf0RESmLFUaiAq5du3a4e/cuunTpgsOHD2P48OGYPHkyXr9+jUWLFmHp0qXSvuvXr8fs2bNx/fp1jBkzBqdPn8aUKVOwa9eufI3JzMwMBw8ehK6uLiZOnIgtW7bAz88Pbdu2zRF7qVKlsHHjRgwfPhwrVqxA/fr1cfr0aRgZGeW6fw8PDwQFBcHMzAw+Pj5YuHAhatasiYsXLyqdbH0PU6dOxbhx43DixAmMHj0at27dwl9//QUbGxuZfhoaGtiyZQvU1NQwZMgQdO/eHf/8849Sx0pMTES/fv1QqVIlTJs2Tdper149jB49GosWLcKVK1fy5byIiHIjkCjzVDgRERERFTmsMBIRERGRQkwYiYiIiEghJoxEREREpBATRiIiIiJSiAkjERERESnEhJGIiIiIFGLCSEREREQK/ZTf9GI1YK+qQ6Bs+yd5qDoE+krV0iaqDoGyxSSlqzoEymasp6HqECibrkb+ff+6snQqjVDZsVNuL1fZsfOKFUYiIiIiUuinrDASERERKUXAGpoivDpEREREpBATRiIiIiJSiEPSRERERALVTbgpDFhhJCIiIiKFWGEkIiIi4qQXhXh1iIiIiEghVhiJiIiI+AyjQqwwEhEREZFCTBiJiIiISCEOSRMRERFx0otCvDpEREREpBArjERERESc9KIQK4xEREREpBATRiIiIiJSiEPSRERERJz0ohCvDhEREREpxAojERERESe9KMQKIxEREREpxAojEREREZ9hVIhXh4iIiIgUYsJIRERERApxSJqIiIiIk14UYoWRiIiIiBRihZGIiIiIk14U4tUhIiIiIoWYMBIRERGRQhySJiIiIuKkF4VYYSQiIiIihVhhJCIiIuKkF4V4dYiIiIhIIVYYiYiIiFhhVIhXh4iIiIgUYsJIRERERApxSJqIiIhIyNfqKMIKIxEREVEhs2LFCtjZ2UFbWxs1atTAtWvXFPYPCAiAk5MTdHR0YGNjg7FjxyI1NTXPx2OFkYiIiKgQTXrZvXs3vL29sXr1atSoUQMBAQFo3rw5njx5AktLyxz9d+zYgcmTJ2Pjxo2oXbs2nj59ir59+0IgEMDf3z9Pxyw8V4eIiIiI4O/vj4EDB8LLywsuLi5YvXo1dHV1sXHjRrn9L126hDp16qBHjx6ws7NDs2bN0L179/+sSn6NCSMRERGRCqWlpSEhIUFmSUtLk9s3PT0dN2/ehIeHh7RNKBTCw8MDly9flrtN7dq1cfPmTWmC+PLlSxw7dgytWrXKc4xMGImIiIgEApUtfn5+MDIykln8/PzkhhkVFQWRSAQrKyuZdisrK4SFhcndpkePHvD19UXdunWhoaEBe3t7NGzYEFOnTs3z5WHCSERERKRCU6ZMQXx8vMwyZcqUfNv/2bNn8dtvv2HlypW4desWDhw4gL/++gtz5szJ8z446YWIiIhIhZNetLS0oKWllae+5ubmUFNTQ3h4uEx7eHg4ihUrJnebGTNmoHfv3hgwYAAAoGLFikhOTsagQYMwbdo0CIX/fe6sMBIREREVEpqamqhSpQqCg4OlbWKxGMHBwahVq5bcbT59+pQjKVRTUwMASCSSPB2XFUYiIiIiQeF5cbe3tzc8PT1RtWpVVK9eHQEBAUhOToaXlxcAoE+fPrC2tpY+B9m2bVv4+/ujUqVKqFGjBp4/f44ZM2agbdu20sTxvzBhJCIiIipEunbtisjISPj4+CAsLAzu7u4ICgqSToR5+/atTEVx+vTpEAgEmD59Oj58+AALCwu0bdsW8+bNy/MxBZK81iILEasBe1UdAmXbP8njvzvRD1O1tImqQ6BsMUnpqg6Bshnraag6BMqmq6G6Kp9O0/kqO3bKqUkqO3ZescJIREREVIi+6UUVeHWIiIiISCFWGImIiIgK0aQXVWCFkYiIiIgUYsJIRERERApxSJqIiIiIk14U4tUhIiIiIoUKXIXx82shBXz4lIiIiH4U5h0KFZiEMTAwEH/88QeePXsGAHB0dMSECRPQu3dvFUeWN16N7DGsuRMsjbTx8F0cpu68jduvYnPtb6ijgSkdK6B1ZWsY62niffQnzNgdguB7YQAAoQCY0K48utS0hYWRNsLjUrDr0mssPvpIug8LQy1M7+yKhuWtYKijgSvPojB1x228ikiS9vmjd2XUL2cFK2MdJKdl4sbzKMzZfw/PwxK/38VQsdNH9yHowDbEx8bAprQDegwehzJO5eX2/SfoEC6fPo4Pb14CAGwdnNCpz1Bp/8zMTBzcuhr3blxGZNgH6Ojpw8WtGjr3HQYTM4sc+8vISMc87/549+oZZi4NRKkyjlnt6WkIXDEfb54/Qei713CtXgcjpy/4Tleg4Ni1Yzu2bNqAqKhIODo5Y/LUGajo6ppr/5MnjmPFsiX4+OEDStnaYYz3eNSr30C6XiKRYOXypTiwby8SExPgXqkypvnMgq2tnbTPujWrcP7cP3jy+BE0NDRw4coNmWPExcViysTxePb0CeLi4mBqZoaGjZpg1Bhv6Ovr5/s1KCgO7t2J3ds3IyY6CvZlnTBq3BSUK18x1/5ng09g45rlCAv9iJI2pTBo+FjUrFNfur5RDfnbDh7hjW69vRBy8zrGDusnt8+qTTvh7FIBYR8/oHvHFjnWr1i/DS4V3ZQ8w8Jj986s+yI6KgqOTs6YNHU6KlTM/b44dSIIK5d/vi9sMWpszvti1YplOJh9X7hVqoypM2ZK74sb165iYD9PufvetnMvylfM+lleungeq1csx4vnz6CppYXKVapi3IRJKGFdMv9OngqtAjEk7e/vj6FDh6JVq1bYs2cP9uzZgxYtWmDIkCFYvHixqsP7T+2rlcTsX92w6MhDNPU9hQfv4rFrTH2YG2jJ7a+hJsAe7/qwMddD/9WXUWd6EMYF3kBobIq0z8iWzvBsaI8pO26h3owgzNl/FyNaOGFAEwdpn83D68DWQg+eyy/Cw/cU3kcnY++4+tDV/PK9kHffxGL0puuoNyMI3Rafg0AgwO6x9SH8Sf+QunbuFHavX4J23Qdg5pItsCldFot9xiAhLkZu/yf3bqF6g6aY4LcCUxeug6mFFfx9RiM2KgIAkJ6WircvnqBtNy/MXLIFw6f+jrAPb7BszgS5+9u7cTmMTc1ztIvFYmhqaqFJ21/g4l4t/064AAs6fgwLF/hh8LDh2LX3IJycnDF0cH9ER0fL7R9y+xYmTxiHjp26YPe+Q2jUuAnGjByOZ8+eSvts2rAOO7dvxfSZs7Bt5x7o6Ohg6KD+SEtLk/bJyMhA02Yt8EvX7nKPIxQI0ahxEyxZvgp/HjuBOfN+x9UrlzB39sz8vQAFyOlTQVi15A949h+CtVv2wN7BERNHD0ZsjPyfxf27IZgzYxJate2EdYF7Ubd+Y8yYOBqvXjyT9tl/7IzMMnG6LwQCAeo3zvp2p/Ku7jn6tG7fGcVLWMOpnOwfcAuXr5Pp51jO5ftdDBU7cfwYFi34HYOHDseOvQfg6OSEYYMHIEbBfTFl4jh06NgFO/ceRMPGHvAeNQLPv7ovNm9cj53bt2KqzywE7si6L4YPHiC9L9wqVcKps+dllo6df4F1yZJwqVABAPDh/XuMHTkc1arXwK59h7ByzXrExcVi3JhR3/+iFBQCoeqWQqBARLls2TKsWrUK8+fPR7t27dCuXTssWLAAK1euxNKlS1Ud3n8a0tQR286/wq6Lr/E0NBETtt1ESroI3evaye3fvW5pmOhpou+Ki7j+PBrvoj/h8tMoPHwfL+1Tzd4MJ0I+4u97YXgX/QlHb37A2QfhqFTaFABQxkofVe3NMGnbLYS8jsWL8CRM3HYLOhpq6FijlHQ/W8+9wpVnUXgX/Qn33sbh90P3UdJMFzbmet/1mqjKyUM7Ub95e9Rt2gYlSpVG7+GToKmljQunjsrtP2iCLxq37oJSZRxR3MYOfUdOhUQsxqM7WVUpXT19jJu7DNXqeaBYSVvYO1dAzyHj8eb5Y0RHhMns696NS3h4+yp+7Z/zA1ZLWwe9h09CgxYdYGhimv8nXgBt3bIJnbr8ig4dO8PewQHTZ86GtrY2Dh3YL7f/9m2BqF23Hvr2G4Ay9vYYMWoMyrm4YNeObQCyqijbtwZi4OChaNTYA45OzpjrtwCRERE4Hfy3dD/DRoxCb8++KFvWUe5xDI2M8Gu3HihfoSJKlLBGjZq18Gu3Hrh164bc/j+DvTsD0bp9Z7Rs2xF2ZezhPdkH2to6OH7koNz++3dvQ/WaddCttxdsS5dBvyEjUdbJBQf37pT2MTUzl1kunjsD9yrVUcLaBgCgoaEhs97QyAgXz51BizYdcjxyZGRkLNNXXf3n/aq+bYGb0anLL2jfsTPs7R0wzSf7vjgo/77YuW0ratepC89+/VHG3h7DR47Ovi+2A8i6L3ZsDcTAQUPQqHETODo5Yc5v8xEZEYEz2feFhoYmzM0tpIuRkTHOnglGuw6dpD+Lhw/vQywWY/ioMbApVQrlXMqjT99+ePL4ETIyMn7MxaECrUAkjKGhoahdu3aO9tq1ayM0NFQFEeWdhpoArrYmOP8wXNomkQDnHoWjahkzuds0dy+BGy+j8XuPyrjv3xb/zG6G0a2cZap+119Eo245S5SxyhoicylphBplzXE6e8haSz3rR5eaIZI5blqmGNUdcla4AEBXUw3d6tjhTWQSPsZ8+r/OuyDKzMjAm+dPUO6rCp5QKISLezW8eHwvT/tIS0uFSCSCnoFhrn1SPiVBIBBAV99A2hYfG40ty/wwYNwsaGrJrywXJRnp6Xj08AFq1vpyXwuFQtSsWRt379yWu83dkBDUrFlLpq12nbq4GxICIKsCEhUViRo1v+zTwMAAFV3dct1nXkREhOP036dQperPWfnNyMjA08cPUaV6TWmbUChE5Wo18eDeHbnbPLx3B1Wq1ZRpq1azdq79Y6KjcOXiebRq1zHXOC6eO4uE+Di0bNMhx7pp40eiY4sGGDmwDy6eO5OHsyqcMjKy7ouv/xsWCoWoUbMW7t4JkbvN3TshqFFL9vdjrdp1pP2l90Ut2fuigqtrrvv85+xpxMfFoX2HTtI2F5cKEAgEOHzwAEQiERITE/HXkT9Ro2YtaGj8vAk85V2BeIbRwcEBe/bswdSpU2Xad+/ejbJlyyrcNi0tTWY4CgAkogwI1H7Mf+Cm+lpQVxMiMiFVpj0yIRVlixnI3cbWXA91nS1x4Mpb9FhyHqUt9fF7z8pQVxNi0ZGHAIClxx/DQEcDF+e0gEgsgZpQAL+D97H/6lsAwLOwRLyLTsa0ThUxYetNfErLxOCmjrA21YWVkbbM8fo2tIdPF1foaavjWWgCfvE/hwyR5DtcDdVKTIiDWCyCobFsBc/Q2ASh71/naR/7Nq+Asal5rsPGGelp2LdpBarXbwod3awqrUQiwcaAOWjQsiPsypZDVPjH/+s8fgaxcbEQiUQwM5P9o8nMzAyvXr2Uu01UVBTMzMxz9I+KjspeH5nVZp5zn1FRUUrHOGm8N86eCUZqaioaNGyEWb7zlN5HYRAfFwuxSAQTU9nrZmJqhrdvXsndJiY6Sm7/2Gj51/nEsT+hq6eL+g09co3j+J8HUK1GbVhYFZO26ejqYujo8ajgWglCoRDnzpzCjImjMWfBEtSp3yivp1hoxMZm3RemOe4Lc7x+Jf9nERUVlbO/uTmio2TvC3n7jM7lvjh0YD9q1akLq2JffhbWJUti5doNmDRuLOb5zoRIJIKrmzuWr1qr3EkWZpz0olCBSBhnz56Nrl274ty5c6hTpw4A4OLFiwgODsaePXsUbuvn54fZs2fLtOlW6gL9yr9+t3j/X0KBAFEJaRgXeANiCXD3TRyKGetgeHMnacLYvqoNOtUohaHrruLJx3iUtzHGnG7uCItPwZ5Lb5ApkqDfyktY7FkNT5d2QKZIjHOPIvD3vVD8+z/5/Vff4J+H4bAy0saw5k5YN6QW2vqdRlqm+MeffAF2bG8grp37GxP9VkBDM2eVMDMzE6t+nwYJJOg9fJK0PfjIHqSmfELrX+Q/VE4F04RJUzBk2HC8ef0aSwL8sXC+H6b5zFJ1WIXS8SMH4dG8da7V9cjwMFy/egk+8xbKtBsZm+DXHl/uG2eXCoiKjMTubZt/yoSxIAgPC8Plixcwf5Hs/ICoqEjMmTUDbdt3QItWrZGcnIxVy5divPdorF63kW8uoYKRMHbu3BlXr16Fv78/Dh06BAAoV64crl27hkqVKincdsqUKfD29pZpcxgt/3m17yEmKQ2ZIjEsDGWrehaG2oiIT5W7TXh8KjJFYoi/KvI9C02ElbEONNQEyBBJ4POLK5Ydf4xD198BAB59SICNmR5GtXTGnktvAGQlmk18T8FARx2aakJEJ6Xj+NTGCHktOzs7MSUTiSlJeBWRhJsvo/F0aQe0qmyNg9fe5eOVUD0DQ2MIhWo5JrgkxMXCyET+4wGfBR3YjmP7AjF+7jLYlM5Z1c7MzMTq36chOiIME35bIa0uAsCjuzfx4vF9DO5YX2abOWO8ULNhc/T39vk/zqpwMjE2gZqaWo4JLtHR0TA3l//IhLm5OaL/VcGKjo6GeXbV0dw8a1Z6dFQ0LCwsZfo4OTsrHaO5hQXMLSxQuow9DI2M4NWnJwYNHSaz75+BkbEJhGpqOSa4xMZEw9RU/n1hamYut7+JWc6f3d3bN/HuzWv4zF2YY91nx48egqGRMerUb/if8ZYrXxE3r13+z36FkYlJ1n3x7wku0dFRMFNwX+ToH/Wl/+f7Iib63/dFFJycyuXY3+FDB2BkbIwGDRvLtO/euQP6+gYYM+7LhL55v/+BFh4Nce/uHbi6uef9RAurQjL5RFUKzNWpUqUKtm/fjps3b+LmzZvYtm3bfyaLAKClpQVDQ0OZ5UcNRwNAhkiCu29iUa/clxtVIADqOVvixkv5s96uP4+CnaW+TPXb3kofYXEp0qFiHU01iCWyw8YisQRCOX/lJaZkIjopHaUt9eFmZ4qgkNyHRD//laipXmB+9PlGXUMDtg5OeHTnurRNLBbj0Z3rsHfO/fUhx/dtxdFdGzF2dgDsyub8gP2cLIZ/fIfx85ZB39BIZn2PQd6YtXQrZi4NxMylgRg9yx8AMHjSHHTsMySfzq5w0dDURDmX8rh65csvfrFYjKtXL8PVTf597erujqtXrsi0Xbl8Ca7u7gCyhszMzS1w9eqXfSYlJWX/MvvvzwpFPr//NT09/f/aT0GkoaEBR2cX3Lp+VdomFotx6/oVlM/l1TUuFd1w68ZVmbab1y7L7X/syAE4OrvAwdFJ7r4kEgmCjh5Cs5Zt8zSZ5cWzJzAzz/nKqp+Bhkb2fXFV9r64dvVKrgmZq5s7rl2RTaCvXL4k7S+9L67I3hf3797NsU+JRII/Dx1Am7btczyXmJqaAqFQ9veCUE0ojZFIpRVGoVD4n2VugUCAzMzMHxTRt1l96imW9quOkDexuP0qBoM8ykJXSx27Lr4GACzrVw1hcSmYd+A+AGDz2Rfo19gB87q5Y/3p5yhjqY/RrcthffCXV1acvBOKMa3K4UP0Jzz5mIAKpYwxuJkjdl748pxL2yolEZ2Uhg/Rn1CupBHmdHPH8dsf8E/2BBxbcz20r2aDsw/DEJ2YhuImuhjV0hmpGSLp+x5/Ns06dMeGxXNgV7YcSju64O/Du5GWmoo6Hq0BAOsXzYaJmQU69x0GADi2LxCHt63DwAmzYW5VHPGxWUm+lrYOtHV0s4ah/abgzYsnGO2zCGKxWNpHT98Q6hoaMLMsJhODto4OAMCyeEmYmn/5Q+Lj21fIzMxAcmICUlM+4e3LrNdifH5X48+mt6cXZkydhPLlK6BCRVds27oFKSkp6NAx60H7aVMmwtLSCqPHjgMA9OzVB/379saWzRtRv34DBB0/hgf372PGLF8AWZ8FPXv3wbo1q2BbyhbWJUtixbIlsLC0ROMmX56dC/34EfHx8QgN/QiRSITHj7LeXVqqVCno6unh/Ll/EB0dhfIVKkJXVxcvnj/H4oUL4F6pMqx/0vfN/dK9D373nQbHcuVRzqUi9u3aitTUFLTInoDy26ypsLCwxMDhYwAAnbv2wpghXtizfQtq1qmH06eC8OTRA4ybIvvqoeSkJPwTfApDR4/P9di3blxF6McPaN2+U451QX8dhoa6Bso6ZVWIz50NxvEjBzF+6qx8Oe+CqFefvvCZNhku5SugQgVX7NiWdV98noAyfcokWFpaYlT2fdG9V28M9OqDwM0bUa9+Q5w4/hcePnggc1/06N0H69euRilbO1hbW2Pl8qWwsLREoyayz5Reu3oFH96/R8fOv+SIq179htgeuAVrVq1Ai1at8Sk5GcuXLEbxEiXg/BO/5ojyTqUJ48GD8l/pAACXL1/G0qVLC8VfNoevv4eZvhYmti8PS0NtPHgXh+4B5xGZkDUZx9pMV2b4+WNsCrotPgffru44M6sZwmJTsO7vZ1h2/LG0z9QdtzG5Q3n83qsyzA2yXty99Z8X0mccAcDKWBuzu7rBwlAb4fEp2HvpDfyPflmfmiFCDUdzDGpaFka6mohMSMWVp5Fo43caUYmyE4V+FtXrN0VifBwObVuHhNho2JQpi7G+i6VD0jGRYRB8NR397LEDyMzMwCo/2QlX7br3R/ueAxEXHYGQq+cBALNGyb5EfsJvK+DsWiXPsQXMGivzKp7Zo/oAADYcvZLbJoVai5atEBsTg5XLlyIqKhJOzuWwcs166VBaWGgohF8NAblXqgy/BQuxfGkAlgX4o5StHQKWrZB5PY5X/4FISUmB7ywfJCYmoFLlKli5Zj20vnp2buXypfjz8JfPlq5dOgAA1m8KRLXqNaClpYUD+/Zi4Xw/pKenw6pYcTTxaIp+AwZ95yuiOo2btkB8XAw2r12R9eJuR2fMD1gN0+wh5ojwUAi/ui8quLpj+pzfsXH1cqxftQTWNraYs2AJStvLPq5x+tRxSCQSNG7WMtdjH/vzAMq7uqOUXRm567duXIPwsFCoqanBxq40fOb+gQZNmuXDWRdMzVu2QmxsDFYtX4bo7Ptixep1X90XH2V+Fu6VKuO3+QuxYlkAli9ZjFK2dvBfuhwOX90XffsNQEpKCuZm3xfulatgxep1MvcFABw6sA9u7pVQukzOn0X1GjXx2/yF2LJpA7Zs3ABtHW24urljxer10NbWztH/p8QhaYUEEomkQE2XffLkCSZPnowjR46gZ8+e8PX1ha2trVL7sBqw9ztFR8raPyn3WZP041UtbaLqEChbTNLPN/xdWBnr8bUxBYWuhuom1+i0XamyY6ccGaayY+dVgUmnP378iIEDB6JixYrIzMxESEgItmzZonSySERERKQ0gUB1SyGg8oQxPj4ekyZNgoODAx48eIDg4GAcOXIEFbK/roiIiIiIVEulzzAuWLAA8+fPR7FixbBz5060b99eleEQERERkRwqTRgnT54MHR0dODg4YMuWLdiyZYvcfgcOHPjBkREREVGRwkkvCqk0YezTpw/fHk9ERERUwKk0Ydy8ebMqD09ERESUhQUshVh/JSIiIiKFCsR3SRMRERGpFJ9hVIhXh4iIiIgUYsJIRERERApxSJqIiIiIk14UYoWRiIiIiBRihZGIiIiKPL4XWjFWGImIiIhIISaMRERERKQQh6SJiIioyOOQtGKsMBIRERGRQqwwEhEREbHAqBArjERERESkECuMREREVOTxGUbFWGEkIiIiIoWYMBIRERGRQhySJiIioiKPQ9KKscJIRERERAqxwkhERERFHiuMirHCSEREREQKMWEkIiIiIoU4JE1ERERFHoekFWOFkYiIiIgUYoWRiIiIiAVGhVhhJCIiIiKFWGEkIiKiIo/PMCrGCiMRERERKcSEkYiIiIgU4pA0ERERFXkcklaMFUYiIiIiUogVRiIiIiryWGFUjBVGIiIiIlKICSMRERERKcQhaSIiIiryOCStGCuMRERERKQQK4xERERELDAqxAojERERUSGzYsUK2NnZQVtbGzVq1MC1a9dy7duwYUMIBIIcS+vWrfN8PCaMREREVOTJS6h+1KKs3bt3w9vbGzNnzsStW7fg5uaG5s2bIyIiQm7/AwcOIDQ0VLrcv38fampq+OWXX/J8TCaMRERERIWIv78/Bg4cCC8vL7i4uGD16tXQ1dXFxo0b5fY3NTVFsWLFpMupU6egq6vLhJGIiIiosEhLS0NCQoLMkpaWJrdveno6bt68CQ8PD2mbUCiEh4cHLl++nKfjbdiwAd26dYOenl6eY2TCSEREREWeKoek/fz8YGRkJLP4+fnJjTMqKgoikQhWVlYy7VZWVggLC/vP87x27Rru37+PAQMGKHV9OEuaiIiISIWmTJkCb29vmTYtLa3vcqwNGzagYsWKqF69ulLbMWEkIiKiIk+VL+7W0tLKc4Jobm4ONTU1hIeHy7SHh4ejWLFiCrdNTk7Grl274Ovrq3SMHJImIiIiKiQ0NTVRpUoVBAcHS9vEYjGCg4NRq1Ythdvu3bsXaWlp6NWrl9LHZYWRiIiIqBDx9vaGp6cnqlatiurVqyMgIADJycnw8vICAPTp0wfW1tY5noPcsGEDOnToADMzM6WPyYSRiIiIqBB900vXrl0RGRkJHx8fhIWFwd3dHUFBQdKJMG/fvoVQKDuI/OTJE1y4cAEnT578pmMyYSQiIiIqZEaMGIERI0bIXXf27NkcbU5OTpBIJN98PCaMREREVOSpctJLYcBJL0RERESkECuMREREVOSxwqjYT5kwbhvXSNUhULaxe+6oOgT6yvlJDVUdAmWLSUpXdQiUzUhXQ9UhEBV4HJImIiIiIoV+ygojERERkTI4JK0YK4xEREREpBArjERERFTkscKoGCuMRERERKQQE0YiIiIiUohD0kREREQckVaIFUYiIiIiUogVRiIiIiryOOlFMVYYiYiIiEghVhiJiIioyGOFUTFWGImIiIhIISaMRERERKQQh6SJiIioyOOQtGKsMBIRERGRQqwwEhEREbHAqBArjERERESkEBNGIiIiIlKIQ9JERERU5HHSi2KsMBIRERGRQgUiYQwMDERaWlqO9vT0dAQGBqogIiIiIipKBAKBypbCoEAkjF5eXoiPj8/RnpiYCC8vLxVERERERESfFYiEUSKRyM2w379/DyMjIxVERERERESfqXTSS6VKlaTl2CZNmkBd/Us4IpEIr169QosWLVQYIRERERUFhWVoWFVUmjB26NABABASEoLmzZtDX19fuk5TUxN2dnbo3LmziqIjIiIiIkDFCePMmTMBAHZ2dujatSu0tbVVGQ4REREVUawwKlYg3sPo6ekJIGtWdEREBMRiscz6UqVKqSIsIiIiIkIBSRifPXuGfv364dKlSzLtnyfDiEQiFUVGRERERQILjAoViISxb9++UFdXx9GjR1G8eHGWhYmIiIgKkAKRMIaEhODmzZtwdnZWdShERERE9C8FImF0cXFBVFSUqsMgIiKiIoqjm4oViBd3z58/HxMnTsTZs2cRHR2NhIQEmYWIiIiIVKdAVBg9PDwAAE2aNJFp56QXIiIi+hFYYVSsQCSMZ86cUXUIRERERJSLApEwNmjQQNUhEBEREVEuCkTC+NmnT5/w9u1bpKeny7S7urqqKCIiIiIqCjgirViBSBgjIyPh5eWF48ePy13PZxiJiIiIVKdAzJIeM2YM4uLicPXqVejo6CAoKAhbtmxB2bJl8eeff6o6PCIiIvrJCQQClS2FQYGoMJ4+fRqHDx9G1apVIRQKYWtri6ZNm8LQ0BB+fn5o3bq1qkMkIiIiKrIKRIUxOTkZlpaWAAATExNERkYCACpWrIhbt26pMjQiIiIqAgQC1S2FQYFIGJ2cnPDkyRMAgJubG9asWYMPHz5g9erVKF68uIqjIyIiIiraCsSQ9OjRoxEaGgoAmDlzJlq0aIHt27dDU1MTmzdvVm1wREREREVcgUgYe/XqJf3/VapUwZs3b/D48WOUKlUK5ubmKoyMiIiIioLCMvlEVQrEkLSvry8+ffok/beuri4qV64MPT09+Pr6qjAyIiIiIioQCePs2bORlJSUo/3Tp0+YPXu2CiIiIiKiooSTXhQrEAmjRCKRWwq+c+cOTE1NVRAREREREX2m0mcYTUxMpC+tdHR0lEkaRSIRkpKSMGTIEBVGSEREREQqTRgDAgIgkUjQr18/zJ49G0ZGRtJ1mpqasLOzQ61atVQYIRERERUFQmEhGRtWEZUmjJ6ensjMzIRAIEDjxo1hY2OjynCIiIiISA6VP8Oorq6OoUOHQiwWqzoUIiIiKqI46UUxlSeMAFC9enXcvn1b1WEQERERkRwF4sXdw4YNw7hx4/D+/XtUqVIFenp6MutdXV1VFBkREREVBXxxt2IFImHs1q0bAGDUqFHSNoFAIH3djkgkUlVoREREREVegUgYX716peoQiIiIiCgXBSJhtLW1VXUIREREVIRxRFqxApEwAsCLFy8QEBCAR48eAQBcXFwwevRo2NvbqziyvPnn2H4EH9yBhLgYWNs54JeBY2Hn6CK378WTf+LameP4+DarslrK3gltew3Otf/OVQtw8cRhdO43Co3adZVZd//GJRzfvQkf3zyHuoYWypZ3x6Cpv+fYR1JCPH4f64m46Egs2BYEXX2D//OMC65fqpRAr5qlYKaviWfhSfjj5DM8/Jgot28b12KY2dZZpi0tU4y6889J/319WkO52y4JfoFtV94BAJyK6WNkozJwKWEIkViCM08isfjUC6RkiHI9zmfNFl9E7KcMZU+zUNi1Yzu2bNqAqKhIODo5Y/LUGaio4JnkkyeOY8WyJfj44QNK2dphjPd41KvfQLpeIpFg5fKlOLBvLxITE+BeqTKm+cyCra2dtE98XBx+/20O/jl7BkKhEE2aNsOkydOg+9Wz0U+fPMZvc33x4P49mJiaonuPXvDqP/C7XIOC4vihPTi8JxBxMdGwsy+L/iMnoqxzBbl9375+gV2bV+Pl00eIDA+F17BxaNO5h0yf3VvWYE/gWpm2Eja2WLb5gPTfYR/fYcvqADy+H4KMjAy4V6uFASMmwtjULMcxM9LTMXmEJ16/eIqFa3agtINTPpx1wbR753YEbt6A6KgoODo5Y+KU6ahQMff74tSJIKxavgQfP35AqVK2GDV2POp+dV8E/30S+/fswqOHDxAfH4+dew/Cybmc3H1JJBKMHDoIly6ex6KA5WjUxEO6rnLFnJ9RfgsWoXnL1v/H2dLPokDMkj5x4gRcXFxw7do1uLq6wtXVFVevXkX58uVx6tQpVYf3n25e+BsHNy5Dy279MMl/I6ztHLBitjcS42Ll9n92/xaq1GuK0XOWYtz8NTA2t8SKWWMRFx2Zo++dK//g9ZMHMDI1z7Hu9qUzCAzwRc0mrTB58RZ4/74KVes3lXvMHcv9UMK2cCTf/4+m5SwwxsMB68+/Ru8NN/AsIgnLurnCRFcj122SUjPRIuCSdGm3/LLM+q/XtQi4BN8jjyGWSHDmcdbPy1xfEyt6uOFdbAq8Nt3E6F13UcZcTyZBPPUwIsd+Lr+Iwc03cT9tshh0/BgWLvDD4GHDsWvvQTg5OWPo4P6Ijo6W2z/k9i1MnjAOHTt1we59h9CocROMGTkcz549lfbZtGEddm7fiukzZ2Hbzj3Q0dHB0EH9kZaWJu0zZdJ4vHj+HKvXb8LSFatx68YN+M7yka5PSkrCkIH9UbxECezcewBjx03E6pXLsW/P7u93MVTs4pmT2LzaH7/2GYQ/Vm+Hrb0j5kwagfjYGLn901NTYVXcGr0GjJSb3H1mY2eP9XtPSJd5SzZI16WmpMB34nAIBALMWrga85ZsQGZGBvymj5X7GrXAtUtgYmbx/59sAXci6Bj8//gdg4YMx449B1DW0QnDBw9ATC73xZ2QW5g6aRzad+qCHXsPomFjD3iPHoHnX90XKSkpcK9UBaPGjv/P42/fukXh5I5Zc37DyTPnpUvDxh659v3ZfP7mOVUshUGBSBgnT56MsWPH4urVq/D394e/vz+uXr2KMWPGYNKkSaoO7z+dPrwbtZu1Ra0mrVHcpjS6DZ0ATS0tXA4+Krd/X+9ZqN+qE0qWcUSxkrboOXwyJBIxnty9IdMvLjoSe9ctRl/vmVBTky0Gi0SZ2L9hCTp4Dke9Fh1hZV0KxW1Ko3LdJjmOd/74QXxKTkKTDj1yrPvZ9Khhg0MhoThyNwyvoj7B79hTpGaK0c6teK7bSABEJ6dLl5hk2QTu63XRyemo72iOm6/j8CEuFQBQr6wZMkUSLAh6hjcxKXgYmgi/40/RpJwFSproAMiqWn69D5FEgqp2xjgcEvrdroWqbd2yCZ26/IoOHTvD3sEB02fOhra2Ng4d2C+3//Ztgahdtx769huAMvb2GDFqDMq5uGDXjm0Asioj27cGYuDgoWjU2AOOTs6Y67cAkREROB38NwDg5YsXuHjhPGb6zoWrqxsqV6mKyVOnI+j4X4iICAcAHDv6JzIyMuA75zc4OJRFy1at0b1nb2wN3PRjLowKHNm3DR6tOqJxi3awsSuDwWOmQktLG8FBh+X2d3AuD8/BY1C3cXNoaGjmul81NTWYmJpLF0MjE+m6xw9CEBkeihETZ8G2TFnYlimLkZNm48XTh7h3+7rMfm5dvYg7N6/Ac/CYfDnfgmx74GZ07PwL2nfsjDL2DpjmMxvaOto4fFD+fbFj21bUqlMXnl79UaaMPYaNHA1nFxfs3rld2qdN2/YYNHQ4atRU/M1oTx4/wrYtmzBzzrxc+xgYGMLc3EK6aGlpfduJ0ne3YsUK2NnZQVtbGzVq1MC1a9cU9o+Li8Pw4cNRvHhxaGlpwdHREceOHcvz8QpEwvjo0SP0798/R3u/fv3w8OFDFUSUd5kZGXj34gmcXKtJ24RCIZzcquLVk/t52kd6eipEokzo6htK28RiMQIDfNGkQw8UL1UmxzbvXjxFXHQkBEIhfh/bF1O92mGl7zh8fPNSpl/ou1c4vmcT+oyZXmj+ivlW6kIBnIsb4NqrL5VdCYBrr2JRsaRhrtvpaKrhzxE1cXRkTSz8pQLKmOvm2tdUTwN1HUxx+M6XRE9DTYhMsRiSr/qlZWZVUNxtjCBP64pWSM0Q4/TjnFXln0FGejoePXyAmrVqS9uEQiFq1qyNu3fkv3P1bkgIav7rF17tOnVxNyQEAPDh/XtERUWiRs0v+zQwMEBFVzfpPu/cuQ0DQ0OUr1BR2qdGrdoQCoW4d/dudp8QVKlaFRqamjLHef3qFRLi4/+/Ey+AMjIy8OLpY7hWri5tEwqFcK1cHU8f3vu/9h364S0G/NocQ3u1Q8Bv0xAZ/uW+yEjPACCQSTg1NbUgEAjx+H6ItC0uJhqr/Odi1OQ50NLW/r/iKegyMrLui6//GxYKhahRsxbu3gmRu829OyEy/QGgVu06ufbPTUpKCqZOGo/J03xgbp57Jff333zRuF5N9O7+Cw4d3A+JRJJrX1Kd3bt3w9vbGzNnzsStW7fg5uaG5s2bIyIiQm7/9PR0NG3aFK9fv8a+ffvw5MkTrFu3DtbW1nk+ZoFIGC0sLBCS/UvhayEhIbC0tPzxASkhKTEOYrEIBsamMu2GRqZIyGW4598Ob1kFIxNzOLtVlbadOrANQqEaGrb5Re42UeEfAQDHdm1A8188MWTaAujoGWDJ9BFITkwAkPXhtHnRLHTwHA5Ti2LfcnqFirGuBtSFAsQkp8u0xySnw0xPfpXkTfQnzDn6GOP33ofP4UcQCoANnpVhaSD/r+rWFYshOV2EM4+jpG03XsfCTE8TvWraQF0ogIG2OkY0ykryzfXlH7edW3GceBAuTSx/NrFxsRCJRDAzkx3ONDMzQ1RUlNxtoqKiYGZmnrN/dFT2+qzk2sw8931GR0XB1FT2XlRXV4ehkRGis7ePioqCaY7jmEvX/WwS47M+o4xNZK+bkYkZ4mK+/XzLOlfAiImzMN1vOQaNnoyI0I+YPmYAUj4lAwAcXSpCW0cbW9ctRVpqClJTUrBlTQDEYhFis3+mEokEyxfMQvO2neHgJP8Z7p9JXGzWfWH6r/vC1Mwc0dGK7ot//zdvjmgl/1tdtMAPbu6V0LBxzlGoz4YOH4X5CwOwcu1GNPFoht/nzsauHVuVOk5hVpiGpP39/TFw4EB4eXnBxcUFq1evhq6uLjZu3Ci3/8aNGxETE4NDhw6hTp06sLOzQ4MGDeDm5pbnYxaISS8DBw7EoEGD8PLlS9SunfWX1MWLFzF//nx4e3sr3DYtLU3m+SUASE9Pg6Zm4Sijn9y/FTcv/I3Rc5dDIzvmt88f4+zRvZjkvzHX/5Ak2c8ANe/iiUq1GwEAeo2aihn9O+L2pdOo27wD/ty6GlYlbVG9YfMfczKF0L0PCbj3IUH67zvvE7B3cHV0qlwcq/95naN/O7fiCLofjnTRl0TvZdQnzDryGGM9HDC8URmIxRLsvv4e0UnpEMv567yitSHKWOhh5p+Pvss5Ef0IlWvUkf5/O/uycCxXEUN6tMbFs6fg0aoDjIxNMM5nPtYG+OHYwV0QCISo27g5ypR1hkCY9bl27OAupKQko2N3L1WdRpHwz5nTuH7tKnbuPaCw38Ahw6T/37mcC1JSUhC4aSO69+zzvUMs8uTlMlpaWnIfCUhPT8fNmzcxZcoUaZtQKISHhwcuX76coz8A/Pnnn6hVqxaGDx+Ow4cPw8LCAj169MCkSZOgpqaWpxgLRMI4Y8YMGBgYYNGiRdILUKJECcyaNUvmZd7y+Pn5Yfbs2TJtvYZNQJ8RE79bvF/TNzCGUKiGxDjZamJCfAwMTUxz2SrL34d24NT+bRjhGwBrOwdp+4uHd5AUHwufAZ2lbWKxCAc2L8eZI3vgu24/jLIfRC9uYyfto6GhCTOrEoiJzHpW6+ndm/j49iVGdaoPAJBkD5pO7tMazX/pg9bdB3z7iRdAcZ8ykCmWwPRf1URTPU1E/6vqmBuRWIIn4YnSZw+/5m5jBDtzXUw9+CDHuhMPInDiQQRM9TSQki6GBBL0qGGDD7GpOfq2dy+OJ2GJeByWlMczK3xMjE2gpqaWY4JLdHQ0zM1zTuACAHPznFWW6OhomGdX/z4Po0VHRcPCwlKmj5Nz1gQjM3NzxMTI3ouZmZlIiI+HWfb25ubmiMlxnCjpup+NgVHWZ1RcrOzPIj42GsZyJtN9Kz19AxQvaYuwj++kbe5Va2Hltj+REB8LNTV16OkboH+XZrAqXhIAcO/2dTx9eA/dWsg+ijBxaG/Ub9ICIyf75lt8BYGxSdZ98e8JLjHROavrn2XdF/++j6JgpsR/q9euXcH7d2/RoHZ1mfYJ3qNQqXIVrNskv4pYwdUV69asRHp6OjQ1c3+W9Wehyqe25OUyM2fOxKxZs3L0jYqKgkgkgpWVlUy7lZUVHj9+LHf/L1++xOnTp9GzZ08cO3YMz58/x7Bhw5CRkYGZM2fmKcYCkTAKBAKMHTsWY8eORWJi1utPDAzy9tqXKVOm5KhCnn8l/xUq34O6hgZs7J3w5O4NuNXMSszEYjGe3r2J+q0657rdqQPbcWLfFgyf6Q9bB9nXH1Rr2AJObtVk2lbMHovqDVugZpNWAAAbe2eoa2gi/MNb2LtklZRFmZmIiQiVDj8PmDQPGelfEqU3zx9h+7LfMOa3lbAolvfnFgqLTLEEj0MTUc3OGP88zUoABACq2Zlg740PedqHUAA4WOjj4oucMxbbuxXHw9BEPItIznX7zxNm2roVQ3qmGFdfyc6U19FQg0c5C6w4+3O/rF5DUxPlXMrj6pXLaJz92g6xWIyrVy+jW/decrdxdXfH1StX0KtPX2nblcuX4OruDgCwLlkS5uYWuHr1MpzLZd0zSUlJuHf3Dn7p2h0A4OZWCYkJCXj44D5cyme9Muba1SsQi8XS1/m4ublj2ZIAZGRkQENDQ3ocu9KlYWgk/5nTwkxDQwP2js64d/s6atTNGo0Qi8W4e/s6Wnb4Nd+Ok5LyCeEf38PEo1WOdZ8nw9y7fQ3xcTGoVjvrs7L/iAno0e9LVSsmOhJzJo2A9ww/OJaT/8qfwkxDI+u+uHb1svR1NmKxGNeuXEHX7j3lblPRzR3Xrl5Gz96e0rarly/B1c09z8f16j8QHTt1kWn7tVM7jJs4GfUbNM51uyePH8PQ0KhIJIuqJi+Xyc8JR2KxGJaWlli7di3U1NRQpUoVfPjwAX/88UfhShg/i4iIwJMnTwAAzs7OsLD471csyCvZamrmrZqUXxq374qtS+ahlIMz7Mq64MyRPUhLTUXNJlnvrgoMmAMjM3O07z0UQNbziX/tWA9P75kwsyyOhOy//LW0daClowt9QyPoG8r+4lJTU4ehsSmsrLNecq6jq4e6zdvj2K4NMDG3hKllMfx9cAcAoHKdrF8KFtl/xX+WlBAHAChW0vanfQ/jjqvvMLNdOTwKTcSDj4noXr0kdDSEOHI362H8WW2dEZmYJk3YBtS1xb0PCXgfmwJ9bXX0rmmDYkZaOWYv62mqoUk5CwQEv5B73F+qWuPu+3ikpItQo7QJRjWxx/LTL5GUlinTr6mLBdSEAhy/F/4dzr5g6e3phRlTJ6F8+QqoUNEV27ZuQUpKCjp07AQAmDZlIiwtrTB67DgAQM9efdC/b29s2bwR9es3QNDxY3hw/z5mzMqqMgkEAvTs3Qfr1qyCbSlbWJcsiRXLlsDC0lKalJaxt0eduvUwe+YMTPeZjczMDPjNm4MWLVvD0jLrr/GWrdti9coVmOUzDV79B+L5s2fYvi0QEyZOkXMWP4e2XXph2fyZsHcsh7LOFXB0/w6kpaagcfN2AIClv/vA1NwCvQaMBJA1UeZ99gS6zMwMREdF4NXzJ9DW0UVxaxsAwJbVi1G1Vn1YWBVHTHQkdm9eA6FQiLqNW0iPezroT5QsVRqGxsZ48uAeNq5YiDade8A6e2TEwkr27QXaOlkTzoqVKAkzC9nqyc+iZ5++mDltMlzKV0D5iq7YkX1ftOuQdV/MmDoJlpaWGDkm677o0as3Bnr1wdYtG1G3XkOcCPoLDx88wPSZX6qv8fFxCAsNRWT2hIfXr7M+38zMzWVmPP9bsWIlYF0y6/fEP2dPIyY6GhVd3aCppYWrly9h4/o16O1ZdB4XUOXE0NyGn+UxNzeHmpoawsNlf4+Eh4ejWDH58xWKFy8ODQ0NmeHncuXKISwsLM8V5AKRMCYmJmLYsGHYuXOn9P1campq6Nq1K1asWAGjAv5Xf5W6HkiKj8NfO9cjMTYG1qXLYvjMRTDMnggTExku8x/i+eMHkZmZgQ0Lpsvsp2XXfmjdPeds8dx07DsCQjV1BAbMQUZ6GmwdXTBqzlKZ2dZFzalHkTDW08TgBqVhpqeJp+FJGLXrrrTyV8xIG18/VmigrY5prZ1gpqeJxNRMPApLRP8tt/Eq6pPMfpuVt4RAAJx4ID/RK1/cAIPq2UFXUw2voz/ht2NPcfx+zr7t3Yvj7JOoHInkz6hFy1aIjYnByuVLERUVCSfncli5Zr10KC0sNBRCwZd5d+6VKsNvwUIsXxqAZQH+KGVrh4BlK1C2rKO0j1f/gUhJSYHvLB8kJiagUuUqWLlmvcwHrd/8hfCbNweD+ntKX9w9ecqXe83AwACr123Ab3N90f2XTjA2McHgIcPQ5VfZl+L/TOo0aob4+Fjs2rwacbHRKG3viOm/L5O+YzEqIkzmMyo2OhLjB395Ddefe7bizz1bUd6tCnz9s17WHR0ZgcXzpiIxIR6GRiYoV8Edfss3w8j4y6t1Prx7je3rlyMpMR4WViXQuWc/tO0iv5JWVDRvkXVfrFqxDNHZ98Xy1eu+ui8+QvjVz8LNvTLm/b4QK5cHYPmSxShlawf/Jcvh8NV98c+Z05g1Y6r031MmZFWqBg0djiHDRuYpLnV1DezZtQOLFvhBIgFsSpWC9/hJ6NQl/6rQlD80NTVRpUoVBAcHo0OHDgCyKojBwcEYMWKE3G3q1KmDHTt2QCwWQyjM+tx9+vQpihcvnucKskBSAObMd+3aFbdv38ayZctQq1bWsyyXL1/G6NGj4e7ujl27dim1v1OPfr6ZjoXV1AN5e7UQ/RjnJzVUdQiU7flP/AxrYVPaUu+/O9EPoaepuipfpdmnVXbs2zNzfzRAnt27d8PT0xNr1qxB9erVERAQgD179uDx48ewsrJCnz59YG1tDT8/PwDAu3fvUL58eXh6emLkyJF49uwZ+vXrh1GjRmHatGl5OmaBqDAePXoUJ06cQN26daVtzZs3x7p169CiRQsFWxIRERH9/wrTq4q7du2KyMhI+Pj4ICwsDO7u7ggKCpJOhHn79q20kggANjY2OHHiBMaOHQtXV1dYW1tj9OjRSn05SoFIGM3MzOQOOxsZGcHExETOFkRERERF14gRI3Idgj579myOtlq1auHKlSvffLwC8eLu6dOnw9vbG2FhYdK2sLAwTJgwATNmzFBhZERERFQUFKYXd6tCgagwrlq1Cs+fP0epUqVQqlQpAFnlVC0tLURGRmLNmjXSvrdu3VJVmERERERFUoFIGD/P8iEiIiKigqdAJIx5fWkkERER0fdQSEaGVaZAJIxfS0pKkr6L8TNDw6L7XkEiIiIiVSsQCeOrV68wYsQInD17FqmpX757VyKRQCAQQCQSqTA6IiIi+tkVlsknqlIgEsZevXpBIpFg48aNsLKy4g+NiIiIqAApEAnjnTt3cPPmTTg5Oak6FCIiIiqCWKtSrEC8h7FatWp49+6dqsMgIiIiIjkKRIVx/fr1GDJkCD58+IAKFSpAQ0NDZr2rq6uKIiMiIiKiApEwRkZG4sWLF/Dy8pK2CQQCTnohIiKiH4LzJxQrEAljv379UKlSJezcuZOTXoiIiIgKmAKRML558wZ//vknHBwcVB0KERERFUGsVSlWICa9NG7cGHfu3FF1GEREREQkR4GoMLZt2xZjx47FvXv3ULFixRyTXtq1a6eiyIiIiIioQCSMQ4YMAQD4+vrmWMdJL0RERPS9cf6EYgUiYfz3d0cTERERUcFRIBJGIiIiIlVigVExlSWMS5cuxaBBg6CtrY2lS5cq7Dtq1KgfFBURERER/ZvKEsbFixejZ8+e0NbWxuLFi3PtJxAImDASERHRd8VnGBVTWcL46tUruf+fiIiIiAqWAvEeRiIiIiIquArEpBeRSITNmzcjODgYEREROWZNnz59WkWRERERUVHAEWnFCkTCOHr0aGzevBmtW7dGhQoV+BwBERERUQFSIBLGXbt2Yc+ePWjVqpWqQyEiIqIiiMUqxQrEM4yamppwcHBQdRhEREREJEeBSBjHjRuHJUuWQCKRqDoUIiIiIvqXAjEkfeHCBZw5cwbHjx9H+fLloaGhIbP+wIEDKoqMiIiIigIOSStWIBJGY2NjdOzYUdVhEBEREZEcBSJh3LRpk6pDICIioiKMBUbFVJowmpiYyC0BGxkZwdHREePHj0fTpk1VEBkRERERfabShDEgIEBue1xcHG7evIk2bdpg3759aNu27Y8NjIiIiIikVJowenp6Klzv7u4OPz8/JoxERET0XXHSi2IF4rU6uWnTpg0eP36s6jCIiIiIirQCMeklN2lpadDU1FR1GERERPSTY4FRsQJdYdywYQPc3d1VHQYRERFRkabSCqO3t7fc9vj4eNy6dQtPnz7FuXPnfnBUREREVNTwGUbFVJow3r59W267oaEhmjZtigMHDqB06dI/OCoiIiIi+ppKE8YzZ86o8vBERERElAcFetILERER0Y/AEWnFCvSkFyIiIiJSPVYYiYiIqMgTssSoECuMRERERKQQE0YiIiIiUohD0kRERFTkcURaMVYYiYiIiEghVhiJiIioyOM3vSjGCiMRERERKcQKIxERERV5QhYYFWKFkYiIiIgUYsJIRERERApxSJqIiIiKPE56UYwVRiIiIiJSiBVGIiIiKvJYYFTsp0wY3UsaqzoEynZ+UkNVh0BfMak2QtUhULZnp/1VHQJlU+P0WKL/xCFpIiIiIlLop6wwEhERESlDAFaaFWGFkYiIiIgUYoWRiIiIijw+yqoYK4xEREREpBATRiIiIiryBAKBypZvsWLFCtjZ2UFbWxs1atTAtWvXcu27efPmHMfU1tZW6nhMGImIiIgKkd27d8Pb2xszZ87ErVu34ObmhubNmyMiIiLXbQwNDREaGipd3rx5o9QxmTASERERFSL+/v4YOHAgvLy84OLigtWrV0NXVxcbN27MdRuBQIBixYpJFysrK6WOyYSRiIiIijyBQHVLWloaEhISZJa0tDS5caanp+PmzZvw8PCQtgmFQnh4eODy5cu5nl9SUhJsbW1hY2OD9u3b48GDB0pdH5UmjJmZmQgMDER4eLgqwyAiIiJSGT8/PxgZGcksfn5+cvtGRUVBJBLlqBBaWVkhLCxM7jZOTk7YuHEjDh8+jG3btkEsFqN27dp4//59nmNU6Wt11NXVMWTIEDx69EiVYRAREVERJ1Thl0lPmTIF3t7eMm1aWlr5tv9atWqhVq1a0n/Xrl0b5cqVw5o1azBnzpw87UPl72GsXr06QkJCYGtrq+pQiIiIiH44LS2tPCeI5ubmUFNTyzE6Gx4ejmLFiuVpHxoaGqhUqRKeP3+e5xhVnjAOGzYM3t7eePfuHapUqQI9PT2Z9a6uriqKjIiIiKhg0dTURJUqVRAcHIwOHToAAMRiMYKDgzFixIg87UMkEuHevXto1apVno+r8oSxW7duAIBRo0ZJ2wQCASQSCQQCAUQikapCIyIioiJChSPSSvP29oanpyeqVq2K6tWrIyAgAMnJyfDy8gIA9OnTB9bW1tLnIH19fVGzZk04ODggLi4Of/zxB968eYMBAwbk+ZgqTxhfvXql6hCIiIiICo2uXbsiMjISPj4+CAsLg7u7O4KCgqQTYd6+fQuh8Mu85tjYWAwcOBBhYWEwMTFBlSpVcOnSJbi4uOT5mAKJRCLJ9zNRscjETFWHQNkMdFT+Nwl9xaRa3oYr6Pt7dtpf1SFQNnMDTVWHQNm0Vfgro8umWyo79j6vyio7dl4ViPcwbt26FXXq1EGJEiWkbx4PCAjA4cOHVRwZEREREak8YVy1ahW8vb3RqlUrxMXFSZ9ZNDY2RkBAgGqDIyIioiJBlS/uLgxUnjAuW7YM69atw7Rp06CmpiZtr1q1Ku7du6fCyIiIiIgIKAAJ46tXr1CpUqUc7VpaWkhOTlZBRERERET0NZXPSChdurTcF3cHBQWhXLlyKoqKiIiIihJVftNLYaDyhNHb2xvDhw9HamoqJBIJrl27hp07d8LPzw/r169XdXhERERERZ7KE8YBAwZAR0cH06dPx6dPn9CjRw+UKFECS5Yskb7Um4iIiOh7Yn1RMZUnjADQs2dP9OzZE58+fUJSUhIsLS1VHRIRERERZVP5pJeNGzdKv+1FV1eXySIRERFRAZMvCWNcXNw3b+vn5wcHBweUKlUKvXv3xvr16/H8+fP8CIuIiIgoTwQCgcqWwkDphHH+/PnYvXu39N+//vorzMzMYG1tjTt37igdwLNnz/D27Vv4+flBV1cXCxcuhJOTE0qWLIlevXopvT8iIiIiyl9KJ4yrV6+GjY0NAODUqVM4deoUjh8/jpYtW2LChAnfFIS1tTV69uyJxYsXY8mSJejduzfCw8Oxa9eub9ofERERkTKEAtUthYHSk17CwsKkCePRo0fx66+/olmzZrCzs0ONGjWUDuDkyZM4e/Yszp49i9u3b6NcuXJo0KAB9u3bh/r16yu9PyIiIiLKX0onjCYmJnj37h1sbGwQFBSEuXPnAgAkEon0e6CV0aJFC1hYWGDcuHE4duwYjI2Nld4HERER0f+jsDxLqCpKD0l36tQJPXr0QNOmTREdHY2WLVsCAG7fvg0HBwelA/D390edOnWwYMEClC9fHj169MDatWvx9OlTpfdFRERERPlP6YRx8eLFGDFiBFxcXHDq1Cno6+sDAEJDQzFs2DClAxgzZgwOHDiAqKgoBAUFoXbt2ggKCkKFChVQsmRJpfdHRERERPlL6SFpDQ0NjB8/Pkf72LFjvzkIiUSC27dv4+zZszhz5gwuXLgAsVgMCwuLb94nERERUV5xRFqxPCWMf/75Z5532K5dO6UCaNu2LS5evIiEhAS4ubmhYcOGGDhwIOrXr8/nGYmIiIgKgDwljB06dMjTzgQCgdITX5ydnTF48GDUq1cPRkZGSm1LRERElB846UWxPCWMYrH4uwXwxx9/5GiLi4tjdZGIiIiogPi/vhowNTX1/w5A3jfHmJqafvM3xxARERFR/lI6YRSJRJgzZw6sra2hr6+Ply9fAgBmzJiBDRs2KB2AvG+OCQoK+r++OYaIiIhIGfymF8WUThjnzZuHzZs3Y8GCBdDU1JS2V6hQAevXr1c6gNy+OWbixIm4fv260vsjIiIiovyldMIYGBiItWvXomfPnlBTU5O2u7m54fHjx0oH8PmbYwAgKCgIHh4eAL79m2OIiIiIlCUQCFS2FAZKv4fxw4cPcr/RRSwWIyMjQ+kAPn9zTNmyZfPlm2OIiIiIKH8pnTC6uLjg/PnzsLW1lWnft28fKlWqpHQAixcvhp2dHd69e4cFCxb8398cQ0RERKSswlHnUx2lE0YfHx94enriw4cPEIvFOHDgAJ48eYLAwEAcPXpU6QC+xzfHEBEREVH+UTphbN++PY4cOQJfX1/o6enBx8cHlStXxpEjR9C0adNvCuLZs2c4c+YMIiIicrzz0cfH55v2SURERET5Q+mEEQDq1auHU6dO5UsA69atw9ChQ2Fubo5ixYrJPPwpEAiYMBIREdF3Jywkk09U5ZsSRgC4ceMGHj16BCDrucYqVap8037mzp2LefPmYdKkSd8aChERERF9R0onjO/fv0f37t1x8eJF6df3xcXFoXbt2ti1axdKliyp1P5iY2Pxyy+/KBsGERERUb5hgVExpd/DOGDAAGRkZODRo0eIiYlBTEwMHj16BLFYjAEDBigdwC+//IKTJ08qvR0RERER/RhKVxj/+ecfXLp0CU5OTtI2JycnLFu2DPXq1VM6AAcHB8yYMQNXrlxBxYoVoaGhIbN+1KhRSu+TiIiIiPKP0gmjjY2N3Bd0i0QilChRQukA1q5dC319ffzzzz/4559/ZNYJBAImjERERPTdFZZvXFEVpRPGP/74AyNHjsSKFStQtWpVAFkTYEaPHo2FCxcqHcCrV6+U3oaIiIiIfpw8JYwmJiYymXdycjJq1KgBdfWszTMzM6Guro5+/fqhQ4cO3yVQIiIiou+FBUbF8pQwBgQEfNcg3r9/jz///BNv375Fenq6zDp/f//vemwiIiIiUixPCaOnp+d3CyA4OBjt2rVDmTJl8PjxY1SoUAGvX7+GRCJB5cqVv9txiYiIiChvlH6tztdSU1ORkJAgsyhrypQpGD9+PO7duwdtbW3s378f7969Q4MGDfh+RiIiIvohhAKBypbCQOmEMTk5GSNGjIClpSX09PRgYmIisyjr0aNH6NOnDwBAXV0dKSkp0NfXh6+vL+bPn6/0/lRl/54d6NK2KRrXroSBnt3w8P5dhf1P/30CPTq3QePaldCnawdcvnBOZv28WVNRt2p5mcV75CDp+ls3ruVY/3l59OAeACAtLQ3zZk1Fn64d0KCGK6aMG5n/J14A7dqxHS2bNka1ShXRs9svuHdX8c/i5InjaN+mBapVqojOHdri/DnZ2foSiQQrli1BkwZ1Ub2yKwb174s3b17L9ImPi8OUieNQu3pl1K1ZFTNnTMWn5GSZPk+fPEbf3j1QrVJFNGvSAJs2rMuX8y3IBv9aH4//mo3YK4txLnA8qpa3Vdh/RI+GuHNwBmIu++PZ8TlYMK4TtDS/DIRMG9wKKbeXyywhB6ZL15cqbppj/eelk0clab9FE7vg4vaJiLu6GFd2Tc7/Ey+ADu3biR4dmqNF/SoY3q8HHmd/TuTmn+AT6Nu1LVrUr4IBPTvi6iXZz6iUT5+wdOE8dG3bBC0bVIVXt/Y4cmCPTB/voV5oUrOizLJ4vq90fdDRQznWf15iY6Lz7+QLGH5GUWGkdMI4ceJEnD59GqtWrYKWlhbWr1+P2bNno0SJEggMDFQ6AD09Pelzi8WLF8eLFy+k66KiopTenyoEnzyO5YsXwGvgMGzYthcOjk7wHjk41w+8e3duY/a0CWjTvhM2bt+Heg0bY8r4kXj5/JlMvxq16+Jw0FnpMmveH9J1Fd3cZdYdDjqLth06o7h1STi7VAAAiMUiaGlpo0u3nqhSveb3uwAFSNDxY1i4wA+Dhw3Hrr0H4eTkjKGD+yM6Wv7PIuT2LUyeMA4dO3XB7n2H0KhxE4wZORzPnj2V9tm0YR12bt+K6TNnYdvOPdDR0cHQQf2RlpYm7TNl0ni8eP4cq9dvwtIVq3Hrxg34zvryPehJSUkYMrA/ipcogZ17D2DsuIlYvXI59u3Z/f0uhop1aVYZ88d1xLw1x1Grx3zcffoBf64cDgsTfbn9u7aoijmj2uO3Ncfh3mkuhszeji7Nq8B3ZDuZfg+ef4SdxxTp0qTfYum69+GxMuvsPKbAd9VRJCan4sTFBzL7CTx8BftO3sr/Ey+AzpwKwuolf6DPgCFYvWUP7Ms6YtKY3D+jHtwNwVyfSWjZthPWbNmLOvUbw2fiaLx68eUzatWSBbh+5SKmzPodm3YeRuduvbB00W+4dO6MzL5at++MvX+dkS6DRnhL1zXyaCGzbu9fZ1CtZh24VaoKE1Oz73MxVIyfUQWXQKC6pTBQOmE8cuQIVq5cic6dO0NdXR316tXD9OnT8dtvv2H79u1KB1CzZk1cuHABANCqVSuMGzcO8+bNQ79+/VCzZuFIcnZt34K2HbqgdbuOKF3GAROmzIS2tjaO/nlAbv+9u7ahRq266NGnH+xK22Pg0FFwdHbB/j07ZPppamjCzNxCuhgaGknXafxrnZGxMc7/cwat23aQzmjX0dHF+Ck+aNfxF5iZmX+/C1CAbN2yCZ26/IoOHTvD3sEB02fOhra2Ng4d2C+3//Ztgahdtx769huAMvb2GDFqDMq5uGDXjm0Asv5y3741EAMHD0Wjxh5wdHLGXL8FiIyIwOngvwEAL1+8wMUL5zHTdy5cXd1QuUpVTJ46HUHH/0JERDgA4NjRP5GRkQHfOb/BwaEsWrZqje49e2Nr4KYfc2FUYFSvxth04BK2/nkFj1+GYeS8XUhJTYdnh1py+9d0K43LIS+xO+gG3obGIPjKY+wJupGjKpkpEiM8OlG6RMd9qZKIxRKZdeHRiWjXyA37T91CcsqXCXXjFuzDmj3n8Or9z1vF+tq+nYFo1b4zWrTpCLvS9hgzyQda2joIOnpQbv8Du7ehWs066NrLC7aly8Br8EiUdXLBoX07pX0e3LuDZq3awb1KNRQrYY02HX6BvYMjHj+UrVxqaevA1Mxcuujp6X+1TltmnVAoxO0bV9GyXafvcyEKAH5GUWGldMIYExODMmXKAAAMDQ0RExMDAKhbty7OnTunaFO5/P39UaNGDQDA7Nmz0aRJE+zevRt2dnbYsGGD0vv70TIy0vH08UNUrfHll6BQKETV6jXx4O4dudvcvxuCqv+q+NWoVQf374XItN2+eR1tmtZD906tsdDPF/FxcbnGceGfM0iIj0Orth2/+VwKu4z0dDx6+AA1a9WWtgmFQtSsWRt379yWu83dkBDUrCmbwNSuUxd3Q0IAAB/ev0dUVCRq1PyyTwMDA1R0dZPu886d2zAwNET5ChWlfWrUqg2hUCgdarpzJwRVqlaFhqamzHFev3qFhPj4/+/ECyANdTVUKmeD01efSNskEglOX32C6q6l5W5z5c4rVHKxkSaIdtZmaF6nPIIuyFYGHUpZ4OXJeXh4ZBY2zfOETbHcH4WpVM4G7s422HLocj6cVeGUkZGBp08eonK1L585QqEQlavVxMN78j+jHt6/gyrVZD+jqtasLdO/fEU3XD5/FpER4ZBIJLh98xrev3uDqjVqy2wXfOIvdGxeD/17dMT6lQFITU3JNdaTx45AS1sH9Rs1/YYzLfj4GVWwCQQClS2FgdIv7i5TpgxevXqFUqVKwdnZGXv27EH16tVx5MgRGBsbKx3A5+QTyBqeXr16tdL7UKX4uDiIRCKY/mv4xNTUDG9ey38peUx0VI7hFhNTM8R8NSRRo1ZdNGjkgeLWJfHh/TusXRGA8aMGY/WmHVBTU8uxz6OHD6B6zTqwtCqWD2dVOMXGxUIkEsHMTPbampmZ4dWrl3K3iYqKylF9NTMzQ1R0VPb6yKw285z7/PzIRHRUFExNTWXWq6urw9DICNHZ20dFRcHauuS/9mEuXWdoZISfibmJPtTV1RARkyjTHhGdACc7K7nb7A66ATMTPQRvGgsBBNDQUMPavefxx8Yv3zV//f5rDPLZhqdvwlHM3AjTBrfE3xvHokqXeUj6lJZjn54dauHRy1BcuVN0vyAgPi4WYpEo52eOiRneKfMZZWKGmOgvjwmNGDcV/r/PRrd2HlBTU4dQKID3lFlwrVRV2qdx81awKlYCZuYWePn8KdatWIx3b15j9vwAucc9fuQAmjRrBS1t7W8824KNn1FUmCmdMHp5eeHOnTto0KABJk+ejLZt22L58uXIyMhQyTsT09LSZJ7TAIC0dDVoaWn98Fjyk0fzVtL/b+/gCHsHR3Tt0AK3b17PUZ2MCA/DtSsX4eu36EeHSZRv6lUpiwn9mmO0325cv/cG9jbmWDihC0IHtsDv64IAACcvPpT2v//sI67fe40nx3zRuVnlHFVEbS0NdG1ZVbot5a9De3fg0f27mPPHMlgVK457ITexdOE8mJlboEr1rIpYmw5f3nRRxsERZuYWGD9iAD6+f4cSJW1k9vfgXgjevn6JKbN++6HnQUR5o/SQ9NixY6Xf7+zh4YHHjx9jx44duH37NkaPHp3vAf4XPz8/GBkZySxLFv242dVGxsZQU1NDzL8eHo+Jic71uUFTM/McD5vHxkTD1Cz3h7ytS9rA2NgE79+9zbHu2JGDMDQyRt0Gjb7hDH4eJsYmUFNTy/HweHR0NMzN5f8szM3NER0dlbN/9s/O3Nwiqy0q932amZtLH834LDMzEwnx8TDL3t7c3FymOpO1jyjpup9NVGwSMjNFsDQ1kGm3NDNEWLT812/NHNYaO/+6hs0HL+PB84/488xd+Cw/gglezXIdsolPSsHztxGwt7HIsa6jhzt0tTWx/ei1//+ECjEjYxMI1dRyfubE5v6ZI/czKjYaptn3RVpqKjasWoKhoyegdr2GsC/rhA6/9EDDJi2wd8eWXGNxLp81JPrhvZzPsT8PwMHRGY7O5ZU6v8KEn1EFm1CFS2Hwf8dpa2uLTp06wdXVNT/iUdqUKVMQHx8vs4weN+mHHV9DQxOOzi64ee2KtE0sFuPm9aso7+omd5sKru64cf2KTNv1q5dRoaJ7rseJCA9DfHxcjhtXIpHgryOH0KJ1O6ira3z7ifwENDQ1Uc6lPK5e+VJpEovFuHr1MlzdKsndxtXdHVevyP4srly+BFd3dwCAdcmSMDe3wNWrX/aZlJSEe3fvSPfp5lYJiQkJePjgvrTPtatXIBaLUTH7vnBzc8fNGzeQkZEhcxy70qV/yqGejEwRbj96h0Y1nKRtAoEAjao74tpd+cOgOtqaEIslMm1isTh7W/nH0dPRROmS5giLyvmMVd8OtfHXP/cQFZv0jWfxc9DQ0ICjkwtuX78qbROLxbh9/QpcKsr/jHKp4IZbX/UHgJvXLkv7Z4oykZmZmSORF6oJpT8zeV48zXqm1fRff0ynfPqEf4JPoOVP/gw2P6OoMMvTkPTSpUvzvMPP1ccfRUtLK8fwc1pi5g+NoVtPT8ybNRXOLuVRrnxF7NmxFSkpKWid/eE3x2cKLCwtMWTEWADAL916YcSgvti5bTNq162Pv08cx+OH9zFx6iwAwKdPydi0bhUaNG4KMzNzfHj/DiuXLoK1TSlUr1VX5tg3r19F6If3aNuhs9zYXr18jsyMDCTEx+PTp2Q8e/IIAFDWqdx3uhqq1dvTCzOmTkL58hVQoaIrtm3dgpSUFHTomDXrctqUibC0tMLoseMAAD179UH/vr2xZfNG1K/fAEHHj+HB/fuYMSvrXXECgQA9e/fBujWrYFvKFtYlS2LFsiWwsLRE4yYeAIAy9vaoU7ceZs+cgek+s5GZmQG/eXPQomVrWFpmPa/XsnVbrF65ArN8psGr/0A8f/YM27cFYsLEKSq4Sj/G0m2nsc63N24+fIsb919jRI9G0NXRQuDhrF9+6+f0xseIePgs+xMAcOzcfYzq1Qh3nrzHtXuvYW9jAZ+hbXDs3D1pIuk3tiP+OncPbz/GoISlEaYPaQ2RWIw9QTdljl3Gxhx1K9ujw8hVcmMrY2MOfR0tWJkbQkdLA66O1gCARy/DkJEp+l6XRGW6dO+D+XOmwbFceTi7VMT+3VuRmpqC5q07AAB+nz0V5haWGDBsDACgU9deGDvUC3u2b0HNOvVw5lQQnj56AO/JMwEAenr6cKtUFWuX+0NLSxtWxYvjzq0bOHX8CIaOmgAA+Pj+HYJP/oUatevB0NAYL58/xcolC+BaqQrsyzrJxHfm7yCIRCJ4tGjzw66JqvAzquAqLJNPVCVPCePixYv/uxOyLrayCaOvry/Gjx8PXV1dmfaUlBT88ccf8PHxyWXLgqNJs5aIi43B+tXLERMdBQdHZyxatkb6V3R4WCiEwi//IVZ0q4SZ8xZg3cqlWLsiACVtbOG3cBnKOJQFAKgJ1fDi2RMcP3oYSYkJMLewRLWatTFwyEhofjWDDQCOHt6Piq7usLUrA3kmjB6KsNCP0n979ewCALhw44Hc/oVdi5atEBsTg5XLlyIqKhJOzuWwcs16mGVXZsNCQyEUfCmsu1eqDL8FC7F8aQCWBfijlK0dApatQNmyjtI+Xv0HIiUlBb6zfJCYmIBKlatg5Zr1Mn+o+M1fCL95czCovyeEQiGaNG2GyVO+vFDawMAAq9dtwG9zfdH9l04wNjHB4CHD0OXXrj/gqqjGvpO3YG6iD5+hrWFlZoC7Tz6g/fAV0okwNsVMZSqKv68PgkQiwcxhbVDC0ghRsUn469x9zFp+RNrH2soYgX5eMDXSRVRsEi6FvESDPotyVBE929fCh/A4/H35sdzYVvn0RP2qZaX/vro765eiUysfvA2NkbtNYdaoaQvEx8Vg87oViI2Ogn1ZZ/y+eLX0MyoiLFTml2V5V3dM8/0dG9csx8bVS2BtYwvfBUtQ2v7LNZs+9w+sXxmA32ZNRmJCPKyKFUe/wSPRttOvAAB1DQ3cun4F+3dtQ2pqCiwti6Few6bo1W8Q/u34kQOo16AJ9A0Mv/OVUD1+RlFhJZBIJJL/7vb9qKmpITQ0FJaWljLt0dHRsLS0hEik/F/7kT+4wki5M9BRel4VfUcm1UaoOgTK9uz0j58kSPKZG2j+dyf6IbRV+Ctj1CH5f2D+CEs7OKvs2Hml8t/mEolEbhn4zp07OV4DQERERPQ9CDkirZDKEkYTExPpCysdHR1lkkaRSJT1NUVDhqgqPCIiIiLKprKEMSAgABKJBP369cPs2bNh9NUsLE1NTdjZ2aFWLflfIUZERESUn1hhVExlCaOnpycAoHTp0qhTpw7U1VU+Ok5EREREcqj8fZHJyckIDg7O0X7ixAkcP35cBRERERFRUcPvklbsmxLG8+fPo1evXqhVqxY+fPgAANi6dSsuXLig9L4mT54sdya0RCLB5MmTvyU8IiIiIspHSieM+/fvR/PmzaGjo4Pbt29Lv8c5Pj4ev/2m/HeAPnv2DC4uLjnanZ2d8fz5c6X3R0RERET5S+mEce7cuVi9ejXWrVsHDY0vX0VXp04d3Lp1S+kAjIyM8PLlyxztz58/h56entL7IyIiIlKWUKC6pTBQOmF88uQJ6tevn6PdyMgIcXFxSgfQvn17jBkzBi9evJC2PX/+HOPGjUO7du2U3h8RERER5S+lE8ZixYrJHSq+cOECypSR//V0iixYsAB6enpwdnZG6dKlUbp0aZQrVw5mZmZYuHCh0vsjIiIiUpZAoLqlMFD6XTYDBw7E6NGjsXHjRggEAnz8+BGXL1/G+PHjMWPGDKUDMDIywqVLl3Dq1CncuXMHOjo6cHV1lVvFJCIiIqIfT+mEcfLkyRCLxWjSpAk+ffqE+vXrQ0tLC+PHj8fIkSO/KQiBQIBmzZpJ91VYppgTERERqcKKFSvwxx9/ICwsDG5ubli2bBmqV6/+n9vt2rUL3bt3R/v27XHo0KE8H0/pIWmBQIBp06YhJiYG9+/fx5UrVxAZGYk5c+YouysAgFgsxpw5c2BtbQ19fX28evUKADBjxgxs2LDhm/ZJREREpAyhQKCyRVm7d++Gt7c3Zs6ciVu3bsHNzQ3NmzdHRESEwu1ev36N8ePHo169espfH6W3yKapqQkXFxdUr14d+vr637obzJ07F5s3b8aCBQugqakpba9QoQLWr1//zfslIiIi+hn5+/tj4MCB8PLygouLC1avXg1dXV1s3Lgx121EIhF69uyJ2bNnf9OcE6WHpBs1aqRwyPj06dNK7S8wMBBr165FkyZNMGTIEGm7m5sbHj9+rGx4REREREpT5VffpaWlSd9r/ZmWlha0tLRy9E1PT8fNmzcxZcoUaZtQKISHhwcuX76c6zF8fX1haWmJ/v374/z580rHqPT1cXd3h5ubm3RxcXFBeno6bt26hYoVKyodwIcPH+Dg4JCjXSwWIyMjQ+n9ERERERUmfn5+MDIykln8/Pzk9o2KioJIJIKVlZVMu5WVFcLCwuRuc+HCBWzYsAHr1q375hiVrjAuXrxYbvusWbOQlJSkdAAuLi44f/48bG1tZdr37duHSpUqKb0/IiIiImWpcr7tlClT4O3tLdMmr7r4LRITE9G7d2+sW7cO5ubm37wfpRPG3PTq1QvVq1dX+t2JPj4+8PT0xIcPHyAWi3HgwAE8efIEgYGBOHr0aH6FR0RERFQg5Tb8LI+5uTnU1NQQHh4u0x4eHo5ixYrl6P/ixQu8fv0abdu2lbaJxWIAgLq6Op48eQJ7e/v/PG6+DdlfvnwZ2traSm/Xvn17HDlyBH///Tf09PTg4+ODR48e4ciRI2jatGl+hUdERERU6GlqaqJKlSoIDg6WtonFYgQHB6NWrVo5+js7O+PevXsICQmRLu3atUOjRo0QEhICGxubPB1X6Qpjp06dZP4tkUgQGhqKGzduKP3i7szMTPz222/o168fTp06pWwoRERERPniW15voyre3t7w9PRE1apVUb16dQQEBCA5ORleXl4AgD59+sDa2hp+fn7Q1tZGhQoVZLY3NjYGgBztiiidMBoZGcn8WygUwsnJCb6+vmjWrJlS+1JXV8eCBQvQp08fZcMgIiIiKpK6du2KyMhI+Pj4ICwsDO7u7ggKCpJOhHn79i2Ewvyd961UwigSieDl5YWKFSvCxMQkXwJo0qQJ/vnnH9jZ2eXL/oiIiIiUVYgKjACAESNGYMSIEXLXnT17VuG2mzdvVvp4SiWMampqaNasGR49epRvCWPLli0xefJk3Lt3D1WqVIGenp7M+nbt2uXLcYiIiIjo2yg9JF2hQgW8fPkSpUuXzpcAhg0bBiDrreX/JhAIIBKJ8uU4RERERPRtlE4Y586di/Hjx2POnDlyK4KGhoZK7e/z1G4iIiIiVREWsiHpHy3PT0T6+voiOTkZrVq1wp07d9CuXTuULFkSJiYmMDExgbGxsdLD1BkZGVBXV8f9+/eVDpyIiIiIfow8Vxhnz56NIUOG4MyZM/l2cA0NDZQqVYrDzkRERKRShem1OqqQ54RRIpEAABo0aJCvAUybNg1Tp07F1q1bYWpqmq/7JiIiIqL/n1LPMAq+Q/a9fPlyPH/+HCVKlICtrW2OZyJv3bqV78ckIiIi+hoLjIoplTA6Ojr+Z9IYExOjVAAdOnRQqj8RERER/VhKJYyzZ8/O8U0v/6+ZM2fm6/6IiIiIKH8plTB269YNlpaW3yWQmzdv4tGjRwCA8uXLo1KlSt/lOERERET/xtfqKJbnhPF7PL8IABEREejWrRvOnj0r/TLsuLg4NGrUCLt27YKFhcV3OS4RERER5U2e38P4eZZ0fhs5ciQSExPx4MEDxMTEICYmBvfv30dCQgJGjRr1XY5JRERE9DWBCv9XGOS5wvi9vpElKCgIf//9N8qVKydtc3FxwYoVK9CsWbPvckwiIiIiyrs8Vxi/F7FYDA0NjRztGhoa/NpAIiIiogJA5Qlj48aNMXr0aHz8+FHa9uHDB4wdOxZNmjRRYWRERERUVAgFqlsKA5UnjMuXL0dCQgLs7Oxgb28Pe3t7lC5dGgkJCVi2bJmqwyMiIiIq8pR6rc73YGNjg1u3buHvv//G48ePAQDlypWDh4eHiiMjIiKioqKwVPpUReUJI5D1yp6mTZuiadOmqg6FiIiIiP5FZUPSp0+fhouLCxISEnKsi4+PR/ny5XH+/HkVREZERERFjUAgUNlSGKgsYQwICMDAgQNhaGiYY52RkREGDx4Mf39/FURGRERERF9TWcJ4584dtGjRItf1zZo1w82bN39gREREREQkj8qeYQwPD5f7/sXP1NXVERkZ+QMjIiIioqKKk14UU1mF0draGvfv3891/d27d1G8ePEfGBERERERyaOyhLFVq1aYMWMGUlNTc6xLSUnBzJkz0aZNGxVERkREREWNQKC6pTBQ2ZD09OnTceDAATg6OmLEiBFwcnICADx+/BgrVqyASCTCtGnTVBUeEREREWVTWcJoZWWFS5cuYejQoZgyZQokEgmArGntzZs3x4oVK2BlZaWq8IiIiIgom0pf3G1ra4tjx44hNjYWz58/h0QiQdmyZWFiYqLKsIiIiKiIERaWsWEVKRDf9GJiYoJq1aqpOgwiIiIikqNAJIxEREREqsTX6iimslnSRERERFQ4sMJIRERERR4fYVSMFUYiIiIiUogJIxEREREpxCFpIiIiKvKE4Ji0Ij9lwnjvQ7yqQ6BslgZaqg6BvhJ7fbmqQ6BsNecGqzoEynZpWmNVh0BSTNoKqp8yYSQiIiJSBie9KMZnGImIiIhIISaMRERERKQQh6SJiIioyOM3vSjGCiMRERERKcQKIxERERV5Qs56UYgVRiIiIiJSiAkjERERESnEIWkiIiIq8jgirRgrjERERESkECuMREREVORx0otirDASERERkUKsMBIREVGRxwKjYqwwEhEREZFCTBiJiIiISCEOSRMREVGRxwqaYrw+RERERKQQK4xERERU5Ak460UhVhiJiIiISCEmjERERESkEIekiYiIqMjjgLRirDASERERkUKsMBIREVGRx++SVowVRiIiIiJSiBVGIiIiKvJYX1SMFUYiIiIiUogJIxEREVEhs2LFCtjZ2UFbWxs1atTAtWvXcu174MABVK1aFcbGxtDT04O7uzu2bt2q1PGYMBIREVGRJxCoblHW7t274e3tjZkzZ+LWrVtwc3ND8+bNERERIbe/qakppk2bhsuXL+Pu3bvw8vKCl5cXTpw4kedjMmEkIiIiKkT8/f0xcOBAeHl5wcXFBatXr4auri42btwot3/Dhg3RsWNHlCtXDvb29hg9ejRcXV1x4cKFPB+TCSMREREVeQKBQGVLWloaEhISZJa0tDS5caanp+PmzZvw8PCQtgmFQnh4eODy5cv/eZ4SiQTBwcF48uQJ6tevn+frw4SRiIiISIX8/PxgZGQks/j5+cntGxUVBZFIBCsrK5l2KysrhIWF5XqM+Ph46OvrQ1NTE61bt8ayZcvQtGnTPMfI1+oQERERqdCUKVPg7e0t06alpZWvxzAwMEBISAiSkpIQHBwMb29vlClTBg0bNszT9kwYiYiIqMhT5ZCrlpZWnhNEc3NzqKmpITw8XKY9PDwcxYoVy3U7oVAIBwcHAIC7uzsePXoEPz+/PCeMHJImIiIiKiQ0NTVRpUoVBAcHS9vEYjGCg4NRq1atPO9HLBbn+pykPKwwEhERUZEnKETfJe3t7Q1PT09UrVoV1atXR0BAAJKTk+Hl5QUA6NOnD6ytraXPQfr5+aFq1aqwt7dHWloajh07hq1bt2LVqlV5PiYTRiIiIqJCpGvXroiMjISPjw/CwsLg7u6OoKAg6USYt2/fQij8MoicnJyMYcOG4f3799DR0YGzszO2bduGrl275vmYAolEIsn3M1Gx04+jVR0CZbM0yN+Hdun/42Clr+oQKFvNucH/3Yl+iEvTGqs6BMqmq6G6Kt/ekI8qO/Yv7iVUduy84jOMRERERKQQE0YiIiIiUojPMBIREVGRV5gmvagCK4xEREREpBArjERERFTksYKmGK8PERERESnEhJGIiIiIFOKQNBERERV5nPSiGCuMRERERKQQK4xERERU5LG+qBgrjERERESkECuMREREVOTxEUbFWGEkIiIiIoWYMBIRERGRQhySJiIioiJPyGkvCqm0wpiSkoJPnz5J//3mzRsEBATg5MmTKoyKiIiIiL6m0oSxffv2CAwMBADExcWhRo0aWLRoEdq3b49Vq1apMjQiIiIqQgQC1S2FgUoTxlu3bqFevXoAgH379sHKygpv3rxBYGAgli5dqsrQiIiIiCibShPGT58+wcDAAABw8uRJdOrUCUKhEDVr1sSbN29UGRoRERERZVPppBcHBwccOnQIHTt2xIkTJzB27FgAQEREBAwNDVUZmtLO/rUfpw5tR0JsDEraOaDrIG/YObrI7Xvh5GFcOROEj29eAgBK2TuhQ+8hMv2P7lyPG+f/RmxUBNTUNVDK3gntew1Gaafy0j7hH97iwOblePHoHkSZGbC2c0DbHgPh5FpF5niXg/9C8OFdCP/4Dtq6uqhcuzG6Dxn/Ha5CwXD80B4c3h2IuJho2NmXRf+RE1G2XAW5fd++eoFdm1fj5dNHiAwPhdewcWjTpYdMn92b12BP4FqZthI2tli25YD03z5jB+HBnZsyfZq17YzBY6dK/x0ZHoq1AX64H3ID2jq6aNisDXoNHAE1tZ937tmuHduxZdMGREVFwtHJGZOnzkBFV9dc+588cRwrli3Bxw8fUMrWDmO8x6Ne/QbS9RKJBCuXL8WBfXuRmJgA90qVMc1nFmxt7aR91q1ZhfPn/sGTx4+goaGBC1duyD3W4YMHsDVwE968fg09fX00a9YCU2fMzLdzL2i6VisJzzqlYKaviadhSZh//Cnuf0iQ27ede3H4dpD9/ErLFKHG3LPSf5vqaWJMU3vUtDeDgbY6br2Jw/xjT/A2JkVmO9eShhjRxB4VrY0gkkjwJCwRw7aGIC1TDAAw1FHH5JZOqO9kDolEgr8fRmJB0FOkpIvy9wIUILt3Zt0X0VFRcHRyxqSp01GhYu73xakTQVi5/PN9YYtRY3PeF6tWLMPB7PvCrVJlTJ0xU+a+ePP6FRYv+gN3bt9CRkYGyjo6YdjIUahWvaa0z4N797A0YBEePnwAgUCAChUqYrT3BDg5O3+X61DQCDjpRSGVVhh9fHwwfvx42NnZoXr16qhVqxaArGpjpUqVVBmaUm6c/xv7Ny5F6679MNV/E0qWdsDSWWOREBcjt//Te7dRrZ4Hxs5dhokL1sDU3BJLZ41BXHSktI9liVLoOmgcpi/divG/r4KZZXEsnTUGifGx0j4r506AWCTCmLnLMMV/E6ztHLBy7gTEx0ZL+/x9eCcOb1uDZp17w2fZNoz2XQqXSjW+38VQsYtnTmLzKn/82mcQ/lizHbb2jpgzaQTiY+X/LNLTUmFV3Bq9Bo6EsalZrvu1sbPH+n0npMu8pRty9PFo3VGmT+9Bo6TrRCIRfps6GpmZmfht2SaMnDQbZ08cwa5Nq///ky6ggo4fw8IFfhg8bDh27T0IJydnDB3cH9HR0XL7h9y+hckTxqFjpy7Yve8QGjVugjEjh+PZs6fSPps2rMPO7VsxfeYsbNu5Bzo6Ohg6qD/S0tKkfTIyMtC0WQv80rV7rrEFbt6EZUsXo1//QThw+C+sXb8JtevUzb+TL2CalbfEuOZlsebsK3Rfcx1Pw5Owspc7TPQ0ct0mMTUTTRaely4tF1+SWb+4myusTXQwducddFt9DaFxqVjdpxK0Nb78WnEtaYgVvSrh8osY9Fp3HT3XXsfua+8hlkikfX7rVB72lnoYEngbI3fcQRVbY/i0/XkTlBPHj2HRgt8xeOhw7Nh7AI5OThg2eABiFNwXUyaOQ4eOXbBz70E0bOwB71Ej8Pyr+2LzxvXYuX0rpvrMQuCOrPti+OABMvfFqOFDIMoUYc2GLdi+Zz8cnZwxavhQREVl/d759CkZw4cMQLHixbF1x25sCtwOXT09DB88ABkZGd/3olChoNKEsUuXLnj79i1u3LiBEydOSNubNGmCxYsXqzAy5QQf3oU6zdqhtkcbFC9VGt2HToSmlhYu/31Ubv9+42ahQavOsCnjiGIl7dBrxBRIxGI8vvOlElK9QTOUc68Gi2LWKFGqDLr0H4XUT8n48PoFACApIQ4RH9+hWefeKGnnAMsSNujYZyjS01KllcvkpAT8uW0t+o7xQfUGzWBRvCRK2jnArUa9739RVOTI3m3waNURjVu2g41dGQweOxVaWtoIPn5Ybn8H5/LwHDIGdRs3h4aGZq77VVNTg4mpuXQxNDLJ0UdLS1umj66evnTdnRtX8P7NK4yeMgelHZxQuUYddPMaiqDDe37aD+OtWzahU5df0aFjZ9g7OGD6zNnQ1tbGoQP75fbfvi0QtevWQ99+A1DG3h4jRo1BORcX7NqxDUBWFWX71kAMHDwUjRp7wNHJGXP9FiAyIgKng/+W7mfYiFHo7dkXZcs6yj1OQnw8ViwLwDy/BWjVpi1sSpWCo5MzGjZukv8XoYDoXasUDtz6gMMhoXgZmYy5Rx8jNUOEDpVKKNhKguikdOkSk5wuXVPKTAduNkb47egTPPiYiDfRnzDvr8fQ1lBDy4rFpP3Gt3DEzqvvsOnCG7yITMab6E84+SACGaKshLG0uS7qljXH7D8f4f6HBIS8jcfvx5+geQUrWBjkfj8WZtsCN6NTl1/QvmNn2Ns7YJpP9n1xUP59sXPbVtSuUxee/fqjjL09ho8cnX1fbAeQdV/s2BqIgYOGoFHjJnB0csKc3+YjMiICZ7Lvi9jYWLx98wZeAwbC0ckJtrZ2GDXWG6kpKXj+7BkA4NXLl4iPj8fQ4aNgV7oM7B3KYvDQ4YiOjkJo6Mcfc3FUjJNeFFP5i7uLFSsGAwMDnDp1CikpWUMZ1apVg3MhKYFnZmTg7YsncHarKm0TCoVwdquGl0/u52kf6WmpEIkyoWcgfxg+MyMDF04cho6ePkqWdgAA6BkYwcq6FK6eOY601BSIRJk4f+IwDIxMUMrBCQDwOOQ6JBIJ4qIjMXt4d0zp1x7rFkxHTGT4/3nWBVNGRgZePH0M1yrVpW1CoRCuVarj6cN7/9e+Qz+8xYBfmmNoz3YImDcNkeGhOfqcDz6Ovh0aY0y/X7Ft3TKkpX4Zmnvy8C5KlXaQqWK6V6uFT8nJeJf9R8DPJCM9HY8ePkDNWrWlbVnPJ9fG3Tu35W5zNyQENWvWkmmrXacu7oaEAAA+vH+PqKhI1Kj5ZZ8GBgao6OqW6z7luXz5IsRiMSLCw9GhbUs0bVwfE7xHIyw058/0Z6CuJkC5Ega4+vJLlV0iAa6+jIVrSaNct9PRVMOxMbURNLYOFndzhb2FnnSdplrWr47Pw8qf95meKUalUln7NNHTgGtJI8Qkp2NL/yoIHl8P6/tWhnupL8d0tTFCQkoGHn5MlLZdfRkLsUSCCta5x1ZYZWRk3Rdf/zcsFApRo2Yt3L0TInebu3dCUOOr+wgAatWuI+0vvS9qyd4XFVxdpX2MjY1hV7o0jv55GCmfPiEzMxP79+yGqakZXFyyHnOyK10axsbGOHRgHzIy0pGamopDB/ajdBl7lChhnX8XgQotlT48FR0djV9//RVnzpyBQCDAs2fPUKZMGfTv3x8mJiZYtGjRf+4jLS1NpuwOAOnpadDU1PpeYctISoiDWCyCobGpTLuhsSnC3+dt4s7BwJUwMjWXSToB4N71i9iw0AfpaakwNDHDqNkB0Dc0BgAIBAKM9l2K1b9NxthuHhAIhDAwMsHIWf7Q089KPKPCPkAiESNo3xb8OmAMtPX08ee2tVg6czSmL9kKdY3ch6MKo8T4rJ+FsYns0LKRiRk+vH39zfstW64CRkychRI2doiNicTeLeswffQABGzcAx3drF+idZu0gIVVMZiaWeDNy2fYunYZPr57g4m+CwEAcTHRMDKR/W/EOPvfcTHyh6IKs9i4WIhEIpiZyf4szMzM8OrVS7nbREVFwczMPEf/qOio7PVZQ2dm5jn3GRUVlefY3r97D7FYgvXrVmPi5GkwMDDA8qUBGDzQC/sO/AkNzZ+rsmWiqwF1oRDRSeky7dHJ6bAz15W7zeuoZMw6/AjPwpOgr6WOPrVLYXP/qui88goiEtLwOuoTPsalYJSHPeYceYyUDBF61SyFYkbaMNfP+uwtaaIDABjSsAwWn3yGx2GJaOtWHGv7VEaXlVfwNiYF5vqaMpVLABCJJUhIyYS5/s/1cwCyKn0ikQimOe4Lc7x+9UruNlFRUTn7m5sjOkr2vpC3z899BAIBVq/bhLGjhqNOjSoQCoUwMTXFijXrYGiUlZjr6elj3aZAeI8agXVrsl5rV8rWFivWrIe6+s/7nPXX+OJuxVRaYRw7diw0NDTw9u1b6Op++eDq2rUrgoKC8rQPPz8/GBkZySw71wZ8p4jz34l9gbhx/m8MnvI7NP6V5DpWrIypAVswfv4alK9cE+sXzJA+FymRSLBrzUIYGJtgnN8qTFq4Hm4162Hl3ImIj8n6kBBLJBBlZuLXgWPhUrkmyjhVQP/xsxER+h5P793MEQvJV7lGHdRu2BR29mVRqVptTPt9KT4lJ+Li2VPSPs3adEKlarVhW6Ys6nu0wqjJs3H1whmEfXinwshJHolEjMzMDEyaMh116taDq5s7fv/DH2/fvMG1a1dVHV6BcPd9Ao7eCcOTsCTcfBOHcbvvIfZTOrpUyao0ZYolGLf7HmzNdHF+cgNcmdYQ1Uqb4MKzKOnzicLscbb9N7OGwp+EJWHhiWd4HZ2M9gqHwim/SSQS+M3zhamZGTZu2Y6tO/egUWMPjB4xFJGREQCA1NRUzPaZDrdKlRC4fTc2bd0Be4eyGDVsCFJTU1V8BlQQqPTPhpMnT+LEiRMoWbKkTHvZsmXz/FqdKVOmwNvbW6bt0uukfIvxv+gbGkMoVMsxwSUhLgaG/6oo/dupgztw4sA2jJ69BCXtHHKs19LWgWXxkrAsXhJlnCrAZ8ivuPT3UbTo0gdP7t7EvRuXsGj7CWmVq5T9BDwKuY4rp4+heZc+MMqutBW3KS3dp4GRCfQNjBAT9fMNSxsYZf0s4mJlK3bxsdEwNjXPZSvl6ekboHhJW4XJYNlyFQEAoR/foZi1DYxNzfD88QOZPnHZE3EUTbYprEyMTaCmppZjgkt0dDTMzeX/LMzNzREdHZWzf3bV0dzcIqstKhoWFpYyfZSZxWlukbUfe/sv95ypqSmMTUx+ymHp2E8ZyBSLYfavip2Zniai/lV1zE2mWIInoYmwMdWRtj0K/V97dx5XU/rHAfxzb3valTZRiQopu8xMKVlnjG1+DIYsYxnLMDGMNTEm+24wmBi7sTMYRBg7kWVaSGTJEpKKtvv8/ojDVd3JLE7p8/bq9XKf+5xzvueezrnfnuc8z3mKjotOwUhPCzpaSjzOyMbKL+tI3csPnub1/MQ/SFdbV8KDDNia6gMAktOyYFFGPS4tpQImBtpFjq0kMTfPOy/eHODy8GEyymo4L/LVT35V/+V58ejhm+dFMlxd3QEAp06ewJFDETh07BSMjPLurXavWg0njh/Djm1b0fPLPtj9207cuX0bK1avg1KZ15YUOnU6fBrWR8SBcDRv+fG/8AlQSSZrC2N6erpay+JLjx49gp5e0bqU9fT0YGJiovbzrrqjAUBbJ2/Km9gLr1rsVCoVYi+cgbNrwVO5AMDezauwa0MYBgbPRMXK7kXalhAq5GTnXUSzMvP+4lO8cbesQqGU/sKv5J43TcO924nS++lPU5H29AksrGzwvtHR0UGlKm64GHlaKlOpVLgQeRpVqnr8a9t59iwD9+7cgnnZwpPQ6/GxAABzi7yLuWvVGkhMuKo2Wjvq7EkYlikDh4rO/1psxYWOri7cq1bDyRPHpTKVSoWTJ4+jhmfBMyDU8PLCyRMn1MpOHD+GGl5eAAD78uVhaWmFkydfrTMtLQ0XL0QVus6CeNWsBQC4fv1VF+CTlBSkPH4MW7v3r+UrJ1cg+s5T1HN69QesQgHUczbHhVtPirQOpQJwsTYqMIlLy8zF44xsVLAwQFU7E0TE5nWR3kl5jvupz+FYVv0aX7GsIZKe5F2/Ltx8AhMDHbjbGkvv13Myh1KhwKXbRYutJNHReXFenFQ/L06dPIEanl4FLlPD0wunXjuPgBfnxYv60nlxQv28uHThglTn+Yv7qZVK9e8LpVIBoVJJdZRKpdp3ikKhhAIKCKFCacBBL5rJkjDeuZM34uqjjz6SHg0I5CU/KpUKU6dOhZ+fnxyh/S2NW3+OP/Zux/EDu5B08zrWLpqGzOfP4R3wCQBg+awJ2PrLq0cd/r5pJXasXoKug0ahbDlbPHn8EE8eP8TzZ3nP1c58/gxbVy7CtdhLeHg/CTeuxuCXuZOQ8jAZtT7wBwA4u1WHYRljrJjzPW4lXMG924nYFDYfD+/fgUedvJufre0rwLP+R9iwdBbioy/i9o14rJgzETb2FeHqURvvo1b/+wL7f9uCg7/vwK0bCfhpdigynz+Df/NPAQBzQ8dh1ZJ5Uv3s7GwkXI1FwtVY5ORk42HyfSRcjUXSa62HKxbOwuWos7h/9w5iLkVh6rhhUCqV+NC/OQDg7u2b+HXlEsTHReP+3Ts4ffQQ5oaOQ9UateBYqTIAwLNOA5Sv6IQ5oWNxPT4O504fw9qff0Tz1h3eu3vmXuoa2AObN27A9q1bcC0+Ht9PGI9nz56hTdt2AIDRI4djzqxX9yl3+aIbjh09ghXLf0bCtXgsXDAPly9dwuedvwCQd33o0rUblixeiIgD4bgSF4sxI4fDqlw5+DcOkNaTdOcOYqKjkZR0B7m5uYiJjkZMdDQy0vNauhwdneDn3xhTQifh/LlIXLkShzGjvoOjkzPq1ns/p5xaeTwR7WrboZWnDZwsDTH6YzcY6Ghh27m8FtWJbatiUONKUv0+vk7wrmQBe3N9uNkaY1K7arA11ceWyFejZZtULYc6jmawN9dHI1dLLOpWEwdjHuB4/Ks/ilYcS0Sn+g4IqFoODhYG6O/nDEdLQ2k9CckZ+ONKMsZ96obq9ibwcjDFdy1d8fule3jw9P1rYQSAL7p1x5aNv2L7trzz4oeJeedF6zZ558WYkSMw97XzotMXXXHs6B/4ZfnPSLh2DYsWzMOfly/j885dAOSdF527dsPSnxYh4uABXImLxdhRI2BVrhz8XpwXNTxrwsTEBGNHfYfYmJi8ORmnT8XtW7fxoU8jAEAD7w+QmvoEod9PwLX4eMRfvYLxY0ZBS1sLdd7T84Lejixd0tWqVcOCBQswbdo0+Pv748yZM8jKysLw4cNx+fJlPHr0CEePHpUjtL+lzkcBSEtNwc41S/Im7naqjEHBM6WBMI+S70GhfJWbH96zBTk52VgyZbTaej7+vCc+6fQllEol7t26gZ8O7EJ66hOUMTZFxcpuGBr6I+wq5LVGGZmYYVDwTGxbtRizxw5Cbk4ObCs4od+oKSjvVFlaZ+CQcdi4bA4WTBwGpVKBytVqYmDwTGi9pzcxf+DXFE9SHmNd2CKkPH4Ip0pVMGbKPKnbN/n+XShe+yv78cMHGNbn1UTd2zesxPYNK1HNszYmzMqbrPth8n3M+n4UnqY+gYmpOdw9vBA6fzlMzfKm1tHW0cGFs6ewc9NaZD57hrLlrNHApzE++6KXtF4tLS2MnDQHP80OxciB3aGvb4BGTT/B5z36vYuPRRbNW7TE40eP8OP8uUhOfgBXN3f8uHip1JV2NykJSsWr88KrZi2ETp2O+XNnY97smahQ0RGz5y1Qmx6nR6/eePbsGSaMH4enT1NRs1Zt/Lh4qVqPxI/z52L7ti3S646ftQEALA37RUoIvw+dimlTfsDA/n2hVChRu25dLFy8FDrv2UCwl/Zevg/zMrr4ys8ZlkZ6eZNnrzovDTixNdWHeG1uRBN9bYxt5QZLIz2kPs9G9J2nCFx2Btde6162NNbF0GaVUdZIFw+eZmJn1F38dFh94MbqEzehq63EsGaVYWqgg7h7T9Fv5TncevxqBoFRmy9jZEtXLO5WEyoBhEffx5TdcXhfNWvREo8fP8LC+fPw8MV5sWDRktfOiztqLYFeNWvhhynTsWDebMyfMwsVKjpi5tz5cHntvOje80s8e/YM3784L7xq1caCRUuk88Lc3BzzFy3Bgrmz0bdXIHJycuDs4oJZ8xZIt3M4OTtjzvyFWLxwAQK/+BxKhRJu7nmxvd7V/T4rKS19clGI168S78iPP/6IESNGoHnz5li0aBEWLVqEqKgopKWloVatWhgwYABsbW3/9voPxLx/o05LqnLG7+72APprLtZGf12J3okG34fLHQK9cGy0v9wh0AuGOvJlbXujH/x1pf9IU3cr2bZdVLI0M/Xv3x8tWrRAr169UK1aNfz0008YPXr0Xy9IRERERO+cbP2STk5OOHDgAObPn4/27dvD3d0931xPkZGRMkVHREREpQmfJa2ZrDey3bhxA5s3b4a5uTlat25daiYHJSIiIipJZMvQlixZgqFDhyIgIACXL1+GlVXx778nIiKi95OSDYwayZIwNm/eHKdOncL8+fPRrVs3OUIgIiIioiKSJWHMzc3FhQsX8j3hhYiIiEgOvIdRM1kSxn379v11JSIiIiIqFmR9NCARERERFX8clkxERESlHp/0ohlbGImIiIhII7YwEhERUanHQS+asYWRiIiIiDRiwkhEREREGrFLmoiIiEo9PulFM7YwEhEREZFGbGEkIiKiUo+DXjRjCyMRERERacSEkYiIiIg0Ypc0ERERlXp80otmbGEkIiIiIo3YwkhERESlHhsYNWMLIxERERFpxBZGIiIiKvWUvIlRI7YwEhEREZFGTBiJiIiISCN2SRMREVGpxw5pzdjCSEREREQasYWRiIiIiE2MGrGFkYiIiIg0YsJIRERERBqxS5qIiIhKPQX7pDViCyMRERFRCbNgwQI4OjpCX18f9evXx6lTpwqtu2TJEnz00UcwNzeHubk5AgICNNYvCBNGIiIiKvUUCvl+3tb69esRFBSE4OBgREZGwtPTE82aNcP9+/cLrB8REYFOnTrh4MGDOH78OBwcHNC0aVPcvn276J+PEEK8fajF24GYh3KHQC+UM9aTOwR6jYu1kdwh0AsNvg+XOwR64dhof7lDoBcMdeTrFj517Yls267nbPpW9evXr4+6deti/vz5AACVSgUHBwcMGjQI33333V8un5ubC3Nzc8yfPx/dunUr0jbZwkhERESlnkLGn8zMTKSmpqr9ZGZmFhhnVlYWzp49i4CAAKlMqVQiICAAx48fL9K+ZmRkIDs7GxYWFkX7cMCEkYiIiEhWoaGhMDU1VfsJDQ0tsG5ycjJyc3NhbW2tVm5tbY27d+8WaXsjRoyAnZ2dWtL5VzhKmoiIiEhGI0eORFBQkFqZnt5/c0vX5MmTsW7dOkREREBfX7/IyzFhJCIiIpJxVh09Pb0iJ4iWlpbQ0tLCvXv31Mrv3bsHGxsbjctOnz4dkydPxv79+1GjRo23ipFd0kREREQlhK6uLmrXro3w8FcD51QqFcLDw+Ht7V3oclOnTsXEiROxZ88e1KlT5623yxZGIiIiKvVK0sTdQUFBCAwMRJ06dVCvXj3Mnj0b6enp6NGjBwCgW7dusLe3l+6DnDJlCsaNG4c1a9bA0dFRutfRyMgIRkZFmz2DCSMRERFRCdKxY0c8ePAA48aNw927d+Hl5YU9e/ZIA2ESExOhVL7qRF64cCGysrLw2Wefqa0nODgY48ePL9I2mTASERERlTADBw7EwIEDC3wvIiJC7fX169f/8faYMBIREVGp93eeuFKacNALEREREWnEFkYiIiIq9djAqBlbGImIiIhII7YwEhEREbGJUSO2MBIRERGRRkwYiYiIiEgjdkkTERFRqVeSnvQiB7YwEhEREZFGbGEkIiKiUo8Td2vGFkYiIiIi0ogJIxERERFpxC5pIiIiKvXYI60ZWxiJiIiISKP3soUxNStb7hDohawUldwh0GtcrI3kDoFemN2pptwh0Aunrj2WOwR6oZGrhXwbZxOjRmxhJCIiIiKN3ssWRiIiIqK3wYm7NWMLIxERERFpxISRiIiIiDRilzQRERGVenzSi2ZsYSQiIiIijdjCSERERKUeGxg1YwsjEREREWkkewtjeno6Jk+ejPDwcNy/fx8qlfpEz9euXZMpMiIiIiICikHC+OWXX+LQoUPo2rUrbG1toeBdp0RERPSuMf3QSPaEcffu3fjtt9/wwQcfyB0KERERERVA9oTR3NwcFhYyPjuSiIiISj0+6UUz2Qe9TJw4EePGjUNGRobcoRARERFRAWRvYZwxYwbi4+NhbW0NR0dH6OjoqL0fGRkpU2RERERUWnAIhWayJ4xt2rSROwQiIiIi0kD2hDE4OFjuEIiIiIhIA9kTxpfOnj2L6OhoAEC1atVQs2ZNmSMiIiKi0oI90prJnjDev38fn3/+OSIiImBmZgYASElJgZ+fH9atWwcrKyt5AyQiIiIq5WQfJT1o0CA8ffoUly9fxqNHj/Do0SNcunQJqamp+Prrr+UOj4iIiEoDhYw/JYDsLYx79uzB/v374e7uLpVVrVoVCxYsQNOmTWWMjIiIiIiAYtDCqFKp8k2lAwA6Ojr5nitNRERERO+e7Amjv78/Bg8ejDt37khlt2/fxjfffIPGjRvLGBkRERGVFgoZ/5UEsieM8+fPR2pqKhwdHVGpUiVUqlQJTk5OSE1Nxbx58+QOj4iIiKjUk/0eRgcHB0RGRmL//v2IiYkBALi7uyMgIEDmyIiIiKi04JNeNJM9YQQAhUKBJk2aoEmTJnKHQkRERERvkCVhnDt3Lvr06QN9fX3MnTtXY11OrUNERET/NTYwaqYQQoh3vVEnJyecOXMGZcuWhZOTU6H1FAoFrl279tbr33rh7j8Jj/5F+lpacodAr2nkyonwi4sT8Y/kDoGo2GnkaiHbtuPuZsi27So2hrJtu6hkaWFMSEgo8P9EREREVPzIPkp6woQJyMjIn9U/e/YMEyZMkCEiIiIiKnX4pBeNZE8YQ0JCkJaWlq88IyMDISEhMkRERERERK+TfZS0EAKKAsayR0VFwcJCvnsZiIiIqPQoKRNoy0W2hNHc3BwKhQIKhQJVqlRRSxpzc3ORlpaGfv36yRUeEREREb0gW8I4e/ZsCCHQs2dPhISEwNTUVHpPV1cXjo6O8Pb2lis8IiIiInpBtoQxMDAQQN4UOx988AG0tWXvHSciIqJSik960Uz2QS/GxsaIjo6WXm/btg1t2rTBqFGjkJWVJWNkRERERAQUg4Sxb9++iIuLAwBcu3YNHTt2hKGhIX799VcMHz5c5uiIiIioNOCsOprJnjDGxcXBy8sLAPDrr7/C19cXa9aswfLly7Fp0yZ5gyMiIiIi+RNGIQRUKhUAYP/+/WjZsiUAwMHBAcnJyXKGRkREREQoBvMw1qlTB99//z0CAgJw6NAhLFy4EEDeIwOtra1ljo6IiIhKhZLSNywT2VsYZ8+ejcjISAwcOBCjR4+Gi4sLAGDjxo1o2LChzNERERERkewtjDVq1MDFixfzlU+bNg1aWloyRERERESlDZ/0opnsLYwAkJKSgqVLl2LkyJF49OgRAODPP//E/fv3ZY6MiIiIiGRvYbxw4QIaN24MMzMzXL9+Hb1794aFhQU2b96MxMRE/PLLL3KHSERERO85TtytmewtjEFBQejRoweuXLkCfX19qbxly5Y4fPiwjJEREREREVAMEsbTp0+jb9+++crt7e1x9+5dGSIiIiIiotfJ3iWtp6eH1NTUfOVxcXGwsrKSISIiIiIqbdgjrZnsLYyffvopJkyYgOzsbACAQqFAYmIiRowYgfbt28scHREREVHxs2DBAjg6OkJfXx/169fHqVOnCq17+fJltG/fHo6OjlAoFJg9e/Zbb0/2hHHGjBlIS0tDuXLl8OzZM/j6+sLFxQXGxsaYNGmS3OERERFRaVCCHia9fv16BAUFITg4GJGRkfD09ESzZs0KnV0mIyMDzs7OmDx5MmxsbN5+gwAUQgjxt5b8l/3xxx+4cOEC0tLSUKtWLQQEBPztdW29wHsfiwt9zqVZrDRy5W0excWJ+Edyh0BU7DRytZBt29cfPpdt245l9f+60mvq16+PunXrYv78+QAAlUoFBwcHDBo0CN99953mbTk6YsiQIRgyZMhbbVP2exhf+vDDD/Hhhx/KHQYRERHRO5WZmYnMzEy1Mj09Pejp6eWrm5WVhbNnz2LkyJFSmVKpREBAAI4fP/6fxSh7wjhhwgSN748bN+4dRUJERESllZxPegkNDUVISIhaWXBwMMaPH5+vbnJyMnJzc2Ftba1Wbm1tjZiYmP8sRtkTxi1btqi9zs7ORkJCArS1tVGpUiUmjERERPReGzlyJIKCgtTKCmpdlJPsCeO5c+fylaWmpqJ79+5o27atDBERERFRaSPnk14K634uiKWlJbS0tHDv3j218nv37v3tAS1FIfso6YKYmJggJCQEY8eOlTsUIiIiomJDV1cXtWvXRnh4uFSmUqkQHh4Ob2/v/2y7srcwFubJkyd48uSJ3GEQERFRKVCSJu4OCgpCYGAg6tSpg3r16mH27NlIT09Hjx49AADdunWDvb09QkNDAeQNlPnzzz+l/9++fRvnz5+HkZERXFxcirRN2RPGuXPnqr0WQiApKQkrV65EixYtZIrq7R3bswWHt6/D05RHsK1YCa17DoZDZfcC657cvwORh37HvZsJAAB7Z1c079Rbrf6I//kWuGzLL/rBt3Un6XX02eMI37gCSTfioaOrC6eqXggcrj5/5ZmDu3Fk5wYkJ92CnoEhang3Qpsvv/mnu1xsHdm9CQe2rkVqyiPYO1ZC+y+/QcXKVQuse2zfdpyO2IOkxGsAAIdKrvikS1+1+qvnTcKpg7vVlnPzqoevxs2UXof0/QyPHqhP5/TJF33RpF1XAMC924nYsHga7t68jucZ6TC1KIvaHzVB8w49oaUt+2n4n1m3ZjVWhC1DcvIDVHF1w3ejxsKjRo1C6+/9fTcWzJuDO7dvo0JFRwwJGoaPfF6dC0II/Dh/LjZv/BVPn6bCq2YtjB43HhUrOkp1nqSkYPIPE3Eo4iCUSiUaN2mKEd+NhmGZMlKduNgY/PD9BFy+dBHmFhbo1PkL9OjV+z/5DIqLg79txL4tq/Hk8SOUd3LB532C4FSlWoF1j/y+DScO7sadG3nnRQUXV7Tp2k+t/o41S3H6yD48Tr4PbW2dvDpf9IOTa/51ZmdnYfKwL3Er4QrGzF4BB+cq0nu3Eq5i7eLpuH4lGsamZvD7+H9o1v6Lf3nvixceC/qnOnbsiAcPHmDcuHG4e/cuvLy8sGfPHmkgTGJiIpTKV53Id+7cQc2aNaXX06dPx/Tp0+Hr64uIiIgibVP2b6pZs2apvVYqlbCyskJgYKDakPHiLOroAexcsQBt+wShgktV/PHbr1g2aRiGzVkFI1PzfPWvXT4Prw8bo2KV6tDW1UXE1jVY+v0wBM1cDtOyefPkjflps9oyMedPYtPCqaje4NWX58UTh7Bp0TQ079wblarXgio3F3dvXlNb7vCO9TiyYwNadu2HCpWrIivzOR7ff3/nqYz8IxxbwuajQ99hcKxSFRE7N2DhhCCMnrcWxmb5j8XVS+dQ68MAOLl5QEdHF/u3rMbCkCB8N2clzMq+mrPQvWZ9dB44SnqtraOTb10tP/8S3k1aSa/1DAyl/2tpaaGub3M4OFeBQRlj3L5+FesWToFKJdDqi/zPUn8f7Nm9C9OnhmJMcAg8PDyxeuUKfNW3F7bt3IOyZcvmq3/+XCS++3Yovh4SBB9fP+z6bQeGDBqAdRs3o3LlvC+1sGVLsHb1Skz8YTLs7ctjwbw5+KpPL2zZvku6/2fkiGFIfvAAi5aGISc7G8FjRmHC+HGYPG0GACAtLQ39evdCfW9vjAkOwZW4OIwfOwrGxib4rEPHd/cBvUOnj+zHxmVz0bn/cDhVqYbw7esxN/gbhCxcBxOz/PPexV2KRF2fJqjk5gEdXV3s2bQKc4KHIHj+apiXLQcAsLZ3QKe+Q2FpY4/srEzs37YOs4MH4/vFv8L4jeve5uULYGZhiVsJV9TKn2WkY07wYLh51kWX/sNx+3o8VsydBIMyRvBp3uY/+zzkxGNB/5aBAwdi4MCBBb73ZhLo6OiIfzrttuwJY0JCgtwh/GNHdm5AvcafoK5fSwBA2z5DERN5AqcP7IJf2y756ncarH5v5mf9huPSycO4euksavs2BwAYm6t/of55+iicq9VEWWs7AEBubg62h81Dy65foV7jj6V61g6O0v8z0p5i77pl6P5dKFw8akvlthUr/bMdLsYidqxDwyat0ODFZ9Kh77f48+xxnDiwU2rte123b4LVXnfqPwJRJyIQd+EM6vm9auHW1tGFiXn+JOd1egaGhdaxtLGHpY299NqinA2uXj6Ha9FRRd63kmblijC0+6wD2rTNe8TnmOAQHD4cga2bN6FX7z756q9e9QsafvgRuvf8EgAw8OshOHH8GNatWYWxwRMghMDqlb+gd9+v4OefN7H/96FT4e/TEAfC96NFy49xLT4eR/84gjXrN6JadQ8AwHejxmDAV30Q9O1wlCtnjV07tyM7OxsTJv4AHV1duLhURmxMNFb+EvbeJoz7t63Fh00/xQcBnwAAuvQfjktnjuLY/p1o/lm3fPV7DVWf3qPbwJE4d+wgYqLOwNs/7zpXz7eZWp3/9RqMo/t24Nb1q3D3rCuVXzp7HH+eO4m+34Xi0ln1OeJORfyOnJxsBH49Gto6OrCr4IybCVewf9va9zZJ4bEovuQc9FISFMtBLyVJTnY2bl+LQ+UarxIypVIJlxq1kRh3uUjryM7KRG5ODgyNTAp8/2nKI8REHkfdFxcHALhz7QpSHz2AQqnAnG974fvebbFs0re4m/iqhfHKhdMQQuDJoweYPqQrJvX9DKtmBiMlueBHB5V0OdnZuBkfhyo16khlSqUSVWrUwfXYoh2LrKxMqHJzYGisfiyuXjqH0d0/waSBnbBh8XSkP81/f+3+LaswsltLTB3aA+Fb1yA3N6fQ7TxIuoXocyfhUs2raDtXwmRnZSH6z8to4N1QKlMqlWjQoCEuROWfGQEALpw/jwYN1G/YbvjBh7hw/jwA4PatW0hOfoD6DV6t09jYGB41PKV1RkWdg7GJiZQsAkB974ZQKpW4eOHCizrnUbtOHejo6qpt53pCAlLfw/umc7KzkXg1Fu5erxIHpVIJN8+6uBZzqUjryMp8jtzcHJQxLvgalZOdjSO/b4VBGSM4OFWWylMfP8LK+aHo8U0wdPXyP8niWuxFVK5WU63FvlrN+rh3OxHpaalF3cUSg8eCSjLZWxjbtm0LRRHT+s2bN+crK2h29OysTOjovpv5izKePoFKlZuv69nY1BwPbicWaR27Vi2CiYWlWivg684e2gM9fUNUr+8jlT28fwcAsH/DcnwSOADmVjY4smM9Fo8fgm/nrIKhsQke3UuCUKlwcPNqtOoxCPqGZbB33TIsnTgUQ6b/XGC3akmW/uJYGL/RrWNsZoH7t28UaR3bf/kRJuaWcH0t6XSvWR816vuirLUtku/exs7VP2HRxGH4JnQRlC8efejz8Wco71wFhkYmSIi9hJ2rFiH18UO07TFIbf2zRvbDrWtxyMnOQsMmn6LF51/+w70unh6nPEZubm6+rueyZcsiIeFagcskJyejbFnLfPWTHya/eP9BXpll/nUmJ+fVeZicDAsL9eOvra0NE1NTPHyxfHJyMuzty7+xDkvpPRNT0yLvZ0mQlppS4HlhYmaBu0U8Lzav+BGmFlZqrVUAcOH0H1g6bRyyMp/D1LwshkyYAyMTMwB595sunzMRPs3bwrGyO5LvJeVb75PHj2BpbatW9jLO1MePUKaQP6JLKh6L4o5NjJrI3sJoamqK8PBwnDlzRio7e/YsDhw4ABMTE5iamko/BQkNDVWrY2pqik3L5r2r8P+xg1tWI+roAXT79vtCk9wzB3aj5kcBau8LlQoA4N/uC3g08EX5Sq7434DvoABw4UREXh2hQm5uDj7t+TVcveqhYpVq6DR4HJKTbiH+csGtPKXZvs0rce5oOHqN+EHts671YQA86n0Iu4qVUKO+D/qMmoLEq9G48tpn6Pfp56hcvRbsHV3wYbM2aNN9IA7v2oic7Cy1bXQfGoJvpy9Dt2+CcfnscRzctvad7R/R37Fn4y84fWQfvho5Od81ytWjNsbMXoHhU35CtVoN8NOUMUhNyXtG9sGdv+L5swy0KKCblf4eHguSk+wtjNbW1ujQoQMWLVoErRetNbm5uejfvz9MTEwwbdo0jcsXNDv673GP/7N432RobAqlUgtpT9S3+fTJ43x/Rb7p0PZ1iNi6Br3HzSj0vsKE6Cg8uJOIzm/ca/fyXrly5R2lMm0dXVhY2yHlQd5knsZSnYpSHSNTM5QxMUVKsvqEn++DMi+OxdMXF8mXnqY8grGZ5vsPD2xdg/DNq9F//GzYO2qeYsDSxh5lTMyQnHRLrSXydRUrV4UqNxcP79+FtX0FqdzcMm8Em42DE1QqFdYvnAq/Tz+XWirfF+Zm5tDS0sLDhw/Vyh8+fAhLS8sCl7G0tMTDF62JavVftP5ZWuYNQnqY/BBWVuXU6ri6uQEAylpa4tEj9eOfk5OD1CdPUPbF8paWlniUbzvJ0nvvGyMTswLPi9SURzD9i/Ni75bV2LNpJYZMmIvyTvnPCz19A5Szc0A5Owc4u1XH2L7/w9F9O9Dif4GIuXAW12IvYUB79RkffgjqiXq+TdHjm3EwNbdAasob184XcZqYa75+lkQ8FlSSyd7C+PPPP2PYsGFSsgjkjSgNCgrCzz///JfL6+npwcTERO3nXXVHA3mjZe2dq+DqxbNSmUqlwtWLkahQyDQJABCxbQ3CN/6CnqOnonwlt0LrnQ7fBXtnV9i9kcTYO7tCW0cXD+7clMpyc3Lw+MFdmFvlJSWOrnn3cSW/VifjaSrSU5/A3Oq/mw1eLto6OnCoVAVxF9SPRdyFs3AsYHqJl8K3rMbvG1eg39jpqOBS+LF4KSX5PjKePoGJeeHJxe2Eq1AolTA2NSu0jlDltQD/05FrxZGOri7cq1bDyROvbqxXqVQ4efI4anjWLHCZGl5eOHnihFrZiePHUMPLCwBgX748LC2tcPLkq3WmpaXh4oUoaZ2enjXxNDUVf15+dT/YqZMnoFKppOl8PD29cPbMGWRnZ6ttx9HJ6b3rjgbyzosKLq6IjnrVi6NSqRBz4Qyc3aoXutzvm1bht/Vh+Dp4FhwLmSLsTSohkPPic/28zzcYO+cXjJmzAmPmrMCg4LxR6r2HT0Sbrv0AAM6uHrhy+Rxyc17d7/vn+VOwtq/wXnaB8lgUbwqFfD8lgewtjDk5OYiJiYGrq6taeUxMDFQvul2Lu48+6YANC0JRvpIbyru44Y/fNiI78xnqvBhlu37eJJhYWKFFl7yRoRFb12Dv+p/RafBYWFjZ4OnjvFYYXX0DtalYnmek48KJCHzSrX++beoblkH9Jp9i34YwmFmWg7mlNQ5tXwcA8PD2AwBY2Tmgat0PsT1sHtr1HQZ9A0PsWfMTrOwroFK1gr+0S7pGrT7H6nmTUMHFDRUqu+PQjg3IynyG+v55o6ZXzZkI07JWaPVF3kVy/+ZV2LUur4vYopwtUl8cC70XxyLzWQb2bAiDZwNfGJuXRfLd29j+y4+wtLGHe816AICE2Eu4EfcnKlevCT0DQ1yPvYwtYXNRx6epNJDpzKG90NLWgm3FStDW1sHN+BjsXL0YNT9o/N7Ow9g1sAfGjhqBatWqo7pHDaxauQLPnj1Dm7btAACjR+aNWh78zVAAQJcvuqFX965Ysfxn+Pj4Ys/uXbh86RLGjp8AAFAoFOjStRuWLF6IihUqwr583rQ6VuXKwb9x3qhp50qV8MGHHyEkeCzGjAtBTk42QidNRPMWH6Ncubw/pFp83AqLflyA8eNGo0ev3rh65QpWr/oF3w4vGdN4/R0BrTth+eyJcHRxg2OVagjfvg5Zz5+jYeO8kbphs0JgZmGFtoF515o9m1Zix+ol6DUsBGWtbfHktfNC38AQmc+fYdeG5fCs9xFMLcoiLfUJIn7biJSHD1D7Q38AgMUbf5Tq6edd26xs7GFumddCXM+3KXauW4Zf5k1Cs/ZdcfvGNRzYsQH/6zX4nXwucuCxoJJK9m+qHj16oFevXoiPj0e9enlfwCdPnsTkyZOlGcuLO88P/JGemoK963/G05RHsHN0Qc/R06Qu6ZTk+1AoXjXmnti7Dbk52Vg1Y5zaegL+1x1NOrza56ij4YAQ8PygcYHb/bjrV1BqaWH9vEnIzsqEg4s7egfPgqGRsVSn48BR2LF8PpaHjoBCoYRTVU/0Gj3tvU1San3YGGmpKdi1dilSU/Imxe03doY0v9nj5HtQvDaZ6dHftyI3Jxth08aorad5hx5o8XkvKJRauHMjHqcO7sazjDSYmlvC1asuWnbqDW2dvFG22to6iPxjP/as/xk5OVmwKGeHRq06wu/TV1O0KLW0sH/Lajy4cxMCgIWVNT5q0R6NWnX47z8UmTRv0RKPHz3Cj/PnIjn5AVzd3PHj4qUo+6Lb925SEpSvnRdeNWshdOp0zJ87G/Nmz0SFio6YPW+BNAcjAPTo1RvPnj3DhPHj8PRpKmrWqo0fFy9VewZr6JTpCJ00EX16BUoTd3838tXxNTY2xqIly/DD9xPQ6X/tYGZujr79+r+3U+oAQN2PApD25DG2r1mK1McPUd65Mr4eP0vqanz04J7aNerw7s3IycnG4smj1Nbzyee90Krzl1Aqlbh76wZOHNiFtNQnKGNiCkcXd3w7eSHsKjgXOS6DMkYYHDIHaxdPx6RvesDIxBQff97zvZ7Ghcei+CohDX2yUQiZ+8NUKhWmT5+OOXPmICkpb+SWra0tBg8ejKFDh6p1VRfV1gvv78TUJY3+e3ZvXknXyNXqryvRO3Ei/tFfVyIqZRq5yne/5J2UrL+u9B+xM9P960oykz1hfF1qat5cTyYm/+x+CSaMxQcTxuKFCWPxwYSRKD85E8akJ/IljLamxT9hLFb9kv80USQiIiKif5/so6SJiIiIqHgrVi2MRERERHJQcNiLRmxhJCIiIiKN2MJIRERExAZGjWRPGOfOnVtguUKhgL6+PlxcXODj4/O3ptchIiIion9O9oRx1qxZePDgATIyMmBubg4AePz4MQwNDWFkZIT79+/D2dkZBw8ehIODg8zREhEREZU+st/D+MMPP6Bu3bq4cuUKHj58iIcPHyIuLg7169fHnDlzkJiYCBsbG3zzzTdyh0pERETvKYWMPyWB7BN3V6pUCZs2bYKXl5da+blz59C+fXtcu3YNx44dQ/v27aUnwfwVTtxdfHDi7uKFE3cXH5y4myg/OSfuvpeaLdu2rU10ZNt2UcneJZ2UlIScnJx85Tk5Obh7Ny/xs7Ozw9OnT991aERERFRKKEpKU59MZO+S9vPzQ9++fXHu3Dmp7Ny5c/jqq6/g7+8PALh48SKcnJzkCpGIiIioVJM9YVy2bBksLCxQu3Zt6OnpQU9PD3Xq1IGFhQWWLVsGADAyMsKMGTNkjpSIiIjeVwoZ/5UEsndJ29jYYN++fYiJiUFcXBwAwNXVFa6urlIdPz8/ucIjIiIiKvVkTxhfcnNzg5ubm9xhEBEREdEbZE8Yc3NzsXz5coSHh+P+/ftQqVRq7x84cECmyIiIiKjUKBk9w7KRPWEcPHgwli9fjo8//hjVq1eHgsOUiIiIiIoV2RPGdevWYcOGDWjZsqXcoRAREVEpxeYqzWQfJa2rqwsXFxe5wyAiIiKiQsieMA4dOhRz5syBzA+cISIiIqJCyN4l/ccff+DgwYPYvXs3qlWrBh0d9cfjbN68WabIiIiIqLTgEArNZE8YzczM0LZtW7nDICIiIqJCyJ4whoWFyR0CERERlXIl5YkrcpE9YXzpwYMHiI2NBZD3pBcrKyuZIyIiIiIioBgMeklPT0fPnj1ha2sLHx8f+Pj4wM7ODr169UJGRobc4REREVEpoFDI91MSyJ4wBgUF4dChQ9ixYwdSUlKQkpKCbdu24dChQxg6dKjc4RERERGVerJ3SW/atAkbN25Eo0aNpLKWLVvCwMAAHTp0wMKFC+ULjoiIiIjkb2HMyMiAtbV1vvJy5cqxS5qIiIioGJA9YfT29kZwcDCeP38ulT179gwhISHw9vaWMTIiIiIiAopBl/Ts2bPRvHlzlC9fHp6engCAqKgo6Ovr4/fff5c5OiIiIioNSsrgE7nInjB6eHjgypUrWL16NWJiYgAAnTp1QpcuXWBgYCBzdEREREQka8KYnZ0NNzc37Ny5E71795YzFCIiIiIqhKwJo46Ojtq9i0RERERy4JNeNJN90MuAAQMwZcoU5OTkyB0KERERERVA9nsYT58+jfDwcOzduxceHh4oU6aM2vubN2+WKTIiIiIqLTjoRTPZE0YzMzO0b99e7jCIiIiIqBCyJYwJCQlwcnJCWFiYXCEQERERAQDvYPwLst3DWKlSJTg5OaFnz55YtWoVbt26JVcoRERERKSBbC2MBw4cQEREBCIiIrB27VpkZWXB2dkZ/v7+8PPzg5+fX4GPDCQiIiKid0u2hLFRo0Zo1KgRAOD58+c4duyYlECuWLFCmqPx8uXLcoVIREREpQX7pDWSfdALAOjr68Pf3x8ffvgh/Pz8sHv3bixevFh68gsRERERyUfWhDErKwsnTpzAwYMHERERgZMnT8LBwQE+Pj6YP38+fH195QyPiIiISglO3K2ZbAmjv78/Tp48CScnJ/j6+qJv375Ys2YNbG1t5QqJiIiIiAogW8J45MgR2Nrawt/fH40aNYKvry/Kli0rVzhEREREVAjZptVJSUnBTz/9BENDQ0yZMgV2dnbw8PDAwIEDsXHjRjx48ECu0IiIiKiUUSjk+ykJFEIIIXcQAPD06VP88ccf0v2MUVFRqFy5Mi5duvTW69p64e5/ECH9HfpaWnKHQK9p5Goldwj0won4R3KHQFTsNHK1kG3b6VnypUNldIt/1lgsRkkDQJkyZWBhYQELCwuYm5tDW1sb0dHRcodFREREpUDxT9nkJVvCqFKpcObMGURERODgwYM4evQo0tPTYW9vDz8/PyxYsAB+fn5yhUdEREREL8iWMJqZmSE9PR02Njbw8/PDrFmz0KhRI1SqVEmukIiIiIioALIljNOmTYOfnx+qVKkiVwhEREREedgnrZFsCWPfvn3l2jQRERERvYViM+iFiIiISC580otmss3DSERERER/z4IFC+Do6Ah9fX3Ur18fp06d0lj/119/hZubG/T19eHh4YFdu3a91faYMBIREVGpV5Im7l6/fj2CgoIQHByMyMhIeHp6olmzZrh//36B9Y8dO4ZOnTqhV69eOHfuHNq0aYM2bdq81VzXxWbi7n8TJ+4uPjhxd/HCibuLD07cTZSfnBN3P8+RbdPQf8sbBOvXr4+6deti/vz5APKmKnRwcMCgQYPw3Xff5avfsWNHpKenY+fOnVJZgwYN4OXlhUWLFhVpm2xhJCIiIpJRZmYmUlNT1X4yMzMLrJuVlYWzZ88iICBAKlMqlQgICMDx48cLXOb48eNq9QGgWbNmhdYvyHs56KVNDRu5Q/jHMjMzERoaipEjR0JPT0/ucEo1Hovi4306FnK2pPwb3qdj8T7g8fjn3raV7980/vtQhISEqJUFBwdj/Pjx+eomJycjNzcX1tbWauXW1taIiYkpcP13794tsP7du0XvkWULYzGVmZmJkJCQQv/CoHeHx6L44LEoPngsihcej5Jt5MiRePLkidrPyJEj5Q5LzXvZwkhERERUUujp6RW5ZdjS0hJaWlq4d++eWvm9e/dgY1NwD6uNjc1b1S8IWxiJiIiISghdXV3Url0b4eHhUplKpUJ4eDi8vb0LXMbb21utPgDs27ev0PoFYQsjERERUQkSFBSEwMBA1KlTB/Xq1cPs2bORnp6OHj16AAC6desGe3t7hIaGAgAGDx4MX19fzJgxAx9//DHWrVuHM2fO4KeffiryNpkwFlN6enoIDg7mzcvFAI9F8cFjUXzwWBQvPB6lS8eOHfHgwQOMGzcOd+/ehZeXF/bs2SMNbElMTIRS+aoTuWHDhlizZg3GjBmDUaNGoXLlyti6dSuqV69e5G2+l/MwEhEREdG/h/cwEhEREZFGTBiJiIiISCMmjERERESkERNGKvEcHR0xe/ZsucMgIiLwmvy+YsIoo+7du0OhUGDy5Mlq5Vu3boVCoZApqnenUaNGGDJkSL7y5cuXw8zMrMjrOX36NPr06fPvBfYve9v9eRvjx4+Hl5dXkerevXsXgwYNgrOzM/T09ODg4IBWrVrlm5uruPgvPzcqnBACAQEBaNasWb73fvzxR5iZmeHWrVsyRPbvWLRoEYyNjZGTkyOVpaWlQUdHB40aNVKrGxERAYVCgfj4+HccZclQ2Dla3K/J9PcwYZSZvr4+pkyZgsePH8sdSollZWUFQ0NDucMoUHZ2ttwhAACuX7+O2rVr48CBA5g2bRouXryIPXv2wM/PDwMGDPjb683KyiqwvLjsd0lRnD4vhUKBsLAwnDx5EosXL5bKExISMHz4cMybNw/ly5eXMcJ/xs/PD2lpaThz5oxUduTIEdjY2ODkyZN4/vy5VH7w4EFUqFABlSpVyreewn73qXhfk+nvY8Ios4CAANjY2EiTaxZk06ZNqFatGvT09ODo6IgZM2a8wwjl1b17d7Rp0wbTp0+Hra0typYtiwEDBqh9wb7Z/aFQKLB48WJ88sknMDQ0hLu7O44fP46rV6+iUaNGKFOmDBo2bKjWavCypW7x4sVwcHCAoaEhOnTogCdPnkh1VCoVJkyYgPLly0NPT0+a9+ql69evQ6FQYP369fD19YW+vj5Wr16NHj164MmTJ1AoFFAoFNLD5FeuXIk6derA2NgYNjY26Ny5M+7fvy+t72XrRnh4OOrUqQNDQ0M0bNgQsbGxAPL+ug8JCUFUVJS07uXLlxf4Ofbv3x8KhQKnTp1C+/btUaVKFVSrVg1BQUE4ceKEVC8xMRGtW7eGkZERTExM0KFDB7XHSb38nJYuXQonJyfo6+tLn/nChQvx6aefokyZMpg0aRIAYNu2bahVqxb09fXh7OyMkJAQtZadlJQU9O3bF9bW1tDX10f16tWxc+dOREREFPq5vSk+Ph6tW7eGtbU1jIyMULduXezfv1+tjqOjI3744Qf07NkTxsbGqFChgtqEtVlZWRg4cCBsbW2hr6+PihUrSufksGHD8Mknn0h1Z8+eDYVCoXbsXVxcsHTpUun10qVL4e7uDn19fbi5ueHHH3+U3ivs96Q4cXBwwJw5czBs2DAkJCRACIFevXqhadOmqFmzJlq0aAEjIyNYW1uja9euSE5OlpbduHEjPDw8YGBggLJlyyIgIADp6eky7o06V1dX2NraIiIiQiqLiIhA69at4eTkpHY+REREwM/PD8Cra9GkSZNgZ2cHV1dXAMDFixfh7+8v7W+fPn2QlpYmraMo17CkpCR8/PHHMDAwgJOTE9asWfOX3bq5ubkICgqCmZkZypYti+HDhyMwMBBt2rSR6hS0Di8vL7VzKSUlBV9++SWsrKxgYmICf39/REVFSe9HRUXBz88PxsbGMDExQe3atXHmzBmN5+ib2y3qdWXlypVwdHSEqakpPv/8czx9+rTQ/ScZCJJNYGCgaN26tdi8ebPQ19cXN2/eFEIIsWXLFvHy0Jw5c0YolUoxYcIEERsbK8LCwoSBgYEICwuTMfJ/h6+vrxg8eHC+8rCwMGFqaiqEyPuMTExMRL9+/UR0dLTYsWOHMDQ0FD/99JNUv2LFimLWrFnSawDC3t5erF+/XsTGxoo2bdoIR0dH4e/vL/bs2SP+/PNP0aBBA9G8eXNpmeDgYFGmTBnh7+8vzp07Jw4dOiRcXFxE586dpTozZ84UJiYmYu3atSImJkYMHz5c6OjoiLi4OCGEEAkJCQKAcHR0FJs2bRLXrl0T169fF7NnzxYmJiYiKSlJJCUliadPnwohhFi2bJnYtWuXiI+PF8ePHxfe3t6iRYsW0vYOHjwoAIj69euLiIgIcfnyZfHRRx+Jhg0bCiGEyMjIEEOHDhXVqlWT1p2RkZHv83z48KFQKBTihx9+0Hg8cnNzhZeXl/jwww/FmTNnxIkTJ0Tt2rWFr69vvs+pefPmIjIyUkRFRUmfebly5cTPP/8s4uPjxY0bN8Thw4eFiYmJWL58uYiPjxd79+4Vjo6OYvz48dL2GjRoIKpVqyb27t0r4uPjxY4dO8SuXbtEZmZmoZ/bm86fPy8WLVokLl68KOLi4sSYMWOEvr6+uHHjhtrviIWFhViwYIG4cuWKCA0NFUqlUsTExAghhJg2bZpwcHAQhw8fFtevXxdHjhwRa9asEUIIsX37dmFqaipycnKEEEK0adNGWFpaihEjRgghhLh165YAIK5cuSKEEGLVqlXC1tZW+h3YtGmTsLCwEMuXLy/09+TOnTsaj41cWrduLRo1aiTmzp0rrKysxP3794WVlZUYOXKkiI6OFpGRkaJJkybCz89PCCHEnTt3hLa2tpg5c6ZISEgQFy5cEAsWLCj02Mmlc+fOomnTptLrunXril9//VX069dPjBs3TgiRd37p6elJxy0wMFAYGRmJrl27ikuXLolLly6JtLQ0YWtrK9q1aycuXrwowsPDhZOTkwgMDJTWXZRrWEBAgPDy8hInTpwQZ8+eFb6+vsLAwEDtuvamKVOmCHNzc7Fp0ybx559/il69egljY2PRunVrqc6b10YhhPD09BTBwcFq227VqpU4ffq0iIuLE0OHDhVly5YVDx8+FEIIUa1aNfHFF1+I6OhoERcXJzZs2CDOnz+v8Rx9fbtFva4YGRlJn+Phw4eFjY2NGDVq1F8dSnqHmDDK6GXCKIQQDRo0ED179hRCqCeMnTt3Fk2aNFFb7ttvvxVVq1Z9p7H+F4qaMFasWFH6shZCiP/973+iY8eO0uuCEsYxY8ZIr48fPy4AiGXLlklla9euFfr6+tLr4OBgoaWlJW7duiWV7d69WyiVSpGUlCSEEMLOzk5MmjRJLda6deuK/v37CyFeJQKzZ88udH80OX36tAAgXXRfJoz79++X6vz2228CgHj27JkUt6enp8b1njx5UgAQmzdv1lhv7969QktLSyQmJkplly9fFgDEqVOnpO3p6OiI+/fvqy0LQAwZMkStrHHjxvmS1JUrVwpbW1shhBC///67UCqVIjY2tsB4ivq5FaRatWpi3rx50uuKFSuKL774QnqtUqlEuXLlxMKFC4UQQgwaNEj4+/sLlUqVb12PHz8WSqVSnD59WqhUKmFhYSFCQ0NF/fr1hRB5CaK9vb1Uv1KlSlKy+dLEiROFt7e3EKLw35Pi6N69e8LS0lIolUqxZcsWMXHiRLVESwghbt68KQCI2NhYcfbsWQFAXL9+XaaIi2bJkiWiTJkyIjs7W6SmpgptbW1x//59sWbNGuHj4yOEECI8PFwAkP7wCAwMFNbW1iIzM1Naz08//STMzc1FWlqaVPbbb78JpVIp7t69Ky2n6RoWHR0tAIjTp09L71+5ckUA0Jgw2traiqlTp0qvs7OzRfny5d8qYTxy5IgwMTERz58/V6tTqVIlsXjxYiGEEMbGxlLS/KbCztHXt1vU64qhoaFITU2V6nz77bfSOUbFA7uki4kpU6ZgxYoViI6OViuPjo7GBx98oFb2wQcf4MqVK8jNzX2XIcqmWrVq0NLSkl7b2tqqdd0WpEaNGtL/Xz4qycPDQ63s+fPnSE1NlcoqVKgAe3t76bW3tzdUKhViY2ORmpqKO3fuFHgs3jxmderUKdJ+nT17Fq1atUKFChVgbGwMX19fAHndN4Xti62tLQD85f6/ThTxYU7R0dFwcHCAg4ODVFa1alWYmZmp7WPFihVhZWWVb/k39zsqKgoTJkyAkZGR9NO7d28kJSUhIyMD58+fR/ny5VGlSpUi70tB0tLSMGzYMLi7u8PMzAxGRkaIjo7W+DkqFArY2NhIn2P37t1x/vx5uLq64uuvv8bevXulumZmZvD09ERERAQuXrwIXV1d9OnTB+fOnUNaWhoOHTokHbv09HTEx8ejV69eavv9/fff5xs4UdTfEzmVK1cOffv2hbu7O9q0aYOoqCgcPHhQbd/c3NwA5N0a4OnpicaNG8PDwwP/+9//sGTJkmJ5f3ajRo2Qnp6O06dP48iRI6hSpQqsrKzg6+sr3ccYEREBZ2dnVKhQQVrOw8MDurq60uvo6Gh4enqiTJkyUtkHH3wgXTde0nQNi42Nhba2NmrVqiW97+LiAnNz80Ljf/LkCZKSklC/fn2pTFtb+61/p6KiopCWloayZcuqHdOEhATp9zUoKAhffvklAgICMHny5LceAFTU64qjoyOMjY2l10W5ztO7xWdJFxM+Pj5o1qwZRo4cie7du8sdzjthYmKido/gSykpKTA1NZVe6+joqL2vUCigUqk0rvv1ZV6OOC+o7K/W83e8/uVRmPT0dDRr1gzNmjXD6tWrYWVlhcTERDRr1izfzfT/NO7KlStDoVAgJiamyMtoUtj+vVmelpaGkJAQtGvXLl9dfX19GBgY/CvxDBs2DPv27cP06dPh4uICAwMDfPbZZxo/R0D996hWrVpISEjA7t27sX//fnTo0AEBAQHYuHEjgLwEIyIiAnp6evD19YWFhQXc3d3xxx9/4NChQxg6dKi0zwCwZMkStS9zAGoJA1C035PiQFtbG9raeV8VaWlpaNWqFaZMmZKvnq2tLbS0tLBv3z4cO3YMe/fuxbx58zB69GicPHkSTk5O7zr0Qrm4uKB8+fI4ePAgHj9+LCX8dnZ2cHBwwLFjx3Dw4EH4+/urLfd3j9nfuYb9G5RKZb4/GF+/dzItLS3f/ZwvvRz9PH78eHTu3Bm//fYbdu/ejeDgYKxbtw5t27b9V2OV6zOiomMLYzEyefJk7NixA8ePH5fK3N3dcfToUbV6R48eRZUqVfJ9AZU0rq6uiIyMzFceGRn5j1ud/o7ExETcuXNHen3ixAkolUq4urrCxMQEdnZ2BR6LqlWralyvrq5uvtbgmJgYPHz4EJMnT8ZHH30ENze3v/XXdEHrfpOFhQWaNWuGBQsWFDj4ICUlBUDe79rNmzdx8+ZN6b0///wTKSkpf7mPBalVqxZiY2Ph4uKS70epVKJGjRq4desW4uLi/va+AXnHoHv37mjbti08PDxgY2OD69evv3W8JiYm6NixI5YsWYL169dj06ZNePToEQDA19cXf/zxB8LDw6WpVxo1aoS1a9ciLi5OKrO2toadnR2uXbuWb5+LU8L0d9WqVQuXL1+Go6Njvv17mUwpFAp88MEHCAkJwblz56Crq4stW7bIHHl+fn5+iIiIQEREhNp0Oj4+Pti9ezdOnTolDXgpjLu7O6KiotTOq6NHj0rXjaJwdXVFTk4Ozp07J5VdvXpVY8usqakpbG1tcfLkSaksJycHZ8+eVatnZWWFpKQk6XVqaioSEhKk17Vq1cLdu3ehra2d73haWlpK9apUqYJvvvkGe/fuRbt27RAWFgagaOfov31dIfkwYSxGPDw80KVLF8ydO1cqGzp0KMLDwzFx4kTExcVhxYoVmD9/PoYNGyZjpP+Or776CnFxcfj6669x4cIFxMbGYubMmVi7dq3UYvMu6evrIzAwEFFRUThy5Ai+/vprdOjQATY2NgCAb7/9FlOmTMH69esRGxuL7777DufPn8fgwYM1rtfR0RFpaWkIDw9HcnIyMjIyUKFCBejq6mLevHm4du0atm/fjokTJ751zI6OjkhISMD58+eRnJyMzMzMAustWLAAubm5qFevHjZt2oQrV64gOjoac+fOhbe3N4C8EfsvfwcjIyNx6tQpdOvWDb6+vn+r+3TcuHH45ZdfEBISgsuXLyM6Ohrr1q3DmDFjAOQlYT4+Pmjfvj327dsntfC9HH1c0OdWkMqVK2Pz5s04f/48oqKi0Llz57dumXj5excTE4O4uDj8+uuvsLGxkVpZfHx88PTpU+zcuVMtYVy9ejVsbW3V/sAJCQlBaGgo5s6di7i4OFy8eBFhYWGYOXPmW36Cxc+AAQPw6NEjdOrUCadPn0Z8fDx+//139OjRA7m5uTh58iR++OEHnDlzBomJidi8eTMePHgAd3d3uUPPx8/PD3/88QfOnz8vtTACeb+XixcvRlZW1l8mjF26dJGuG5cuXcLBgwcxaNAgdO3aVboV5q+4ubkhICAAffr0walTp3Du3Dn06dMHBgYGGufjHTx4MCZPnoytW7ciJiYG/fv3l/74e8nf3x8rV67EkSNHcPHiRQQGBqo1NAQEBMDb2xtt2rTB3r17cf36dRw7dgyjR4/GmTNn8OzZMwwcOBARERG4ceMGjh49itOnT0vHsyjn6L99XSH5MGEsZiZMmKD2ZVerVi1s2LAB69atQ/Xq1TFu3DhMmDDhvei2dnZ2xuHDhxETE4OAgADUr18fGzZswK+//ormzZu/83hcXFzQrl07tGzZEk2bNkWNGjXUpkP5+uuvERQUhKFDh8LDwwN79uzB9u3bUblyZY3rbdiwIfr164eOHTvCysoKU6dOhZWVFZYvX45ff/0VVatWxeTJkzF9+vS3jrl9+/Zo3rw5/Pz8YGVlhbVr1xZYz9nZGZGRkfDz88PQoUNRvXp1NGnSBOHh4Vi4cCGAvJahbdu2wdzcHD4+PggICICzszPWr1//1nEBQLNmzbBz507s3bsXdevWRYMGDTBr1ixUrFhRqrNp0ybUrVsXnTp1QtWqVTF8+HCpxaKgz60gM2fOhLm5ORo2bIhWrVqhWbNmaveDFYWxsTGmTp2KOnXqoG7durh+/Tp27doFpTLvEmlubg4PDw9YWVlJ9+z5+PhApVKpJRsA8OWXX2Lp0qUICwuDh4cHfH19sXz58veihfFlK3tubi6aNm0KDw8PDBkyBGZmZlAqlTAxMcHhw4fRsmVLVKlSBWPGjMGMGTPQokULuUPPx8/PD8+ePYOLi4tacufr64unT59K0+9oYmhoiN9//x2PHj1C3bp18dlnn6Fx48aYP3/+W8Xyyy+/wNraGj4+Pmjbti169+4NY2NjadqqggwdOhRdu3ZFYGAgvL29YWxsnK+beOTIkfD19cUnn3yCjz/+GG3atFGbU1KhUGDXrl3w8fFBjx49UKVKFXz++ee4ceMGrK2toaWlhYcPH6Jbt26oUqUKOnTogBYtWiAkJARA0c7Rf/u6QvJRiKLeEU/0Hhs/fjy2bt2K8+fPyx0KEZVyt27dgoODA/bv34/GjRsXebnu3bsjJSUFW7du/e+Co1KLg16IiIhkdODAAaSlpcHDwwNJSUkYPnw4HB0d4ePjI3doRBImjERERDLKzs7GqFGjcO3aNRgbG6Nhw4ZYvXp1vpHDRHJilzQRERERacRBL0RERESkERNGIiIiItKICSMRERERacSEkYiIiIg0YsJIRERERBoxYSSif6x79+5o06aN9LpRo0YYMmTIO48jIiICCoUi3yPSXqdQKN5qYuPx48fDy8vrH8V1/fp1KBQKTgxPRCUWE0ai91T37t2hUCigUCigq6sLFxcXTJgwATk5Of/5tjdv3lzkZ2MXJckjIiJ5ceJuovdY8+bNERYWhszMTOzatQsDBgyAjo4ORo4cma9uVlYWdHV1/5XtWlhY/CvrISKi4oEtjETvMT09PdjY2KBixYr46quvEBAQgO3btwN41Y08adIk2NnZwdXVFQBw8+ZNdOjQAWZmZrCwsEDr1q1x/fp1aZ25ubkICgqCmZkZypYti+HDh+PN+f/f7JLOzMzEiBEj4ODgAD09Pbi4uGDZsmW4fv06/Pz8AADm5uZQKBTo3r07AEClUiE0NBROTk4wMDCAp6cnNm7cqLadXbt2oUqVKjAwMICfn59anEU1YsQIVKlSBYaGhnB2dsbYsWORnZ2dr97ixYvh4OAAQ0NDdOjQAU+ePFF7f+nSpXB3d4e+vj7c3Nzw448/FrrNx48fo0uXLrCysoKBgQEqV66MsLCwt46diOhdYQsjUSliYGCAhw8fSq/Dw8NhYmKCffv2Ach7RFmzZs3g7e2NI0eOQFtbG99//z2aN2+OCxcuQFdXFzNmzMDy5cvx888/w93dHTNmzMCWLVvg7+9f6Ha7deuG48ePY+7cufD09ERCQgKSk5Ph4OCATZs2oX379oiNjYWJiQkMDAwAAKGhoVi1ahUWLVqEypUr4/Dhw/jiiy9gZWUFX19f3Lx5E+3atcOAAQPQp08fnDlzBkOHDn3rz8TY2BjLly+HnZ0dLl68iN69e8PY2BjDhw+X6ly9ehUbNmzAjh07kJqail69eqF///5YvXo1AGD16tUYN24c5s+fj5o1a+LcuXPo3bs3ypQpg8DAwHzbHDt2LP7880/s3r0blpaWuHr1Kp49e/bWsRMRvTOCiN5LgYGBonXr1kIIIVQqldi3b5/Q09MTw4YNk963trYWmZmZ0jIrV64Urq6uQqVSSWWZmZnCwMBA/P7770IIIWxtbcXUqVOl97Ozs0X58uWlbQkhhK+vrxg8eLAQQojY2FgBQOzbt6/AOA8ePCgAiMePH0tlz58/F4aGhuLYsWNqdXv16iU6deokhBBi5MiRomrVqmrvjxgxIt+63gRAbNmypdD3p02bJmrXri29Dg4OFlpaWuLWrVtS2e7du4VSqRRJSUlCCCEqVaok1qxZo7aeiRMnCm9vbyGEEAkJCQKAOHfunBBCiFatWokePXoUGgMRUXHDFkai99jOnTthZGSE7OxsqFQqdO7cGePHj5fe9/DwULtvMSoqClevXoWxsbHaep4/f474+Hg8efIESUlJqF+/vvSetrY26tSpk69b+qXz589DS0sLvr6+RY776tWryMjIQJMmTdTKs7KyULNmTQBAdHS0WhwA4O3tXeRtvLR+/XrMnTsX8fHxSEtLQ05ODkxMTNTqVKhQAfb29mrbUalUiI2NhbGxMeLj49GrVy/07t1bqpOTkwNTU9MCt/nVV1+hffv2iIyMRNOmTdGmTRs0bNjwrWMnInpXmDASvcf8/PywcOFC6Orqws7ODtra6qd8mTJl1F6npaWhdu3aUlfr66ysrP5WDC+7mN9GWloaAOC3335TS9SAvPsy/y3Hjx9Hly5dEBISgmbNmsHU1BTr1q3DjBkz3jrWJUuW5EtgtbS0ClymRYsWuHHjBnbt2oV9+/ahcePGGDBgAKZPn/73d4aI6D/EhJHoPVamTBm4uLgUuX6tWrWwfv16lCtXLl8r20u2trY4efIkfHx8AOS1pJ09exa1atUqsL6HhwdUKhUOHTqEgICAfO+/bOHMzc2VyqpWrQo9PT0kJiYW2jLp7u4uDeB56cSJE3+9k685duwYKlasiNGjR0tlN27cyFcvMTERd+7cgZ2dnbQdpVIJV1dXWFtbw87ODteuXUOXLl2KvG0rKysEBgYiMDAQH330Eb799lsmjERUbHGUNBFJunTpAktLS7Ru3RpHjhxBQkICIiIi8PXXX+PWrVsAgMGDB2Py5MnYunUrYmJi0L9/f41zKDo6OiIwMBA9e/bE1q1bpXVu2LABAFCxYkUoFArs3LkTDx48QFpaGoyNjTFs2DB88803WLFiBeLj4xEZGYl58+ZhxYoVAIB+/frhypUr+PbbbxEbG4s1a9Zg+fLlb7W/lStXRmJiItatW4f4+HjMnTsXW7ZsyVdPX18fgYGBiIqKwpEjR/D111+jQ4cOsLGxAQCEhIQgNDQUc+fORVxcHC5evIiwsDDMnDmzwO2OGzcO27Ztw9WrV3H58mXs3LkT7u7ubxU7EdG7xISRiCSGhoY4fPgwKlSogHbt2sHd3R29evXC8+fPpRbHoUOHomvXrggMDIS3tzeMjY3Rtm1bjetduHAhPvvsM/Tv3x9ubm7o3bs30tPTAQD29vYICQnBd999B2trawwcOBAAMHHiRIwdOxahoaFwd3dH8+bN8dtvv8HJyQlA3n2FmzZtwtatW+Hp6YlFixbhhx9+eKv9/fTTT/HNN99g4MCB8PLywrFjxzB27Nh89VxcXNCuXTu0bNkSTZs2RY0aNdSmzfnyyy+xdOlShIWFwcPDA76+vli+fLkU65t0dXUxcuRI1KhRAz4+PtDS0sK6deveKnYiondJIQq7U52IiIiICGxhJCIiIqK/wISRiIiIiDRiwkhEREREGjFhJCIiIiKNmDASERERkUZMGImIiIhIIyaMRERERKQRE0YiIiIi0ogJIxERERFpxISRiIiIiDRiwkhEREREGv0fH3YIJkVzzecAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf\n","不是 1404\n","是 852\n","不重要 653\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf\n","不是 1361\n","是 782\n","不重要 780\n","回答正确 39\n","问法错误 38\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/Qwen2.5-1.5B-Instruct/checkpoint-350_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-350_torch.float16_lf\n","不是 1421\n","是 758\n","不重要 739\n","回答正确 42\n","问法错误 40\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"}],"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} +{"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 = \"Qwen2.5-1.5B-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 23 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/Qwen2.5-1.5B-Instruct/shots-00 3000 non-null object\n"," 6 Qwen/Qwen2.5-1.5B-Instruct/shots-05 3000 non-null object\n"," 7 Qwen/Qwen2.5-1.5B-Instruct/shots-10 3000 non-null object\n"," 8 Qwen/Qwen2.5-1.5B-Instruct/shots-20 3000 non-null object\n"," 9 Qwen/Qwen2.5-1.5B-Instruct/shots-30 3000 non-null object\n"," 10 Qwen/Qwen2.5-1.5B-Instruct/shots-40 3000 non-null object\n"," 11 Qwen/Qwen2.5-1.5B-Instruct/shots-50 3000 non-null object\n"," 12 Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf 3000 non-null object\n"," 13 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf 3000 non-null object\n"," 14 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf 3000 non-null object\n"," 15 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf 3000 non-null object\n"," 16 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf 3000 non-null object\n"," 17 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf 3000 non-null object\n"," 18 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf 3000 non-null object\n"," 19 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf 3000 non-null object\n"," 20 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf 3000 non-null object\n"," 21 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf 3000 non-null object\n"," 22 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-350_torch.float16_lf 3000 non-null object\n","dtypes: object(23)\n","memory usage: 539.2+ 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/Qwen2.5-1.5B-Instruct/shots-00',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/shots-05',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/shots-10',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/shots-20',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/shots-30',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/shots-40',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/shots-50',\n"," 'Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf',\n"," 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-350_torch.float16_lf']"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[],"source":["df_val = pd.read_csv(\"datasets/mgtv/val.csv\")\n","# df_val = pd.read_csv(\"datasets/mgtv/dev.csv\")\n","df[\"label\"] = df_val[\"label\"]"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["columns: ['Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf', 'Qwen/Qwen2.5-1.5B-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:504: 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
00.0Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct_torch.float16_lf0.2016670.5269760.2016670.2406980.922333
10.2Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch...0.4853330.6541670.4853330.5381850.999667
20.4Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch...0.5730000.7037740.5730000.6131070.999667
30.6Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torc...0.5390000.7162870.5390000.5961611.000000
40.8Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torc...0.6443330.7218750.6443330.6721471.000000
51.0Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torc...0.6296670.7065050.6296670.6496811.000000
61.2Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torc...0.5836670.7222810.5836670.6314351.000000
71.4Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torc...0.6493330.7440290.6493330.6815311.000000
81.6Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torc...0.6293330.7332140.6293330.6634331.000000
91.8Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torc...0.5990000.7297950.5990000.6396291.000000
102.0Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/checkpoint-350_torc...0.6056670.7305580.6056670.6426791.000000
\n","
"],"text/plain":[" epoch model \\\n","0 0.0 Qwen2.5-1.5B-Instruct \n","1 0.2 Qwen2.5-1.5B-Instruct \n","2 0.4 Qwen2.5-1.5B-Instruct \n","3 0.6 Qwen2.5-1.5B-Instruct \n","4 0.8 Qwen2.5-1.5B-Instruct \n","5 1.0 Qwen2.5-1.5B-Instruct \n","6 1.2 Qwen2.5-1.5B-Instruct \n","7 1.4 Qwen2.5-1.5B-Instruct \n","8 1.6 Qwen2.5-1.5B-Instruct \n","9 1.8 Qwen2.5-1.5B-Instruct \n","10 2.0 Qwen2.5-1.5B-Instruct \n","\n"," run accuracy precision \\\n","0 Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf 0.201667 0.526976 \n","1 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch... 0.485333 0.654167 \n","2 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch... 0.573000 0.703774 \n","3 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torc... 0.539000 0.716287 \n","4 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torc... 0.644333 0.721875 \n","5 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torc... 0.629667 0.706505 \n","6 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torc... 0.583667 0.722281 \n","7 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torc... 0.649333 0.744029 \n","8 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torc... 0.629333 0.733214 \n","9 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torc... 0.599000 0.729795 \n","10 Qwen/Qwen2.5-1.5B-Instruct/checkpoint-350_torc... 0.605667 0.730558 \n","\n"," recall f1 ratio_valid_classifications \n","0 0.201667 0.240698 0.922333 \n","1 0.485333 0.538185 0.999667 \n","2 0.573000 0.613107 0.999667 \n","3 0.539000 0.596161 1.000000 \n","4 0.644333 0.672147 1.000000 \n","5 0.629667 0.649681 1.000000 \n","6 0.583667 0.631435 1.000000 \n","7 0.649333 0.681531 1.000000 \n","8 0.629333 0.663433 1.000000 \n","9 0.599000 0.639629 1.000000 \n","10 0.605667 0.642679 1.000000 "]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0.0: Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf\n","0.2: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf\n","0.4: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf\n","0.6: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf\n","0.8: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf\n","1.0: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf\n","1.2: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf\n","1.4: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf\n","1.6: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf\n","1.8: Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf\n","2.0: Qwen/Qwen2.5-1.5B-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, offset=0.02)"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["columns: ['Qwen/Qwen2.5-1.5B-Instruct/shots-00', 'Qwen/Qwen2.5-1.5B-Instruct/shots-05', 'Qwen/Qwen2.5-1.5B-Instruct/shots-10', 'Qwen/Qwen2.5-1.5B-Instruct/shots-20', 'Qwen/Qwen2.5-1.5B-Instruct/shots-30', 'Qwen/Qwen2.5-1.5B-Instruct/shots-40', 'Qwen/Qwen2.5-1.5B-Instruct/shots-50']\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:504: 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","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n"," _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"]},{"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","
shotsmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
00Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/shots-000.2016670.5269760.2016670.2406980.922333
15Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/shots-050.3933330.5788860.3933330.4355460.828333
210Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/shots-100.4070000.5820150.4070000.4595900.915667
320Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/shots-200.2320000.5282610.2320000.3093710.676000
430Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/shots-300.2300000.5479550.2300000.3064380.661000
540Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/shots-400.2923330.5608410.2923330.3751710.520667
650Qwen2.5-1.5B-InstructQwen/Qwen2.5-1.5B-Instruct/shots-500.2900000.5646810.2900000.3688380.460333
\n","
"],"text/plain":[" shots model run accuracy \\\n","0 0 Qwen2.5-1.5B-Instruct Qwen/Qwen2.5-1.5B-Instruct/shots-00 0.201667 \n","1 5 Qwen2.5-1.5B-Instruct Qwen/Qwen2.5-1.5B-Instruct/shots-05 0.393333 \n","2 10 Qwen2.5-1.5B-Instruct Qwen/Qwen2.5-1.5B-Instruct/shots-10 0.407000 \n","3 20 Qwen2.5-1.5B-Instruct Qwen/Qwen2.5-1.5B-Instruct/shots-20 0.232000 \n","4 30 Qwen2.5-1.5B-Instruct Qwen/Qwen2.5-1.5B-Instruct/shots-30 0.230000 \n","5 40 Qwen2.5-1.5B-Instruct Qwen/Qwen2.5-1.5B-Instruct/shots-40 0.292333 \n","6 50 Qwen2.5-1.5B-Instruct Qwen/Qwen2.5-1.5B-Instruct/shots-50 0.290000 \n","\n"," precision recall f1 ratio_valid_classifications \n","0 0.526976 0.201667 0.240698 0.922333 \n","1 0.578886 0.393333 0.435546 0.828333 \n","2 0.582015 0.407000 0.459590 0.915667 \n","3 0.528261 0.232000 0.309371 0.676000 \n","4 0.547955 0.230000 0.306438 0.661000 \n","5 0.560841 0.292333 0.375171 0.520667 \n","6 0.564681 0.290000 0.368838 0.460333 "]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["perf_df_shots = get_metrics_df(df, variant=\"shots\")\n","perf_df_shots"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0: Qwen/Qwen2.5-1.5B-Instruct/shots-00\n","5: Qwen/Qwen2.5-1.5B-Instruct/shots-05\n","10: Qwen/Qwen2.5-1.5B-Instruct/shots-10\n","20: Qwen/Qwen2.5-1.5B-Instruct/shots-20\n","30: Qwen/Qwen2.5-1.5B-Instruct/shots-30\n","40: Qwen/Qwen2.5-1.5B-Instruct/shots-40\n","50: Qwen/Qwen2.5-1.5B-Instruct/shots-50\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":15,"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":16,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-00 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-00\n","问法错误 1339\n","不是 1068\n","不重要 229\n","是 115\n","问法错误。 101\n","不是。 86\n","回答正确。 19\n","回答正确 16\n","是。 15\n","回答: 不重要 7\n","回答: 是 2\n","回答:不是 1\n","回答: 是。 1\n","回答:是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12290 (\\N{IDEOGRAPHIC FULL STOP}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65306 (\\N{FULLWIDTH COLON}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-05 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-05\n","不是 1170\n","不重要 715\n","问法错误 332\n","是 268\n","回答: 不是 210\n","回答: 是 199\n","回答: 不重要 106\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-10 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-10\n","不是 1237\n","不重要 604\n","问法错误 458\n","是 448\n","回答: 是 151\n","回答: 不是 63\n","回答: 不重要 38\n","回答: 问法错误 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqwAAAHSCAYAAAApApkcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABefUlEQVR4nO3dd1QU1/8+8GfpCC5VWgREsYCCvWBHUDDGRCVRPxrFEit2Y0vsxhKNJZZoNNYES+wlsSCKXUQQu9hQbIARAQEFhPv7wx/zdQUUENgBn9c5e457753Z94yLPszeuasQQggQEREREcmUhroLICIiIiJ6HwZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1LXUXUFQyMzPx+PFjlC1bFgqFQt3lEBEREdE7hBB48eIFbGxsoKGR+3XUUhtYHz9+DFtbW3WXQUREREQf8ODBA5QvXz7X/lIbWMuWLQvgzQlQKpVqroaIiIiI3pWYmAhbW1spt+Wm1AbWrGkASqWSgZWIiIhIxj40fZM3XRERERGRrDGwEhEREZGsMbAW0PHjx9G+fXvY2NhAoVBg165dUl96ejrGjRsHFxcXGBgYwMbGBj179sTjx49V9vHll1/Czs4Oenp6sLa2Ro8ePVTGTJ06FQqFItvDwMCguA6TiIiISO0YWAsoOTkZNWvWxLJly7L1paSkICwsDJMmTUJYWBh27NiBiIgIfPnllyrj3N3d8ffffyMiIgLbt2/HnTt38PXXX0v933//PZ48eaLycHZ2xjfffFPkx0dEREQkFwohhFB3EUUhMTERRkZGSEhIKPKbrhQKBXbu3IkOHTrkOiYkJAQNGjTA/fv3YWdnl+OYPXv2oEOHDkhNTYW2tna2/osXL6JWrVo4fvw4mjVrVljlExEREalFXvMar7AWk4SEBCgUChgbG+fYHxcXB39/fzRu3DjHsAoAf/zxB6pUqcKwSkRERJ8UBtZi8OrVK4wbNw7/+9//sv32MG7cOBgYGMDMzAxRUVHYvXt3rvvw9/dH3759i6NkIiIiItlgYC1i6enp6Ny5M4QQWL58ebb+MWPG4MKFCzh06BA0NTXRs2dP5DRLY+fOnXjx4gV8fX2Lo2wiIiIi2Si1XxwgB1lh9f79+zhy5EiOczPMzc1hbm6OKlWqwMnJCba2tjh79izc3NxUxv3xxx/44osvYGlpWVzlExEREckCA2sRyQqrt27dwtGjR2FmZvbBbTIzMwEAqampKu2RkZE4evQo9uzZUyS1EhEREckZA2sBJSUl4fbt29LzyMhIhIeHw9TUFNbW1vj6668RFhaGffv2ISMjA9HR0QAAU1NT6OjoIDg4GCEhIWjatClMTExw584dTJo0CZUqVcp2dXXNmjWwtrZG27Zti/UYiYiIiOSAy1rlUYXx/6g8fxV1CTGbfsg2zqCGB4ybdsOjFTnfHGX5v1nQs3NF2tN7iDu8EumxkchMfwVNQ1PoO9SBUeMu0CprLo0XIhOPlveBQY1WMGneM8d93pvT7iOOjIiIiEg98prXGFjz6N3AKicMrERERFQScR1WIiIiIioVGFiJiIiISNYYWImIiIhI1vIdWI8fP4727dvDxsYGCoUCu3btkvrS09Mxbtw4uLi4wMDAADY2NujZsyceP36sso+4uDh0794dSqUSxsbG6Nu3L5KSklTGXLp0Cc2aNYOenh5sbW0xd+7cgh0hEREREZVo+Q6sycnJqFmzJpYtW5atLyUlBWFhYZg0aRLCwsKwY8cORERE4Msvv1QZ1717d1y9ehUBAQHYt28fjh8/jv79+0v9iYmJaNOmDezt7REaGop58+Zh6tSpWLlyZQEOkYiIiIhKso9aJUChUGDnzp3o0KFDrmNCQkLQoEED3L9/H3Z2drh+/TqcnZ0REhKCevXqAQAOHDiAzz//HA8fPoSNjQ2WL1+OH3/8EdHR0dDR0QEAjB8/Hrt27cKNGzfyVBtXCSAiIiKSN9msEpCQkACFQgFjY2MAwJkzZ2BsbCyFVQDw9PSEhoYGgoODpTHNmzeXwioAeHl5ISIiAs+fP8/xdVJTU5GYmKjyICIiIqKSr0gD66tXrzBu3Dj873//k1JzdHQ0LCwsVMZpaWnB1NRU+jao6OhoWFpaqozJep415l2zZ8+GkZGR9LC1tS3swyEiIiIiNSiywJqeno7OnTtDCIHly5cX1ctIJkyYgISEBOnx4MGDIn9NIiIiIip6WkWx06ywev/+fRw5ckRlToKVlRViY2NVxr9+/RpxcXGwsrKSxsTExKiMyXqeNeZdurq60NXVLczDICIiIiIZKPQrrFlh9datWzh8+DDMzMxU+t3c3BAfH4/Q0FCp7ciRI8jMzETDhg2lMcePH0d6ero0JiAgAFWrVoWJiUlhl0xEREREMpbvwJqUlITw8HCEh4cDACIjIxEeHo6oqCikp6fj66+/xvnz5+Hv74+MjAxER0cjOjoaaWlpAAAnJyd4e3ujX79+OHfuHE6dOoUhQ4aga9eusLGxAQB069YNOjo66Nu3L65evYotW7bg119/xahRowrvyImIiIioRMj3slZBQUFwd3fP1u7r64upU6fCwcEhx+2OHj2Kli1bAnjzxQFDhgzB3r17oaGhAR8fHyxevBiGhobS+EuXLsHPzw8hISEwNzfH0KFDMW7cuDzXyWWtiIiIiOQtr3nto9ZhlTMGViIiIiJ5k806rEREREREH4OBlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGQt34H1+PHjaN++PWxsbKBQKLBr1y6VfiEEJk+eDGtra+jr68PT0xO3bt1SGRMXF4fu3btDqVTC2NgYffv2RVJSksqYS5cuoVmzZtDT04OtrS3mzp2b/6MjIiIiohIv34E1OTkZNWvWxLJly3Lsnzt3LhYvXowVK1YgODgYBgYG8PLywqtXr6Qx3bt3x9WrVxEQEIB9+/bh+PHj6N+/v9SfmJiINm3awN7eHqGhoZg3bx6mTp2KlStXFuAQiYiIiKgkUwghRIE3Viiwc+dOdOjQAcCbq6s2NjYYPXo0vv/+ewBAQkICLC0tsW7dOnTt2hXXr1+Hs7MzQkJCUK9ePQDAgQMH8Pnnn+Phw4ewsbHB8uXL8eOPPyI6Oho6OjoAgPHjx2PXrl24ceNGnmpLTEyEkZEREhISoFQqC3qIkgrj//nofRSVe3PaqbsEIiIionzLa14r1DmskZGRiI6Ohqenp9RmZGSEhg0b4syZMwCAM2fOwNjYWAqrAODp6QkNDQ0EBwdLY5o3by6FVQDw8vJCREQEnj9/XpglExEREZHMaRXmzqKjowEAlpaWKu2WlpZSX3R0NCwsLFSL0NKCqampyhgHB4ds+8jqMzExyfbaqampSE1NlZ4nJiZ+5NEQERERkRyUmlUCZs+eDSMjI+lha2ur7pKIiIiIqBAUamC1srICAMTExKi0x8TESH1WVlaIjY1V6X/9+jXi4uJUxuS0j7df410TJkxAQkKC9Hjw4MHHHxARERERqV2hBlYHBwdYWVkhMDBQaktMTERwcDDc3NwAAG5uboiPj0doaKg05siRI8jMzETDhg2lMcePH0d6ero0JiAgAFWrVs1xOgAA6OrqQqlUqjyIiIiIqOTLd2BNSkpCeHg4wsPDAby50So8PBxRUVFQKBQYMWIEfvrpJ+zZsweXL19Gz549YWNjI60k4OTkBG9vb/Tr1w/nzp3DqVOnMGTIEHTt2hU2NjYAgG7dukFHRwd9+/bF1atXsWXLFvz6668YNWpUoR04EREREZUM+b7p6vz583B3d5eeZ4VIX19frFu3DmPHjkVycjL69++P+Ph4NG3aFAcOHICenp60jb+/P4YMGQIPDw9oaGjAx8cHixcvlvqNjIxw6NAh+Pn5oW7dujA3N8fkyZNV1molIiIiok/DR63DKmdch5WIiIhI3tSyDisRERERUWFjYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlljYCUiIiIiWWNgJSIiIiJZY2AlIiIiIlkr9MCakZGBSZMmwcHBAfr6+qhUqRJmzJgBIYQ0RgiByZMnw9raGvr6+vD09MStW7dU9hMXF4fu3btDqVTC2NgYffv2RVJSUmGXS0REREQyV+iB9eeff8by5cuxdOlSXL9+HT///DPmzp2LJUuWSGPmzp2LxYsXY8WKFQgODoaBgQG8vLzw6tUraUz37t1x9epVBAQEYN++fTh+/Dj69+9f2OUSERERkcwpxNuXPgvBF198AUtLS6xevVpq8/Hxgb6+Pv766y8IIWBjY4PRo0fj+++/BwAkJCTA0tIS69atQ9euXXH9+nU4OzsjJCQE9erVAwAcOHAAn3/+OR4+fAgbG5sP1pGYmAgjIyMkJCRAqVR+9HFVGP/PR++jqNyb007dJRARERHlW17zWqFfYW3cuDECAwNx8+ZNAMDFixdx8uRJtG3bFgAQGRmJ6OhoeHp6StsYGRmhYcOGOHPmDADgzJkzMDY2lsIqAHh6ekJDQwPBwcE5vm5qaioSExNVHkRERERU8mkV9g7Hjx+PxMREVKtWDZqamsjIyMDMmTPRvXt3AEB0dDQAwNLSUmU7S0tLqS86OhoWFhaqhWppwdTUVBrzrtmzZ2PatGmFfThEREREpGaFfoX177//hr+/PzZu3IiwsDCsX78ev/zyC9avX1/YL6ViwoQJSEhIkB4PHjwo0tcjIiIiouJR6FdYx4wZg/Hjx6Nr164AABcXF9y/fx+zZ8+Gr68vrKysAAAxMTGwtraWtouJiUGtWrUAAFZWVoiNjVXZ7+vXrxEXFydt/y5dXV3o6uoW9uEQERERkZoV+hXWlJQUaGio7lZTUxOZmZkAAAcHB1hZWSEwMFDqT0xMRHBwMNzc3AAAbm5uiI+PR2hoqDTmyJEjyMzMRMOGDQu7ZCIiIiKSsUK/wtq+fXvMnDkTdnZ2qF69Oi5cuIAFCxagT58+AACFQoERI0bgp59+QuXKleHg4IBJkybBxsYGHTp0AAA4OTnB29sb/fr1w4oVK5Ceno4hQ4aga9eueVohgIiIiIhKj0IPrEuWLMGkSZMwePBgxMbGwsbGBgMGDMDkyZOlMWPHjkVycjL69++P+Ph4NG3aFAcOHICenp40xt/fH0OGDIGHhwc0NDTg4+ODxYsXF3a5RERERCRzhb4Oq1xwHVYiIiIieVPbOqxERERERIWJgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGV1OrRo0f49ttvYWZmBn19fbi4uOD8+fNSvxACkydPhrW1NfT19eHp6Ylbt27luK/U1FTUqlULCoUC4eHhxXQEREREVNQYWEltnj9/jiZNmkBbWxv79+/HtWvXMH/+fJiYmEhj5s6di8WLF2PFihUIDg6GgYEBvLy88OrVq2z7Gzt2LGxsbIrzEIiIiKgYaKm7APp0/fzzz7C1tcXatWulNgcHB+nPQggsWrQIEydOxFdffQUA2LBhAywtLbFr1y507dpVGrt//34cOnQI27dvx/79+4vvIIiIiKjI8Qorqc2ePXtQr149fPPNN7CwsEDt2rWxatUqqT8yMhLR0dHw9PSU2oyMjNCwYUOcOXNGaouJiUG/fv3w559/okyZMsV6DERERFT0GFhJbe7evYvly5ejcuXKOHjwIAYNGoRhw4Zh/fr1AIDo6GgAgKWlpcp2lpaWUp8QAr169cLAgQNRr1694j0AIiIiKhacEkBqk5mZiXr16mHWrFkAgNq1a+PKlStYsWIFfH1987SPJUuW4MWLF5gwYUJRlkpERERqVCRXWAvjzu+4uDh0794dSqUSxsbG6Nu3L5KSkoqiXFITa2trODs7q7Q5OTkhKioKAGBlZQXgzUf+b4uJiZH6jhw5gjNnzkBXVxdaWlpwdHQEANSrVy/PoZeIiIjkrdADa2Hd+d29e3dcvXoVAQEB2LdvH44fP47+/fsXdrmkRk2aNEFERIRK282bN2Fvbw/gzQ1YVlZWCAwMlPoTExMRHBwMNzc3AMDixYtx8eJFhIeHIzw8HP/++y8AYMuWLZg5c2YxHQkREREVpUKfElAYd35fv34dBw4cQEhIiDQvccmSJfj888/xyy+/cOmiUmLkyJFo3LgxZs2ahc6dO+PcuXNYuXIlVq5cCQBQKBQYMWIEfvrpJ1SuXBkODg6YNGkSbGxs0KFDBwCAnZ2dyj4NDQ0BAJUqVUL58uWL9XiIiIioaCiEEKIwd+js7AwvLy88fPgQx44dw2effYbBgwejX79+AN7caFOpUiVcuHABtWrVkrZr0aIFatWqhV9//RVr1qzB6NGj8fz5c6n/9evX0NPTw9atW9GxY8dsr5uamorU1FTpeWJiImxtbZGQkAClUvnRx1Vh/D8fvY+icm9OO3WXkKsPnbeU2+cQf2w90p8/hpaRJZT1O6BsLW+pXwiBhJP+eHHxADJfJUOvvDNM2wyGtulnOe7vdUIMHq3oC+tei6FjWTHX15XzOSMiIvpUJCYmwsjI6IN5rdCvsGbd+T1q1Cj88MMPCAkJwbBhw6CjowNfX9883fkdHR0NCwsL1UK1tGBqaiqNedfs2bMxbdq0wj4cKmJlHBugjGODXPsVCgWMm30L42bf5ml/WkaWsB+3r7DKIyIiIhko9DmsmZmZqFOnDmbNmoXatWujf//+6NevH1asWFHYL6ViwoQJSEhIkB4PHjwo0tcjIiIiouJR6IG1MO78trKyQmxsrEr/69evERcXJ415l66uLpRKpcqDiIiIiEq+Qg+shXHnt5ubG+Lj4xEaGiqNOXLkCDIzM9GwYcPCLpmIiIiIZKzQ57AWxp3fTk5O8Pb2lqYSpKenY8iQIejatStXCCAiIiL6xBR6YK1fvz527tyJCRMmYPr06XBwcMCiRYvQvXt3aczYsWORnJyM/v37Iz4+Hk2bNsWBAwegp6cnjfH398eQIUPg4eEBDQ0N+Pj4YPHixYVdLhERERHJXKEvayUXeV0mIa+4rFXByPW8yfmcERERfSrymteK5KtZiYiIiIgKCwMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAytRCTZnzhwoFAqMGDFCamvZsiUUCoXKY+DAgSrbhYSEwMPDA8bGxjAxMYGXlxcuXrxYzNUTERHlDQMrUQkVEhKC33//Ha6urtn6+vXrhydPnkiPuXPnSn1JSUnw9vaGnZ0dgoODcfLkSZQtWxZeXl5IT08vzkMgIiLKEwZWohIoKSkJ3bt3x6pVq2BiYpKtv0yZMrCyspIeSqVS6rtx4wbi4uIwffp0VK1aFdWrV8eUKVMQExOD+/fvF+dhEBER5QkDK1EJ5Ofnh3bt2sHT0zPHfn9/f5ibm6NGjRqYMGECUlJSpL6qVavCzMwMq1evRlpaGl6+fInVq1fDyckJFSpUKKYjUK+cplJkEUKgbdu2UCgU2LVrl0ofp1IQEakHAytRCbN582aEhYVh9uzZOfZ369YNf/31F44ePYoJEybgzz//xLfffiv1ly1bFkFBQfjrr7+gr68PQ0NDHDhwAPv374eWllZxHYbavG8qBQAsWrQICoUiWzunUhARqU/p/9+JqBR58OABhg8fjoCAAOjp6eU4pn///tKfXVxcYG1tDQ8PD9y5cweVKlXCy5cv0bdvXzRp0gSbNm1CRkYGfvnlF7Rr1w4hISHQ19cvrsMpdm9Ppfjpp5+y9YeHh2P+/Pk4f/48rK2tVfrenkpha2sLAJgyZQpcXV1x//59ODo6FssxEBF9iniFlagECQ0NRWxsLOrUqQMtLS1oaWnh2LFjWLx4MbS0tJCRkZFtm4YNGwIAbt++DQDYuHEj7t27h7Vr16J+/fpo1KgRNm7ciMjISOzevbtYj6e4vW8qRUpKCrp164Zly5bBysoqWz+nUhARqQ+vsBKVIB4eHrh8+bJKW+/evVGtWjWMGzcOmpqa2bYJDw8HAOmKYUpKCjQ0NFQ+9s56npmZWXTFq1nWVIqQkJAc+0eOHInGjRvjq6++yrE/aypFhw4dMGPGDABA5cqVcfDgwU9iKgURkTrxX1miEqRs2bKoUaOGSpuBgQHMzMxQo0YN3LlzBxs3bsTnn38OMzMzXLp0CSNHjkTz5s2lOZutW7fGmDFj4Ofnh6FDhyIzMxNz5syBlpYW3N3d1XFYRe5DUyn27NmDI0eO4MKFC7nu41OeSkFEpG6cEkBUiujo6ODw4cNo06YNqlWrhtGjR8PHxwd79+6VxlSrVg179+7FpUuX4ObmhmbNmuHx48c4cOBAtnmbpcWHplIEBATgzp07MDY2lvoBwMfHBy1btgTwaU+lICJSN15hJZKZCuP/yd8GjcbgHoBdWdu5jUVZN6AsgHQAfwP4e9aJ7Ns1nQDjpm/+eAdA113PgF3vf+17c9rlrzaZ+NBUCnNzcwwYMECl38XFBQsXLkT79u0BfLpTKYiI5ICBlYhKvQ9NpQCQ441WdnZ2cHBwAPBpTqUgIpILBlYiKhXye2U6+u4zhCVF/t+V6Rz033AeI85qS8+NvpqINXs2YcWaDVAoFNCxrAjj9pPg9mtYrvsoqVeliYjkhIGViD5JVt3mvLfffty+bG36DrWh71C7qEoiIqJc8KYrIiIiIpI1BlYiIiIikjUGViIiIiKSNQZWIiIiIpI1BlYiIiIikjUGViIiIiKStSIPrHPmzIFCocCIESOktlevXsHPzw9mZmYwNDSEj48PYmJiVLaLiopCu3btUKZMGVhYWGDMmDF4/fp1UZdLRERERDJTpIE1JCQEv//+O1xdXVXaR44cib1792Lr1q04duwYHj9+jE6dOkn9GRkZaNeuHdLS0nD69GmsX78e69atw+TJk4uyXCIiIiKSoSILrElJSejevTtWrVoFExMTqT0hIQGrV6/GggUL0KpVK9StWxdr167F6dOncfbsWQDAoUOHcO3aNfz111+oVasW2rZtixkzZmDZsmVIS0srqpKJiIiISIaKLLD6+fmhXbt28PT0VGkPDQ1Fenq6Snu1atVgZ2eHM2fOAADOnDkDFxcXWFpaSmO8vLyQmJiIq1ev5vh6qampSExMVHkQERERUclXJF/NunnzZoSFhSEkJCRbX3R0NHR0dGBsbKzSbmlpiejoaGnM22E1qz+rLyezZ8/GtGnTCqF6IiIiIpKTQr/C+uDBAwwfPhz+/v7Q09Mr7N3nasKECUhISJAeDx48KLbXJiIiIqKiU+iBNTQ0FLGxsahTpw60tLSgpaWFY8eOYfHixdDS0oKlpSXS0tIQHx+vsl1MTAysrKwAAFZWVtlWDch6njXmXbq6ulAqlSoPIiIiIir5Cj2wenh44PLlywgPD5ce9erVQ/fu3aU/a2trIzAwUNomIiICUVFRcHNzAwC4ubnh8uXLiI2NlcYEBARAqVTC2dm5sEsmIiIiIhkr9DmsZcuWRY0aNVTaDAwMYGZmJrX37dsXo0aNgqmpKZRKJYYOHQo3Nzc0atQIANCmTRs4OzujR48emDt3LqKjozFx4kT4+flBV1e3sEsmIiIiIhkrkpuuPmThwoXQ0NCAj48PUlNT4eXlhd9++03q19TUxL59+zBo0CC4ubnBwMAAvr6+mD59ujrKJSIiIiI1KpbAGhQUpPJcT08Py5Ytw7Jly3Ldxt7eHv/++28RV0ZEREREclfkX81KRERERPQxGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1hhYiYiIiEjWGFiJiIiISNYYWImIiIhI1go9sM6ePRv169dH2bJlYWFhgQ4dOiAiIkJlzKtXr+Dn5wczMzMYGhrCx8cHMTExKmOioqLQrl07lClTBhYWFhgzZgxev35d2OUSERERkcwVemA9duwY/Pz8cPbsWQQEBCA9PR1t2rRBcnKyNGbkyJHYu3cvtm7dimPHjuHx48fo1KmT1J+RkYF27dohLS0Np0+fxvr167Fu3TpMnjy5sMslIiIiIpnTKuwdHjhwQOX5unXrYGFhgdDQUDRv3hwJCQlYvXo1Nm7ciFatWgEA1q5dCycnJ5w9exaNGjXCoUOHcO3aNRw+fBiWlpaoVasWZsyYgXHjxmHq1KnQ0dEp7LKJiIiISKaKfA5rQkICAMDU1BQAEBoaivT0dHh6ekpjqlWrBjs7O5w5cwYAcObMGbi4uMDS0lIa4+XlhcTERFy9ejXH10lNTUViYqLKg4iIiIhKviINrJmZmRgxYgSaNGmCGjVqAACio6Oho6MDY2NjlbGWlpaIjo6WxrwdVrP6s/pyMnv2bBgZGUkPW1vbQj4aIiIiIlKHIg2sfn5+uHLlCjZv3lyULwMAmDBhAhISEqTHgwcPivw1iYiIiKjoFVlgHTJkCPbt24ejR4+ifPnyUruVlRXS0tIQHx+vMj4mJgZWVlbSmHdXDch6njXmXbq6ulAqlSoPIiIquOPHj6N9+/awsbGBQqHArl27VPp79eoFhUKh8vD29lYZM3PmTDRu3BhlypTJ9skaEVFeFXpgFUJgyJAh2LlzJ44cOQIHBweV/rp160JbWxuBgYFSW0REBKKiouDm5gYAcHNzw+XLlxEbGyuNCQgIgFKphLOzc2GXTEREOUhOTkbNmjWxbNmyXMd4e3vjyZMn0mPTpk0q/Wlpafjmm28waNCgoi6XiEqxQl8lwM/PDxs3bsTu3btRtmxZac6pkZER9PX1YWRkhL59+2LUqFEwNTWFUqnE0KFD4ebmhkaNGgEA2rRpA2dnZ/To0QNz585FdHQ0Jk6cCD8/P+jq6hZ2yURElIO2bduibdu27x2jq6ub6ydfADBt2jQAb1aMISIqqEK/wrp8+XIkJCSgZcuWsLa2lh5btmyRxixcuBBffPEFfHx80Lx5c1hZWWHHjh1Sv6amJvbt2wdNTU24ubnh22+/Rc+ePTF9+vTCLpeIiD5CUFAQLCwsULVqVQwaNAjPnj1Td0lEVAoV+hVWIcQHx+jp6WHZsmXv/ZjJ3t4e//77b2GWRkREhcjb2xudOnWCg4MD7ty5gx9++AFt27bFmTNnoKmpqe7yiKgUKfTASkREn4auXbtKf3ZxcYGrqysqVaqEoKAgeHh4qLEyIiptivyLA4iI6NNQsWJFmJub4/bt2+ouhYhKGQZWIiIqFA8fPsSzZ89gbW2t7lKIqJThlAAiIspRUlKSytXSyMhIhIeHw9TUFKamppg2bRp8fHxgZWWFO3fuYOzYsXB0dISXl5e0TVRUFOLi4hAVFYWMjAyEh4cDABwdHWFoaFjch0REJRQDKxER5ej8+fNwd3eXno8aNQoA4Ovri+XLl+PSpUtYv3494uPjYWNjgzZt2mDGjBkqyw9OnjwZ69evl57Xrl0bAHD06FG0bNmyeA6EiEo8BlYiok9UhfH/fHCM/bh92dqCADhNOwLUHoYytYEy/7/9EIBDC8+rDrb6Bvbjvsm2j14HkoEDub/+vTntPlgbEX06OIeViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiIiIZI2BlYiIiIhkjYGViIiIiGSNgZWIiKgIPXr0CN9++y3MzMygr68PFxcXnD//f19hO3XqVFSrVg0GBgYwMTGBp6cngoOD1VgxkfwwsBIRERWR58+fo0mTJtDW1sb+/ftx7do1zJ8/HyYmJtKYKlWqYOnSpbh8+TJOnjyJChUqoE2bNnj69KkaKyeSFy11F0BERFRa/fzzz7C1tcXatWulNgcHB5Ux3bp1U3m+YMECrF69GpcuXYKHh0ex1Ekkd7zCSkREVET27NmDevXq4ZtvvoGFhQVq166NVatW5To+LS0NK1euhJGREWrWrFmMlRLJGwMrERFREbl79y6WL1+OypUr4+DBgxg0aBCGDRuG9evXq4zbt28fDA0Noaenh4ULFyIgIADm5uZqqppIfjglgIiIqIhkZmaiXr16mDVrFgCgdu3auHLlClasWAFfX19pnLu7O8LDw/Hff/9h1apV6Ny5M4KDg2FhYaGu0olkhVdYiYiIioi1tTWcnZ1V2pycnBAVFaXSZmBgAEdHRzRq1AirV6+GlpYWVq9eXZylysry5cvh6uoKpVIJpVIJNzc37N+/X+qPjo5Gjx49YGVlBQMDA9SpUwfbt29XY8VU1BhYiYiIikiTJk0QERGh0nbz5k3Y29u/d7vMzEykpqYWZWmyVr58ecyZMwehoaE4f/48WrVqha+++gpXr14FAPTs2RMRERHYs2cPLl++jE6dOqFz5864cOGCmiunosLASkREVERGjhyJs2fPYtasWbh9+zY2btyIlStXws/PDwCQnJyMH374AWfPnsX9+/cRGhqKPn364NGjR/jmm2/UXL36tG/fHp9//jkqV66MKlWqYObMmTA0NMTZs2cBAKdPn8bQoUPRoEEDVKxYERMnToSxsTFCQ0PVXDkVFQZWIiKiIlK/fn3s3LkTmzZtQo0aNTBjxgwsWrQI3bt3BwBoamrixo0b8PHxQZUqVdC+fXs8e/YMJ06cQPXq1dVcvTxkZGRg8+bNSE5OhpubGwCgcePG2LJlC+Li4pCZmYnNmzfj1atXaNmypXqLpSLDm66IiIjyocL4f/K5hQJoNwdWAF4CmHkHmPn2Pqr0hXaVvrD+/08vAvhmeyywPX+vc29Ou3zWJW+XL1+Gm5sbXr16BUNDQ+zcuVOaD/z333+jS5cuMDMzg5aWFsqUKYOdO3fC0dFRzVVTUWFgJSIiItmpWrUqwsPDkZCQgG3btsHX1xfHjh2Ds7MzJk2ahPj4eBw+fBjm5ubYtWsXOnfujBMnTsDFxUXdpVMRYGAlIiIi2dHR0ZGumNatWxchISH49ddfMXbsWCxduhRXrlyRpk3UrFkTJ06cwLJly7BixQp1lk1FhHNYiYiISPayVk5ISUkBAGhoqEYYTU1NZGZmqqM0Kga8wkpERESyMmHCBLRt2xZ2dnZ48eIFNm7ciKCgIBw8eBDVqlWDo6MjBgwYgF9++QVmZmbYtWsXAgICsG/fPnWXTkWEV1iJiIhIVmJjY9GzZ09UrVoVHh4eCAkJwcGDB9G6dWtoa2vj33//Rbly5dC+fXu4urpiw4YNWL9+PT7//HN1ly4rx48fR/v27WFjYwOFQoFdu3apu6QC4xVWIiIiKlL5XlmhXCegaydp5YTbAPoFpgGBb+2nch/oV+4DfQAJACZdBSblewWH0re6wtuSk5NRs2ZN9OnTB506dVJ3OR+FgZWIiIioFGrbti3atm2r7jIKBacEEBEREZGsMbASERERkawxsBIRERGRrMk6sC5btgwVKlSAnp4eGjZsiHPnzqm7JCIiIiIqZrINrFu2bMGoUaMwZcoUhIWFoWbNmvDy8kJsbKy6SyMiIiKiYiTbwLpgwQL069cPvXv3hrOzM1asWIEyZcpgzZo16i6NiIiISPaSkpIQHh6O8PBwAEBkZCTCw8MRFRWl3sIKQJbLWqWlpSE0NBQTJkyQ2jQ0NODp6YkzZ87kuE1qaipSU1Ol5wkJCQCAxMTEQqkpMzWlUPZTFArrGIuCXM8bz1nB8LzlH89ZwfC85R/PWcHI+bzVmHLwo7Z/9eAqnm6fJj0fNWoUAKCMUwuYefkVeL9Xpnl9VF1vyzr/Qoj3DxQy9OjRIwFAnD59WqV9zJgxokGDBjluM2XKFAGADz744IMPPvjgg48S9njw4MF7s6Esr7AWxIQJE6TfHAAgMzMTcXFxMDMzg0KhUGNl2SUmJsLW1hYPHjyAUqlUdzklAs9ZwfC85R/PWcHwvOUfz1nB8Lzln5zPmRACL168gI2NzXvHyTKwmpubQ1NTEzExMSrtMTExsLKyynEbXV1d6OrqqrQZGxsXVYmFQqlUyu6NI3c8ZwXD85Z/PGcFw/OWfzxnBcPzln9yPWdGRkYfHCPLm650dHRQt25dBAYGSm2ZmZkIDAyEm5ubGisjIiIiouImyyuswJuJwb6+vqhXrx4aNGiARYsWITk5Gb1791Z3aURERERUjGQbWLt06YKnT59i8uTJiI6ORq1atXDgwAFYWlqqu7SPpquriylTpmSbwkC54zkrGJ63/OM5Kxiet/zjOSsYnrf8Kw3nTCHEh9YRICIiIiJSH1nOYSUiIiIiysLASkRERESyxsBKRERERLLGwEpEREREsibbVQKIiIrDy5cvIYRAmTJlAAD379/Hzp074ezsjDZt2qi5OnnZtGkTXrx4kefxFhYW6NChQ9EVVEL4+PjgyZMneR7v7OyMP/74owgrkr/IyEikp6fneby+vj5sbW2LsKKSYd68eXj+/Hmex5cvXx6DBw8uwooKD1cJINnasGEDunTpkm0ZjrS0NGzevBk9e/ZUU2XylZycjDlz5iAwMBCxsbHIzMxU6b97966aKpOvNm3aoFOnThg4cCDi4+NRrVo1aGtr47///sOCBQswaNAgdZcoGzVq1MDYsWOR1/82li1bhnPnzhVxVfJXu3ZtXLhwIc/jGzRo8Mmft2rVqqFx48Z5fq9dvXr1kz9nAODq6oqlS5fm+byNGTOmxJw3XmFVg6w3kkKhUHMl8ta7d294e3vDwsJCpf3Fixfo3bs3A2sOvvvuOxw7dgw9evSAtbU132N5EBYWhoULFwIAtm3bBktLS1y4cAHbt2/H5MmTGVjfoq2tna+fu6VLlxZhNSUHfw7zT19fH2vWrMnz+Pr16xdhNSWHpqYmmjdvnufxJemaJQNrMdqwYQPmzZuHW7duAQCqVKmCMWPGoEePHmquTJ6EEDn+Q//w4cM8fe/wp2j//v34559/0KRJE3WXUmKkpKSgbNmyAIBDhw6hU6dO0NDQQKNGjXD//n01Vycv+Q1eDGpUUHyvFUxpPm8MrMVkwYIFmDRpEoYMGSKFiZMnT2LgwIH477//MHLkSDVXKB+1a9eGQqGAQqGAh4cHtLT+722akZGByMhIeHt7q7FC+TIxMYGpqam6yyhRHB0dsWvXLnTs2BEHDx6UfhZjY2OhVCrVXB0REQEMrMVmyZIlWL58ucrHaV9++SWqV6+OqVOnMrC+JesmjfDwcHh5ecHQ0FDq09HRQYUKFeDj46Om6uRtxowZmDx5MtavXy/dRETvN3nyZHTr1g0jR45Eq1at4ObmBuDN1dbatWuruToiIgIYWIvNkydP0Lhx42ztjRs3ztfdo5+CKVOmAAAqVKiALl26QE9PT80VlRzz58/HnTt3YGlpiQoVKkBbW1ulPywsTE2VydfXX3+Npk2b4smTJ6hZs6bU7uHhgY4dO6qxMvlJT0/H8ePH8zS2JM2NK2rJycno06dPnsYKIXjuCoDn7I3U1FRs2LAhT2NL2nuNgbWYODo64u+//8YPP/yg0r5lyxZUrlxZTVXJm6+vL4A3qwLkdMe7nZ2dOsqSNS4hVDBWVlZISkpCQEAAmjdvDn19fdSvX79Eze8qDj169MD+/fvzPD7rZ/hTt3///nwv0fSps7e3lz7tyAsXF5cirKbk+PHHH/O19Ny7mUTOuKxVMdm+fTu6dOkCT09PaQ7rqVOnEBgYiL///ptXcnJw69Yt9OnTB6dPn1Zpz7oZKyMjQ02VUWny7NkzdO7cGUePHoVCocCtW7dQsWJF9OnTByYmJpg/f766S6QSjuvXUnEpzevXMrAWo9DQUCxYsAA3btwAADg5OWH06NGcJ5eLJk2aQEtLC+PHj89xiaa3P74lVaGhobh+/ToAoHr16nyPvUfPnj0RGxuLP/74A05OTrh48SIqVqyIgwcPYtSoUbh69aq6S6QSjuvX5h+/bKFg8rp+rUKhgBCiRK1fyykBxahu3brw9/dXdxklRnh4OEJDQ1GtWjV1l1JixMbGomvXrggKCoKxsTEAID4+Hu7u7ti8eTPKlSun3gJl6NChQzh48CDKly+v0l65cmUua0WFguvX5t/du3fz/WULVLrXr9VQdwGlnYaGBjQ1Nd/7eHvZJvo/zs7O+O+//9RdRokydOhQvHjxAlevXkVcXBzi4uJw5coVJCYmYtiwYeouT5aSk5NzXFEhLi4u27esERVEaV4bs6jwHBRMaX6vMSkVsZ07d+bad+bMGSxevDjbzUT0xs8//4yxY8di1qxZcHFxyXbHO9fIzO7AgQM4fPgwnJycpDZnZ2csW7YMbdq0UWNl8vP48WPY2NigWbNm2LBhA2bMmAHgzT/gmZmZmDt3Ltzd3dVcJRERAQysRe6rr77K1hYREYHx48dj79696N69O6ZPn66GyuTP09MTwJvlhd7Gm65yl5mZmS3YA28+kuQvRqqqV6+OZcuWYd68eWjVqhXOnz+PtLQ0jB07VrpCferUKXWXSUREYGAtVo8fP8aUKVOwfv16eHl5ITw8HDVq1FB3WbJ19OhRdZdQ4rRq1QrDhw/Hpk2bYGNjAwB49OgRRo4cmS34f+pmzpyJAQMGwNvbG9euXcOKFStQtmxZJCUloVOnTvDz84O1tbW6y5Qtd3d32NvbY926dVKbr68vHjx4gCNHjqivMBni+rUkVyXp/cbAWgwSEhIwa9YsLFmyBLVq1UJgYCCaNWum7rJkr0WLFuouocRZunQpvvzyS1SoUEFaquTBgweoUaMG/vrrLzVXJy+DBw9G27Zt0bdvX1SvXh0rV67Ejz/+qO6ySgx7e3vpl6Isn332GTQ0eGvEu7h+bf7xyxYKpjSvX8tlrYrY3Llz8fPPP8PKygqzZs3KcYoAvV9KSgqioqKQlpam0u7q6qqmiuRNCIHDhw+rLJ+WNb2CcrZ06VKMHDkSTk5O2W6C5LeDERW/u3fv5ns9UX6ZTOnGwFrENDQ0oK+vD09PT2hqauY6bseOHcVYVcnw9OlT9O7dO9crE5zDSoXh/v376N27N65cuYIBAwZkC6xZXxVMbz7azs9/GRoaGlwFhQqEX7ZQMKV5/Vr+S1LEevbsWaKWjZCTESNGID4+HsHBwWjZsiV27tyJmJgY/PTTT/z2obcsXrwY/fv3h56eHhYvXvzesVzaStWqVaswevRoeHp64urVq1yn9gOqV6+O8uXL53lR8uTk5BKzKDnJy8yZM/P1ZQuzZs1iYEXpXr+WV1hJtqytrbF79240aNAASqUS58+fR5UqVbBnzx7MnTsXJ0+eVHeJsuDg4IDz58/DzMwMDg4OuY5TKBS4e/duMVYmb97e3jh37hwWLVqUr0XdP2W1a9fO13+G9evXR0hISBFWRKUV32sFU6dOnXxNY2rQoEGJ+aWSV1hJtpKTk2FhYQEAMDExwdOnT1GlShW4uLhwXuFbIiMjc/wzvV9GRgYuXbqU7RuuKHeleVFykhe+1+hdvJ2TZKtq1aqIiIgAANSsWRO///47Hj16hBUrVnC5oVxMnz4dKSkp2dpfvnzJ9X7fERAQwLBKRFRCMLCSbA0fPlyaPD5lyhTs378fdnZ2WLx4MWbNmqXm6uRp2rRpSEpKytaekpKCadOmqaEiInqbu7s7evXqpdLm6+uLVq1aqacgohKCUwJItr799lvpz3Xr1sX9+/dx48YN2NnZwdzcXI2VyVfWt4C96+LFizA1NVVDRUT0Nq5fmzf8soWCKc3r1/KmK5Kt6dOn4/vvv0eZMmVU2l++fIl58+Zh8uTJaqpMfkxMTKBQKJCQkAClUqkSWjMyMpCUlISBAwdi2bJlaqySSrqGDRtCU1Mzz//JGRsb52vBfKIsc+fOxfPnz/M8vnz58vDz8yvCikqG0rx+LQMryZampiaePHki3XiV5dmzZ7CwsOA6rG9Zv349hBDo06cPFi1aBCMjI6lPR0cHFSpUyNe3nxBR4eH6tVRcSvP6tQysJFsaGhqIiYnJtjbmkSNH0KVLFzx9+lRNlcnXsWPH0KRJE/5nR0Vi+PDh+fq5c3R05M1+AKpUqcL1a6lY1KhRI1/r1y5btqzEvNf4vxrJTtbH2wqFAlWqVMn1423KrmzZsrh+/br0/dC7d+/G2rVr4ezsjKlTp0JHR0fNFVJJFhQUhD179uRprBACnTt3ZmAFYGBggCNHjuR5fP369YuwGirNtLW187Wu9NKlS4uwmsLFwEqys2jRIunj7WnTpvHj7XwYMGAAxo8fDxcXF9y9exddunRBp06dsHXrVqSkpGDRokXqLpFKMA0NDdjb2+d5PD/Ae4NrilJxKc3vNQZWkh1fX1+8fv0aCoUCrVq1gq2trbpLKjFu3ryJWrVqAQC2bt2KFi1aYOPGjTh16hS6du3KwEofpTT/Z0hE8sZ1NEiWtLS0MGjQIGRmZqq7lBJFCCGds8OHD+Pzzz8HANja2uK///5TZ2lEREQFxiusJFsNGjTAhQsX8vUR5KeuXr16+Omnn+Dp6Yljx45h+fLlAN58ZaulpaWaqyMiyj93d3fY29tj3bp1Upuvry8ePHiQr7nBn4LSvH4tAyvJ1uDBgzF69Gg8fPgQdevWhYGBgUq/q6urmiqTr0WLFqF79+7YtWsXfvzxRzg6OgIAtm3bhsaNG6u5Oirp8vMVvyXtP8OipK2tjcaNG+f5nJiZmRVxRSULv2wh73r06JGvtY99fX2LsJrCxWWtSLZy+scoa9kXhULBdVjz4dWrV9DU1IS2tra6S6ES7Pjx43j58mWexxsZGaFRo0ZFWBERfSoYWEm27t+//95+ThXIWXx8PLZt24Y7d+5gzJgxMDU1RVhYGCwtLfHZZ5+puzyiTw7Xr80/ftkCvYuBlagUuXTpEjw8PGBsbIx79+4hIiICFStWxMSJExEVFYUNGzaou0SiT07NmjXzvX5tSVnMvajwyxboXfx1hGTtzp07WLRoEa5fvw4AcHZ2xvDhw1GpUiU1VyZPo0aNQu/evTF37lyULVtWav/888/RrVs3NVZG9Oni+rX5xy9boHdxxjLJ1sGDB+Hs7Ixz587B1dUVrq6uCA4ORvXq1REQEKDu8mQpJCQEAwYMyNb+2WefITo6Wg0VERHXr80/njN6F6+wkmyNHz8eI0eOxJw5c7K1jxs3Dq1bt1ZTZfKlq6uLxMTEbO03b95EuXLl1FARERHRx+MVVpKt69evo2/fvtna+/Tpg2vXrqmhIvn78ssvMX36dKSnpwN4c9UhKioK48aNg4+Pj5qrIyKi4uLu7o5evXqptPn6+qJVq1bqKegj8QoryVa5cuUQHh6OypUrq7SHh4fDwsJCTVXJ2/z58/H111/DwsICL1++RIsWLRAdHQ03NzfMnDlT3eURfZK4fi2pQ2lbv5arBJBsTZ8+HQsXLsT48eOlRe9PnTqFn3/+GaNGjcKkSZPUXKF8nTx5EpcuXUJSUhLq1KkDT09PdZdE9Mni+rX517BhQ2hqauY5wBsbG+drwXwqeRhYSbaEEFi0aBHmz5+Px48fAwBsbGwwZswYDBs2jJPsiYiI3lKa169lYKUS4cWLFwCgslQTZfehjx0nT55cTJUQERUcv2yhYErz+rUMrCR7sbGxiIiIAABUq1aNd7u/R+3atVWep6enIzIyElpaWqhUqRLCwsLUVBkRUd7xyxYKpnbt2rhw4UKex9evXx8hISFFWFHhKRnXgemT9OLFCwwePBibNm1CZmYmAEBTUxNdunTBsmXLYGRkpOYK5Senf6gSExPRq1cvdOzYUQ0VERHlH79soWBK8/q1JfNWMfokfPfddwgODsY///yD+Ph4xMfHY9++fTh//nyOi+NTzpRKJaZNm8ab1IioxCjNwYsKhldYSbb27duHgwcPomnTplKbl5cXVq1aBW9vbzVWVvIkJCQgISFB3WUQEREVCAMryZaZmVmOH/sbGRnBxMREDRXJ3+LFi1WeCyHw5MkT/Pnnn2jbtq2aqiIiIvo4DKwkWxMnTsSoUaPw559/wsrKCgAQHR2NMWPG8OPtXCxcuFDluYaGBsqVKwdfX19MmDBBTVUREeUPv2yhYLS1tdG4ceM8nxMzM7MirqjwcJUAkq3atWvj9u3bSE1NhZ2dHQAgKioKurq62b79ine/ExGVHvyyBXoXr7CSbHXo0EHdJRARkRo0b95c3SWUSKV5/VpeYSUqRTp27Jjnu2V37NhRxNUQEVFxKs3r1/IKK5UISUlJ0lqsWZRKpZqqkS8jIyPs3LkTRkZGqFevHgAgNDQUCQkJ6NChA5d+ISIqxUrz+rUMrCRbkZGRGDJkCIKCgvDq1SupXQgBhUKBjIwMNVYnT5aWlujcuTNWrFgBTU1NAEBGRgYGDx4MpVKJefPmqblCIiIqKqV5/VoGVpKtb7/9FkIIrFmzBpaWliXqB0td1qxZg5MnT0phFXjz7WCjRo1C48aNGViJiKhEYmAl2bp48SJCQ0NRtWpVdZdSYrx+/Ro3btzIds5u3LiRbUoFERFRScHASrJVv359PHjwgIE1H3r37o2+ffvizp07aNCgAQAgODgYc+bMQe/evdVcHRERFaXSvH4tVwkg2bpz5w4GDhyIb7/9FjVq1IC2trZKv6urq5oqk6/MzEz88ssv+PXXX/HkyRMAgLW1NYYPH47Ro0erTBUgIqLSpTSvX8vASrJ19uxZdOvWDffu3ZPaFAoFb7rKo8TERABcTYGIiEo+BlaSLWdnZzg5OWHs2LE53nSVn6U7iIiIqORiYCXZMjAwwMWLF+Ho6KjuUoiIiEiNNNRdAFFuWrVqhYsXL6q7DCIiIlIzrhJAstW+fXuMHDkSly9fhouLS7abrr788ks1VUZERETFiVMCSLY0NHL/AIA3XREREX06GFiJSpHFixfn2K5QKKCnpwdHR0c0b96cy1sREVGJwsBKVIo4ODjg6dOnSElJgYmJCQDg+fPnKFOmDAwNDREbG4uKFSvi6NGjsLW1VXO1REREecPASrKyePFi9O/fH3p6erleLcwybNiwYqqq5Ni0aRNWrlyJP/74A5UqVQIA3L59GwMGDED//v3RpEkTdO3aFVZWVti2bZuaqyUiIsobBlaSFQcHB5w/fx5mZmZwcHDIdZxCocDdu3eLsbKSoVKlSti+fTtq1aql0n7hwgX4+Pjg7t27OH36NHx8fKRvwiIiIpI7rhJAshIZGZnjnylvnjx5gtevX2drf/36NaKjowEANjY2ePHiRXGXRkREVGBch5WoFHF3d8eAAQNw4cIFqe3ChQsYNGgQWrVqBQC4fPnye69eExERyQ2nBJBsZWRkYN26dQgMDERsbCwyMzNV+o8cOaKmyuQrOjoaPXr0QGBgoLRu7evXr+Hh4YE///wTlpaWOHr0KNLT09GmTRs1V0tERJQ3DKwkW0OGDMG6devQrl07WFtbQ6FQqPQvXLhQTZXJ340bN3Dz5k0AQNWqVVG1alU1V0RERFRwDKwkW+bm5tiwYQM+//xzdZdCREREasSbrki2dHR04OjoqO4yShROoyAiotKIgZVka/To0fj111+xdOnSbNMBKGfDhw+XplHUqFGD542IiEoFTgkg2erYsSOOHj0KU1NTVK9eXbqJKMuOHTvUVJl8cRoFERGVRrzCSrJlbGyMjh07qruMEoXTKIiIqDTiFVaiUmT+/Pm4e/cup1EQEVGpwsBKsmNiYpJj2DIyMkKVKlXw/fffo3Xr1mqoTP44jYKIiEojTgkg2Vm0aFGO7fHx8QgNDcUXX3yBbdu2oX379sVbWAnAaRRERFQa8QorlTgLFizAtm3bcPr0aXWXQkRERMWAgZVKnJs3b6JRo0aIi4tTdymy9fTpU0RERAB4801X5cqVU3NFREREBaeh7gKI8is1NRU6OjrqLkOWkpOT0adPH1hbW6N58+Zo3rw5bGxs0LdvX6SkpKi7PCIiogJhYKUSZ/Xq1ahVq5a6y5ClUaNG4dixY9i7dy/i4+MRHx+P3bt349ixYxg9erS6yyMiIioQTgkg2Rk1alSO7QkJCQgLC8PNmzdx/Phx1K1bt5grkz9zc3Ns27YNLVu2VGk/evQoOnfujKdPn6qnMCIioo/AVQJIdi5cuJBju1KpROvWrbFjxw44ODgUc1UlQ0pKCiwtLbO1W1hYcEoAERGVWLzCSlSKeHh4wMzMDBs2bICenh4A4OXLl/D19UVcXBwOHz6s5gqJiIjyj4GVqBS5fPkyvL29kZqaipo1awIALl68CD09PRw8eBDVq1dXc4VERET5x8BKVMqkpKTA398fN27cAAA4OTmhe/fu0NfXV3NlREREBcPASlRKpKeno1q1ati3bx+cnJzUXQ4REVGh4bJWRKWEtrY2Xr16pe4yiIiICh0DK1Ep4ufnh59//hmvX79WdylERESFhlMCiEqRjh07IjAwEIaGhnBxcYGBgYFK/44dO9RUGRERUcFxHVaiUsTY2Bg+Pj7qLoOIiKhQ8QorUSkQGRnJL1MgIqJSi4GVqBTQ0NCAvb093N3d0apVK7Rs2RLly5dXd1lERESFgoGVqBQICgqSHsHBwUhLS0PFihXRqlUruLu7w93dPcevbCUiIioJGFiJSplXr17h9OnTUoA9d+6ctEbr1atX1V0eERFRvjGwEpVSaWlpOHXqFPbv34/ff/8dSUlJyMjIUHdZRERE+cbASlRKpKWl4ezZszh69Kg0NcDW1hbNmzdH8+bN0aJFC9jZ2am7TCIionxjYCUqBVq1aoXg4GA4ODigRYsWaNasGVq0aAFra2t1l0ZERPTRGFiJSgFtbW1YW1ujQ4cOaNmyJVq0aAEzMzN1l0VERFQoGFiJSoHk5GScOHECQUFBOHr0KMLDw1GlShW0aNFCCrDlypVTd5lEREQFwsBKVAq9ePECJ0+elOazXrx4EZUrV8aVK1fUXRoREVG+aai7ACIqfAYGBjA1NYWpqSlMTEygpaWF69evq7ssIiKiAuEVVqJSIDMzE+fPn5emBJw6dQrJycn47LPPpC8OcHd3h729vbpLJSIiyjcGVqJSQKlUIjk5GVZWVlI4bdmyJSpVqqTu0oiIiD4aAytRKfD777/D3d0dVapUUXcpREREhY6BlYiIiIhkjTddEREREZGsMbASERERkawxsBIRERGRrDGwEhEREZGsMbASEVGB3bt3DwqFAuHh4eoupcj16NEDs2bNUncZJcb48eMxdOhQdZdBpQQDK32yHjx4gD59+sDGxgY6Ojqwt7fH8OHD8ezZM3WXBgC4f/8+9PX1kZSUBACIi4vDiBEjYG9vDx0dHdjY2KBPnz6IiopSa5337t1D37594eDgAH19fVSqVAlTpkxBWlrae7dr2bIlFAqFymPgwIHv3ebVq1fo1asXXFxcoKWlhQ4dOuSpxgoVKmR7rTlz5kj9QUFBKn36+vqoXr06Vq5c+cF9t2zZEiNGjMhTHXmhUCiwa9euQtvf+6xbtw7Gxsa59ru7u+OPP/4olloqVKiARYsWfdQ+8vr+CAoKQp06daCrqwtHR0esW7fug/u+ePEi/v33XwwbNuyjaixsr169gp+fH8zMzGBoaAgfHx/ExMS8d5tevXpl+3nw9vaW+t/9eXj7ERISAgCIiIiAu7s7LC0toaenh4oVK2LixIlIT0+X9vP9999j/fr1uHv3btEcPH1StNRdAJE63L17F25ubqhSpQo2bdoEBwcHXL16FWPGjMH+/ftx9uxZmJqaqrXG3bt3w93dHYaGhoiLi0OjRo2go6ODFStWoHr16rh37x4mTpyI+vXr48yZM6hYsaJa6rxx4wYyMzPx+++/w9HREVeuXEG/fv2QnJyMX3755b3b9uvXD9OnT5eelylT5r3jMzIyoK+vj2HDhmH79u35qnP69Ono16+f9Lxs2bLZxkRERECpVOLly5fYu3cvBg0ahEqVKsHDwyNfr1XU0tLSoKOjU6SvERcXh1OnTmHz5s1F+jqFKS/vj8jISLRr1w4DBw6Ev78/AgMD8d1338Ha2hpeXl657nvJkiX45ptvYGhoWFTlF8jIkSPxzz//YOvWrTAyMsKQIUPQqVMnnDp16r3beXt7Y+3atdJzXV1d6c+NGzfGkydPVMZPmjQJgYGBqFevHgBAW1sbPXv2RJ06dWBsbIyLFy+iX79+yMzMlK5Cm5ubw8vLC8uXL8e8efMK65DpUyWIPkHe3t6ifPnyIiUlRaX9yZMnokyZMmLgwIFCCCGWLFkiqlevLvXv3LlTABDLly+X2jw8PMSPP/4oPd+1a5eoXbu20NXVFQ4ODmLq1KkiPT1d6gcgVq1aJTp06CD09fWFo6Oj2L17d7YaW7VqJb3OwIEDhYGBgXjy5InKmJSUFPHZZ58Jb29vIYQQe/fuFUZGRuL169dCCCEuXLggAIhx48ZJ2/Tt21d0795den7ixAnRtGlToaenJ8qXLy+GDh0qkpKSpH57e3sxc+ZM0bt3b2FoaChsbW3F77///t7zO3fuXOHg4PDeMS1atBDDhw9/75j38fX1FV999VWextrb24uFCxfm2n/06FEBQDx//lylvVKlSmLu3Lnv3fe7x/Gh85Wamir8/PyElZWV0NXVFXZ2dmLWrFnStgCkh729vRBCiClTpoiaNWuKVatWiQoVKgiFQpHrcdWsWVNMmTJFev78+XPRv39/YWFhIXR1dUX16tXF3r17pWN++/H2dhs2bBANGzYUQggRFxcnunXrJszNzYWenp5wdHQUa9asEUIIERkZKQCI7du3i5YtWwp9fX3h6uoqTp8+rVLXtm3bhLOzs9DR0RH29vbil19+UTmH79YihBD37t0TX3zxhTA2NhZlypQRzs7O4p9//nnv30eW3N4fY8eOVfmZFkKILl26CC8vr1z39fr1a2FkZCT27dun0r5hwwZRt25dYWhoKCwtLcX//vc/ERMTozLmypUrol27dqJs2bLC0NBQNG3aVNy+fVvqX716tXRerKyshJ+fX56OTwgh4uPjhba2tti6davUdv36dQFAnDlzJtft8vOzI4QQaWlpoly5cmL69OnvHTdy5EjRtGlTlbb169eL8uXL5/m1iHLDwEqfnGfPngmFQiGFhHf169dPmJiYiMzMTHHp0iWhUChEbGysEEKIESNGCHNzc9GlSxchxJt/yMuUKSMCAgKEEEIcP35cKJVKsW7dOnHnzh1x6NAhUaFCBTF16lRp/wBE+fLlxcaNG8WtW7fEsGHDhKGhoXj27Jk05vnz50JHR0c8evRIZGRkCGNjY9G/f/8c6505c6ZQKBTi2bNnIj4+XmhoaIiQkBAhhBCLFi0S5ubmUvAQQghHR0exatUqIYQQt2/fFgYGBmLhwoXi5s2b4tSpU6J27dqiV69e0nh7e3thamoqli1bJm7duiVmz54tNDQ0xI0bN3I9xz/++KOoW7du7n8J4k1IMTc3F2ZmZqJ69epi/PjxIjk5+b3bvC2/gdXS0lKYmpqKWrVqiblz56r8EvFuYM3MzBT79+8X2tra4tixYx88jncD6/vO17x584Stra04fvy4uHfvnjhx4oTYuHGjEEKI2NhYAUCsXbtWPHnyRHrfTZkyRRgYGAhvb28RFhYmLl68KL3W+wJrRkaGaNSokahevbo4dOiQuHPnjti7d6/4999/RWpqqli0aJFQKpXiyZMn4smTJ+LFixfSfr7++mvpZ8TPz0/UqlVLhISEiMjISBEQECD27NkjhPi/wFqtWjWxb98+ERERIb7++mthb28vnePz588LDQ0NMX36dBERESHWrl0r9PX1xdq1a4UQb34my5cvL6ZPny7VIoQQ7dq1E61btxaXLl2Sav/Q30eW3N4fzZo1y/aL0po1a4RSqcx1X2FhYQKAiI6OVmlfvXq1+Pfff8WdO3fEmTNnhJubm2jbtq3U//DhQ2Fqaio6deokQkJCREREhFizZo30Xvjtt9+Enp6eWLRokYiIiBDnzp1T+fv09fUVLVq0yLWuwMDAHH/RsrOzEwsWLMh1O19fX2FkZCTKlSsnqlSpIgYOHCj++++/XMdv27ZNaGhoiAcPHuQ65tatW8LJyUnll3ch/i9AR0ZG5rotUV4wsNIn5+zZswKA2LlzZ479CxYsEABETEyMyMzMFGZmZtIVjFq1aonZs2cLKysrIYQQJ0+eFNra2lLQ8vDwyBaE//zzT2FtbS09ByAmTpwoPU9KShIAxP79+6U2f39/Ua9ePSGEENHR0QJArlcId+zYIQCI4OBgIYQQderUEfPmzRNCCNGhQwcxc+ZMoaOjI168eCEePnwoAIibN28KId5cbX03CJ84cUJoaGiIly9fCiHehKJvv/1W6s/MzBQWFhYqV5nfduvWLaFUKsXKlStz7M/y+++/iwMHDohLly6Jv/76S3z22WeiY8eO793mbfkJrPPnzxdHjx4VFy9eFMuXLxfGxsZi5MiRUn9WYDUwMBAGBgZCS0tLaGhoiJ9++umD+84psL7vfA0dOlS0atVKZGZm5ri/nN6bU6ZMEdra2lKAffu13hdYDx48KDQ0NERERESOr7V27VphZGSUrf3Vq1fC0NBQXLlyRQghRPv27UXv3r1z3EdWYP3jjz+ktqtXrwoA4vr160IIIbp16yZat26tst2YMWOEs7Pze4/FxcVF5Ze9/Mjt/VG5cuVsP6P//POPAJDtE5csO3fuFJqamrn+nWUJCQkRAKTgP2HCBOHg4CDS0tJyHG9jY5Mt4L1t/PjxokePHrn2+/v7Cx0dnWzt9evXF2PHjs11u02bNondu3eLS5cuiZ07dwonJydRv3596ZOZd7Vt21YliL/Nzc1N6OrqCgCif//+IiMjQ6U/ISFBABBBQUG51kOUF7zpij5Z4gPfSqyjowOFQoHmzZsjKCgI8fHxuHbtGgYPHozU1FTcuHEDx44dQ/369aW5lxcvXsT06dNhaGgoPfr164cnT54gJSVF2rerq6v0ZwMDAyiVSsTGxkptu3fvxpdffpnvegGgRYsWCAoKghACJ06cQKdOneDk5ISTJ0/i2LFjsLGxQeXKlaV6161bp1Kvl5cXMjMzERkZmWO9CoUCVlZWKvVmefToEby9vfHNN9+ozBfNSf/+/eHl5QUXFxd0794dGzZswM6dO3Hnzh0AQPXq1aWa2rZt+959fcioUaPQsmVLuLq6YuDAgZg/fz6WLFmC1NRUlXEnTpxAeHg4wsPD8ccff2DWrFlYvnw5AMDf31/lPJ04cSLX13vf+erVqxfCw8NRtWpVDBs2DIcOHcrTMdjb26NcuXL5Ou7w8HCUL18eVapUydd2R44cgYWFBapXrw4AGDRoEDZv3oxatWph7NixOH36dLZt3j5ma2trAJCO+fr162jSpInK+CZNmuDWrVvIyMjItY5hw4bhp59+QpMmTTBlyhRcunRJ6ivM98eHvHz5Erq6ulAoFCrtoaGhaN++Pezs7FC2bFm0aNECAKQbIcPDw9GsWTNoa2tn22dsbCweP3783vnRs2fPxoYNGwrxSN7o2rUrvvzyS7i4uKBDhw7Yt28fQkJCEBQUlG3sw4cPcfDgQfTt2zfHfW3ZsgVhYWHYuHEj/vnnn2zz1vX19QFA5d8/ooLgTVf0yXF0dIRCocD169fRsWPHbP3Xr19HuXLlpLunW7ZsiZUrV+LEiROoXbs2lEqlFGKPHTsm/ScFAElJSZg2bRo6deqUbb96enrSn9/9D0yhUCAzMxPAmxtqDhw4gB9++AEApFquX7+e4/Fcv34dWlpacHBwkOpds2YNLl68CG1tbVSrVg0tW7ZEUFAQnj9/nq3eAQMG5Hjns52dXZ7qzfL48WO4u7ujcePGebq7/l0NGzYEANy+fRuVKlXCv//+K91xnPWfXmFp2LAhXr9+jXv37qFq1apSu4ODg/T3Xr16dQQHB2PmzJkYNGgQvvzyS6lGAPjss89y3f/7zledOnUQGRmJ/fv34/Dhw+jcuTM8PT2xbdu299ZsYGCQrU1DQyPbLzJv36Vd0PO2Z88elV+Y2rZti/v37+Pff/9FQEAAPDw84OfnpxJO3j7mrGD37nskv7777jt4eXnhn3/+waFDhzB79mzMnz8fQ4cOLfD7w8rKKttd9DExMVAqlbnux9zcHCkpKSo3uyUnJ8PLywteXl7w9/dHuXLlEBUVBS8vL2mFjPfVVRjvaSsrK6SlpSE+Pl5ltYeYmBhYWVnleT8VK1aEubk5bt++nS1Ar127FmZmZtl+gc5ia2sLAHB2dkZGRgb69++P0aNHQ1NTE8Cbm/cA5PuXLaJ38QorfXLMzMzQunVr/Pbbb3j58qVKX3R0NPz9/dGrVy+prUWLFrh27Rq2bt2Kli1bAngTCg8fPoxTp05JbcCbMBIREQFHR8dsDw2NvP24BQUFwcTEBDVr1gTwJpR07twZGzduRHR0tMrYly9f4rfffkPHjh1hZGQEAGjWrBlevHiBhQsXSuE0K7AGBQVlq/fatWs51pufu9AfPXqEli1bom7duli7dm2ej/VtWet4Zl2ds7e3l2p5XzgsiPDwcGhoaMDCwuK94zQ1NaX3SNmyZVXOz8cEDqVSiS5dumDVqlXYsmULtm/fLv3Hrq2t/d6rjm8rV66cyt3ciYmJ2a6MP3z4EDdv3sxxex0dnWyvJYTA3r178dVXX2V7LV9fX/z1119YtGhRvn4pcXJyynbX+qlTp1ClShUp2ORUC/AmEA0cOBA7duzA6NGjsWrVKgAFf3+4ubkhMDBQpS0gIABubm65blOrVi0AwLVr16S2Gzdu4NmzZ5gzZw6aNWuGatWqZfvUwdXVFSdOnFD5JSJL2bJlUaFChWy15EfdunWhra2tso+IiAhERUW993je9fDhQzx79kz62csihMDatWvRs2fPHK8SvyszMxPp6ekqv6hcuXIF2tra0tV6ooJiYKVP0tKlS5GamgovLy8cP34cDx48wIEDB9C6dWtUqVIFkydPlsa6urrCxMQEGzduVAmsu3btQmpqqspHnZMnT8aGDRswbdo0XL16FdevX8fmzZsxceLEPNf27tUtAJg5cyasrKzQunVr7N+/Hw8ePMDx48fh5eUFDQ0N/Prrr9JYExMTuLq6wt/fX6q3efPmCAsLw82bN1WusI4bNw6nT5/GkCFDEB4ejlu3bmH37t0YMmRInuvNCqt2dnb45Zdf8PTpU0RHR6uE60ePHqFatWo4d+4cAODOnTuYMWMGQkNDce/ePezZswc9e/ZE8+bNVT5azsm1a9cQHh6OuLg4JCQkSB/hZzl37hyqVauGR48eAQDOnDmDRYsW4eLFi7h79y78/f0xcuRIfPvttzAxMVHZd2xsLKKjo3H//n1s3boVf/75Z7bg9rEWLFiATZs24caNG7h58ya2bt0KKysr6QpZVoiJjo7G8+fP37uvVq1a4c8//8SJEydw+fJl+Pr6SgEQePPLVvPmzeHj44OAgADpyu6BAwek10pKSkJgYCD+++8/pKSkIDQ0FCkpKWjatKm0n8mTJ2P37t24ffs2rl69in379sHJySnPxzx69GgEBgZixowZuHnzJtavX4+lS5fi+++/l8ZUqFABx48fx6NHj/Dff/8BAEaMGIGDBw8iMjISYWFhOHr06Adf90Pvj4EDB+Lu3bsYO3Ysbty4gd9++w1///03Ro4cmes+y5Urhzp16uDkyZNSm52dHXR0dLBkyRLcvXsXe/bswYwZM1S2GzJkCBITE9G1a1ecP38et27dwp9//omIiAgAwNSpUzF//nwsXrwYt27dQlhYGJYsWSJtP2HCBPTs2TPXuoyMjNC3b1+MGjUKR48eRWhoKHr37g03Nzc0atRIGletWjXs3LkTwJtPVcaMGYOzZ8/i3r17CAwMxFdffQVHR8dsy3odOXIEkZGR+O6777K9tr+/P/7++29cv34dd+/exd9//40JEyagS5cuKuH2xIkTaNasWaF/SkKfIHVOoCVSp8jISOHr6yssLS2FQqEQAESnTp1yvFP9q6++ElpaWtLNFBkZGcLExEQ0atQo29gDBw6Ixo0bC319faFUKkWDBg1UbkBCDjfVGBkZSXdM29raSqsOvO3p06di6NChwtbWVmhqagoAonHjxiqrC2QZPny4yk0vQry5GSfrZrG3nTt3TrRu3VoYGhoKAwMD4erqKmbOnCn1f+jGnrVr12ZbkijrkSXrxpyjR48KIYSIiooSzZs3F6ampkJXV1c4OjqKMWPGiISEhGz1vevdpZ/efa2sG6iy7koODQ0VDRs2FEZGRkJPT084OTmJWbNmiVevXmXbJuuhpaUlHBwcxPfff6+yxFdOcrrp6n3na+XKlaJWrVrCwMBAKJVK4eHhIcLCwqSxe/bsEY6OjkJLSyvbslbvSkhIEF26dBFKpVLY2tqKdevWZVvW6tmzZ6J3797CzMxM6OnpiRo1aqgszzRw4EBhZmYmLWs1ceJElWXPhBBixowZwsnJSejr6wtTU1Px1Vdfibt37woh/u/v9sKFC9L458+fq/x9C/F/y1ppa2sLOzs76cbALGfOnBGurq7SDTxCCDFkyBBRqVIloaurK8qVKyd69Ojx3rvZhfjw+0OIN3/ftWrVEjo6OqJixYrSz977/Pbbb9l+3jdu3CgqVKggdHV1hZubm9izZ0+2c3Hx4kXRpk0bUaZMGVG2bFnRrFkzcefOHal/xYoVomrVqkJbW1tYW1uLoUOHSn0fWiVACCFevnwpBg8eLExMTESZMmVEx44dsy1/h/+/8oQQb5bCa9OmjShXrpzQ1tYW9vb2ol+/ftlWQBBCiP/973+icePGOb7u5s2bRZ06daR/N5ydncWsWbOkmzWzVK1aVWzatOm9x0CUFwohPnAnB9EnYsqUKViwYAECAgJUrk4Up7CwMLRq1QpPnz794Edwq1evxuDBg7Fly5Y8f+MT0Ye4urpi4sSJ6Ny5s7pLkZWXL1+iatWq2LJlS74+bv+U7d+/H6NHj8alS5egpcVbZujj8B1E9P9NmzYNFSpUwNmzZ9GgQYMCzcP8WK9fv8aSJUvyNF+sb9++MDU1xfXr1+Hl5cWP3OijpaWlwcfHp8jvui+J9PX1sWHDBmm6An1YcnIy1q5dy7BKhYJXWImIiIhI1njTFRERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERyRoDKxERERHJGgMrEREREckaAysRERERydr/A2C/tyqjeKnXAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-20 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-20\n","问法错误 1534\n","回答: 是 439\n","回答: 不是 422\n","不重要 227\n","不是 222\n","回答: 不重要 106\n","是 45\n","回答: 问法错误 3\n","回答: 是为了纪念爷爷 1\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20026 (\\N{CJK UNIFIED IDEOGRAPH-4E3A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32426 (\\N{CJK UNIFIED IDEOGRAPH-7EAA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24565 (\\N{CJK UNIFIED IDEOGRAPH-5FF5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29239 (\\N{CJK UNIFIED IDEOGRAPH-7237}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-30 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-30\n","问法错误 1610\n","回答: 不是 544\n","不是 326\n","回答: 是 323\n","回答: 不重要 133\n","不重要 32\n","是 15\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是他爷爷的,他很珍视它,所以他在离别时哭泣,然后把帽子放在湖边的石头上\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是小男孩爷爷的,小男孩很珍视它,所以他哭泣,然后将帽子放在湖边的石头上\\n回答: 是 1\n","回答错误 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲���的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷在天之灵了吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小���孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆��忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 男孩把帽子放在湖边是为了寻找他的亲人吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩为什么把帽子放在湖边\\n回答: 回答正确 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人放的帽子\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小孩的哭声\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人是小男孩吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人是小男孩,还是爷爷\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人是爷爷吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 他放这顶帽子是为了纪念爷爷\\n回答: 是 1\n","回答: 问法错误 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲人\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n��与者提出的问题: 是小男孩的亲生父母\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想��和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭声是否属于帽子主人\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭着的人是小男孩,帽子是爷爷的\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人和死的人不是一个人\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提��的问题: 哭泣声是因为小男孩想念爷爷吗\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35868 (\\N{CJK UNIFIED IDEOGRAPH-8C1C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38754 (\\N{CJK UNIFIED IDEOGRAPH-9762}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22312 (\\N{CJK UNIFIED IDEOGRAPH-5728}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19968 (\\N{CJK UNIFIED IDEOGRAPH-4E00}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20010 (\\N{CJK UNIFIED IDEOGRAPH-4E2A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23433 (\\N{CJK UNIFIED IDEOGRAPH-5B89}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38745 (\\N{CJK UNIFIED IDEOGRAPH-9759}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22812 (\\N{CJK UNIFIED IDEOGRAPH-591C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26202 (\\N{CJK UNIFIED IDEOGRAPH-665A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65292 (\\N{FULLWIDTH COMMA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26449 (\\N{CJK UNIFIED IDEOGRAPH-6751}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24196 (\\N{CJK UNIFIED IDEOGRAPH-5E84}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28246 (\\N{CJK UNIFIED IDEOGRAPH-6E56}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36793 (\\N{CJK UNIFIED IDEOGRAPH-8FB9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31361 (\\N{CJK UNIFIED IDEOGRAPH-7A81}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28982 (\\N{CJK UNIFIED IDEOGRAPH-7136}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20256 (\\N{CJK UNIFIED IDEOGRAPH-4F20}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26469 (\\N{CJK UNIFIED IDEOGRAPH-6765}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38453 (\\N{CJK UNIFIED IDEOGRAPH-9635}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21741 (\\N{CJK UNIFIED IDEOGRAPH-54ED}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27875 (\\N{CJK UNIFIED IDEOGRAPH-6CE3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22768 (\\N{CJK UNIFIED IDEOGRAPH-58F0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12290 (\\N{IDEOGRAPHIC FULL STOP}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31532 (\\N{CJK UNIFIED IDEOGRAPH-7B2C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20108 (\\N{CJK UNIFIED IDEOGRAPH-4E8C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22825 (\\N{CJK UNIFIED IDEOGRAPH-5929}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26089 (\\N{CJK UNIFIED IDEOGRAPH-65E9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26216 (\\N{CJK UNIFIED IDEOGRAPH-6668}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38271 (\\N{CJK UNIFIED IDEOGRAPH-957F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29956 (\\N{CJK UNIFIED IDEOGRAPH-7504}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38160 (\\N{CJK UNIFIED IDEOGRAPH-9510}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21457 (\\N{CJK UNIFIED IDEOGRAPH-53D1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29616 (\\N{CJK UNIFIED IDEOGRAPH-73B0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30707 (\\N{CJK UNIFIED IDEOGRAPH-77F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22836 (\\N{CJK UNIFIED IDEOGRAPH-5934}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19978 (\\N{CJK UNIFIED IDEOGRAPH-4E0A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25918 (\\N{CJK UNIFIED IDEOGRAPH-653E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30528 (\\N{CJK UNIFIED IDEOGRAPH-7740}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39030 (\\N{CJK UNIFIED IDEOGRAPH-9876}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30772 (\\N{CJK UNIFIED IDEOGRAPH-7834}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26087 (\\N{CJK UNIFIED IDEOGRAPH-65E7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24125 (\\N{CJK UNIFIED IDEOGRAPH-5E3D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23376 (\\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20294 (\\N{CJK UNIFIED IDEOGRAPH-4F46}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27809 (\\N{CJK UNIFIED IDEOGRAPH-6CA1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26377 (\\N{CJK UNIFIED IDEOGRAPH-6709}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20154 (\\N{CJK UNIFIED IDEOGRAPH-4EBA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30693 (\\N{CJK UNIFIED IDEOGRAPH-77E5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36947 (\\N{CJK UNIFIED IDEOGRAPH-9053}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36825 (\\N{CJK UNIFIED IDEOGRAPH-8FD9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20174 (\\N{CJK UNIFIED IDEOGRAPH-4ECE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21738 (\\N{CJK UNIFIED IDEOGRAPH-54EA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37324 (\\N{CJK UNIFIED IDEOGRAPH-91CC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21448 (\\N{CJK UNIFIED IDEOGRAPH-53C8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20026 (\\N{CJK UNIFIED IDEOGRAPH-4E3A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20309 (\\N{CJK UNIFIED IDEOGRAPH-4F55}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35831 (\\N{CJK UNIFIED IDEOGRAPH-8BF7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36824 (\\N{CJK UNIFIED IDEOGRAPH-8FD8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21407 (\\N{CJK UNIFIED IDEOGRAPH-539F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25925 (\\N{CJK UNIFIED IDEOGRAPH-6545}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20107 (\\N{CJK UNIFIED IDEOGRAPH-4E8B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30495 (\\N{CJK UNIFIED IDEOGRAPH-771F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30456 (\\N{CJK UNIFIED IDEOGRAPH-76F8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24213 (\\N{CJK UNIFIED IDEOGRAPH-5E95}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23646 (\\N{CJK UNIFIED IDEOGRAPH-5C5E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20110 (\\N{CJK UNIFIED IDEOGRAPH-4E8E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30007 (\\N{CJK UNIFIED IDEOGRAPH-7537}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23401 (\\N{CJK UNIFIED IDEOGRAPH-5B69}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20182 (\\N{CJK UNIFIED IDEOGRAPH-4ED6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26102 (\\N{CJK UNIFIED IDEOGRAPH-65F6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20505 (\\N{CJK UNIFIED IDEOGRAPH-5019}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19982 (\\N{CJK UNIFIED IDEOGRAPH-4E0E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29239 (\\N{CJK UNIFIED IDEOGRAPH-7237}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29983 (\\N{CJK UNIFIED IDEOGRAPH-751F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27963 (\\N{CJK UNIFIED IDEOGRAPH-6D3B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25945 (\\N{CJK UNIFIED IDEOGRAPH-6559}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38035 (\\N{CJK UNIFIED IDEOGRAPH-9493}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 40060 (\\N{CJK UNIFIED IDEOGRAPH-9C7C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12289 (\\N{IDEOGRAPHIC COMMA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28216 (\\N{CJK UNIFIED IDEOGRAPH-6E38}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27891 (\\N{CJK UNIFIED IDEOGRAPH-6CF3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21578 (\\N{CJK UNIFIED IDEOGRAPH-544A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35785 (\\N{CJK UNIFIED IDEOGRAPH-8BC9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20013 (\\N{CJK UNIFIED IDEOGRAPH-4E2D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28023 (\\N{CJK UNIFIED IDEOGRAPH-6D77}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 40863 (\\N{CJK UNIFIED IDEOGRAPH-9F9F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20204 (\\N{CJK UNIFIED IDEOGRAPH-4EEC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26379 (\\N{CJK UNIFIED IDEOGRAPH-670B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21451 (\\N{CJK UNIFIED IDEOGRAPH-53CB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21518 (\\N{CJK UNIFIED IDEOGRAPH-540E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38543 (\\N{CJK UNIFIED IDEOGRAPH-968F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29238 (\\N{CJK UNIFIED IDEOGRAPH-7236}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27597 (\\N{CJK UNIFIED IDEOGRAPH-6BCD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21435 (\\N{CJK UNIFIED IDEOGRAPH-53BB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22478 (\\N{CJK UNIFIED IDEOGRAPH-57CE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24066 (\\N{CJK UNIFIED IDEOGRAPH-5E02}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27599 (\\N{CJK UNIFIED IDEOGRAPH-6BCF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24180 (\\N{CJK UNIFIED IDEOGRAPH-5E74}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22799 (\\N{CJK UNIFIED IDEOGRAPH-590F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37117 (\\N{CJK UNIFIED IDEOGRAPH-90FD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20250 (\\N{CJK UNIFIED IDEOGRAPH-4F1A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21040 (\\N{CJK UNIFIED IDEOGRAPH-5230}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25506 (\\N{CJK UNIFIED IDEOGRAPH-63A2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26395 (\\N{CJK UNIFIED IDEOGRAPH-671B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32780 (\\N{CJK UNIFIED IDEOGRAPH-800C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22240 (\\N{CJK UNIFIED IDEOGRAPH-56E0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30149 (\\N{CJK UNIFIED IDEOGRAPH-75C5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19990 (\\N{CJK UNIFIED IDEOGRAPH-4E16}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20260 (\\N{CJK UNIFIED IDEOGRAPH-4F24}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24515 (\\N{CJK UNIFIED IDEOGRAPH-5FC3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27442 (\\N{CJK UNIFIED IDEOGRAPH-6B32}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32477 (\\N{CJK UNIFIED IDEOGRAPH-7EDD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20170 (\\N{CJK UNIFIED IDEOGRAPH-4ECA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24819 (\\N{CJK UNIFIED IDEOGRAPH-60F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36215 (\\N{CJK UNIFIED IDEOGRAPH-8D77}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32654 (\\N{CJK UNIFIED IDEOGRAPH-7F8E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22909 (\\N{CJK UNIFIED IDEOGRAPH-597D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24518 (\\N{CJK UNIFIED IDEOGRAPH-5FC6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24525 (\\N{CJK UNIFIED IDEOGRAPH-5FCD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20303 (\\N{CJK UNIFIED IDEOGRAPH-4F4F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23558 (\\N{CJK UNIFIED IDEOGRAPH-5C06}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24076 (\\N{CJK UNIFIED IDEOGRAPH-5E0C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33021 (\\N{CJK UNIFIED IDEOGRAPH-80FD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35753 (\\N{CJK UNIFIED IDEOGRAPH-8BA9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20043 (\\N{CJK UNIFIED IDEOGRAPH-4E4B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28789 (\\N{CJK UNIFIED IDEOGRAPH-7075}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24471 (\\N{CJK UNIFIED IDEOGRAPH-5F97}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24944 (\\N{CJK UNIFIED IDEOGRAPH-6170}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37027 (\\N{CJK UNIFIED IDEOGRAPH-90A3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31085 (\\N{CJK UNIFIED IDEOGRAPH-796D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22880 (\\N{CJK UNIFIED IDEOGRAPH-5960}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20146 (\\N{CJK UNIFIED IDEOGRAPH-4EB2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29233 (\\N{CJK UNIFIED IDEOGRAPH-7231}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21442 (\\N{CJK UNIFIED IDEOGRAPH-53C2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32773 (\\N{CJK UNIFIED IDEOGRAPH-8005}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25552 (\\N{CJK UNIFIED IDEOGRAPH-63D0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20986 (\\N{CJK UNIFIED IDEOGRAPH-51FA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39064 (\\N{CJK UNIFIED IDEOGRAPH-9898}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24456 (\\N{CJK UNIFIED IDEOGRAPH-5F88}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29645 (\\N{CJK UNIFIED IDEOGRAPH-73CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35270 (\\N{CJK UNIFIED IDEOGRAPH-89C6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23427 (\\N{CJK UNIFIED IDEOGRAPH-5B83}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25152 (\\N{CJK UNIFIED IDEOGRAPH-6240}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20197 (\\N{CJK UNIFIED IDEOGRAPH-4EE5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31163 (\\N{CJK UNIFIED IDEOGRAPH-79BB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21035 (\\N{CJK UNIFIED IDEOGRAPH-522B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25226 (\\N{CJK UNIFIED IDEOGRAPH-628A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33707 (\\N{CJK UNIFIED IDEOGRAPH-83AB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21527 (\\N{CJK UNIFIED IDEOGRAPH-5417}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21542 (\\N{CJK UNIFIED IDEOGRAPH-5426}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23547 (\\N{CJK UNIFIED IDEOGRAPH-5BFB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25214 (\\N{CJK UNIFIED IDEOGRAPH-627E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20160 (\\N{CJK UNIFIED IDEOGRAPH-4EC0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20040 (\\N{CJK UNIFIED IDEOGRAPH-4E48}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32426 (\\N{CJK UNIFIED IDEOGRAPH-7EAA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24565 (\\N{CJK UNIFIED IDEOGRAPH-5FF5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20027 (\\N{CJK UNIFIED IDEOGRAPH-4E3B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27515 (\\N{CJK UNIFIED IDEOGRAPH-6B7B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-40 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-40\n","问法错误 1371\n","回答: 不是 692\n","回答: 是 491\n","回答: 不重要 229\n","不是 93\n","是 80\n","不重要 18\n","回答: 问法错误 3\n","回答错误。 2\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是遗失了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是遗失了吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩的爷爷是谁\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩的爷爷住在哪个村子里\\n回答: 不重要 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,���小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 祭奠的是自己的亲人吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 祭奠的是自己的亲人吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 小孩的哭声是什么声音\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 他哭泣的声音是什���\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是去湖边找帽子的吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭泣\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天��爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是去湖边找帽子的吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭泣\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是去湖边找帽子的吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭泣\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人哭是因为帽子吗\\n回答: 是 1\n","回答: 是重要 1\n","回答: 是为了纪念爷爷 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是小男孩在哭泣,还是爷爷在哭泣?\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是小男孩的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然���,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是小男孩的爷爷的吗\\n回答: 不重要 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子的主人把帽子留下后离开了\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 请问哭声主人是否是帽子主人\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 请问哭声主人是否是帽子主人\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是 1\n","回答: 是\\n\\n这个谜面描述了一个小男孩在湖边的哭泣和帽子的故事。参与者的问题询问是否已经猜完,根据谜面的描述,小男孩在湖边哭泣是因为思念爷爷,而帽子是他放在那里以安慰爷爷。所以,参与者没有完全猜完故事,还有一部分未被揭示。 1\n","回答: 是\\n\\n这个谜面描述了一个小男孩在爷爷去世后,将爷爷的帽子放在湖边,希望爷爷的在天之灵得到安慰。帽子是小男孩的,而不是爷爷的。因此,帽子是小男孩的,而不是死者的。 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子主人的好朋友离开了\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩的家人去世了吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村���,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭着的人是小男孩,帽子主人是小男孩\\n回答: 是 1\n","回答: 是的,帽子是为了提醒小男孩和他的爷爷的友谊和他们共同度过的美好时光。小男孩将帽子放在湖边的石头上,是为了让爷爷的在天之灵能够感受到他的思念和爱。 1\n","回答: 是\\n\\n谜面: 一个宁静的夏日午后,湖边突然传来一声惊呼。人们跑过去查看,发现一名男子面朝下漂浮在湖面上,已经没有了呼吸。警方调查后发现,死者甄郝身上并无明显伤痕,现场也没有挣扎的迹象。那么,究竟是什么原因导致了甄郝的死亡?\\n谜底: 原���,甄郝是一名生物学家,他在湖边研究一种罕见的湖底生物。在潜水观察时,他发现了一种奇特的生物——一种会释放神经毒素的水母。这种水母的毒素可以使人在短时间内瘫痪,甚至死亡。不幸的是,在甄郝观察这种水母时,不慎被水母的触手缠绕,毒素侵入他的体内,导致他窒息而死。而这一切,都在湖边静静地发生了,无人知晓。\\n参与者提出的问题: 现场有没有挣扎的迹象\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的哭声嘛\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12290 (\\N{IDEOGRAPHIC FULL STOP}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35868 (\\N{CJK UNIFIED IDEOGRAPH-8C1C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38754 (\\N{CJK UNIFIED IDEOGRAPH-9762}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22312 (\\N{CJK UNIFIED IDEOGRAPH-5728}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19968 (\\N{CJK UNIFIED IDEOGRAPH-4E00}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20010 (\\N{CJK UNIFIED IDEOGRAPH-4E2A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23433 (\\N{CJK UNIFIED IDEOGRAPH-5B89}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38745 (\\N{CJK UNIFIED IDEOGRAPH-9759}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22812 (\\N{CJK UNIFIED IDEOGRAPH-591C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26202 (\\N{CJK UNIFIED IDEOGRAPH-665A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65292 (\\N{FULLWIDTH COMMA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26449 (\\N{CJK UNIFIED IDEOGRAPH-6751}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24196 (\\N{CJK UNIFIED IDEOGRAPH-5E84}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28246 (\\N{CJK UNIFIED IDEOGRAPH-6E56}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36793 (\\N{CJK UNIFIED IDEOGRAPH-8FB9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31361 (\\N{CJK UNIFIED IDEOGRAPH-7A81}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28982 (\\N{CJK UNIFIED IDEOGRAPH-7136}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20256 (\\N{CJK UNIFIED IDEOGRAPH-4F20}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26469 (\\N{CJK UNIFIED IDEOGRAPH-6765}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38453 (\\N{CJK UNIFIED IDEOGRAPH-9635}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21741 (\\N{CJK UNIFIED IDEOGRAPH-54ED}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27875 (\\N{CJK UNIFIED IDEOGRAPH-6CE3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22768 (\\N{CJK UNIFIED IDEOGRAPH-58F0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31532 (\\N{CJK UNIFIED IDEOGRAPH-7B2C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20108 (\\N{CJK UNIFIED IDEOGRAPH-4E8C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22825 (\\N{CJK UNIFIED IDEOGRAPH-5929}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26089 (\\N{CJK UNIFIED IDEOGRAPH-65E9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26216 (\\N{CJK UNIFIED IDEOGRAPH-6668}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38271 (\\N{CJK UNIFIED IDEOGRAPH-957F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29956 (\\N{CJK UNIFIED IDEOGRAPH-7504}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38160 (\\N{CJK UNIFIED IDEOGRAPH-9510}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21457 (\\N{CJK UNIFIED IDEOGRAPH-53D1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29616 (\\N{CJK UNIFIED IDEOGRAPH-73B0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30707 (\\N{CJK UNIFIED IDEOGRAPH-77F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22836 (\\N{CJK UNIFIED IDEOGRAPH-5934}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19978 (\\N{CJK UNIFIED IDEOGRAPH-4E0A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25918 (\\N{CJK UNIFIED IDEOGRAPH-653E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30528 (\\N{CJK UNIFIED IDEOGRAPH-7740}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39030 (\\N{CJK UNIFIED IDEOGRAPH-9876}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30772 (\\N{CJK UNIFIED IDEOGRAPH-7834}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26087 (\\N{CJK UNIFIED IDEOGRAPH-65E7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24125 (\\N{CJK UNIFIED IDEOGRAPH-5E3D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23376 (\\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20294 (\\N{CJK UNIFIED IDEOGRAPH-4F46}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27809 (\\N{CJK UNIFIED IDEOGRAPH-6CA1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26377 (\\N{CJK UNIFIED IDEOGRAPH-6709}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20154 (\\N{CJK UNIFIED IDEOGRAPH-4EBA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30693 (\\N{CJK UNIFIED IDEOGRAPH-77E5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36947 (\\N{CJK UNIFIED IDEOGRAPH-9053}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36825 (\\N{CJK UNIFIED IDEOGRAPH-8FD9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20174 (\\N{CJK UNIFIED IDEOGRAPH-4ECE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21738 (\\N{CJK UNIFIED IDEOGRAPH-54EA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37324 (\\N{CJK UNIFIED IDEOGRAPH-91CC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21448 (\\N{CJK UNIFIED IDEOGRAPH-53C8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20026 (\\N{CJK UNIFIED IDEOGRAPH-4E3A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20309 (\\N{CJK UNIFIED IDEOGRAPH-4F55}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35831 (\\N{CJK UNIFIED IDEOGRAPH-8BF7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36824 (\\N{CJK UNIFIED IDEOGRAPH-8FD8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21407 (\\N{CJK UNIFIED IDEOGRAPH-539F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25925 (\\N{CJK UNIFIED IDEOGRAPH-6545}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20107 (\\N{CJK UNIFIED IDEOGRAPH-4E8B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30495 (\\N{CJK UNIFIED IDEOGRAPH-771F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30456 (\\N{CJK UNIFIED IDEOGRAPH-76F8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24213 (\\N{CJK UNIFIED IDEOGRAPH-5E95}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23646 (\\N{CJK UNIFIED IDEOGRAPH-5C5E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20110 (\\N{CJK UNIFIED IDEOGRAPH-4E8E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30007 (\\N{CJK UNIFIED IDEOGRAPH-7537}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23401 (\\N{CJK UNIFIED IDEOGRAPH-5B69}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20182 (\\N{CJK UNIFIED IDEOGRAPH-4ED6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26102 (\\N{CJK UNIFIED IDEOGRAPH-65F6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20505 (\\N{CJK UNIFIED IDEOGRAPH-5019}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19982 (\\N{CJK UNIFIED IDEOGRAPH-4E0E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29239 (\\N{CJK UNIFIED IDEOGRAPH-7237}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29983 (\\N{CJK UNIFIED IDEOGRAPH-751F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27963 (\\N{CJK UNIFIED IDEOGRAPH-6D3B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25945 (\\N{CJK UNIFIED IDEOGRAPH-6559}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38035 (\\N{CJK UNIFIED IDEOGRAPH-9493}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 40060 (\\N{CJK UNIFIED IDEOGRAPH-9C7C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12289 (\\N{IDEOGRAPHIC COMMA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28216 (\\N{CJK UNIFIED IDEOGRAPH-6E38}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27891 (\\N{CJK UNIFIED IDEOGRAPH-6CF3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21578 (\\N{CJK UNIFIED IDEOGRAPH-544A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35785 (\\N{CJK UNIFIED IDEOGRAPH-8BC9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20013 (\\N{CJK UNIFIED IDEOGRAPH-4E2D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28023 (\\N{CJK UNIFIED IDEOGRAPH-6D77}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 40863 (\\N{CJK UNIFIED IDEOGRAPH-9F9F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20204 (\\N{CJK UNIFIED IDEOGRAPH-4EEC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26379 (\\N{CJK UNIFIED IDEOGRAPH-670B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21451 (\\N{CJK UNIFIED IDEOGRAPH-53CB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21518 (\\N{CJK UNIFIED IDEOGRAPH-540E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38543 (\\N{CJK UNIFIED IDEOGRAPH-968F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29238 (\\N{CJK UNIFIED IDEOGRAPH-7236}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27597 (\\N{CJK UNIFIED IDEOGRAPH-6BCD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21435 (\\N{CJK UNIFIED IDEOGRAPH-53BB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22478 (\\N{CJK UNIFIED IDEOGRAPH-57CE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24066 (\\N{CJK UNIFIED IDEOGRAPH-5E02}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27599 (\\N{CJK UNIFIED IDEOGRAPH-6BCF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24180 (\\N{CJK UNIFIED IDEOGRAPH-5E74}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22799 (\\N{CJK UNIFIED IDEOGRAPH-590F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37117 (\\N{CJK UNIFIED IDEOGRAPH-90FD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20250 (\\N{CJK UNIFIED IDEOGRAPH-4F1A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21040 (\\N{CJK UNIFIED IDEOGRAPH-5230}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25506 (\\N{CJK UNIFIED IDEOGRAPH-63A2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26395 (\\N{CJK UNIFIED IDEOGRAPH-671B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32780 (\\N{CJK UNIFIED IDEOGRAPH-800C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22240 (\\N{CJK UNIFIED IDEOGRAPH-56E0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30149 (\\N{CJK UNIFIED IDEOGRAPH-75C5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19990 (\\N{CJK UNIFIED IDEOGRAPH-4E16}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20260 (\\N{CJK UNIFIED IDEOGRAPH-4F24}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24515 (\\N{CJK UNIFIED IDEOGRAPH-5FC3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27442 (\\N{CJK UNIFIED IDEOGRAPH-6B32}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32477 (\\N{CJK UNIFIED IDEOGRAPH-7EDD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20170 (\\N{CJK UNIFIED IDEOGRAPH-4ECA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24819 (\\N{CJK UNIFIED IDEOGRAPH-60F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36215 (\\N{CJK UNIFIED IDEOGRAPH-8D77}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32654 (\\N{CJK UNIFIED IDEOGRAPH-7F8E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22909 (\\N{CJK UNIFIED IDEOGRAPH-597D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24518 (\\N{CJK UNIFIED IDEOGRAPH-5FC6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24525 (\\N{CJK UNIFIED IDEOGRAPH-5FCD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20303 (\\N{CJK UNIFIED IDEOGRAPH-4F4F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23558 (\\N{CJK UNIFIED IDEOGRAPH-5C06}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24076 (\\N{CJK UNIFIED IDEOGRAPH-5E0C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33021 (\\N{CJK UNIFIED IDEOGRAPH-80FD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35753 (\\N{CJK UNIFIED IDEOGRAPH-8BA9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20043 (\\N{CJK UNIFIED IDEOGRAPH-4E4B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28789 (\\N{CJK UNIFIED IDEOGRAPH-7075}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24471 (\\N{CJK UNIFIED IDEOGRAPH-5F97}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24944 (\\N{CJK UNIFIED IDEOGRAPH-6170}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37027 (\\N{CJK UNIFIED IDEOGRAPH-90A3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31085 (\\N{CJK UNIFIED IDEOGRAPH-796D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33707 (\\N{CJK UNIFIED IDEOGRAPH-83AB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20146 (\\N{CJK UNIFIED IDEOGRAPH-4EB2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29233 (\\N{CJK UNIFIED IDEOGRAPH-7231}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21442 (\\N{CJK UNIFIED IDEOGRAPH-53C2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32773 (\\N{CJK UNIFIED IDEOGRAPH-8005}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25552 (\\N{CJK UNIFIED IDEOGRAPH-63D0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20986 (\\N{CJK UNIFIED IDEOGRAPH-51FA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39064 (\\N{CJK UNIFIED IDEOGRAPH-9898}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36951 (\\N{CJK UNIFIED IDEOGRAPH-9057}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22833 (\\N{CJK UNIFIED IDEOGRAPH-5931}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21527 (\\N{CJK UNIFIED IDEOGRAPH-5417}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35841 (\\N{CJK UNIFIED IDEOGRAPH-8C01}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22880 (\\N{CJK UNIFIED IDEOGRAPH-5960}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33258 (\\N{CJK UNIFIED IDEOGRAPH-81EA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24049 (\\N{CJK UNIFIED IDEOGRAPH-5DF1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20160 (\\N{CJK UNIFIED IDEOGRAPH-4EC0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20040 (\\N{CJK UNIFIED IDEOGRAPH-4E48}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38899 (\\N{CJK UNIFIED IDEOGRAPH-97F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25214 (\\N{CJK UNIFIED IDEOGRAPH-627E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32426 (\\N{CJK UNIFIED IDEOGRAPH-7EAA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24565 (\\N{CJK UNIFIED IDEOGRAPH-5FF5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65311 (\\N{FULLWIDTH QUESTION MARK}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20027 (\\N{CJK UNIFIED IDEOGRAPH-4E3B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25226 (\\N{CJK UNIFIED IDEOGRAPH-628A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30041 (\\N{CJK UNIFIED IDEOGRAPH-7559}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19979 (\\N{CJK UNIFIED IDEOGRAPH-4E0B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31163 (\\N{CJK UNIFIED IDEOGRAPH-79BB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24320 (\\N{CJK UNIFIED IDEOGRAPH-5F00}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21542 (\\N{CJK UNIFIED IDEOGRAPH-5426}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25551 (\\N{CJK UNIFIED IDEOGRAPH-63CF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36848 (\\N{CJK UNIFIED IDEOGRAPH-8FF0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35810 (\\N{CJK UNIFIED IDEOGRAPH-8BE2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24050 (\\N{CJK UNIFIED IDEOGRAPH-5DF2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32463 (\\N{CJK UNIFIED IDEOGRAPH-7ECF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29468 (\\N{CJK UNIFIED IDEOGRAPH-731C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23436 (\\N{CJK UNIFIED IDEOGRAPH-5B8C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26681 (\\N{CJK UNIFIED IDEOGRAPH-6839}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25454 (\\N{CJK UNIFIED IDEOGRAPH-636E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24605 (\\N{CJK UNIFIED IDEOGRAPH-601D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20197 (\\N{CJK UNIFIED IDEOGRAPH-4EE5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25152 (\\N{CJK UNIFIED IDEOGRAPH-6240}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20840 (\\N{CJK UNIFIED IDEOGRAPH-5168}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37096 (\\N{CJK UNIFIED IDEOGRAPH-90E8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20998 (\\N{CJK UNIFIED IDEOGRAPH-5206}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26410 (\\N{CJK UNIFIED IDEOGRAPH-672A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 34987 (\\N{CJK UNIFIED IDEOGRAPH-88AB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25581 (\\N{CJK UNIFIED IDEOGRAPH-63ED}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31034 (\\N{CJK UNIFIED IDEOGRAPH-793A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27492 (\\N{CJK UNIFIED IDEOGRAPH-6B64}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27515 (\\N{CJK UNIFIED IDEOGRAPH-6B7B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23478 (\\N{CJK UNIFIED IDEOGRAPH-5BB6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37266 (\\N{CJK UNIFIED IDEOGRAPH-9192}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35850 (\\N{CJK UNIFIED IDEOGRAPH-8C0A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20849 (\\N{CJK UNIFIED IDEOGRAPH-5171}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21516 (\\N{CJK UNIFIED IDEOGRAPH-540C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36807 (\\N{CJK UNIFIED IDEOGRAPH-8FC7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20809 (\\N{CJK UNIFIED IDEOGRAPH-5149}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22815 (\\N{CJK UNIFIED IDEOGRAPH-591F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24863 (\\N{CJK UNIFIED IDEOGRAPH-611F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21463 (\\N{CJK UNIFIED IDEOGRAPH-53D7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23425 (\\N{CJK UNIFIED IDEOGRAPH-5B81}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26085 (\\N{CJK UNIFIED IDEOGRAPH-65E5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21320 (\\N{CJK UNIFIED IDEOGRAPH-5348}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24778 (\\N{CJK UNIFIED IDEOGRAPH-60CA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21628 (\\N{CJK UNIFIED IDEOGRAPH-547C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36305 (\\N{CJK UNIFIED IDEOGRAPH-8DD1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26597 (\\N{CJK UNIFIED IDEOGRAPH-67E5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30475 (\\N{CJK UNIFIED IDEOGRAPH-770B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21517 (\\N{CJK UNIFIED IDEOGRAPH-540D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26397 (\\N{CJK UNIFIED IDEOGRAPH-671D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28418 (\\N{CJK UNIFIED IDEOGRAPH-6F02}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28014 (\\N{CJK UNIFIED IDEOGRAPH-6D6E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21560 (\\N{CJK UNIFIED IDEOGRAPH-5438}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35686 (\\N{CJK UNIFIED IDEOGRAPH-8B66}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26041 (\\N{CJK UNIFIED IDEOGRAPH-65B9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35843 (\\N{CJK UNIFIED IDEOGRAPH-8C03}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37085 (\\N{CJK UNIFIED IDEOGRAPH-90DD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36523 (\\N{CJK UNIFIED IDEOGRAPH-8EAB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24182 (\\N{CJK UNIFIED IDEOGRAPH-5E76}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26080 (\\N{CJK UNIFIED IDEOGRAPH-65E0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26126 (\\N{CJK UNIFIED IDEOGRAPH-660E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26174 (\\N{CJK UNIFIED IDEOGRAPH-663E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30165 (\\N{CJK UNIFIED IDEOGRAPH-75D5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22330 (\\N{CJK UNIFIED IDEOGRAPH-573A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20063 (\\N{CJK UNIFIED IDEOGRAPH-4E5F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25379 (\\N{CJK UNIFIED IDEOGRAPH-6323}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25166 (\\N{CJK UNIFIED IDEOGRAPH-624E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36857 (\\N{CJK UNIFIED IDEOGRAPH-8FF9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35937 (\\N{CJK UNIFIED IDEOGRAPH-8C61}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31350 (\\N{CJK UNIFIED IDEOGRAPH-7A76}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31455 (\\N{CJK UNIFIED IDEOGRAPH-7ADF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23548 (\\N{CJK UNIFIED IDEOGRAPH-5BFC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33268 (\\N{CJK UNIFIED IDEOGRAPH-81F4}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20129 (\\N{CJK UNIFIED IDEOGRAPH-4EA1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29289 (\\N{CJK UNIFIED IDEOGRAPH-7269}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23398 (\\N{CJK UNIFIED IDEOGRAPH-5B66}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30740 (\\N{CJK UNIFIED IDEOGRAPH-7814}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31181 (\\N{CJK UNIFIED IDEOGRAPH-79CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32597 (\\N{CJK UNIFIED IDEOGRAPH-7F55}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35265 (\\N{CJK UNIFIED IDEOGRAPH-89C1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28508 (\\N{CJK UNIFIED IDEOGRAPH-6F5C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27700 (\\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35266 (\\N{CJK UNIFIED IDEOGRAPH-89C2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23519 (\\N{CJK UNIFIED IDEOGRAPH-5BDF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22855 (\\N{CJK UNIFIED IDEOGRAPH-5947}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29305 (\\N{CJK UNIFIED IDEOGRAPH-7279}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37322 (\\N{CJK UNIFIED IDEOGRAPH-91CA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31070 (\\N{CJK UNIFIED IDEOGRAPH-795E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27602 (\\N{CJK UNIFIED IDEOGRAPH-6BD2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32032 (\\N{CJK UNIFIED IDEOGRAPH-7D20}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21487 (\\N{CJK UNIFIED IDEOGRAPH-53EF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20351 (\\N{CJK UNIFIED IDEOGRAPH-4F7F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30701 (\\N{CJK UNIFIED IDEOGRAPH-77ED}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38388 (\\N{CJK UNIFIED IDEOGRAPH-95F4}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20869 (\\N{CJK UNIFIED IDEOGRAPH-5185}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30251 (\\N{CJK UNIFIED IDEOGRAPH-762B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30186 (\\N{CJK UNIFIED IDEOGRAPH-75EA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29978 (\\N{CJK UNIFIED IDEOGRAPH-751A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33267 (\\N{CJK UNIFIED IDEOGRAPH-81F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24184 (\\N{CJK UNIFIED IDEOGRAPH-5E78}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24910 (\\N{CJK UNIFIED IDEOGRAPH-614E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35302 (\\N{CJK UNIFIED IDEOGRAPH-89E6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25163 (\\N{CJK UNIFIED IDEOGRAPH-624B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32544 (\\N{CJK UNIFIED IDEOGRAPH-7F20}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32469 (\\N{CJK UNIFIED IDEOGRAPH-7ED5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20405 (\\N{CJK UNIFIED IDEOGRAPH-4FB5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20837 (\\N{CJK UNIFIED IDEOGRAPH-5165}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20307 (\\N{CJK UNIFIED IDEOGRAPH-4F53}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31378 (\\N{CJK UNIFIED IDEOGRAPH-7A92}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24687 (\\N{CJK UNIFIED IDEOGRAPH-606F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20999 (\\N{CJK UNIFIED IDEOGRAPH-5207}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22320 (\\N{CJK UNIFIED IDEOGRAPH-5730}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26195 (\\N{CJK UNIFIED IDEOGRAPH-6653}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22043 (\\N{CJK UNIFIED IDEOGRAPH-561B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-50 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-50\n","问法错误 1270\n","回答: 不是 859\n","回答: 是 472\n","回答: 不重要 252\n","不是 95\n","回���: 问法错误 27\n","是 14\n","回答: 回答正确 2\n","回答正确 2\n","回答: 是\\n\\n谜面: 一个宁静的夏日午后,湖边突然传来一声惊呼。人们跑过去查看,发现一名男子面朝下漂浮在湖面上,已经没有了呼吸。警方调查后发现,死者甄郝身上并无明显伤痕,现场也没有挣扎的迹象。那么,究竟是什么原因导致了甄郝的死亡?\\n谜底: 原来,甄郝是一名生物学家,他在湖边研究一种罕见的湖底生物。在潜水观察时,他发现了一种奇特的生物——一种会释放神经毒素的水母。这种水母的毒素可以使人在短时间内瘫痪,甚至死亡。不幸的是,在甄郝观察这种水母时,不慎被水母的触手缠绕,毒素侵入他的体内,导致他窒息而死。而这一切,都在湖边静静地发生了,无人知晓。\\n参与者提出的问题: 他在湖里看到了什么东西\\n回答: 是\\n\\n谜面: 一个宁静的夏日午后,湖边突然传来一声惊呼。人们跑过去查看,发现一名男子面朝下漂浮在湖面上,已经没有了呼吸。警方调查后发现,死者甄郝身上并无明显伤痕,现场也没有挣扎的迹象。那么,究竟是什么原因导致了甄郝的死亡?\\n谜底: 原来,甄郝是一名生物学家,他在湖边研究一种罕见的湖底生物。在潜水观察时,他发现了一种奇特的生物——一种会释放神经毒素的水母。这种水母的毒素可以使人在短时间内瘫痪,甚至死亡。不幸的是,在甄郝观察这种水母时,不慎被水母的触手缠绕,毒素侵入他的体内,导致他窒息而死。而这一切,都在湖边静静地发生了,无人知晓。\\n参与者提出的问题: 他在湖里看到了什么东西\\n回答: 是 1\n","回答: 是为了记念爷爷 1\n","回答: 是小男孩的哭声。 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是村里的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是不是村里的人\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。���二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是村里的吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人放的帽子\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子的主人是谁\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子是放在湖边的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子是放在石头上的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子是放在湖边的石头上的吗\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35868 (\\N{CJK UNIFIED IDEOGRAPH-8C1C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38754 (\\N{CJK UNIFIED IDEOGRAPH-9762}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19968 (\\N{CJK UNIFIED IDEOGRAPH-4E00}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20010 (\\N{CJK UNIFIED IDEOGRAPH-4E2A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23425 (\\N{CJK UNIFIED IDEOGRAPH-5B81}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38745 (\\N{CJK UNIFIED IDEOGRAPH-9759}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22799 (\\N{CJK UNIFIED IDEOGRAPH-590F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26085 (\\N{CJK UNIFIED IDEOGRAPH-65E5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21320 (\\N{CJK UNIFIED IDEOGRAPH-5348}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21518 (\\N{CJK UNIFIED IDEOGRAPH-540E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65292 (\\N{FULLWIDTH COMMA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28246 (\\N{CJK UNIFIED IDEOGRAPH-6E56}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36793 (\\N{CJK UNIFIED IDEOGRAPH-8FB9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31361 (\\N{CJK UNIFIED IDEOGRAPH-7A81}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28982 (\\N{CJK UNIFIED IDEOGRAPH-7136}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20256 (\\N{CJK UNIFIED IDEOGRAPH-4F20}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26469 (\\N{CJK UNIFIED IDEOGRAPH-6765}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22768 (\\N{CJK UNIFIED IDEOGRAPH-58F0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24778 (\\N{CJK UNIFIED IDEOGRAPH-60CA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21628 (\\N{CJK UNIFIED IDEOGRAPH-547C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12290 (\\N{IDEOGRAPHIC FULL STOP}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20154 (\\N{CJK UNIFIED IDEOGRAPH-4EBA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20204 (\\N{CJK UNIFIED IDEOGRAPH-4EEC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36305 (\\N{CJK UNIFIED IDEOGRAPH-8DD1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36807 (\\N{CJK UNIFIED IDEOGRAPH-8FC7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21435 (\\N{CJK UNIFIED IDEOGRAPH-53BB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26597 (\\N{CJK UNIFIED IDEOGRAPH-67E5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30475 (\\N{CJK UNIFIED IDEOGRAPH-770B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21457 (\\N{CJK UNIFIED IDEOGRAPH-53D1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29616 (\\N{CJK UNIFIED IDEOGRAPH-73B0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21517 (\\N{CJK UNIFIED IDEOGRAPH-540D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30007 (\\N{CJK UNIFIED IDEOGRAPH-7537}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23376 (\\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26397 (\\N{CJK UNIFIED IDEOGRAPH-671D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19979 (\\N{CJK UNIFIED IDEOGRAPH-4E0B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28418 (\\N{CJK UNIFIED IDEOGRAPH-6F02}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28014 (\\N{CJK UNIFIED IDEOGRAPH-6D6E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22312 (\\N{CJK UNIFIED IDEOGRAPH-5728}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19978 (\\N{CJK UNIFIED IDEOGRAPH-4E0A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24050 (\\N{CJK UNIFIED IDEOGRAPH-5DF2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32463 (\\N{CJK UNIFIED IDEOGRAPH-7ECF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27809 (\\N{CJK UNIFIED IDEOGRAPH-6CA1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26377 (\\N{CJK UNIFIED IDEOGRAPH-6709}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21560 (\\N{CJK UNIFIED IDEOGRAPH-5438}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35686 (\\N{CJK UNIFIED IDEOGRAPH-8B66}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26041 (\\N{CJK UNIFIED IDEOGRAPH-65B9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35843 (\\N{CJK UNIFIED IDEOGRAPH-8C03}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27515 (\\N{CJK UNIFIED IDEOGRAPH-6B7B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32773 (\\N{CJK UNIFIED IDEOGRAPH-8005}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29956 (\\N{CJK UNIFIED IDEOGRAPH-7504}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37085 (\\N{CJK UNIFIED IDEOGRAPH-90DD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36523 (\\N{CJK UNIFIED IDEOGRAPH-8EAB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24182 (\\N{CJK UNIFIED IDEOGRAPH-5E76}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26080 (\\N{CJK UNIFIED IDEOGRAPH-65E0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26126 (\\N{CJK UNIFIED IDEOGRAPH-660E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26174 (\\N{CJK UNIFIED IDEOGRAPH-663E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20260 (\\N{CJK UNIFIED IDEOGRAPH-4F24}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30165 (\\N{CJK UNIFIED IDEOGRAPH-75D5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22330 (\\N{CJK UNIFIED IDEOGRAPH-573A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20063 (\\N{CJK UNIFIED IDEOGRAPH-4E5F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25379 (\\N{CJK UNIFIED IDEOGRAPH-6323}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25166 (\\N{CJK UNIFIED IDEOGRAPH-624E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36857 (\\N{CJK UNIFIED IDEOGRAPH-8FF9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35937 (\\N{CJK UNIFIED IDEOGRAPH-8C61}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37027 (\\N{CJK UNIFIED IDEOGRAPH-90A3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20040 (\\N{CJK UNIFIED IDEOGRAPH-4E48}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31350 (\\N{CJK UNIFIED IDEOGRAPH-7A76}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31455 (\\N{CJK UNIFIED IDEOGRAPH-7ADF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20160 (\\N{CJK UNIFIED IDEOGRAPH-4EC0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21407 (\\N{CJK UNIFIED IDEOGRAPH-539F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22240 (\\N{CJK UNIFIED IDEOGRAPH-56E0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23548 (\\N{CJK UNIFIED IDEOGRAPH-5BFC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33268 (\\N{CJK UNIFIED IDEOGRAPH-81F4}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20129 (\\N{CJK UNIFIED IDEOGRAPH-4EA1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65311 (\\N{FULLWIDTH QUESTION MARK}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24213 (\\N{CJK UNIFIED IDEOGRAPH-5E95}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29983 (\\N{CJK UNIFIED IDEOGRAPH-751F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29289 (\\N{CJK UNIFIED IDEOGRAPH-7269}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23398 (\\N{CJK UNIFIED IDEOGRAPH-5B66}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23478 (\\N{CJK UNIFIED IDEOGRAPH-5BB6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20182 (\\N{CJK UNIFIED IDEOGRAPH-4ED6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30740 (\\N{CJK UNIFIED IDEOGRAPH-7814}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31181 (\\N{CJK UNIFIED IDEOGRAPH-79CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32597 (\\N{CJK UNIFIED IDEOGRAPH-7F55}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35265 (\\N{CJK UNIFIED IDEOGRAPH-89C1}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28508 (\\N{CJK UNIFIED IDEOGRAPH-6F5C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27700 (\\N{CJK UNIFIED IDEOGRAPH-6C34}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35266 (\\N{CJK UNIFIED IDEOGRAPH-89C2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23519 (\\N{CJK UNIFIED IDEOGRAPH-5BDF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26102 (\\N{CJK UNIFIED IDEOGRAPH-65F6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22855 (\\N{CJK UNIFIED IDEOGRAPH-5947}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29305 (\\N{CJK UNIFIED IDEOGRAPH-7279}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20250 (\\N{CJK UNIFIED IDEOGRAPH-4F1A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37322 (\\N{CJK UNIFIED IDEOGRAPH-91CA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25918 (\\N{CJK UNIFIED IDEOGRAPH-653E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31070 (\\N{CJK UNIFIED IDEOGRAPH-795E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27602 (\\N{CJK UNIFIED IDEOGRAPH-6BD2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32032 (\\N{CJK UNIFIED IDEOGRAPH-7D20}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27597 (\\N{CJK UNIFIED IDEOGRAPH-6BCD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36825 (\\N{CJK UNIFIED IDEOGRAPH-8FD9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21487 (\\N{CJK UNIFIED IDEOGRAPH-53EF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20197 (\\N{CJK UNIFIED IDEOGRAPH-4EE5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20351 (\\N{CJK UNIFIED IDEOGRAPH-4F7F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30701 (\\N{CJK UNIFIED IDEOGRAPH-77ED}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38388 (\\N{CJK UNIFIED IDEOGRAPH-95F4}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20869 (\\N{CJK UNIFIED IDEOGRAPH-5185}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30251 (\\N{CJK UNIFIED IDEOGRAPH-762B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30186 (\\N{CJK UNIFIED IDEOGRAPH-75EA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29978 (\\N{CJK UNIFIED IDEOGRAPH-751A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33267 (\\N{CJK UNIFIED IDEOGRAPH-81F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24184 (\\N{CJK UNIFIED IDEOGRAPH-5E78}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24910 (\\N{CJK UNIFIED IDEOGRAPH-614E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 34987 (\\N{CJK UNIFIED IDEOGRAPH-88AB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35302 (\\N{CJK UNIFIED IDEOGRAPH-89E6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25163 (\\N{CJK UNIFIED IDEOGRAPH-624B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32544 (\\N{CJK UNIFIED IDEOGRAPH-7F20}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32469 (\\N{CJK UNIFIED IDEOGRAPH-7ED5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20405 (\\N{CJK UNIFIED IDEOGRAPH-4FB5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20837 (\\N{CJK UNIFIED IDEOGRAPH-5165}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20307 (\\N{CJK UNIFIED IDEOGRAPH-4F53}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31378 (\\N{CJK UNIFIED IDEOGRAPH-7A92}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24687 (\\N{CJK UNIFIED IDEOGRAPH-606F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32780 (\\N{CJK UNIFIED IDEOGRAPH-800C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20999 (\\N{CJK UNIFIED IDEOGRAPH-5207}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37117 (\\N{CJK UNIFIED IDEOGRAPH-90FD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22320 (\\N{CJK UNIFIED IDEOGRAPH-5730}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30693 (\\N{CJK UNIFIED IDEOGRAPH-77E5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26195 (\\N{CJK UNIFIED IDEOGRAPH-6653}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21442 (\\N{CJK UNIFIED IDEOGRAPH-53C2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19982 (\\N{CJK UNIFIED IDEOGRAPH-4E0E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25552 (\\N{CJK UNIFIED IDEOGRAPH-63D0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20986 (\\N{CJK UNIFIED IDEOGRAPH-51FA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39064 (\\N{CJK UNIFIED IDEOGRAPH-9898}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37324 (\\N{CJK UNIFIED IDEOGRAPH-91CC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21040 (\\N{CJK UNIFIED IDEOGRAPH-5230}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19996 (\\N{CJK UNIFIED IDEOGRAPH-4E1C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35199 (\\N{CJK UNIFIED IDEOGRAPH-897F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20026 (\\N{CJK UNIFIED IDEOGRAPH-4E3A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35760 (\\N{CJK UNIFIED IDEOGRAPH-8BB0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24565 (\\N{CJK UNIFIED IDEOGRAPH-5FF5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29239 (\\N{CJK UNIFIED IDEOGRAPH-7237}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23401 (\\N{CJK UNIFIED IDEOGRAPH-5B69}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21741 (\\N{CJK UNIFIED IDEOGRAPH-54ED}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23433 (\\N{CJK UNIFIED IDEOGRAPH-5B89}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22812 (\\N{CJK UNIFIED IDEOGRAPH-591C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26202 (\\N{CJK UNIFIED IDEOGRAPH-665A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26449 (\\N{CJK UNIFIED IDEOGRAPH-6751}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24196 (\\N{CJK UNIFIED IDEOGRAPH-5E84}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38453 (\\N{CJK UNIFIED IDEOGRAPH-9635}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27875 (\\N{CJK UNIFIED IDEOGRAPH-6CE3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31532 (\\N{CJK UNIFIED IDEOGRAPH-7B2C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20108 (\\N{CJK UNIFIED IDEOGRAPH-4E8C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22825 (\\N{CJK UNIFIED IDEOGRAPH-5929}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26089 (\\N{CJK UNIFIED IDEOGRAPH-65E9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26216 (\\N{CJK UNIFIED IDEOGRAPH-6668}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38271 (\\N{CJK UNIFIED IDEOGRAPH-957F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38160 (\\N{CJK UNIFIED IDEOGRAPH-9510}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30707 (\\N{CJK UNIFIED IDEOGRAPH-77F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22836 (\\N{CJK UNIFIED IDEOGRAPH-5934}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30528 (\\N{CJK UNIFIED IDEOGRAPH-7740}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 39030 (\\N{CJK UNIFIED IDEOGRAPH-9876}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30772 (\\N{CJK UNIFIED IDEOGRAPH-7834}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26087 (\\N{CJK UNIFIED IDEOGRAPH-65E7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24125 (\\N{CJK UNIFIED IDEOGRAPH-5E3D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20294 (\\N{CJK UNIFIED IDEOGRAPH-4F46}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36947 (\\N{CJK UNIFIED IDEOGRAPH-9053}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20174 (\\N{CJK UNIFIED IDEOGRAPH-4ECE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21738 (\\N{CJK UNIFIED IDEOGRAPH-54EA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21448 (\\N{CJK UNIFIED IDEOGRAPH-53C8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20309 (\\N{CJK UNIFIED IDEOGRAPH-4F55}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35831 (\\N{CJK UNIFIED IDEOGRAPH-8BF7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36824 (\\N{CJK UNIFIED IDEOGRAPH-8FD8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25925 (\\N{CJK UNIFIED IDEOGRAPH-6545}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20107 (\\N{CJK UNIFIED IDEOGRAPH-4E8B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30495 (\\N{CJK UNIFIED IDEOGRAPH-771F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30456 (\\N{CJK UNIFIED IDEOGRAPH-76F8}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23646 (\\N{CJK UNIFIED IDEOGRAPH-5C5E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20110 (\\N{CJK UNIFIED IDEOGRAPH-4E8E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20505 (\\N{CJK UNIFIED IDEOGRAPH-5019}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27963 (\\N{CJK UNIFIED IDEOGRAPH-6D3B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25945 (\\N{CJK UNIFIED IDEOGRAPH-6559}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38035 (\\N{CJK UNIFIED IDEOGRAPH-9493}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 40060 (\\N{CJK UNIFIED IDEOGRAPH-9C7C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12289 (\\N{IDEOGRAPHIC COMMA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28216 (\\N{CJK UNIFIED IDEOGRAPH-6E38}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27891 (\\N{CJK UNIFIED IDEOGRAPH-6CF3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21578 (\\N{CJK UNIFIED IDEOGRAPH-544A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35785 (\\N{CJK UNIFIED IDEOGRAPH-8BC9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20013 (\\N{CJK UNIFIED IDEOGRAPH-4E2D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28023 (\\N{CJK UNIFIED IDEOGRAPH-6D77}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 40863 (\\N{CJK UNIFIED IDEOGRAPH-9F9F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26379 (\\N{CJK UNIFIED IDEOGRAPH-670B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21451 (\\N{CJK UNIFIED IDEOGRAPH-53CB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38543 (\\N{CJK UNIFIED IDEOGRAPH-968F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29238 (\\N{CJK UNIFIED IDEOGRAPH-7236}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22478 (\\N{CJK UNIFIED IDEOGRAPH-57CE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24066 (\\N{CJK UNIFIED IDEOGRAPH-5E02}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27599 (\\N{CJK UNIFIED IDEOGRAPH-6BCF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24180 (\\N{CJK UNIFIED IDEOGRAPH-5E74}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25506 (\\N{CJK UNIFIED IDEOGRAPH-63A2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26395 (\\N{CJK UNIFIED IDEOGRAPH-671B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30149 (\\N{CJK UNIFIED IDEOGRAPH-75C5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19990 (\\N{CJK UNIFIED IDEOGRAPH-4E16}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24515 (\\N{CJK UNIFIED IDEOGRAPH-5FC3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27442 (\\N{CJK UNIFIED IDEOGRAPH-6B32}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32477 (\\N{CJK UNIFIED IDEOGRAPH-7EDD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20170 (\\N{CJK UNIFIED IDEOGRAPH-4ECA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24819 (\\N{CJK UNIFIED IDEOGRAPH-60F3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36215 (\\N{CJK UNIFIED IDEOGRAPH-8D77}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32654 (\\N{CJK UNIFIED IDEOGRAPH-7F8E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22909 (\\N{CJK UNIFIED IDEOGRAPH-597D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24518 (\\N{CJK UNIFIED IDEOGRAPH-5FC6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24525 (\\N{CJK UNIFIED IDEOGRAPH-5FCD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20303 (\\N{CJK UNIFIED IDEOGRAPH-4F4F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23558 (\\N{CJK UNIFIED IDEOGRAPH-5C06}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24076 (\\N{CJK UNIFIED IDEOGRAPH-5E0C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33021 (\\N{CJK UNIFIED IDEOGRAPH-80FD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35753 (\\N{CJK UNIFIED IDEOGRAPH-8BA9}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20043 (\\N{CJK UNIFIED IDEOGRAPH-4E4B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 28789 (\\N{CJK UNIFIED IDEOGRAPH-7075}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24471 (\\N{CJK UNIFIED IDEOGRAPH-5F97}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24944 (\\N{CJK UNIFIED IDEOGRAPH-6170}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31085 (\\N{CJK UNIFIED IDEOGRAPH-796D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 33707 (\\N{CJK UNIFIED IDEOGRAPH-83AB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20146 (\\N{CJK UNIFIED IDEOGRAPH-4EB2}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29233 (\\N{CJK UNIFIED IDEOGRAPH-7231}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21527 (\\N{CJK UNIFIED IDEOGRAPH-5417}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20027 (\\N{CJK UNIFIED IDEOGRAPH-4E3B}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35841 (\\N{CJK UNIFIED IDEOGRAPH-8C01}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf\n","问法错误 1339\n","不是 1068\n","不重要 229\n","是 115\n","问法错误。 101\n","不是。 86\n","回答正确。 19\n","回答正确 16\n","是。 15\n","回答: 不重要 7\n","回答: 是 2\n","回答:不是 1\n","回答: 是。 1\n","回答:是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38382 (\\N{CJK UNIFIED IDEOGRAPH-95EE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27861 (\\N{CJK UNIFIED IDEOGRAPH-6CD5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 12290 (\\N{IDEOGRAPHIC FULL STOP}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27491 (\\N{CJK UNIFIED IDEOGRAPH-6B63}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30830 (\\N{CJK UNIFIED IDEOGRAPH-786E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65306 (\\N{FULLWIDTH COLON}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf\n","不是 1241\n","不重要 969\n","是 704\n","回答正确 56\n","问法错误 29\n","重要 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf\n","不是 1360\n","不重要 808\n","是 773\n","回答正确 51\n","问法错误 7\n","重要 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf\n","不是 1117\n","不重要 993\n","是 803\n","问法错误 44\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"}],"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":17,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-00 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-00\n","问法错误 1339\n","不是 1068\n","不重要 229\n","是 115\n","问法错误。 101\n","不是。 86\n","回答正确。 19\n","回答正确 16\n","是。 15\n","回答: 不重要 7\n","回答: 是 2\n","回答:不是 1\n","回答: 是。 1\n","回答:是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65306 (\\N{FULLWIDTH COLON}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\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/Qwen2.5-1.5B-Instruct/shots-05 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-05\n","不是 1170\n","不重要 715\n","问法错误 332\n","是 268\n","回答: 不是 210\n","回答: 是 199\n","回答: 不重要 106\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/Qwen2.5-1.5B-Instruct/shots-10 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-10\n","不是 1237\n","不重要 604\n","问法错误 458\n","是 448\n","回答: 是 151\n","回答: 不是 63\n","回答: 不重要 38\n","回答: 问法错误 1\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/Qwen2.5-1.5B-Instruct/shots-20 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-20\n","问法错误 1534\n","回答: 是 439\n","回答: 不是 422\n","不重要 227\n","不是 222\n","回答: 不重要 106\n","是 45\n","回答: 问法错误 3\n","回答: 是为了纪念爷爷 1\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20026 (\\N{CJK UNIFIED IDEOGRAPH-4E3A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32426 (\\N{CJK UNIFIED IDEOGRAPH-7EAA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24565 (\\N{CJK UNIFIED IDEOGRAPH-5FF5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29239 (\\N{CJK UNIFIED IDEOGRAPH-7237}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\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/Qwen2.5-1.5B-Instruct/shots-30 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-30\n","问法错误 1610\n","回答: 不是 544\n","不是 326\n","回答: 是 323\n","回答: 不重要 133\n","不重要 32\n","是 15\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是他爷爷的,他很珍视它,所以他在离别时哭泣,然后把帽子放在湖边的石头上\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是小男孩爷爷的,小男孩很珍视它,所以他哭泣,然后将帽子放在湖边的石头上\\n回答: 是 1\n","回答错误 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为��。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷在天之灵了吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 男孩的爷爷是否还在\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 男孩把帽子放在湖边是为了寻找他的亲人吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩为什么把帽子放在湖边\\n回答: 回答正确 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人放的帽子\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小孩的哭声\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人是小男孩吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早���,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人是小男孩,还是爷爷\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人是爷爷吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 他放这顶帽子是为了纪念爷爷\\n回答: 是 1\n","回答: 问法错误 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲人\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今��夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的亲生父母\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭声是否属于帽子主人\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭着的人是小男孩,帽子是爷爷的\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚���哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人和死的人不是一个人\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩去世了吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣声是因为小男孩想念爷爷吗\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAowAAAK9CAYAAACuFT3eAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAADSF0lEQVR4nOzddVxUWf8H8M8MDdKlooKAlBKKip3Y7bpry2J3YGKDwRqLGCh2d+uqqGvt+lhrIHZiS5dBzzx/oKMjwyzjojPI5/173dfv4dxzzzn33h388j333BGIxWIxiIiIiIjyIVT2AIiIiIhItTFgJCIiIiK5GDASERERkVwMGImIiIhILgaMRERERCQXA0YiIiIikosBIxERERHJxYCRiIiIiORiwEhEREREcjFgJCK5Hjx4gKZNm8LQ0BACgQD79u0r1PafPHkCgUCAdevWFWq7RVmDBg3QoEEDZQ+DiEiCASNREfDo0SMMGDAAtra20NbWhoGBAWrXro2FCxciLS3tm/bt4+ODGzduYNasWdi4cSOqVq36Tfv7nn799VcIBAIYGBjIvI4PHjyAQCCAQCDA/PnzFW7/1atXmD59OiIiIgphtEREyqOu7AEQkXyHDh3Czz//DC0tLfTq1QuVKlVCZmYmzp49i7Fjx+LWrVtYsWLFN+k7LS0N58+fx6RJkzB06NBv0oe1tTXS0tKgoaHxTdr/N+rq6nj//j0OHjyIX375RWrf5s2boa2tjfT09K9q+9WrVwgICICNjQ08PDwKfNyxY8e+qj8iom+FASORCouKikKXLl1gbW2NkydPolSpUpJ9Q4YMwcOHD3Ho0KFv1n9cXBwAwMjI6Jv1IRAIoK2t/c3a/zdaWlqoXbs2tm7dmidg3LJlC1q1aoXdu3d/l7G8f/8eurq60NTU/C79EREVFKekiVTY3Llz8fbtW6xevVoqWPzI3t4eI0aMkPycnZ2NGTNmwM7ODlpaWrCxscHEiRORkZEhdZyNjQ1at26Ns2fPonr16tDW1oatrS02bNggqTN9+nRYW1sDAMaOHQuBQAAbGxsAuVO5H//356ZPnw6BQCBVdvz4cdSpUwdGRkYoUaIEHB0dMXHiRMn+/J5hPHnyJOrWrQs9PT0YGRmhXbt2uHPnjsz+Hj58iF9//RVGRkYwNDSEr68v3r9/n/+F/UK3bt1w5MgRJCcnS8r++ecfPHjwAN26dctTPzExEWPGjIGrqytKlCgBAwMDtGjRAtevX5fUOX36NKpVqwYA8PX1lUxtfzzPBg0aoFKlSrhy5Qrq1asHXV1dyXX58hlGHx8faGtr5zn/Zs2awdjYGK9evSrwuRIRfQ0GjEQq7ODBg7C1tUWtWrUKVL9v376YOnUqqlSpggULFqB+/foICgpCly5d8tR9+PAhOnXqhCZNmuD333+HsbExfv31V9y6dQsA0LFjRyxYsAAA0LVrV2zcuBEhISEKjf/WrVto3bo1MjIyEBgYiN9//x1t27bF//73P7nH/fnnn2jWrBliY2Mxffp0+Pn54dy5c6hduzaePHmSp/4vv/yCN2/eICgoCL/88gvWrVuHgICAAo+zY8eOEAgE2LNnj6Rsy5YtcHJyQpUqVfLUf/z4Mfbt24fWrVsjODgYY8eOxY0bN1C/fn1J8Obs7IzAwEAAQP/+/bFx40Zs3LgR9erVk7STkJCAFi1awMPDAyEhIWjYsKHM8S1cuBDm5ubw8fFBTk4OAGD58uU4duwYFi9ejNKlSxf4XImIvoqYiFRSSkqKGIC4Xbt2BaofEREhBiDu27evVPmYMWPEAMQnT56UlFlbW4sBiP/66y9JWWxsrFhLS0s8evRoSVlUVJQYgHjevHlSbfr4+Iitra3zjGHatGniz3+tLFiwQAxAHBcXl++4P/axdu1aSZmHh4fYwsJCnJCQICm7fv26WCgUinv16pWnv969e0u12aFDB7GpqWm+fX5+Hnp6emKxWCzu1KmTuHHjxmKxWCzOyckRlyxZUhwQECDzGqSnp4tzcnLynIeWlpY4MDBQUvbPP//kObeP6tevLwYgDgsLk7mvfv36UmVHjx4VAxDPnDlT/PjxY3GJEiXE7du3/9dzJCIqDMwwEqmo1NRUAIC+vn6B6h8+fBgA4OfnJ1U+evRoAMjzrKOLiwvq1q0r+dnc3ByOjo54/PjxV4/5Sx+ffdy/fz9EIlGBjnn9+jUiIiLw66+/wsTERFLu5uaGJk2aSM7zcwMHDpT6uW7dukhISJBcw4Lo1q0bTp8+jejoaJw8eRLR0dEyp6OB3OcehcLcX585OTlISEiQTLdfvXq1wH1qaWnB19e3QHWbNm2KAQMGIDAwEB07doS2tjaWL19e4L6IiP4LBoxEKsrAwAAA8ObNmwLVf/r0KYRCIezt7aXKS5YsCSMjIzx9+lSqvFy5cnnaMDY2RlJS0leOOK/OnTujdu3a6Nu3LywtLdGlSxfs2LFDbvD4cZyOjo559jk7OyM+Ph7v3r2TKv/yXIyNjQFAoXNp2bIl9PX1sX37dmzevBnVqlXLcy0/EolEWLBgASpUqAAtLS2YmZnB3NwckZGRSElJKXCfVlZWCi1wmT9/PkxMTBAREYFFixbBwsKiwMcSEf0XDBiJVJSBgQFKly6NmzdvKnTcl4tO8qOmpiazXCwWf3UfH5+v+0hHRwd//fUX/vzzT/Ts2RORkZHo3LkzmjRpkqfuf/FfzuUjLS0tdOzYEevXr8fevXvzzS4CwOzZs+Hn54d69eph06ZNOHr0KI4fP46KFSsWOJMK5F4fRVy7dg2xsbEAgBs3bih0LBHRf8GAkUiFtW7dGo8ePcL58+f/ta61tTVEIhEePHggVR4TE4Pk5GTJiufCYGxsLLWi+KMvs5gAIBQK0bhxYwQHB+P27duYNWsWTp48iVOnTsls++M47927l2ff3bt3YWZmBj09vf92Avno1q0brl27hjdv3shcKPTRrl270LBhQ6xevRpdunRB06ZN4e3tneeaFDR4L4h3797B19cXLi4u6N+/P+bOnYt//vmn0NonIpKHASORChs3bhz09PTQt29fxMTE5Nn/6NEjLFy4EEDulCqAPCuZg4ODAQCtWrUqtHHZ2dkhJSUFkZGRkrLXr19j7969UvUSExPzHPvxBdZfvurno1KlSsHDwwPr16+XCsBu3ryJY8eOSc7zW2jYsCFmzJiBJUuWoGTJkvnWU1NTy5O93LlzJ16+fClV9jGwlRVcK2r8+PF49uwZ1q9fj+DgYNjY2MDHxyff60hEVJj44m4iFWZnZ4ctW7agc+fOcHZ2lvqml3PnzmHnzp349ddfAQDu7u7w8fHBihUrkJycjPr16+PSpUtYv3492rdvn+8rW75Gly5dMH78eHTo0AHDhw/H+/fvsWzZMjg4OEgt+ggMDMRff/2FVq1awdraGrGxsVi6dCnKlCmDOnXq5Nv+vHnz0KJFC9SsWRN9+vRBWloaFi9eDENDQ0yfPr3QzuNLQqEQkydP/td6rVu3RmBgIHx9fVGrVi3cuHEDmzdvhq2trVQ9Ozs7GBkZISwsDPr6+tDT04OXlxfKly+v0LhOnjyJpUuXYtq0aZLX/KxduxYNGjTAlClTMHfuXIXaIyJSFDOMRCqubdu2iIyMRKdOnbB//34MGTIEEyZMwJMnT/D7779j0aJFkrqrVq1CQEAA/vnnH4wcORInT56Ev78/tm3bVqhjMjU1xd69e6Grq4tx48Zh/fr1CAoKQps2bfKMvVy5clizZg2GDBmC0NBQ1KtXDydPnoShoWG+7Xt7eyM8PBympqaYOnUq5s+fjxo1auB///ufwsHWtzBx4kSMHj0aR48exYgRI3D16lUcOnQIZcuWlaqnoaGB9evXQ01NDQMHDkTXrl1x5swZhfp68+YNevfujcqVK2PSpEmS8rp162LEiBH4/fffceHChUI5LyKi/AjEijwVTkRERETFDjOMRERERCQXA0YiIiIikosBIxERERHJxYCRiIiIiORiwEhEREREcjFgJCIiIiK5GDASERERkVw/5De9nLyboOwh0AdVrI2UPQT6jLaGmrKHQB9k5/AVuKqibJ8tyh4CfZC0qbvS+tapPFRpfaddW6K0vguKGUYiIiIikuuHzDASERERKUTAHJo8vDpEREREJBcDRiIiIiKSi1PSRERERAKBskeg0phhJCIiIiK5mGEkIiIi4qIXuXh1iIiIiEguZhiJiIiI+AyjXMwwEhEREZFcDBiJiIiISC5OSRMRERFx0YtcvDpEREREJBczjERERERc9CIXM4xEREREJBcDRiIiIiKSi1PSRERERFz0IhevDhERERHJxQwjERERERe9yMUMIxERERHJxQwjEREREZ9hlItXh4iIiIjkYsBIRERERHJxSpqIiIiIi17kYoaRiIiIiORihpGIiIiIi17k4tUhIiIiIrkYMBIRERGRXJySJiIiIuKiF7mYYSQiIiIiuRgwEhEREQmEytu+QmhoKGxsbKCtrQ0vLy9cunRJbv2QkBA4OjpCR0cHZcuWxahRo5Cenl7g/hgwEhERERUh27dvh5+fH6ZNm4arV6/C3d0dzZo1Q2xsrMz6W7ZswYQJEzBt2jTcuXMHq1evxvbt2zFx4sQC98mAkYiIiKgIZRiDg4PRr18/+Pr6wsXFBWFhYdDV1cWaNWtk1j937hxq166Nbt26wcbGBk2bNkXXrl3/NSv5OQaMREREREqUkZGB1NRUqS0jI0Nm3czMTFy5cgXe3t6SMqFQCG9vb5w/f17mMbVq1cKVK1ckAeLjx49x+PBhtGzZssBjZMBIREREpERBQUEwNDSU2oKCgmTWjY+PR05ODiwtLaXKLS0tER0dLfOYbt26ITAwEHXq1IGGhgbs7OzQoEEDTkkTERERKUQoUNrm7++PlJQUqc3f37/QTu306dOYPXs2li5diqtXr2LPnj04dOgQZsyYUeA2+B5GIiIiIiXS0tKClpZWgeqamZlBTU0NMTExUuUxMTEoWbKkzGOmTJmCnj17om/fvgAAV1dXvHv3Dv3798ekSZMgFP57/pAZRiIiIqIisuhFU1MTnp6eOHHihKRMJBLhxIkTqFmzpsxj3r9/nycoVFNTAwCIxeIC9csMIxEREVER4ufnBx8fH1StWhXVq1dHSEgI3r17B19fXwBAr169YGVlJXkOsk2bNggODkblypXh5eWFhw8fYsqUKWjTpo0kcPw3DBiJiIiIipDOnTsjLi4OU6dORXR0NDw8PBAeHi5ZCPPs2TOpjOLkyZMhEAgwefJkvHz5Eubm5mjTpg1mzZpV4D4F4oLmIouQk3cTlD0E+qCKtZGyh0Cf0dYo2F+S9O1l5/xwv3qLrLJ9tih7CPRB0qbuSutbp/FspfWddqLgq5WVhc8wEhEREZFcnJImIiIi+srvdC4ueHWIiIiISC5mGImIiIgEAmWPQKUxw0hEREREcjFgJCIiIiK5OCVNRERExEUvcvHqEBEREZFczDASERERcdGLXMwwEhEREZFcDBiJiIiISC5OSRMRERFx0YtcvDpEREREJJfKZRjFYjEAQMCHT4mIiOh7Ydwhl8oEjBs2bMC8efPw4MEDAICDgwPGjh2Lnj17KnlkBXP60G4c37cZqUmJKGNjj879/WDj4CKz7tlj+3HhVDhePX0MAChn54j2PQdK1f9j6ypc/vtPJMXHQk1dA+XsHNGuxwCUd6woqTOpX0ckxkZLtd2+50A069RL8vPtqxdwcOtqvH4WBQ1NTdhX9EAn32EwtSxVmKevUnZu24LN69cgISEeFRwcMXr8JFR0dcu3/olj4Vi+dDFev3qJsuWsMWSEH2rXrS/Zv3LZEhw/egQx0dHQ0NCAk4sLBg4dgUqu7lLtnP3rDNasWIqHD+5DU1MLlT2rYl7IEgDA/Xt3sWHtKly/dhUpyUkoVdoKHTp1RpfuReO/76+1bctmrF+7GvHxcXBwdMKEiVPg6pb/vTh29AhCFy/Eq5cvUc7aBiP9xqBuvU/3QiwWY+mSRdizayfevEmFR+UqmDR1OqytbSR1UpKT8dvsGThz+hSEQiEaN2mK8RMmQVdPT1Ln/r27mD0zELdu3oCxiQm6dusB3z79vsk1UBU7tm3GhnWrkRAfjwoOThjnPxmV5Hwujh8Lx7IlCyWfi+GjxqDOZ5+Lk38ew66d23D39i2kpKRgy469cHRylmrj+fNnCPl9LiKuXUFWZiZq1q6Lcf6TYWpqJqnz9EkUFgbPQ0TEVWRnZcHewRGDhgxHteo1Cv8iqIi+3g4Y1soZFoY6uPksCeM3XMbVxwky6x6c5I06zpZ5yo9FvETn+aclP/v/5IZeDe1hqKuBi/fjMHrtP3gc80ay366kPgK7VoaXgzk01NVw+1kSZu2KxNk7MQCASuWMMLJNRdRwMIeJvhaexb3D2pMPsPzovcI9eSqyVGJKOjg4GIMGDULLli2xY8cO7NixA82bN8fAgQOxYMECZQ/vX13++0/sXrMIrTr3xsTgtShT3h6Lpo9CanKizPr3b1xDtbreGDVzMcbNXQ4TMwssmj4SyQlxkjoWpcuhc//RmLxoI8b8tgymFqWwaPpIvElJkmqrTbd++G3dQcnWoPXPkn3xMa+wbPYEOLp5YlLIOgybvgDvUpOx/Df/b3MhVMDxo0ew8Pc56DNgMNZv3QV7ByeMGNwfiYmyfxlHRlzDFP+xaNO+IzZs2416DRtj3KhhePTwgaROOWsbjJkwCVt27cOKtRtRqrQVhg/qh6TET/f35J/HEDB5PFq364BNO/ZixbpNaNailWT/3Tu3YGxsgoBZc7B19wH82rc/li5egJ3bNn+7i6Fk4UcOY/7cIAwYPATbdu6Fo6MTBg3og4QE2fci4tpVTBg7Gh06dsL2XfvQsFFjjBw2BA8e3JfUWbt6JbZu3ojJ06Zj09Yd0NHRwaD+fZCRkSGp4z9+DB49fIiwVWuxKDQMVy9fRuD0qZL9b9++xcB+fVCqdGls3bkHo0aPQ9jSJdi1Y/u3uxhKdiz8MILn/Yb+A4dg8/Y9cHB0xNCBfZGYz724HnEVk8aPRvsOnbBlx140aOSN0SOG4uFn9yItLQ0elT0xbOQYmW2kvX+PIQP6QCAQIGzlOqxevwVZWVkYNWwQRCKRpN7IYQORnZOD5avWY9O23XBwcMLIoYMQHx8ns92iroOXNWZ2r4I5e2+gweTDuPksCbvHN4SZgZbM+j1D/oLjkN2Sreb4P5CdI8K+i88kdUa0dsGApo7wW3MJTaYdxfuMbOwe3xBaGp/+id82ugHU1YRoN/sEGk4+gpvPkrFtdANYGGoDANxtTBCXmo7+y86h5vhDCD5wE1N/8UC/Jg7f9oKoEoFQeVsRIBB/nANWovLlyyMgIAC9evWSKl+/fj2mT5+OqKgohdo7eVf2L8FvZc6YvrCu4IwuA0YDAEQiESb2aY+GrTpJZfvyI8rJwejuzdC5/2jUaNRCZp209+/g17UJRgQugpN7VQC5GcZGbTqjcdvOMo+5+r+TWP37NCzedQZCYe5/kJGXziJs9ngs3nUGaurfPsFcxdrom/fxud49OsO5oivG+k8GkHsv2jZrhJ+7dodP77wZpEnj/JCWlobgxcs+tdGzS242bPJ0mX28ffsWjetUx5Llq1HNqyays7PRvmUT9B80FG07/FTgsc6dPQNPoh5j6cq1ip3kf6Ctofbd+ure5WdUrOSKiZNzgzWRSISmjeuja7ee6NOvf576Y0ePRFpaGpYsXS4p69H1Fzg6OWHKtECIxWJ4N6iLXr/6wse3DwDgzZs3aFSvFgJn/YYWLVvh8aNH6NC2JbZs34WKlVwBAP/7+y8MGdQfx06egYWFJXZs24LFC0Nw8sxZaGhqAgBCgufj1Mk/sf+P8G99WSSyc77fr95e3X5BxUqVMH7ip3vRsmkDdO7aA7598t6LCWNHIS3tPRYu+XQvfLp3hqOTEyZOCZCq++rlC7Rp4Z0nw3j+3FkMH9wfp85eQokSJQDk3q+GdaojdPlqeNWohaSkJHjXr4lVazehsmfu77V3796iXs2qWLpiDbxq1Cr0ayFL2T5bvks/AHB8ejNce5yAcRsuA8idBb25sANWHr+HkIO3//X4gc0c4d/JHc5Dd+N9Rg4A4M6Sjgg9fAdLDt8BABjoaOBe6E8YsuI89lx4CpMSWngU1gktZxzD+Xu5gXgJbXU8X9UZ7YNO4MytaJl9zfOpBofSBmgXdKIwTr1AkjZ1/259fUmn5UKl9Z12eITS+i4olQhrX79+jVq18v5iqFWrFl6/fq2EERVcdlYWnj26JwniAEAoFMLJvRoe37tZoDYyM9KRk5MNPX2DfPs4e3Q/dPRKoEx5e6l9x3ZvxJgezTFrpA+O7dmMnJxsyb5y9k4QCoQ4f+IQRDk5SHv3FhdPh8PJvep3CRa/t6ysTNy9cxvVvT5NZQmFQlTzqokbkREyj7kRGYFqXjWlymrUrI0bkdfz7WPf7h0oUUIfFRycAAD37txGXGwMBAIBenbuiJbe9TBySH+pLKUs796+gYGhoQJnWHRkZWbizu1bqFHz0+daKBSiRo1aiLx+TeYxkRERqFFD+l7Uql0HkRERAICXL14gPj5OKojQ19eHq5u7pM3r169B38BAEiwCgFfNWhAKhbgRGfmhTgQ8q1aVBIsf+3kSFYXUlJT/duIqKPdzcQvVa0jfi+peNXHjeoTMYyKvR8DLS/p3cs1atRGZT32Z/WZmQiAQQPOz66ylpQWhUIiIq1cAAEZGRrC2KY8/Du5H2vv3yM7Oxu6d22FiYgpnl4r5NV1kaagJ4VHeBKc/C9DEYuDMrWhUszeTc+QnPRvYY8/5J5Jg0dq8BEoa6eD0zU9tpqZl4cqjeFSrkNtm4tsM3H+Vgs51bKGrpQY1oQC/NqqA2JQ0RETJngkDAANdDSS9y/yaU6UfkEpEDfb29tixYwcmTpwoVb59+3ZUqFBB7rEZGRlS01EAkJmZAU1N2en9wvY2NRkiUQ4MjEykyg2MTBDz4mmB2ti7YSkMTcykgk4AuPHP/7B6/lRkZqTDwNgUwwNCUMLASLK/YeufUc7WEbr6Bnh85wb2bQxDalI8OvXJ/UvFzLI0hgWEYNXcydiydC5EohzYOlbCkKm//7eTVlHJScnIycmBian0L14TU1M8ffJY5jEJ8fEwMTX9or4ZEuLjpcrO/nUak8ePRnp6OszMzLE4bBWMjI0BAC9fvgAArFoeihGjx6NUaSts2bAOg/r6YOf+wzA0NMrTb2TENRw/Fo7gRcvy7PsRJCUnIScnB6ZfXFtTU1NERcm+F/Hx8VLPtn2sH58Q/2F/bmbE1Cxvm/Ef7ldCfDxMTKQ/i+rq6jAwNETCh+Pj4+NhZVXmizbMJPt+tCA+OSm/e2GGJ/nM3hT0cyGPq5sHtHV0sGjBfAwZPgoQi7F44e/IycmR3EuBQIBlK9Zi9MghqFvTE0KhEMYmJli8bCUMDH6s+wAApvpaUFcTIi4lXao8LiUdFUrJThh8roqtKVzKGmHYyguSMkuj3CnluNQ0qbqxqemwMNSR/NzhtxPYNLI+nq/sDJFYjLjUdHSaewop72UHhNUrmKGDlzU6zz9V4PMr8rjoRS6VyDAGBARg6tSpaN68OWbMmIEZM2agefPmCAgIQGBgoNxjg4KCYGhoKLVtXRHyfQZeCI7u2oDLf/+JAf6/QeOLINfBtQomhqzHmDnLUbFKDayaO0XquUjvdl3h4FoFZWzsUa9FB3TqPQynDu1CVlbuL4CUpARsDv0NNRq1xITfV8FvdijUNDSwYs4kqMCTCEWKZ7Xq2Lh9D1au34Iatetg4jg/yXOR4g/PY/3aZwAaeTeFs0tFTAmcBYFAgBPHj+Zp69HDBxg7aij6DhiMGrVqf9fzIPpejE1MMGd+CP46cwp1a1RB/drV8ObNGzg5u0Dw4ZktsViMObMDYWJiilXrNmP95h1o0NAbo4YNQlxcrJLPQPX0bGCHW8+S8l0gI888n2qIT01HyxnH0XhaOA5feYGtoxtIAs7POZcxxOZR9TFn7w2cuil7upqKH5UIGH/66SdcvHgRpqam2LdvH/bt2wczMzNcunQJHTp0kHusv78/UlJSpLau/Ud+n4EDKGFgBKFQLc8Cl9TkRBgYm+RzVK7je7fg6J5NGD49BGVs7PPs19LWgUWpMrB1rISewyZCqKaGc3/+kW97Ng4uEOXkICEmdxr/zOHd0NHVQ8dfh6CsrSMqVKwM31HTcC/yMqLu3/qKs1VtRsZGUFNTQ2KCdBYkMSEBJmayp3tMzczyPPifmBAP0y/q6+joomw5a7i6uWPy9JlQU1PDgb27c9swNwcAlLezk9TX1NSElVUZxHzxSMXjRw8xpH9vtO/4M3r3G/h1J1oEGBsZQ01NLc8Cl4SEBJjlcy/MzMyQ8MW9S0hIgNmH7J+ZWe51TojPv01TMzMkJkp/FrOzs5GakgLTD8ebmZnl+W/kY7/5ja0oMzLO717E53u+Bf1c/JuatergwOHjOH76HE6cOY8Zs+ciLjYWZcqUBQD8c/EC/v7rNGbPDYZH5SpwdqkI/8nToKWtjT8O7FOor6Ig4U0GsnNEMDeUDtLMDbURm5KWz1G5dLXU0LGGNTaeeSRVHpOcm600N9CRKrcw+NRmvYqWaFbZCn1Cz+LigzhEPknCmHX/ID0zG13r2kod51jaAPv8G2P9qYf4fX/BHqv6YXDRi1wqM0pPT09s3rwZV65cwZUrV7Bp0yZUrlz5X4/T0tKCgYGB1Pa9pqMBQF0j95U39yKvSMpEIhHuRV6GrWOlfI87tmcTDu9Yi6HTgmFdwTnfep8Ti0XIzsr/eZIXjx9AIBRC3yh3qjQzI13yl/xHHxe/iEU/XoZRQ0MTTs4u+OfSp+kakUiEfy5dgKubh8xjXN08cPmz+gBw6cJ5uLq5y6z/kVgsRlZm7r1wcq4ITU1NPHvyRLI/OysLr169QslSpSVljx8+wOB+vmjVph0GDRup2MkVMRqamnB2qYiLF85LykQiES5ePA83d9mfazcPD1y8IH0vLpw/BzcPDwCAVZkyMDMzx8WLn9p8+/YtbkRel7Tp7l4Zb1JTcfvWp3/oLl28AJFIJHmdj7u7B65cvoysrCypfmzKl//hpqOBj5+LivjnovS9+OfiBbi6e8g8xs3dA5c+qw8AFy+cg1s+9f+NsbEx9A0McOniBSQmJqBeg4YAgPT03IBGKJSeChQKBJLM/Y8kK0eEiKhE1K9YUlImEAD1KpbEPw/lT/e3q24NTXU17Pif9GMET+PeIjo5DfUrfnr1jr6OOjztzPDPg9w2dTVznz778pKKxLnX+iMnK0McmOSNbX9HYeZO2c9xU/Gl1GcYhULhv76gWyAQIDs7W24dZWvcrgvWL5yJcvZOsKnggpMHtyMjPR01vVsDANYtCISRqTna9xoEADi6eyP+2LIKvqOnw9SiFFKScv+S19LWgbaOLjLS03Bk53q4Va8DQ2NTvE1NwZnDu5GcEI8qtRsBAB7fvYGo+7fh6FoFWjq6iLp7EzvXLET1+s2gVyL3WZhKVWvh5IHtOLRtDarVa4L0tPfYvzEMJhYlUdb2x3xVQteevyJwij+cXSrBpZIrtm3egPS0NLRul5upnj55AswtLDBkuB8AoHO3nhjY1webN6xF7br1cTz8MO7cvgn/qbkrQdPS3mPtyuWo26ARzMzMkJycjF3btyAuNgaNmzQDAJQoUQIdOnXGimVLYGFZEqVKl8am9WsAAI2b5tZ59PABhvTzhVet2ujW00fyPJ1QqAbjL565+1H09PHFlInjUbFiJVRydcOmjeuRlpaG9h06AgAm+Y+DhYUlRozKfbtA9x690OfXnli/bg3q1auP8COHcevmTUyZnvtYikAgQPeevbBy+TJYl7OGVZkyCF28EOYWFmjU2BsAYGtnh9p16iJg2hRMnhqA7OwsBM2ageYtWsHCIvcf1Bat2iBsaSimT50E3z798PDBA2zetAFjx/24r5vq0etXTJs8Ac4uufdiy6bce9G2fe69mDpxPMwtLTBsRO696Nq9J/r17oWN69egTr0GOHbkEG7fuoVJUz89IpSSkozo168lU8dPn+QGMqZmZpJs8IF9u1G+vB2MTExw43oE5s+ZhW49fWBTPjer5epeGfoGBpg2aQL6DRwCLS0t7N29Ey9fvkSdeg2+1+X5rpYeuYulA2riWlQCrj5KwKDmTtDTUsPmM7nP9i4bUBOvk9IQuCNC6rieDexw+MpzJL3NmzQIC7+LMe0r4XHMGzyNfYeJndwQnfweh648BwBcehCP5HeZWDqgJubtu4G0zBz4NLSHtbkejkW8BJA7Db3f3xsnb7xG6JE7ktft5IjESHiTkadPKn6UGjDu3bs3333nz5/HokWLpN7Xpaqq1vXG29Rk/LFlZe6Lu8tXwLBpwZKFMInxMRAIP2X6/grfi+zsLKycM0mqnVZdeqN1174QCoWIefEUK04exrvUFOjpG8K6ghNGBy1F6XK5v2jVNTRx+e8/cWjbamRnZcLUojQat+2Cxu26SNpzcqsKX7/pOL53M47v3QwNLS3YOlbCsGnB0NT6flnY76lJsxZITkrEimWLkRAfDwdHJ4QsXS5Z1BDz+jWEn2Vd3TwqY8bsuQgLXYRli0NQtpw15i5YDDv73MVWQqEanj6JwuHRI5CcnARDIyM4V6yE5Ws2wtb+04Ks4aPGQE1dDdMnT0BGRjoqVXLD0hVrJA/unzx+FElJiQg/dBDhhw5KjitVqjT2Hfnze1ya7655i5ZISkzE0iWLEB8fB0cnZyxdvkoyrRn9xb3wqFwFQXPnY8miECwOCUY5axuELA5FhQqf/rjx7dMPaWlpCJw+FW/epKJyFU8sXb4KWp/99xw0Zz6CZs1A/z4+khd3T/jwmiUgd2V12MrVmD0zEF1/7ggjY2MMGDgYnX6R/XqqH0HT5i2RlJSIsKWLkRAfBwdHZyxetlLyuYiOfgXBZ1k+d48qmPXbfCxbHILQRQtQrpwNfl+4BPaf3Yszp08iYMqnhYr+43L/COs/cAgGDB4GAHjy5AmWLFyAlJQUlLYqjd79BqJ7z18lxxgbG2PJspUIXRyCgX19kJ2dDVs7ewQvDIWDo9O3vCRKs/fiU5gZaGHiT+6wMNTGjadJ6DT3FOJSc6eWy5jpQfTFM+b2pfRR09ECHX6T/XqbhX/chq6WOhb09oKhriYu3I9Fp7mnkJGV++9n4tsMdJp7CpN/dsd+f2+oqwtx90Uyugf/hZvPkgEAbauXg7mhNjrXKY/OdcpL2n4W9xbuo/Z/gyuhgorI1LCyqMR7GD937949TJgwAQcPHkT37t0RGBgIa2trhdr43u9hpPx97/cwknzf8z2MJN/3fA8jyfc938NI8in1PYxtliqt77SDg5XWd0GpTDj96tUr9OvXD66ursjOzkZERATWr1+vcLBIREREpDCBQHlbEaD0gDElJQXjx4+Hvb09bt26hRMnTuDgwYOoVCn/BSNERERE9P0o9RnGuXPnYs6cOShZsiS2bt2Kdu3aKXM4RERERCSDUgPGCRMmQEdHB/b29li/fj3Wr18vs96ePXu+88iIiIioWOGiF7mUGjD26tXrX1+rQ0RERETKpdSAcd26dcrsnoiIiCgXE1hyMf9KRERERHIpNcNIREREpBL4DKNcvDpEREREJBcDRiIiIiKSi1PSRERERFz0IhczjEREREQkFzOMREREVOzxvdDyMcNIRERERHIxYCQiIiIiuTglTURERMUep6TlY4aRiIiIiORihpGIiIiICUa5mGEkIiIiIrmYYSQiIqJij88wyscMIxERERHJxYCRiIiIiOTilDQREREVe5ySlo8ZRiIiIiKSixlGIiIiKvaYYZSPGUYiIiIikosBIxERERHJxSlpIiIiKvY4JS0fM4xEREREJBczjERERERMMMrFDCMRERERycUMIxERERV7fIZRPmYYiYiIiEguBoxEREREJBenpImIiKjY45S0fMwwEhEREZFczDASERFRsccMo3zMMBIREREVMaGhobCxsYG2tja8vLxw6dKlfOs2aNAAAoEgz9aqVasC98eAkYiIiKgI2b59O/z8/DBt2jRcvXoV7u7uaNasGWJjY2XW37NnD16/fi3Zbt68CTU1Nfz8888F7pMBIxERERV7sjJw32tTVHBwMPr16wdfX1+4uLggLCwMurq6WLNmjcz6JiYmKFmypGQ7fvw4dHV1GTASERERFRUZGRlITU2V2jIyMmTWzczMxJUrV+Dt7S0pEwqF8Pb2xvnz5wvU3+rVq9GlSxfo6ekVeIwMGImIiIgEytuCgoJgaGgotQUFBckcZnx8PHJycmBpaSlVbmlpiejo6H89zUuXLuHmzZvo27dvAS9MLq6SJiIiIlIif39/+Pn5SZVpaWl9k75Wr14NV1dXVK9eXaHjGDASERFRsafM1+poaWkVOEA0MzODmpoaYmJipMpjYmJQsmRJuce+e/cO27ZtQ2BgoMJj5JQ0ERERURGhqakJT09PnDhxQlImEolw4sQJ1KxZU+6xO3fuREZGBnr06KFwv8wwEhERERUhfn5+8PHxQdWqVVG9enWEhITg3bt38PX1BQD06tULVlZWeZ6DXL16Ndq3bw9TU1OF+2TASERERMVeUfqml86dOyMuLg5Tp05FdHQ0PDw8EB4eLlkI8+zZMwiF0pPI9+7dw9mzZ3Hs2LGv6pMBIxEREVERM3ToUAwdOlTmvtOnT+cpc3R0hFgs/ur+GDASERFRsVeUMozKwEUvRERERCQXA0YiIiIikotT0kRERESckZaLGUYiIiIikosZRiIiIir2uOhFPmYYiYiIiEguZhiJiIio2GOGUb4fMmA01dNU9hDogzdp2coeAn1GW0NN2UOgD8T4+hfoUuES5YiUPQQilccpaSIiIiKS64fMMBIREREpglPS8jHDSERERERyMcNIRERExR4zjPIxw0hEREREcjFgJCIiIiK5OCVNRERExBlpuZhhJCIiIiK5mGEkIiKiYo+LXuRjhpGIiIiI5GKGkYiIiIo9ZhjlY4aRiIiIiORiwEhEREREcnFKmoiIiIo9TknLxwwjEREREcnFDCMRERERE4xyMcNIRERERHIxYCQiIiIiuTglTURERMUeF73IxwwjEREREcmlEgHjhg0bkJGRkac8MzMTGzZsUMKIiIiIqDgRCARK24oClQgYfX19kZKSkqf8zZs38PX1VcKIiIiIiOgjlQgYxWKxzAj7xYsXMDQ0VMKIiIiIiOgjpS56qVy5siQd27hxY6irfxpOTk4OoqKi0Lx5cyWOkIiIiIqDojI1rCxKDRjbt28PAIiIiECzZs1QokQJyT5NTU3Y2Njgp59+UtLoiIiIiAhQcsA4bdo0AICNjQ06d+4MbW1tZQ6HiIiIiilmGOVTifcw+vj4AMhdFR0bGwuRSCS1v1y5csoYFhERERFBRQLGBw8eoHfv3jh37pxU+cfFMDk5OUoaGRERERULTDDKpRIB46+//gp1dXX88ccfKFWqFNPCRERERCpEJQLGiIgIXLlyBU5OTsoeChERERF9QSUCRhcXF8THxyt7GERERFRMcXZTPpV4cfecOXMwbtw4nD59GgkJCUhNTZXaiIiIiEh5VCLD6O3tDQBo3LixVDkXvRAREdH3wAyjfCoRMJ46dUrZQyAiIiKifKhEwFi/fn1lD4GIiIiI8qESAeNH79+/x7Nnz5CZmSlV7ubmpqQRERERUXHAGWn5VCJgjIuLg6+vL44cOSJzP59hJCIiIlIelVglPXLkSCQnJ+PixYvQ0dFBeHg41q9fjwoVKuDAgQPKHh4RERH94AQCgdK2okAlMownT57E/v37UbVqVQiFQlhbW6NJkyYwMDBAUFAQWrVqpewhEhERERVbKpFhfPfuHSwsLAAAxsbGiIuLAwC4urri6tWryhwaERERFQMCgfK2okAlAkZHR0fcu3cPAODu7o7ly5fj5cuXCAsLQ6lSpZQ8OiIiIqLiTSWmpEeMGIHXr18DAKZNm4bmzZtj8+bN0NTUxLp165Q7OCIiIqJiTiUCxh49ekj+t6enJ54+fYq7d++iXLlyMDMzU+LIiIiIqDgoKotPlEUlpqQDAwPx/v17yc+6urqoUqUK9PT0EBgYqMSREREREZFKBIwBAQF4+/ZtnvL3798jICBACSMiIiKi4oSLXuRTiYBRLBbLTAVfv34dJiYmShgREREREX2k1GcYjY2NJS+tdHBwkAoac3Jy8PbtWwwcOFCJIyQiIiIipQaMISEhEIvF6N27NwICAmBoaCjZp6mpCRsbG9SsWVOJIyQiIqLiQCgsInPDSqLUgNHHxwfZ2dkQCARo1KgRypYtq8zhEBEREZEMSn+GUV1dHYMGDYJIJFL2UIiIiKiY4qIX+ZQeMAJA9erVce3aNWUPg4iIiIhkUIkXdw8ePBijR4/Gixcv4OnpCT09Pan9bm5uShoZERERFQd8cbd8KpFh7NKlC6KiojB8+HDUrl0bHh4eqFy5suT/ExEREdEnoaGhsLGxgba2Nry8vHDp0iW59ZOTkzFkyBCUKlUKWlpacHBwwOHDhwvcn0pkGKOiopQ9BCIiIqIiYfv27fDz80NYWBi8vLwQEhKCZs2a4d69e7CwsMhTPzMzE02aNIGFhQV27doFKysrPH36FEZGRgXuUyUCRmtra2UPgYiIiIqxojQjHRwcjH79+sHX1xcAEBYWhkOHDmHNmjWYMGFCnvpr1qxBYmIizp07Bw0NDQCAjY2NQn2qRMAIAI8ePUJISAju3LkDAHBxccGIESNgZ2en5JEVTPj+HTi4YyOSExNgbVcBvYeOhb1TJZl1nz95hO3rwhD14C7iYl7DZ5AfWv3ULU+9xPhYbFq5GBGXziEjIx0lS5fB4LHTYOfoAgBIT3uPzasW45//ncGb1BRYlCyNFh06o2mbTpI2pvv1x+3Iq1LterfuiP4jJxbi2auW/bu2YcfmdUhMjIedvQOG+vnDqaJrvvXPnDiGdSuWIDr6FazKlEO/IaPgVauuZH/a+/dYtTQE//vrJFJTUlCytBU6/NwNbTr+Iqnz6sVzLF/8O25GXkNWZiaq1qiNYaP9YWxiKqnz4N5trAwNwb07tyAUClG3oTcGDR8LHV3db3MhVMC2LZuxfu1qxMfHwcHRCRMmToGrnGeSjx09gtDFC/Hq5UuUs7bBSL8xqFuvvmS/WCzG0iWLsGfXTrx5kwqPylUwaep0WFvbSOqkJCfjt9kzcOb0KQiFQjRu0hTjJ0yC7mfPRt+/dxezZwbi1s0bMDYxQdduPeDbp983uQaqYse2zdi4bg0S4uNRwcEJY/0noZJr/vfiz2PhWLZkEV6/eomy5awxbNRo1Kmbey+ys7KwdMlC/O/vv/DyxQuU0C+B6l41MWzkaJh/yG68evkSq1YsxeWLF5GQEA8zcwu0bNUGvfsPgIaGpqRO2xbeefpeu3ErXN09Cv8iqIi+TRwwvE1FWBrq4OazJIxddwlXHyXIrPvHlCao61IyT/nRay/wy9xTAIA21cqit7cDPMqbwkRfC3Um/IEbT5Ok6pe3KIEZPTxR09ECmupCnIh8hbHr/kFcSrqkzpj2ldC0shVcrU2QmS2Cdd/thXjWJE9GRgYyMjKkyrS0tKClpZWnbmZmJq5cuQJ/f39JmVAohLe3N86fPy+z/QMHDqBmzZoYMmQI9u/fD3Nzc3Tr1g3jx4+HmppagcaoEs8wHj16FC4uLrh06RLc3Nzg5uaGixcvomLFijh+/Liyh/evzp06hg1hC9CpZz/MCdsEa1sHzJowDClJiTLrZ6Snw7JUGXTrOxRGnwUUn3v7JhVTRvSBuro6JgYtxILVO9Br4Cjo6RtI6qxftgAR/5zHsAmBWLBmJ1p17Io1i+fh8rkzUm01btkBK3aES7Ye/YYX3smrmFN/hiNs0Tz07DMQYeu2w7aCIyaMGoikRNm/jG9FRmDWtPFo3qYDwtbvQO16jTBt/AhEPXogqbNs0Tz8c+F/mDA9CGu27UPHzj2wODgI5/7O/WWdlvYe40cOgEAgwLzFKxGyfD2ys7Mwecwwyeui4uNiMW5Yf5QuUxZLVm1C0IJlePr4EebOnPztL4qShB85jPlzgzBg8BBs27kXjo5OGDSgDxISZN+LiGtXMWHsaHTo2Anbd+1Dw0aNMXLYEDx4cF9SZ+3qldi6eSMmT5uOTVt3QEdHB4P695H6Res/fgwePXyIsFVrsSg0DFcvX0bg9KmS/W/fvsXAfn1QqnRpbN25B6NGj0PY0iXYtePH/cfxWPhhLJg3B/0GDsGm7bvh4OiIYQP7ITGfe3E94homjR+Ddh1+wuYde9CgUWOMGTEMDz/ci/T0dNy9cxt9BwzCpu27MS94EZ4+eQK/4YMlbTyJegyxSIyJUwOwfe9B+I2dgN07tyN0YUie/pauWIPwk39JNmeXit/kOqiCjjWsMbtnVczZHYl6Ew/h5tMk7J3QGGYG2jLr9ww+gwoDd0o2r7EHkJ0jwr4LTyV1dLXUcf5eLKZtvSqzDV0tdeyd6A2IgTYzj6PZ9KPQUFPD9jENpbJqGupC7LvwDKv/vC+znR/dx2+eU8YWFBQEQ0NDqS0oKEjmOOPj45GTkwNLS0upcktLS0RHR8s85vHjx9i1axdycnJw+PBhTJkyBb///jtmzpxZ4OujEgHjhAkTMGrUKFy8eBHBwcEIDg7GxYsXMXLkSIwfP17Zw/tXf+zejMYt26Nh87YoY22LfiP9oamljVPhB2TWt3eqiJ4DRqB2w2aSv7S/tH/bepiaW2Lw2Gmwd6oEi1JWcK9aAyVLl5HUuX/7Ouo3bY2KHlVhUbI0vFt3hLVdBTy8e0uqLS1tbRiZmEk2Xb0ShXfyKmb31g1o2fYnNG/dHtbl7TBy3BRoaekg/I99Muvv2bEZ1bxqo3MPX1jb2MJ3wFDYOzpj/65tkjq3b0Sgacu28KhSDSVLWaF1+06ws3fA3ds3AeQGnTGvX2HslBmwtXeArb0Dxk2Zift3b+Ha5dyHkC/87y+oqatj+JhJKGtdHk4ulTBi3GT8fepPvHz+7JtfF2XYuH4tOnb6Be07/AQ7e3tMnhYAbW1t7NuzW2b9zZs2oFaduvi1d1/Y2tlh6PCRcHZxwbYtmwDkZhc3b9yAfgMGoWEjbzg4OmFm0FzExcbi5Ik/AQCPHz3C/87+jWmBM+Hm5o4qnlUxYeJkhB85hNjYGADA4T8OICsrC4EzZsPevgJatGyFrt17YuOGtd/nwijB5g3r0f6nn9G2fUfY2tnDf8p0aOto48C+PTLrb9u8ATVr10Ev3z4ob2uHQUNHwMnZGTu2bQEAlNDXx9IVa9CkWQvYlC8PV3cPjJs4GXdu30L061cAgFp16mLajNmoUas2ypQpi/oNG6GHjy9OncibBDA0MoKZmblkU/8wZfYjGtLKBetPPsDmM49w72UKRq6+gPeZOejZQPZsWtK7TMSmpEu2hq6l8D4jG/sufvq9sf1sFObuuYHTN17LbKOGgznKmethUNg53H6ejNvPkzFo2f9Q2dYU9St+yl4G7YrE0iN3cPtZksx26Nvx9/dHSkqK1PZ5BvG/EolEsLCwwIoVK+Dp6YnOnTtj0qRJCAsLK3AbKhEw3rlzB3369MlT3rt3b9y+fVsJIyq47KwsPL5/F65VvCRlQqEQrlWq4/7tyK9u9/L5v2Dr4IzgwPHo26kJxg3ohj8P7ZWq4+Dijivn/kJifCzEYjFuRlzG6xfP4Fa1hlS9v08cQZ+OjTG67y/YsmoJMtLT8SPKysrC/Xt3UKXap/MXCoWoUs0Lt29el3nM7ZvXUaWal1RZNa9aUvVdXD1w7uxpxMfGQCwWI+LKJbx4/hRVq+d+bWVWZiYgEEgF/5qaWhAIhbj54XGArKxMaGhoQCj89JHT0srNKNyM/PHeQZqVmYk7t2+hRs1akjKhUIgaNWoh8rrs842MiECNGtJfBVqrdh1ERkQAAF6+eIH4+Dh41fjUpr6+Plzd3CVtXr9+DfoGBqhY6dMjCF41a0EoFOJGZOSHOhHwrFoVGpqaUv08iYpCakrKfztxFZSVlYm7d27B67NrKxQKUd2rJiKvR8g8JvL6dVT3kr4XNWvVwY186gPA27dvIBAIUOKzWRBZdQw++wrYj/yGD0GT+rXRx6c7zpw6Kf+EijANNSE8ypvg9M1PWSCxGDh98zWqVTAvUBs9G9hjz/mneJ+RXeB+NTXUIBYDGVk5krL0rByIxGLUcMy7QIK+Py0tLRgYGEhtsqajAcDMzAxqamqIiYmRKo+JiUHJknkfXwCAUqVKwcHBQWr62dnZGdHR0cjMzCzQGFUiYDQ3N0fEh38UPhcRESFztY8qSU1JhkiUAyNjE6lyI2MTJCfJnu4piNjXL3H84G6UtCqHSUGL0bRNJ6wNnY/Tx/6Q1Ok9dCysrMtjYJeW6Na8Bmb7D0OfYePg4lZFUqdOo+YYNmEGps1fjvZdffHXn4ex+LcpXz0uVZaSnARRTo7Uc4MAYGxiiqSEeJnHJCXE56lvZGKKxM/qD/Xzh7WNLbq0a4LmdT3hP2oQho2eCLfKVQEAzpXcoK2tg1WhC5Cenoa0tPdYvvh3iHJykBif205lz+pITEjA9k1rkZWVhTepqVi1LAQAkBAfV1iXQGUkJSchJycHpqbS19bU1BTx8bLvRXx8PExNzfLW/3Av4j9cJ1Oz/NtMiI+HiYn0Z1FdXR0GhoaS6xwfHw+TPP2YSfb9aJKTkpGTkwOTL+6FiakpEvI53wQZ10he/YyMDCxe8DuatWiFEiVkz2A8f/YU27duRsdOn5791dXVxcgx4zFn/gKEhIbBo3IVjBk59IcNGk0NtKCuJkRsSppUeVxKOiyNdP71+Cp2pqhYzhjrTz3417qf++dBHN5lZCOgWxXoaKpBV0sdM3t4Ql1NiJIF6Le4UOaUtCI0NTXh6emJEydOSMpEIhFOnDiBmjVryjymdu3aePjwodS36t2/fx+lSpWCpqbsmc4vqcSil379+qF///54/PgxatXKzR7873//w5w5c+Dn5yf3WFkPimZmZEIzn8i8qBCJRbBzcEG3PkMAAOUrOOHZk0c4fnA3GjRtDQA4sm87Hty5gXEzgmFuWQp3Iq9i9eK5MDY1h5tnbtbMu3VHSZvlbO1hbGKGwLGDEP3qhdT0NuVv384tuHMrEjPmLoJlqdKIvHYFi3+fDVMzC3hWrwEjYxNMnTUfC+fNxN6dWyAQCtGoSQtUcHSG4MOX2dvY2mPclBkIWzQfq8MWQU0oRPufu8HYxFQq60hU1GRnZWHCmFEQi8WYMHmazDqxMTEYNqg/vJs0Q4fPAkYjY2P06PWr5OeKlVwRFxuLjevWoH7DRt966EVOrwb2uPksKd8FMvlJeJOBX0P+QnAfLwxs5gSRWIxd554g4nECRGLxNxotfUt+fn7w8fFB1apVUb16dYSEhODdu3eSVdO9evWClZWV5DnIQYMGYcmSJRgxYgSGDRuGBw8eYPbs2Rg+vOBrGlQiYJwyZQr09fXx+++/S+bsS5cujenTp//ryQQFBSEgIECqbMDICRjk931WARsYGkEoVEPyFwtckpMSYWQse0FLQRibmKGMdXmpsjLlyuPi37l/eWdmpGPrmlCMnT4fVWrUAQBY21bAk0f3cXDnJknA+KWPK7ejXz7/4QJGQyNjCNXU8ixwSUpMgPEX2ZKPjE3N8tRPTkyQZFcy0tOxJmwRpv8Wghq16wEAbO0d8OjBXezcsg6e1XOnv6t61cLGXYeRkpwENTU1lNA3wM+tGqLBZ9e4cbNWaNysFZISE6CtrQMIgN3bNqLUD3YfAMDYyBhqamp5FrgkJCTAzEz2vTAzM0PCF5nghIQEmH24F2ZmuVN2CfEJMDe3kKrj6OQEADA1M0NiovRnMTs7G6kpKTD9cLyZmZlUBjm3jXjJvh+NkbER1NTU8ixwSUxIgGk+52sq4xrJqp+dlYUJY0ch+vUrLFu1VmZ2MS42FgP7+sDN3QOTpgX+63grubnh4oVz/1qvKEpIzUB2jggWhtJZPXNDbcQkp+VzVC5dLXV0rGWD2TtlP17zb07eeA2Pkftgoq+FnBwRUt5n4f6yTnhy/u1XtfcjKkqv1encuTPi4uIwdepUREdHw8PDA+Hh4ZKFMM+ePZNKRpQtWxZHjx7FqFGj4ObmBisrK4wYMUKhdSIqkdoQCAQYNWoUXrx4IXnY88WLFxgxYsS/pmplPSjaZ8jo7zRyQF1DA7YOTrh59dMb1kUiEW5e+wcOLl//lYaOFd3x6vlTqbJXL57C3LIUgNx/BHOysyUZrI+EQiHEYhHy8+TRPQDIN4AqyjQ0NODg6Iyrly9KykQiEa5dvgiXSu4yj3Gp5I5rn9UHgCuXLkjqZ+dkIzs7G8I811kNYhl/mRsaGaOEvgGuXb6I5KRE1KrbIE8dYxNT6Ojq4vSfR3OnFqrXyFOnqNPQ1ISzS0VcvPDpFQ8ikQgXL56Hm7vsb29y8/DAxQsXpMounD8HNw8PAIBVmTIwMzPHxYuf2nz79i1uRF6XtOnuXhlvUlNx+9ZNSZ1LFy9AJBJJXufj7u6BK5cvIysrS6ofm/LlZT5fV9RpaGjCybkiLl38dG1FIhH+uXgBbvm8usbN3R3/XJS+FxcvnJN61c3HYPHZ06dYumINjIyM87QTGxODAX16wcm5IqbNmF2gbPr9u3clfxz8aLJyRIiISkT9Sp+eMxMIgPoVS+KfB/IfTWnvVQ5a6mrYfvbxfxpD4psMpLzPQr2KJWFuoI3DV178p/ZIeYYOHYqnT58iIyMDFy9ehJfXp0TR6dOnsW7dOqn6NWvWxIULF5Ceno5Hjx5h4sSJBX6lDqAiGcaPYmNjce9ebkDj5OQEc/N//6Uh6z1Fmilvvsn48tP6p+4InTsdto4usHesiMN7tiAjPQ0NmrcBACz5bSpMzCzQre9QALm/aF88zf3QZ2dnITE+Dk8e3oO2ji5KWpUFALT6qRumjOiNPVvWoFb9Jnh49xZOHN6L/qMmAQB09UrAxa0KNq1YCE1NLZhblsLtyKs4c/wwfAaOAgBEv3qBsyfDUaV6bZQwMMSzxw+wflkwnN2qwNq2wne9Rt/LT117Ye6MyXB0coFjRVfs2bYJ6elpaN66PQDgt4CJMDO3RN/BIwAAHX/pDr/BvbFzy3p41aqHU38ewf27tzBqQu5rWPT0SsCtclWsWBIMTS1tWJYshchrV3D8yEEMHDFG0m/4H/tQzqY8jIxMcPvmdYQumIOfuvRE2c+yxPt2bkVFN3fo6OjiyqULWLEkGH0Hj5C7SKAo6+njiykTx6NixUqo5OqGTRvXIy0tDe075D4mMcl/HCwsLDFiVO4feN179EKfX3ti/bo1qFevPsKPHMatmzcxZXpuVkogEKB7z15YuXwZrMtZw6pMGYQuXghzCws0apz7Lj9bOzvUrlMXAdOmYPLUAGRnZyFo1gw0b9EKFha5f3m3aNUGYUtDMX3qJPj26YeHDx5g86YNGDuu8FYkqpruvXwwfbI/XFwqoaKrK7Zs2oC0tDS0ad8BADB14nhYWFpi6IjcR4C6dO+F/r17YdP6tahTrz6OHjmM27duYeLU3Nmc7KwsjBs9Evfu3MaCJcuQI8qRPGNqaGgIDQ1NSbBYqlRpjBw9DkmfzcJ8DAj/2L8P6hoacHJ2BgCc/PM4Duzbg8nTZ3y3a/O9hR66jWWDauPa4wRceRiPwS2coaeljk1nHgEAwgbVwuukNARsk14c1rOhPQ5dfo6kt3kXKBjraaKMmR5KGudmLiuUyv2dEpOchtgP71nsXt8O916mICE1HdUczDGnVzWEHrmDh69TJe2UMdWFcQktlDHTg5pQAFfr3D8CHke/wTsFFtkUVfwuaflUImB88+YNBg8ejK1bt0oeyFRTU0Pnzp0RGhoKQxX/q79Ww6ZITUnCjnVhSE5KgI2dAyYGLZZMScfHRkPw2V/WiQlxGDewu+Tngzs34uDOjXBxq4LpwSsA5L56Z0zAfGxZtQS7N66CRanS8Bk0GnUbt5AcN3LybGxZHYpFQVPw9k0qzC1LomvvQWjS5icAuQ/737h6CYd3b0VGehpMLSzhVbcROnbPuyL9R9HQuzlSkpKwbtVSJCXEw66CI4IWLJMsbImNiZbKclR088DEgN+wdsVirAlbBKuy5RAwZyHK230KqCfPmIvVyxYiaJo/3qSmwLJkKfQeOAxtOnx6Fuv5sydYvWxh7v5SVuj+az/81KWn1Nju3r6B9auWIj3tPcpal8fI8VPQpEWbb3xFlKd5i5ZISkzE0iWLEB8fB0cnZyxdvkoyrRn9+jWEgk/3wqNyFQTNnY8li0KwOCQY5axtELI4FBUqOEjq+Pbph7S0NAROn4o3b1JRuYonli5fJfVHY9Cc+QiaNQP9+/hIXtw9wf/T+y719fURtnI1Zs8MRNefO8LI2BgDBg5Gp186f4erohxNm7dEUlISwpYuQkJ8PBwcnbF42QrJYp/o6NdSnwt3j8qY9ds8LF28EKGLFqBsOWvMX7gY9h/uRWxsLP46nft4TLefO0j1FbZ6PapWq46LF87h+bNneP7sGVo2aSBV53LkHcn/Xr1iGV6/egU1dTXY2Nhi9txgeDdt9i0ug0rYc+EpTA20MbGTOyyNdHDjaRI6/nZS8gLtMmZ6EH0xeWFfygC1nCzRfvafMtts4VkGywbVlvy8dkTu4zNBu67jt925bweoUMoA07pUhnEJTTyLe4f5+24g9PAdqXYm/uyB7vU/vd7n7G+5z8u3CjyGs3ekV+RS8SMQy5pX+846d+6Ma9euYfHixZIVPufPn8eIESPg4eGBbdu2/UsL0q4//74ZRsqfiV7BVl/R92FuULQXg/1IsnLyf3SEvq8yv25W9hDog5StPf+90jdSOUB5q/OvTVP9RV4qkWH8448/cPToUdSpU0dS1qxZM6xcuRLNmzdX4siIiIioOOCMtHwqsejF1NRU5rSzoaEhjI3zPkhNRERERN+PSgSMkydPhp+fn9R3IEZHR2Ps2LGYMuXHfMk0ERERqY6i8uJuZVGJKelly5bh4cOHKFeuHMqVKwcg9x1CWlpaiIuLw/LlyyV1r16V/eXqRERERPRtqETA2L59e2UPgYiIiIjyoRIB47Rpsr9OioiIiOh7KCIzw0qjEgHj596+fSv15dgAYGDwY77YmIiIiKgoUImAMSoqCkOHDsXp06eRnp4uKReLxRAIBMjJyVHi6IiIiOhHV1QWnyiLSgSMPXr0gFgsxpo1a2BpacmbRkRERKRCVCJgvH79Oq5cuQJHR0dlD4WIiIiKIeaq5FOJ9zBWq1YNz58/V/YwiIiIiEgGlcgwrlq1CgMHDsTLly9RqVIlaGhoSO13c3NT0siIiIiISCUCxri4ODx69Ai+vr6SMoFAwEUvRERE9F1w/YR8KhEw9u7dG5UrV8bWrVu56IWIiIhIxahEwPj06VMcOHAA9vb2yh4KERERFUPMVcmnEoteGjVqhOvXryt7GEREREQkg0pkGNu0aYNRo0bhxo0bcHV1zbPopW3btkoaGRERERGpRMA4cOBAAEBgYGCefVz0QkRERN8a10/IpxIB45ffHU1EREREqkMlAkYiIiIiZWKCUT6lBYyLFi1C//79oa2tjUWLFsmtO3z48O80KiIiIiL6ktICxgULFqB79+7Q1tbGggUL8q0nEAgYMBIREdE3xWcY5VNawBgVFSXzfxMRERGRalGJ9zASERERkepSiUUvOTk5WLduHU6cOIHY2Ng8q6ZPnjyppJERERFRccAZaflUImAcMWIE1q1bh1atWqFSpUp8joCIiIhIhahEwLht2zbs2LEDLVu2VPZQiIiIqBhisko+lXiGUVNTE/b29soeBhERERHJoBIB4+jRo7Fw4UKIxWJlD4WIiIiIvqASU9Jnz57FqVOncOTIEVSsWBEaGhpS+/fs2aOkkREREVFxwClp+VQiYDQyMkKHDh2UPQwiIiIikkElAsa1a9cqewhERERUjDHBKJ9SA0ZjY2OZKWBDQ0M4ODhgzJgxaNKkiRJGRkREREQfKTVgDAkJkVmenJyMK1euoHXr1ti1axfatGnzfQdGRERERBJKDRh9fHzk7vfw8EBQUBADRiIiIvqmuOhFPpV4rU5+Wrdujbt37yp7GERERETFmkoseslPRkYGNDU1lT0MIiIi+sExwSifSmcYV69eDQ8PD2UPg4iIiKhYU2qG0c/PT2Z5SkoKrl69ivv37+Ovv/76zqMiIiKi4obPMMqn1IDx2rVrMssNDAzQpEkT7NmzB+XLl//OoyIiIiKizyk1YDx16pQyuyciIiKiAlDpRS9ERERE3wNnpOVT6UUvRERERKR8zDASERFRsSdkilEuZhiJiIiISC4GjEREREQkF6ekiYiIqNjjjLR8zDASERERkVzMMBIREVGxx296kY8ZRiIiIiKSixlGIiIiKvaETDDKxQwjEREREcnFgJGIiIiI5OKUNBERERV7XPQiHzOMRERERCQXM4xERERU7DHBKN8PGTCqC5k4VRXmBlrKHgKRSrKoMVzZQ6APkv5ZouwhEKk8RlZEREREJNcPmWEkIiIiUoQAnJOWhxlGIiIioiImNDQUNjY20NbWhpeXFy5dupRv3XXr1kEgEEht2traCvXHDCMREREVe0Xpm162b98OPz8/hIWFwcvLCyEhIWjWrBnu3bsHCwsLmccYGBjg3r17kp8VfY0QM4xERERERUhwcDD69esHX19fuLi4ICwsDLq6ulizZk2+xwgEApQsWVKyWVpaKtQnA0YiIiIq9r6csv2eW0ZGBlJTU6W2jIwMmePMzMzElStX4O3tLSkTCoXw9vbG+fPn8z2/t2/fwtraGmXLlkW7du1w69Ytha4PA0YiIiIiJQoKCoKhoaHUFhQUJLNufHw8cnJy8mQILS0tER0dLfMYR0dHrFmzBvv378emTZsgEolQq1YtvHjxosBj5DOMRERERErk7+8PPz8/qTItrcJ7j3HNmjVRs2ZNyc+1atWCs7Mzli9fjhkzZhSoDQaMREREVOwp85tetLS0ChwgmpmZQU1NDTExMVLlMTExKFmyZIHa0NDQQOXKlfHw4cMCj1GpU9LZ2dnYsGFDnpMmIiIiorw0NTXh6emJEydOSMpEIhFOnDghlUWUJycnBzdu3ECpUqUK3K9SM4zq6uoYOHAg7ty5o8xhEBERUTEnLEJfJu3n5wcfHx9UrVoV1atXR0hICN69ewdfX18AQK9evWBlZSV5DjIwMBA1atSAvb09kpOTMW/ePDx9+hR9+/YtcJ9Kn5KuXr06IiIiYG1treyhEBEREam8zp07Iy4uDlOnTkV0dDQ8PDwQHh4uWQjz7NkzCIWfJpGTkpLQr18/REdHw9jYGJ6enjh37hxcXFwK3KdALBaLC/1MFLBjxw74+/tj1KhR8PT0hJ6entR+Nzc3hdu89fJdYQ2P/iM7S71/r0RUDBlXG6rsIdAHSf8sUfYQ6ANtJaaxOq6+orS+9/TxVFrfBaX0DGOXLl0AAMOHD5eUCQQCiMViCAQC5OTkKGtoREREVEwUoRlppVB6wBgVFaXsIRARERGRHEoPGPnsIhERESmbot+tXNyoxDe9bNy4EbVr10bp0qXx9OlTAEBISAj279+v5JERERERkdIDxmXLlsHPzw8tW7ZEcnKy5JlFIyMjhISEKHdwREREVCwIBMrbigKlB4yLFy/GypUrMWnSJKipqUnKq1atihs3bihxZEREREQEqEDAGBUVhcqVK+cp19LSwrt3fD0OERERkbIpfdFL+fLlZb64Ozw8HM7OzkoaFRERERUnRembXpRB6QGjn58fhgwZgvT0dIjFYly6dAlbt25FUFAQVq1apezhERERERV7Sg8Y+/btCx0dHUyePBnv379Ht27dULp0aSxcuFDyUm8iIiKib4n5RfmUHjACQPfu3dG9e3e8f/8eb9++hYWFhbKHREREREQfKH3Ry5o1ayTf9qKrq8tgkYiIiEjFFErAmJyc/NXHBgUFwd7eHuXKlUPPnj2xatUqPHz4sDCGRURERFQgAoFAaVtRoHDAOGfOHGzfvl3y8y+//AJTU1NYWVnh+vXrCg/gwYMHePbsGYKCgqCrq4v58+fD0dERZcqUQY8ePRRuj4iIiIgKl8IBY1hYGMqWLQsAOH78OI4fP44jR46gRYsWGDt27FcNwsrKCt27d8eCBQuwcOFC9OzZEzExMdi2bdtXtUdERESkCKFAeVtRoPCil+joaEnA+Mcff+CXX35B06ZNYWNjAy8vL4UHcOzYMZw+fRqnT5/GtWvX4OzsjPr162PXrl2oV6+ewu0RERERUeFSOGA0NjbG8+fPUbZsWYSHh2PmzJkAALFYLPkeaEU0b94c5ubmGD16NA4fPgwjIyOF2yAiIiL6L4rKs4TKovCUdMeOHdGtWzc0adIECQkJaNGiBQDg2rVrsLe3V3gAwcHBqF27NubOnYuKFSuiW7duWLFiBe7fv69wW0RERERU+BQOGBcsWIChQ4fCxcUFx48fR4kSJQAAr1+/xuDBgxUewMiRI7Fnzx7Ex8cjPDwctWrVQnh4OCpVqoQyZcoo3B4RERERFS6Fp6Q1NDQwZsyYPOWjRo366kGIxWJcu3YNp0+fxqlTp3D27FmIRCKYm5t/dZtEREREBcUZafkKFDAeOHCgwA22bdtWoQG0adMG//vf/5Camgp3d3c0aNAA/fr1Q7169fg8IxEREZEKKFDA2L59+wI1JhAIFF744uTkhAEDBqBu3bowNDRU6FgiIiKiwsBFL/IVKGAUiUTfbADz5s3LU5acnMzsIhEREZGK+E9fDZienv6fByDrm2NMTEy++ptjiIiIiKhwKRww5uTkYMaMGbCyskKJEiXw+PFjAMCUKVOwevVqhQcg65tjwsPD/9M3xxAREREpgt/0Ip/CAeOsWbOwbt06zJ07F5qampLySpUqYdWqVQoPIL9vjhk3bhz++ecfhdsjIiIiosKlcMC4YcMGrFixAt27d4eampqk3N3dHXfv3lV4AB+/OQYAwsPD4e3tDeDrvzmGiIiISFECgUBpW1Gg8HsYX758KfMbXUQiEbKyshQewMdvjqlQoUKhfHMMERERERUuhQNGFxcX/P3337C2tpYq37VrFypXrqzwABYsWAAbGxs8f/4cc+fO/c/fHENERESkqKKR51MehQPGqVOnwsfHBy9fvoRIJMKePXtw7949bNiwAX/88YfCA/gW3xxDRERERIVH4YCxXbt2OHjwIAIDA6Gnp4epU6eiSpUqOHjwIJo0afJVg3jw4AFOnTqF2NjYPO98nDp16le1SURERESFQ+GAEQDq1q2L48ePF8oAVq5ciUGDBsHMzAwlS5aUevhTIBAwYCQiIqJvTlhEFp8oy1cFjABw+fJl3LlzB0Duc42enp5f1c7MmTMxa9YsjB8//muHQkRERETfkMIB44sXL9C1a1f873//k3x9X3JyMmrVqoVt27ahTJkyCrWXlJSEn3/+WdFhEBERERUaJhjlU/g9jH379kVWVhbu3LmDxMREJCYm4s6dOxCJROjbt6/CA/j5559x7NgxhY8jIiIiou9D4QzjmTNncO7cOTg6OkrKHB0dsXjxYtStW1fhAdjb22PKlCm4cOECXF1doaGhIbV/+PDhCrdJRERERIVH4YCxbNmyMl/QnZOTg9KlSys8gBUrVqBEiRI4c+YMzpw5I7VPIBAwYCQiIqJvrqh844qyKBwwzps3D8OGDUNoaCiqVq0KIHcBzIgRIzB//nyFBxAVFaXwMURERET0/RQoYDQ2NpaKvN+9ewcvLy+oq+cenp2dDXV1dfTu3Rvt27f/JgMlIiIi+laYYJSvQAFjSEjINx3EixcvcODAATx79gyZmZlS+4KDg79p30REREQkX4ECRh8fn282gBMnTqBt27awtbXF3bt3UalSJTx58gRisRhVqlT5Zv0SERERUcEo/Fqdz6WnpyM1NVVqU5S/vz/GjBmDGzduQFtbG7t378bz589Rv359vp+RiIiIvguhQKC0rShQOGB89+4dhg4dCgsLC+jp6cHY2FhqU9SdO3fQq1cvAIC6ujrS0tJQokQJBAYGYs6cOQq3pyxH9m3HgK6t0LlZDYwf3AsP7tzMt+6zqEeYO20MBnRthY6NquDgrs156mxbF4aOjapIbcN8OkrVOfbHbkwZ1Q/dW9dFx0ZV8O7tmzztfOzj823PlrX//YRV2LYtm9GiSSNUq+yK7l1+xo3ISLn1jx09gnatm6NaZVf81L4N/v5LerW+WCxG6OKFaFy/DqpXcUP/Pr/i6dMnUnVSkpPhP240alWvgjo1qmLalIl4/+6dVJ379+7i157dUK2yK5o2ro+1q1cWyvmqMt4L1THgl3q4eygASRcW4K8NY1C1orXc+kO7NcD1vVOQeD4YD47MwNzRHaGlKXtSaoxvE6RdW4J5Y36SKrc01cfqGb0QdXw24s/9jnNbxqN9Yw+pOncPBSDt2hKpbYxvk/90rqqOnwsqihQOGMeNG4eTJ09i2bJl0NLSwqpVqxAQEIDSpUtjw4YNCg9AT09P8txiqVKl8OjRI8m++Ph4hdtThrOnjmLtsmD80qs/5i/fAhu7CggcPwTJSYky62dkpMOylBV69hsOIxOzfNsta2OH1buOSbZZi1ZLt5OejsrVauGnbr3ljq+L7yCpdlp26KL4SRYR4UcOY/7cIAwYPATbdu6Fo6MTBg3og4SEBJn1I65dxYSxo9GhYyds37UPDRs1xshhQ/DgwX1JnbWrV2Lr5o2YPG06Nm3dAR0dHQzq3wcZGRmSOv7jx+DRw4cIW7UWi0LDcPXyZQRO//Q96G/fvsXAfn1QqnRpbN25B6NGj0PY0iXYtWP7t7sYSsZ7oTo6Na2COaM7YNbyI6jZbQ4i77/EgaVDYG5cQmb9zs2rYsbwdpi9/Ag8Os7EwIDN6NTME4HD2uap6+lSDn1+qo3I+y/y7Fs1oxccbCzw88jlqPrzbOw/GYFNc3rD3VH6G8EClv4BG29/ybZ065k8bf0o+LlQXQKB8raiQOGA8eDBg1i6dCl++uknqKuro27dupg8eTJmz56NzZvzZsr+TY0aNXD27FkAQMuWLTF69GjMmjULvXv3Ro0aNRRuTxkO7tyMJi07oHGLdihrY4sBoyZBS0sbJ4/sl1m/glNF+AwchTqNmuV5Ufnn1NTUYGxiJtkMDKUzuG06dUfHbr5wcHGVOz4dHV2pdrR1dBQ/ySJi4/q16NjpF7Tv8BPs7O0xeVoAtLW1sW/Pbpn1N2/agFp16uLX3n1ha2eHocNHwtnFBdu2bAKQ+5f75o0b0G/AIDRs5A0HRyfMDJqLuNhYnDzxJwDg8aNH+N/ZvzEtcCbc3NxRxbMqJkycjPAjhxAbGwMAOPzHAWRlZSFwxmzY21dAi5at0LV7T2zc8ONme3kvVMfwHo2wds85bDxwAXcfR2PYrG1IS8+ET/uaMuvXcC+P8xGPsT38Mp69TsSJC3exI/xynqykno4m1s7+FYNnbEVyapqMdmyxdNsZXL71FE9eJmDOqqNIfpOGyi5lpeq9fZeOmIQ3ku19emaetn4U/FxQUaVwwJiYmAhbW1sAgIGBARITc7NoderUwV9//aXwAIKDg+Hl5QUACAgIQOPGjbF9+3bY2Nhg9erV/3K08mVlZeHR/Ttw8/SSlAmFQrh5euHebfnTDP/m9ctn6PNzUwzq3gYLZk1CXMzrr2pn79Z16NW+IUb374p929YjJyf7P41LVWVlZuLO7VuoUbOWpEwoFKJGjVqIvH5N5jGRERGoUUP6H81atesgMiICAPDyxQvEx8fBq8anNvX19eHq5i5p8/r1a9A3MEDFSp8Cd6+atSAUCiVTTdevR8CzalVoaGpK9fMkKgqpKSn/7cRVEO+F6tBQV0Nl57I4efGepEwsFuPkxXuo7lZe5jEXrkehsktZSYBoY2WKZrUrIvzsLal6If6dEf73TZz6rG3pdh6jU1NPGBvoQiAQ4OdmntDWUsdflx9I1Rvt2xQvTs3B+a3jMapXY6ip/afH61UWPxeqTSAQKG0rChR+cbetrS2ioqJQrlw5ODk5YceOHahevToOHjwIIyMjhQfwMfgEcqenw8LCFG5Dmd6kJEMkyoGRsYlUuZGxCV4+e/LV7To4u2LYuACULmuNpMR47Fi/ApNG9MHCNTuho6tX4HZadewK2wpOKKFvgHu3IrFp1WIkJcbDd/Dorx6bqkpKTkJOTg5MTU2lyk1NTREV9VjmMfHx8TA1NctTPz4h/sP+uNwys7xtfnxkIiE+HiYm0vdfXV0dBoaGSPhwfHx8PKysynzRhplkn4GhYYHPsyjgvVAdZsYloK6uhthE6WecYxNS4WhjKfOY7eGXYWqshxNrR0EAATQ01LBi59+Yt+aYpM7PzTzh4VQWdXrMzbfvHuPWYOOc3nh1Zi6ysnLwPj0Tnf1W4vHzT48bLd16BtfuPEdS6jvUcLdF4LC2KGluiPG/7/mPZ656+LmgokzhgNHX1xfXr19H/fr1MWHCBLRp0wZLlixBVlaWUt6ZmJGRIfWcBgBkZmRDU0vru4+lMFXxqi353zZ2DnBwdsWArq3wv9PH4d2yfYHbaftzD6l21DXUERY8Gz36DpP6S5KI6KO6nhUwtnczjAjajn9uPIVdWTPMH9sJr/s1x28rw1HG0gjzxv6E1oOWICMz/xmLaUNaw0hfBy0GLEJC8ju0aeCGTXN7w7t3CG49fAUAWLTppKT+zQevkJmVjSWTumLKogPIzPoxZ0OIiiKFA8ZRo0ZJ/re3tzfu3r2LK1euwN7eHm5uboU6uIIICgpCQECAVNmgUf4YMnrSd+lf39AIQqFangUuyUmJMDIxzecoxemV0EepMuUQ/fL5f2qngpMrcnKyERv9ClblbApncCrC2MgYampqeR4eT0hIgJmZ7MVFZmZmSEiIz1v/w1/WZmbmuWXxCTA3t5Cq4+jkBAAwNTOTPJrxUXZ2NlJTUmD64XgzMzMk5uknXrLvR8N7oTrik94iOzsHFib6UuUWpgaITpD9KrRpg1th66FLWLf3PADg1sNX0NXRQujkrpiz6igqO5eDpakBzm8ZLzlGXV0NdarYYWDnejD0Ggnr0qYY1KU+qvw0E3ceRwMAbtx/idpV7DCgcz0Mn7VNZt//3HgCDQ01WJc2wYOnsYVxCVQGPxeq7cd8EKLw/OfrY21tjY4dOyolWARy3+OYkpIitfUbOua79a+hoQE7B2dEXr0kKROJRIi8egmOLoV3TdLS3iPm1QsYm/63D27Uo3sQCoUw/GIK/UegoakJZ5eKuHjhvKRMJBLh4sXzcHOvLPMYNw8PXLxwQarswvlzcPPwAABYlSkDMzNzXLz4qc23b9/iRuR1SZvu7pXxJjUVt299epXSpYsXIBKJ4Prhc+Hu7oErly8jKytLqh+b8uV/yKke3gvVkZWdg2t3nqOhl6OkTCAQoGF1B1yKjJJ5jI62JkQisVSZSCT6cCxw6tI9eHaaBa8uv0m2K7eeYtvhy/Dq8htEIjF0tXNnMERi6XZycsRy3zvn7lgGOTkixCXmfU1YUcfPBRVlBcowLlq0qMANDh8+/KsH8zW0tLSg9cX0s+abd/nU/jba/Nwdi3+bBntHF1RwqoiDu7cgIz0NjZrnvoJiYdAUmJpZoEe/YQByF8q8eJr7vEp2dhYS42MR9fAetHV0UMqqHABg3bIFqFarHswtSyExPg7b1odBKBSiTqPmkn6TEuORnJiA1x+yjk8fP4COrh7MLEpC38AQ925dx/07N1GpcjXo6Oji3u1IrF36O+p5t0QJfYPveYm+m54+vpgycTwqVqyESq5u2LRxPdLS0tC+Q+47LCf5j4OFhSVGjMp9hrN7j17o82tPrF+3BvXq1Uf4kcO4dfMmpkwPBJD7D2v3nr2wcvkyWJezhlWZMghdvBDmFhZo1NgbAGBrZ4fadeoiYNoUTJ4agOzsLATNmoHmLVrBwiL3GbEWrdogbGkopk+dBN8+/fDwwQNs3rQBY8f5K+EqfR+8F6pj0aaTWBnYE1duP8Plm08wtFtD6OpoYcP+3EBk1YyeeBWbgqmLDwAADv91E8N7NMT1ey9w6cYT2JU1x9RBrXH4rxsQicR4+z4Dtx9JL8J7l5aJxJR3kvJ7T6Lx8FkslkzuCv/gvUhIeYe2Dd3QuIYjOo7IfVbdy608qlWyxpnLD/DmXTpquJXHnDE/Yevhf5D8Ju+q6x8BPxeqq6gsPlGWAgWMCxYsKFBjAoFA4YAxMDAQY8aMga6urlR5Wloa5s2bh6lTp+ZzpOqo07AZUpOTsHXtMiQnJaC8nSOmzFkimZKOj42GUPgpmZuUEIfR/btKft6/YyP279iIiu6emLEg90WpCfExCJ7pjzepKTAwNIazqwd+W7IehkafXq1z9MAu7NiwQvLz5JF9AQBDx01Ho+Ztoa6hibOnjmL7+uXIzsqCRanSaNOpO9p2+vRc44+meYuWSEpMxNIlixAfHwdHJ2csXb4Kph+mVKJfv4ZQ8OleeFSugqC587FkUQgWhwSjnLUNQhaHokIFB0kd3z79kJaWhsDpU/HmTSoqV/HE0uWrpP5QCZozH0GzZqB/Hx8IhUI0btIUE/wnS/br6+sjbOVqzJ4ZiK4/d4SRsTEGDByMTr90/g5XRTl4L1THrmNXYWZcAlMHtYKlqT4i771EuyGhkoUwZUuaSGUUf1sVDrFYjGmDW6O0hSHik97i0F83MX3JwQL3mZ0tQvthyzBzeDvsWjgAJXS18Oh5HPpO3YijZ28DADIys/BzM09MGtgSWhrqePIqAYs3n8KijSf/pfWii58LKqoEYvEX8wXfmZqaGl6/fg0LCwup8oSEBFhYWCAnJ0fhNm+9/L4ZRsqfnWXBV3QTFSfG1YYqewj0QdI/S5Q9BPpAW+GVFYVn+L67Sut7UXsnpfVdUEq8NbnEYrHMNPD169fzvAaAiIiI6FsQckZaLqUFjMbGxpIXVjo4OEgFjTk5OblfUzRwoLKGR0REREQfKC1gDAkJgVgsRu/evREQEADDz1ZhaWpqwsbGBjVryv7aKiIiIqLCxAyjfEoLGH18fAAA5cuXR+3ataGurvTZcSIiIiKSQenvqXz37h1OnDiRp/zo0aM4cuSIEkZERERExQ2/S1q+rwoY//77b/To0QM1a9bEy5cvAQAbN27E2bNnFW5rwoQJMldCi8ViTJgw4WuGR0RERESFSOGAcffu3WjWrBl0dHRw7do1yfc4p6SkYPbs2QoP4MGDB3BxcclT7uTkhIcPHyrcHhEREREVLoUDxpkzZyIsLAwrV66EhoaGpLx27dq4evWqwgMwNDTE48eP85Q/fPgQenp8hx8RERF9e0KB8raiQOGA8d69e6hXr16eckNDQyQnJys8gHbt2mHkyJF49OiRpOzhw4cYPXo02rZtq3B7RERERD+60NBQ2NjYQFtbG15eXrh06VKBjtu2bRsEAgHat2+vUH8KB4wlS5aUOVV89uxZ2NraKtoc5s6dCz09PTg5OaF8+fIoX748nJ2dYWpqivnz5yvcHhEREZGiBALlbYravn07/Pz8MG3aNFy9ehXu7u5o1qwZYmNj5R735MkTjBkzBnXr1lW4T4UDxn79+mHEiBG4ePEiBAIBXr16hc2bN2PMmDEYNGiQwgMwNDTEuXPncOjQIQwePBijR4/GiRMncPLkSRgZGSncHhEREdGPLDg4GP369YOvry9cXFwQFhYGXV1drFmzJt9jcnJy0L17dwQEBHxVgk/hlx9OmDABIpEIjRs3xvv371GvXj1oaWlhzJgxGDZsmMIDAHKXsjdt2lTSVlFZYk5ERET0X2VkZEgWEX+kpaUFLS2tPHUzMzNx5coV+Pv7S8qEQiG8vb1x/vz5fPsIDAyEhYUF+vTpg7///lvhMSqcYRQIBJg0aRISExNx8+ZNXLhwAXFxcZgxY4bCnQOASCTCjBkzYGVlhRIlSiAqKgoAMGXKFKxevfqr2iQiIiJShFAgUNoWFBQEQ0NDqS0oKEjmOOPj45GTkwNLS0upcktLS0RHR8s85uzZs1i9ejVWrlz59dfnaw/U1NSEi4sLqlevjhIlSnz1AGbOnIl169Zh7ty50NTUlJRXqlQJq1at+up2iYiIiIoCf39/pKSkSG2fZxD/izdv3qBnz55YuXIlzMzMvrodhaekGzZsKHfK+OTJkwq1t2HDBqxYsQKNGzfGwIEDJeXu7u64e/euosMjIiIiUpgyv/ouv+lnWczMzKCmpoaYmBip8piYGJQsWTJP/UePHuHJkydo06aNpEwkEgEA1NXVce/ePdjZ2f1rvwoHjB4eHlI/Z2VlISIiAjdv3pR8P7QiXr58CXt7+zzlIpEIWVlZCrdHRERE9KPS1NSEp6cnTpw4IXk1jkgkwokTJzB06NA89Z2cnHDjxg2pssmTJ+PNmzdYuHAhypYtW6B+FQ4YFyxYILN8+vTpePv2raLNwcXFBX///Tesra2lynft2oXKlSsr3B4RERGRoorSels/Pz/4+PigatWqqF69OkJCQvDu3Tv4+voCAHr16gUrKysEBQVBW1sblSpVkjr+41toviyXR+GAMT89evRA9erVFX534tSpU+Hj44OXL19CJBJhz549uHfvHjZs2IA//vijsIZHRERE9EPo3Lkz4uLiMHXqVERHR8PDwwPh4eGShTDPnj2DUFi4k+yFFjCeP38e2traCh/Xrl07HDx4EIGBgdDT08PUqVNRpUoVHDx4EE2aNCms4RERERH9MIYOHSpzChoATp8+LffYdevWKdyfwgFjx44dpX4Wi8V4/fo1Ll++jClTpijUVnZ2NmbPno3evXvj+PHjig6FiIiIqFAIi9KctBIoHDAaGhpK/SwUCuHo6IjAwEA0bdpUsc7V1TF37lz06tVL0WEQERER0XeiUMCYk5MDX19fuLq6wtjYuFAG0LhxY5w5cwY2NjaF0h4RERGRophglE+hgFFNTQ1NmzbFnTt3Ci1gbNGiBSZMmIAbN27A09MTenp6Uvvbtm1bKP0QERER0ddReEq6UqVKePz4McqXL18oAxg8eDCA3C/S/pJAIEBOTk6h9ENEREREX0fhgHHmzJkYM2YMZsyYITMjaGBgoFB7H982TkRERKQsQk5Jy1Xgl/QEBgbi3bt3aNmyJa5fv462bduiTJkyMDY2hrGxMYyMjBSeps7KyoK6ujpu3ryp8MCJiIiI6PsocIYxICAAAwcOxKlTpwqtcw0NDZQrV47TzkRERKRUfK2OfAUOGMViMQCgfv36hTqASZMmYeLEidi4cSNMTEwKtW0iIiIi+u8UeoZR8A2i7yVLluDhw4coXbo0rK2t8zwTefXq1ULvk4iIiOhzTDDKp1DA6ODg8K9BY2JiokIDaN++vUL1iYiIiOj7UihgDAgIyPNNL//VtGnTCrU9IiIiIipcCgWMXbp0gYWFxTcZyJUrV3Dnzh0AQMWKFVG5cuVv0g8RERHRl/haHfkKHDB+i+cXASA2NhZdunTB6dOnYWRkBABITk5Gw4YNsW3bNpibm3+TfomIiIioYAr8HsaPq6QL27Bhw/DmzRvcunULiYmJSExMxM2bN5Gamorhw4d/kz6JiIiIPidQ4v8VBQXOMH6rb2QJDw/Hn3/+CWdnZ0mZi4sLQkND0bRp02/SJxEREREVXIEzjN+KSCSChoZGnnINDQ1+bSARERGRClB6wNioUSOMGDECr169kpS9fPkSo0aNQuPGjZU4MiIiIiouhALlbUWB0gPGJUuWIDU1FTY2NrCzs4OdnR3Kly+P1NRULF68WNnDIyIiIir2FHqtzrdQtmxZXL16FX/++Sfu3r0LAHB2doa3t7eSR0ZERETFRVHJ9CmL0gNGIPeVPU2aNEGTJk2UPRQiIiIi+oLSpqRPnjwJFxcXpKam5tmXkpKCihUr4u+//1bCyIiIiKi4EQgEStuKAqUFjCEhIejXrx8MDAzy7DM0NMSAAQMQHByshJERERER0eeUFjBev34dzZs3z3d/06ZNceXKle84IiIiIiKSRWnPMMbExMh8/+JH6urqiIuL+44jIiIiouKKi17kU1qG0crKCjdv3sx3f2RkJEqVKvUdR0REREREsigtYGzZsiWmTJmC9PT0PPvS0tIwbdo0tG7dWgkjIyIiouJGIFDeVhQobUp68uTJ2LNnDxwcHDB06FA4OjoCAO7evYvQ0FDk5ORg0qRJyhoeEREREX2gtIDR0tIS586dw6BBg+Dv7w+xWAwgd1l7s2bNEBoaCktLS2UNj4iIiIg+UOqLu62trXH48GEkJSXh4cOHEIvFqFChAoyNjZU5LCIiIipmhEVlblhJVOKbXoyNjVGtWjVlD4OIiIiIZFCJgJGIiIhImfhaHfmUtkqaiIiIiIoGZhiJiIio2OMjjPIxw0hEREREcjFgJCIiIiK5OCVNRERExZ4QnJOW54cMGLfffKXsIdAHg0pYK3sI9BljPU1lD4E+OLwtQNlDoA92XX+h7CHQBz08yyh7CJSPHzJgJCIiIlIEF73Ix2cYiYiIiEguBoxEREREJBenpImIiKjY4ze9yMcMIxERERHJxQwjERERFXtCrnqRixlGIiIiIpKLASMRERERycUpaSIiIir2OCMtHzOMRERERCQXM4xERERU7HHRi3zMMBIRERGRXMwwEhERUbHHBKN8zDASERERkVwMGImIiIhILk5JExERUbHHDJp8vD5EREREJBczjERERFTsCbjqRS5mGImIiIhILgaMRERERCQXp6SJiIio2OOEtHzMMBIRERGRXMwwEhERUbHH75KWjxlGIiIiIpKLASMREREVewIlbl8jNDQUNjY20NbWhpeXFy5dupRv3T179qBq1aowMjKCnp4ePDw8sHHjRoX6Y8BIREREVIRs374dfn5+mDZtGq5evQp3d3c0a9YMsbGxMuubmJhg0qRJOH/+PCIjI+Hr6wtfX18cPXq0wH0yYCQiIiIqQoKDg9GvXz/4+vrCxcUFYWFh0NXVxZo1a2TWb9CgATp06ABnZ2fY2dlhxIgRcHNzw9mzZwvcJwNGIiIiKvYEAuVtGRkZSE1NldoyMjJkjjMzMxNXrlyBt7e3pEwoFMLb2xvnz5//1/MUi8U4ceIE7t27h3r16hX4+jBgJCIiIlKioKAgGBoaSm1BQUEy68bHxyMnJweWlpZS5ZaWloiOjs63j5SUFJQoUQKamppo1aoVFi9ejCZNmhR4jHytDhERERV7yvwuaX9/f/j5+UmVaWlpFWof+vr6iIiIwNu3b3HixAn4+fnB1tYWDRo0KNDxDBiJiIiIlEhLS6vAAaKZmRnU1NQQExMjVR4TE4OSJUvme5xQKIS9vT0AwMPDA3fu3EFQUFCBA0ZOSRMREREVEZqamvD09MSJEyckZSKRCCdOnEDNmjUL3I5IJMr3OUlZmGEkIiKiYq8oZdD8/Pzg4+ODqlWronr16ggJCcG7d+/g6+sLAOjVqxesrKwkz0EGBQWhatWqsLOzQ0ZGBg4fPoyNGzdi2bJlBe6TASMRERFREdK5c2fExcVh6tSpiI6OhoeHB8LDwyULYZ49ewah8FMI/O7dOwwePBgvXryAjo4OnJycsGnTJnTu3LnAfQrEYrG40M9EyaYefaDsIdAHg2pYK3sI9BljPU1lD4E+OP8oQdlDoA9evk1T9hDogx6eZZTW946IV0rr+xeP0krru6CKUgaWiIiIiJSAU9JERERU7CnvpTpFAzOMRERERCQXA0YiIiIikotT0kRERFTsKfObXooCZhiJiIiISC5mGImIiKjYYwZNPl4fIiIiIpKLASMRERERycUpaSIiIir2uOhFPmYYiYiIiEguZhiJiIio2GN+UT5mGImIiIhILmYYiYiIqNjjI4zyMcNIRERERHIxYCQiIiIiuTglTURERMWekMte5FJqhjEtLQ3v37+X/Pz06VOEhITg2LFjShwVEREREX1OqQFju3btsGHDBgBAcnIyvLy88Pvvv6Ndu3ZYtmyZModGRERExYhAoLytKFBqwHj16lXUrVsXALBr1y5YWlri6dOn2LBhAxYtWqTMoRERERHRB0oNGN+/fw99fX0AwLFjx9CxY0cIhULUqFEDT58+VebQiIiIiOgDpS56sbe3x759+9ChQwccPXoUo0aNAgDExsbCwMBAmUNT2IO//sDdk3uQnpoEI6vyqNJpAEytHWXWfXH9HG4f24G38a8hysmGvnlpODbsAJvqjSR1sjLSEHlgHV5GXkDm+zfQM7FEhfptYF+npaTOyUUTEPfwplTbdrWbo2rnoZKfr+5ajvjHt5Hy+ikMSpZFs/GLC/nMVc/enVuxbdM6JCbEw76CI4aP8YdzRdd865/+8yhWL1+C6NevUKZsOQwYOgo1ateT7G9QXfaxA4f5oUtPXwDAxNHD8PD+XSQlJUJf3wCe1WtgwNBRMDO3kNQ/dTwcm9atwotnT2FkbIwOP3eVHP+j2rZlM9avXY34+Dg4ODphwsQpcHVzy7f+saNHELp4IV69fIly1jYY6TcGdevVl+wXi8VYumQR9uzaiTdvUuFRuQomTZ0Oa2sbSZ2U5GT8NnsGzpw+BaFQiMZNmmL8hEnQ1dOT1Ll/7y5mzwzErZs3YGxigq7desC3T79vcg1UxelDu3Fs72akJiWiTHl7dO7vh/IOLjLr/n10Py6eCserp48BAOXsHdGu50Cp+ge3rMLlv/9EUnws1NU1cuv0GIDyjhUldZbOHIfnjx/gTUoSdEvow9m9Kjr4DIaRqTkAICszA5uXzsOzR3cR/fwpXKvVwqBJc77hVVAN/xzbh/N/7MDblERYlrNDc59hsLJ3kln3zqW/8b/9W5AY8xKinByYlLRCjZY/w61uE0kdsViMM7vW4dqpw0h/9xZlHSqhRe8RMC1VBgDw5HYENs4cLbP9PjNCUdout+9bF07jf/u3IOH1C+gZGKJqk/ao1aZzIZ+96hJw0YtcSg0Yp06dim7dumHUqFFo1KgRatasCSA321i5cmVlDk0hz67+hYi9q+DZeQhMrR1x/8x+nFk6FS0nL4e2vlGe+pq6JeDS9BcYWJaFUE0dr25dwqUtIdDSN0QpZ08AQMTeVYi9H4kavUZDz8QS0Xev4crOpdAxNIWVq5ekLdtazVCpZQ/Jz+oaWnn6K1+jCRKe3kPKqyeFfu6q5uTxcCwNmQe/CVPgXNENu7ZtxNjhA7Bx50EYm5jmqX8zMgKBU8aj/+ARqFmnPv48egiTx47Aio07YGtXAQCw+/ApqWMunf8bc2dOQ71G3pKyyp7V0P3XvjA1M0d8XCyWLZyPaRP8ELp6EwDg4rm/MXOqP4aP8Ue1GjXxNCoK82dPh6aWFjr+0u0bXhHlCT9yGPPnBmHytAC4urpj88b1GDSgD/b/EQ5T07z3IuLaVUwYOxrDR/qhXv2GOHzoIEYOG4Jtu/agQgUHAMDa1SuxdfNGzJj9G6ysyiB08UIM6t8Hew8chpZW7n/7/uPHID4uDmGr1iI7KwvTJk9E4PSp+G3e7wCAt2/fYmC/PvCqWROTpwXgwf37mD5lIvT1DdDplx/zH8fLf/+JXasXodvgsbBxqIiTB7Zj8bRRmL5sKwyMTPLUv3/zGqrW84adkys0NDVxdPcmLJo2ElOXbIbxh2DP0qocugwYDbOSpZGVmYET+7dj4bSRmLF8B/QNjQEADq5V0LxTLxiamCI5IR671y7GijmTMG7uCgCASCSCpqYWGrb+GdfOnf5u10OZbp0/heObwtCy90hY2Tvh4pE92PLbeAz+fR30Ply3z+mU0Eed9t1hWros1NQ18ODqeRxYPhd6Bkawc68GADh3cBsuHd2LdgPHw8iiJE7vXIctv03AoHlroK6pibIOFTFq6U6pdk/vXIuom9dQyjY3sfEw4iL2hc5Gc59hsHX1RPyrZ/hjZTA0NLVQrVn7b35dSPUpdUq6U6dOePbsGS5fvoyjR49Kyhs3bowFCxYocWSKuXdqH2xrNYNtjSYwLFUOVX8ZAnVNLURdOC6zvkUFN5RxrwWDkmVRwrwUHBq0g2Hp8oh/fFtSJz7qDmyqN4JFBTfomVrCrnZzGJUuj8Sn96XaUtPQgo6BsWTT0NGV2l+l0wBUqNcaJUxLFv6Jq6CdWzagVfuf0KJNB9jY2sFvwlRoa+vg8MG9Muvv3rYJ1WvURpeevrAub4s+A4ehgpML9u7YKqljamYmtZ09cwqVPaujtFVZSZ2fu/VCRVd3lCxVGpXcPNDNpw9u34xEdnYWAODY4YOoU78h2v30C0pblUXNOvXQ3acPtm5YA7FY/G0vipJsXL8WHTv9gvYdfoKdvT0mTwuAtrY29u3ZLbP+5k0bUKtOXfzauy9s7ewwdPhIOLu4YNuW3KBbLBZj88YN6DdgEBo28oaDoxNmBs1FXGwsTp74EwDw+NEj/O/s35gWOBNubu6o4lkVEyZORviRQ4iNjQEAHP7jALKyshA4Yzbs7SugRctW6Nq9JzZuWPt9LowS/Ll/G2o3bYta3q1Rulx5dBs8DhpaWjj35x8y6/cZPR0NWv6EsrYOKFnGBj2H+kMsEuHe9cuSOtXrN4WzRzWYl7RC6XK26NRnONLfv8PLJ48kdbzbdYGtUyWYWpSCnbMrmv3UE1H3biEnOxsAoKWtg26Dx6Jus3YwMM77R8SP6MLhXajcsCU8GjSHeRkbtOozEhpaWog4Ey6zvo2LB5yq1YG5lTVMLEvDq8VPsCxni2f3cmeXxGIxLoXvQd32PeBYtTYsy9mh3aDxeJMcj7uXzwIA1NQ1UMLIRLLplDDAvSvn4F6/GQQfVlxEnv0Tjp614endBsaWpVGhcg3UbtcV5w5u+2F/R32Ji17kU/qLu0uWLAl9fX0cP34caWlpAIBq1arByUl2el7V5GRnIen5Q1g6ekjKBEIhLB09EB9191+PF4vFiLkXgTexL2BuV0lSblbeGS9vXsL75PjcOvcj8SbuFSydpDOvzy6fxl7/bjgSNBiRB9YhOzO90M6tqMnKysK9u7fhWa2GpEwoFMKzWg3cvnFd5jG3blyHZ/UaUmXVa9TKt35iQjwu/O9vtGzbId9xpKak4M/wQ6jo5gF1dQ3J2DS1pLO/mlraiIuNQfTrVwU6v6IkKzMTd27fQo2atSRluc8n10Lk9Wsyj4mMiECNGjWlymrVroPIiAgAwMsXLxAfHwevGp/a1NfXh6ubu6TN69evQd/AABUrfXqMwKtmLQiFQtyIjPxQJwKeVatCQ1NTqp8nUVFITUn5byeugrKzsvDs4T04e1SVlAmFQji7V8PjuzflHPlJZkY6cnKyoasv+1Gh7Kws/H10P3T0SqBMeXuZdd69ScWlM8dg6+QKNfXi+QrgnOwsvI66j/KVqkjKBEIhyleqghcPbss5MpdYLEbUzatIeP0C1s65/40nx77G2+REqTa1dUvAys4ZL/Np8/7Vc0h7kwqP+s0/jS0rC+qffSYAQENTE6mJcUiJj1HoPOnHpNRPbUJCAn755RecOnUKAoEADx48gK2tLfr06QNjY2P8/vvv/9pGRkYGMjIypMqyMzPz/If/rWS+S4VYJMoz9aytb4TUmBf5H5f2Dgen+CAnOwsCoRCePw9Cyc+CwSo/DcTl7YtxcOqvEAjVIBAIULXrMFjYfwoqrT0bQNfEHDqGpkh+GYXIA+uQGvsSdfpOKvTzLApSkpNyn/H5YurZ2MQUz55GyTwmMSFeZv3ExHiZ9Y8eOgBdPV3UbeidZ9/yxcHYu3Mb0tPT4FLJDUHBoZJ91WrUQuiCebjS6gIqV62Ol8+fYceW9bljiI9DqdJWCp2rqktKTkJOTk6eqWdTU1NERT2WeUx8fDxMTc3y1I9PiP+wPy63zCxvm/HxuXUS4uNhYiI9xaqurg4DQ0MkfDg+Pj4eVlZlvmjDTLLPwNCwwOdZFLxNTYZIlJNn6lnfyATRLwu2uHDP+qUwNDGDs3tVqfLIf/6H1fOmIjMjHQbGphgRGIISBkbSx64LxelDu5GZkY7yjhUxZMr8/3Q+Rdn7NykQi0Qo8cXUs56hMeJfPc/3uPT3bxEypLPk34uWviNg65p7L96mJEna+LLNj/u+FHHqCOzcqsLgw+MFAGDnVhXHNi1D1M2rsHHxQGLMS5w/tCu3j6QEGJn/+LNUfHG3fEoNGEeNGgUNDQ08e/YMzs7OkvLOnTvDz8+vQAFjUFAQAgICpMrqdR+K+j2HF/p4C5OGlg6ajl+E7Ix0xNyPQMS+1ShhVhIWFXIXBDz46yASntxDnX5ToGdigbhHN3F1Zxh0DE1R8kM20672p78OjUrbQMfQBKeXTMLbuNcoYV5KGaf1wzt8cC+8m7WSPC/3uc49fdGybUfERL/CulVhCAqYiKDgUAgEArRu3wmvXjyH/+ihyM7Ohp6eHn7q3APrVi6FQKj0RD9RvsJ3bcDlv/+E36xQaGhK/3fv6FoFk0LW421qMs4eO4CVc6Zg/PyVUsFp047dUbtJGyTERuPQtjVYFxKIIVPmS6ZC6d9paeuif9AKZKanIerWVRzbtAxGFqVg4+KhcFupCXF4FHkZP42YIlVeuVErJMa+wrZ5k5CTkw0tHT1Ub94Rf+1ez99RBEDJAeOxY8dw9OhRlCkj/dd+hQoVCvxaHX9/f/j5+UmV/XYm/7/UCpumngEEQiHS3yRLlae/SYa2ft4HmD8SCIXQNy8NADAuY4vU6Be4c3wnLCq4ITszAzf+2IDafSehdMXch5qNrMoj6UUU7p3YIwkYv/RxVfab+FfFMmA0NDKGUE0NiYkJUuVJiQkwkbHIAgBMTM1k1zcxy1M38toVPH/6BNNmyc6QGBkZw8jIGGWtbVDOxha/tGmC2zeuo6KbBwQCwf/bu/PwGs42DOD3yZ7IvshCSIgsIhJbCW0iEXtbW0tRYldLaUNpWkSoxr7VWhRVW+2t2kPQIpYQS7MQQVWCJCKyL+f9/gijR5LT8KkJuX+9cl0977wz88zMOcdznpl5B0M/DcKg4aORlpoCUzNzRJ05BQCwe6ba9SYwMzWDpqYmUlNV921qaiosLUvuWwCwtLREampKyf6Pq3+WlsXVkNSUVFj94+7z1NRUuDy+hMXC0hJpaWkqyygsLETGw4eweDy/paUl0kqsJ0Wa9qYxNDaFhoYmMtJV98uj9LRSb3j5pwM7NmD/tp/w2ZQFpZ5q1tXTR1W76qhqVx21XOth4tDuOHFwN9p92Fdl/YbGprCuVgO29g4IHtAZiXGXUcu17JEL3lQGRiZQaGiUqPxlPXwAQzXHQqGhAXOb4rMQNg5OSPn7Fv7YtREOdb2kamXWwwcw+sd1oFkPH8CmZu0Sy7pwdB/0jYzh3LC5SrtCoUBAzyHw7zEQmelpqGJsisTLUQAA06qV798TKknWnw1ZWVkwMDAo0Z6WllZqBac0urq6MDY2Vvl7VaejgeKLic3snXA3/uk1b0KpxN24aFg6Psd1mEKJosc3SIiiIiiLCkv8AldoaKi9+PjB38Wn+vSN1f8j8KbS1taGi2tdRJ2JlNqUSiXOnT2Fuh6epc7j7uGp0h8AzkaeLLX/b79sh7NrXTg5lz5c0j89OU75BQUq7ZqamrCqag1tbW2E798Ldw9PmJq9ecdLW0cHbnXdEXnqpNSmVCoRGXkS9T1LHwGhvpcXIk+dUmk7dfIE6nt5AQCqVa8OS0srREY+XWZmZiYuXYyWlunp2QCPMjLw55Wn1+adjjwFpVIpDefj6emFc2fPouAfx+bUyRNwcHR8405HA4CWdvGQN7HR56Q2pVKJ2ItnUcu1Xpnz7d/2E/ZsXo1PQ+aiZh23Mvv9kxBKFBTkq50OQGXfVyaaWtqwdXTGjStPr+MVSiUSr5xH9TqlD3FUGiGE9O+FaVVbGJqaI/FKlDQ9LzsLfyfEoNozyxRCIProftR/p3WZ15FqaGjC2NwKmlrauHziCKrXqYsqz1xm8KbiTS/qyVJhvHPnDuzs7PDOO+/gxx9/xNSpUwEU/8JRKpWYOXMm/Pz85Ajthbj4dUbkT/Ngbl8HFjWdERexC4X5uXBsWnyd26l1c2BgYoH67/cDAPx54GeY16gDQ0tbKAsLcOfPM7hx5ggadR8OANDWN4CVUz1c2PUDNLV1YGBeFfevXcbNM4fh1XkQACDzfhJunouAbd0m0K1ihPQ7N3B++wpY1a4H02qOUmyP7t9BYV4uch89QFFBPh7cLk4qjW2Kh2h403zYqy/CQr+Gi5s73Nw9sHXTOuTm5KD9u50BAN+GfAXLqlUxZMRnAIBuH32M0UP7Y/P6tWjW4h0cPrAPcTFXMOarEJXlZmVm4mj4QQwbPbbEOv+8fBGxf16Gh1dDGBkZ487tv/DD8kWwq24P98eJZ3r6AxwNPwivRo2Rn5+Pfb/uRMThA1iw7M29M7dPYH9M/Go83N3roZ5Hffy0bi1ycnLQuUtXAMDXweNQtao1Rn9ePD5c74/7YmC/Pli75gf4+Phi3949uHL5MiZOngKg+Puhd5++WLF8KWrWqIlq1YuH1bGqWhX+rYo/a7Vq10aLt99BaMhETJgUisLCAoRNm4p27TuialVrAED7ju9h2ZLFmDzpa/QfOBjXrl7F+p9+xBfjgmXYS69GQKePsGb+N6jp5AoH57o4/Mtm5OfmonmrdwEAq+dNgam5FboEDgMA7N+2Dr+uX4kBYyfDwtoWDx8UV4p19fShp2+AvNwc7P15Leq/9TZMzC2QmfEQR3/bhvTUFDR6u3g82cS4K7hxNQZOdevDwNAI95P+xi/rV8DKpppKonrnViKKCguQnZmB3Jxs/HW9eCQI+1rOr3IXvTLNOnyAXctmwLaWM+xqu+L03m0oyM2Fp29bAMDOJdNhZG6JVh8Vf9f/vmsD7Go5w6yqHQoLC3DtQiQu/X4QHQaMBlD8uXirXVf8vmM9zG2qw9TKBhFbVsPI1BKujd9WWfeNK+eRfj8JDVp2wLOyMx4i5vQx1HTzRGFBPqKP7kNM5FH0nfj6jFhC/y1ZEkZ3d3csXrwYs2bNgr+/P86ePYv8/HyMGzcOV65cQVpaGv744w85QnshNRr6IC/zIS7v+al44O7qteA7bAr0jItPFWQ/uA+F4mkxtyg/D+e2LEFOeio0tXVgVLU6mvUdgxoNnw4W7d1vPC7+uhanfpyN/OxMGJhVhUfHPqj9dnsAgIaWFu7GRSM+4hcU5ufCwMwS9l7NUbfNRyqxndm4UGVw7wMzi6/tfDdkFapYWP9n+0Qu/q3bIf1BGlZ/v7h44G5nV8xcsAzmj09r3r2bBIXG059z9ep7YeLU6Vi1bBFWLlmAavY18c2sBdIYjE8cPrgXQgi0atu+xDr19PRw/Eg41ny/BDm5ObCwsMJb3i0QMmAIdP5R7d7/2y4sXTgbEEBdj/qYv/QHtQOKv+7ate+AB2lpWLJoIVJS7sPF1Q1Llq+ExePTvslJSdD4x+fCq0FDhM2cjUUL5+O7+XNRo6YD5n+3WBqDEQD6DxyMnJwcTJk8CY8eZaBBw0ZYsnylyhmJsBmzETZtKoYMDJQG7v4yeII03cjICMtWrMK330xBzw+7wtTMDEM/Gf7GjsEIAI3fCcCjh+n4dcOK4oG7a9XBp5PnwvhxdTvt/l2V76ije3egsLAA309XvYGu40cD8F6vQdDQ0EDy7Zs4eXgPsjIeooqxCWo6uWLs9CWwq1ELQPEoABdORmD3xpXIy82FiZkF3Bs2Q/se/aCt/fRzsWjKGKTdS5ZeT/usHwBg2S8n/qvdISt3bz9kZzzE0a1rkJn+ANY1a6PXl9NhaFJ8LDJS76l8RxXk5WLvDwuRkXYfWjq6sLSzR+fhwXD3flpUaf7eRyjIy8VvK+ciNzsTNZw90OvLsBJn285H7EV1Z3dYVqtRamzRx/bj4PplAIDqTnXRd+LcMgcUfxO9LpU+uSiEDAMsLVmyBOPHj0e7du2wbNkyLFu2DNHR0cjMzETDhg0xYsQI2Nq++DUTk/ZffYnR0v9jWLOacodA/2BW5dVdrkHqnUxI/fdO9Er8nZkjdwj02MeN5Lum+0DMfdnW3cbN6t87yUyWCuPw4cPRvn17DBw4EO7u7vj+++/x9deVcygYIiIioopOtrukHR0dcfjwYSxatAjdunWDm5sbtJ65CDcqKqqMuYmIiIheHj5LWj1Zh9W5efMmtm/fDjMzM3Tq1KlEwkhERERE8pMtQ1uxYgXGjBmDgIAAXLlyBVZWFf/8PREREb2ZNFhgVEuWhLFdu3Y4ffo0Fi1ahL59+/77DEREREQkG1kSxqKiIly8eLHEE16IiIiI5MBrGNWTJWE8ePCgHKslIiIiohfAJ4oTERERkVq8LZmIiIgqPT7pRT1WGImIiIhILVYYiYiIqNLjTS/qscJIRERERGoxYSQiIiIitXhKmoiIiCo9PulFPVYYiYiIiEgtVhiJiIio0uNNL+qxwkhEREREajFhJCIiIiK1eEqaiIiIKj0+6UU9VhiJiIiISC1WGImIiKjSY4FRPVYYiYiIiEgtVhiJiIio0tPgRYxqscJIRERERGoxYSQiIiIitXhKmoiIiCo9npBWjxVGIiIiIlKLFUYiIiIilhjVYoWRiIiIiNRiwkhEREREajFhJCIiokpPIeN/L2Lx4sVwcHCAnp4emjZtitOnT5fZd8WKFXjnnXdgZmYGMzMzBAQEqO1fGiaMRERERK+RzZs3IygoCCEhIYiKioKnpyfatm2Le/fuldo/IiICPXv2xJEjR3Dy5EnY29ujTZs2+Pvvv8u9ToUQQrysDagoJu2/KncI9NiwZjXlDoH+wayKjtwh0GMnE1LlDoEe+zszR+4Q6LGPG1WXbd2nrz+Ubd1v1TJ5rv5NmzZFkyZNsGjRIgCAUqmEvb09Pv30U3z55Zf/On9RURHMzMywaNEi9O3bt1zrZIWRiIiISEZ5eXnIyMhQ+cvLyyu1b35+Ps6dO4eAgACpTUNDAwEBATh58mS51pednY2CggKYm5uXO0YmjERERFTpKWT8CwsLg4mJicpfWFhYqXGmpKSgqKgI1tbWKu3W1tZITk4u17aOHz8ednZ2Kknnv+E4jEREREQyCg4ORlBQkEqbrq7uf7Ku6dOnY9OmTYiIiICenl6552PCSERERCQjXV3dcieIlpaW0NTUxN27d1Xa7969CxsbG7Xzzp49G9OnT8ehQ4dQv37954qRp6SJiIiI5Dwn/Rx0dHTQqFEjhIeHS21KpRLh4eHw9vYuc76ZM2di6tSp2LdvHxo3bvx8KwUrjERERESvlaCgIAQGBqJx48Z46623MH/+fGRlZaF///4AgL59+6JatWrSdZAzZszApEmTsGHDBjg4OEjXOhoaGsLQ0LBc62TCSERERJXeiw6gLYcePXrg/v37mDRpEpKTk+Hl5YV9+/ZJN8LcunULGhpPTyIvXboU+fn5+OCDD1SWExISgsmTJ5drnUwYiYiIiF4zI0eOxMiRI0udFhERofL6xo0b//f6eA0jEREREanFCiMRERFVeorX54y0LFhhJCIiIiK1WGEkIiKiSo8FRvVYYSQiIiIitVhhJCIiImKJUS1WGImIiIhILSaMRERERKQWT0kTERFRpfc6PelFDqwwEhEREZFarDASERFRpceBu9VjhZGIiIiI1GLCSERERERq8ZQ0ERERVXo8I60eK4xEREREpJZCCCHkDuJlu5OeL3cIRBWSuaGO3CHQY8kPc+UOgR5zG/ST3CHQYzk7Bsm27ui/Hsm2bk97I9nWXV6sMBIRERGRWryGkYiIiCo9DtytHiuMRERERKQWE0YiIiIiUounpImIiKjS45Ne1GOFkYiIiIjUYoWRiIiIKj0WGNVjhZGIiIiI1JK9wpiVlYXp06cjPDwc9+7dg1KpVJl+/fp1mSIjIiIiIqACJIyDBg3C0aNH0adPH9ja2kLBq06JiIjoVWP6oZbsCePevXvx22+/oUWLFnKHQkRERESlkD1hNDMzg7m5udxhEBERUSXGJ72oJ/tNL1OnTsWkSZOQnZ0tdyhEREREVArZK4xz5sxBQkICrK2t4eDgAG1tbZXpUVFRMkVGRERElQVvoVBP9oSxc+fOcodARERERGrInjCGhITIHQIRERERqSF7wvjEuXPnEBMTAwBwd3dHgwYNZI6IiIiIKguekVZP9oTx3r17+OijjxAREQFTU1MAQHp6Ovz8/LBp0yZYWVnJGyARERFRJSf7XdKffvopHj16hCtXriAtLQ1paWm4fPkyMjIyMGrUKLnDIyIiospAIePfa0D2CuO+fftw6NAhuLm5SW1169bF4sWL0aZNGxkjIyIiIiKgAlQYlUpliaF0AEBbW7vEc6WJiIiI6NWTPWH09/fH6NGjcefOHant77//xueff45WrVrJGBkRERFVFgoZ/3sdyJ4wLlq0CBkZGXBwcEDt2rVRu3ZtODo6IiMjA999953c4RERERFVerJfw2hvb4+oqCgcOnQIsbGxAAA3NzcEBATIHBkRERFVFnzSi3qyJ4wAoFAo0Lp1a7Ru3VruUIiIiIjoGbIkjAsXLsSQIUOgp6eHhQsXqu3LoXWIiIjov8YCo3oKIYR41St1dHTE2bNnYWFhAUdHxzL7KRQKXL9+/bmXfyc9//8Jj+iNZW6oI3cI9Fjyw1y5Q6DH3Ab9JHcI9FjOjkGyrTs+OVu2dTvbGMi27vKSpcKYmJhY6v8TERERUcUj+13SU6ZMQXZ2yaw+JycHU6ZMkSEiIiIiqnT4pBe1ZE8YQ0NDkZmZWaI9OzsboaGhMkRERERERP8k+13SQggoSrmXPTo6Gubm5jJERERERJXN6zKAtlxkSxjNzMygUCigUCjg7OyskjQWFRUhMzMTn3zyiVzhEREREdFjsiWM8+fPhxACAwYMQGhoKExMTKRpOjo6cHBwgLe3t1zhEREREdFjsiWMgYGBAIqH2GnRogW0tGQ/O05ERESVFJ/0op7sN70YGRkhJiZGer1r1y507twZX331FfLzOZ4iERERkdxkTxiHDh2K+Ph4AMD169fRo0cPGBgYYMuWLRg3bpzM0REREVFlwFF11JM9YYyPj4eXlxcAYMuWLfD19cWGDRuwZs0abNu2Td7giIiIiEj+hFEIAaVSCQA4dOgQOnToAACwt7dHSkqKnKERERERESrAOIyNGzfGN998g4CAABw9ehRLly4FUPzIQGtra5mjIyIiokrhdTk3LBPZK4zz589HVFQURo4cia+//hpOTk4AgK1bt6J58+YyR0dEREREslcY69evj0uXLpVonzVrFjQ1NWWIiIiIiCobPulFPdkrjACQnp6OlStXIjg4GGlpaQCAP//8E/fu3ZM5MiIiIiKSvcJ48eJFtGrVCqamprhx4wYGDx4Mc3NzbN++Hbdu3cKPP/4od4hERET0huPA3erJXmEMCgpC//79cfXqVejp6UntHTp0wLFjx2SMjIiIiIiACpAwnjlzBkOHDi3RXq1aNSQnJ8sQERERERH9k+wJo66uLjIyMkq0x8fHw8rKSoaIiIiIqLJ53Z70snjxYjg4OEBPTw9NmzbF6dOny+x75coVdOvWDQ4ODlAoFJg/f/5zr0/2hPH999/HlClTUFBQAABQKBS4desWxo8fj27duskcHREREVHFsnnzZgQFBSEkJARRUVHw9PRE27Zty7xZODs7G7Vq1cL06dNhY2PzQuuUPWGcM2cOMjMzUbVqVeTk5MDX1xdOTk4wMjLCtGnT5A6PiIiIKoPXqMQ4d+5cDB48GP3790fdunWxbNkyGBgY4Icffii1f5MmTTBr1ix89NFH0NXVff4VogLcJW1iYoKDBw/i999/x8WLF5GZmYmGDRsiICBA7tCIiIiI/nN5eXnIy8tTadPV1S01ucvPz8e5c+cQHBwstWloaCAgIAAnT578z2KUPWF84u2338bbb78tdxhEREREr1RYWBhCQ0NV2kJCQjB58uQSfVNSUlBUVFTi8cnW1taIjY39z2KUPWGcMmWK2umTJk16RZEQERFRZSXnk16Cg4MRFBSk0vaip47/K7InjDt27FB5XVBQgMTERGhpaaF27dpMGImIiOiNVtbp59JYWlpCU1MTd+/eVWm/e/fuC9/QUh6yJ4znz58v0ZaRkYF+/fqhS5cuMkRERERElc3r8qQXHR0dNGrUCOHh4ejcuTMAQKlUIjw8HCNHjvzP1iv7XdKlMTY2RmhoKCZOnCh3KEREREQVSlBQEFasWIG1a9ciJiYGw4YNQ1ZWFvr37w8A6Nu3r8pNMfn5+bhw4QIuXLiA/Px8/P3337hw4QKuXbtW7nXKXmEsy8OHD/Hw4UO5wyAiIqJK4DUpMAIAevTogfv372PSpElITk6Gl5cX9u3bJ90Ic+vWLWhoPK0J3rlzBw0aNJBez549G7Nnz4avry8iIiLKtU6FEEK81K14TgsXLlR5LYRAUlIS1q1bB19fX2zYsOG5l3knPf9lhVduO7ZsxOb1a5CWmoLadVwwakww3Nw9yuwfEb4fPyxfhOSkO6huXwNDRnyOZi18pOl+TUufd+jIIHzUp7/0+uTvx/DjD8tw/Vo8dHR04NmgMb6Z9XSfnjtzCquXL8L1hKvQ09NH247vY9Ano6CpVWF/K/zfeCzKZm6o88rWBQCbNqzH2tWrkJJyH84urvjyq4nwqF+/zP4H9u/F4u8W4M7ff6NGTQd8FjQW7/j4StOFEFiyaCG2b92CR48y4NWgIb6eNBk1azpIfR6mp2P6t1NxNOIINDQ00Kp1G4z/8msYVKki9YmPi8W330zBlcuXYGZujp69Pkb/gYP/k31QluSHua90fb9s24St69ciLS0FtZycMTzoS7jWLf29feP6Nfy4cgmuxcbgbvIdDB39Bbr2+Pi5lpmR8RDrVi5B1OmTuJecDBMzMzR/xw+BQ0agiqGRynIO/LYL2zetw+2/bsLAoAp8/Ntg5NivXv5OKIPboJ9e2boAYGh7N3zeuT6sTfVx6UYaglaexNmr90vtu39qR/jUsy3RvvfsLXSddqBE+8JPWmBwWzd8seokFu2+IrVvCW4NT0cLWJno4UFmPo5c/BsTfjyDpAfZKvN/1skDA9q4ooaVIVIzcrF8Xwxmbr3w/23wc8jZMeiVretZf6Xl/Xun/4i9ecW6waU0smcN8+bNU3mtoaEBKysrBAYGqpRTK7LDB/dh6YJZ+Hz8RLi518fWTeswbvRQ/PjzrzAztyjR//LFC5g6cTwGDxsN77d9Eb7/N0wcNxrf//gzHGvXAQBs23NEZZ7IE8cxa1oIfPyfjk959PBBzAmbjEHDRqNB47dQVFiExOtXpenX4uMQ/Plw9O43GMEh3+L+/buYN2MqlEVKDBs99j/aG/Lisag49u3dg9kzwzAhJBQeHp5Yv24thg0diF2798HCouSxuHA+Cl9+MQajPguCj68f9vz2Kz77dAQ2bd2OOnWcAQCrV63AxvXrMPXb6ahWrToWf7cAw4YMxI5f9kgXjAePH4uU+/exbOVqFBYUIGTCV5gyeRKmz5oDAMjMzMQngweiqbc3JoSE4mp8PCZP/ApGRsb4oHuPV7eDXqGIQ/vw/cLZ+PSLCXB198COzevx9efDsGrjLpiW8rnIy82FrV11+Pi1xvKFs19omWn37yE15T4GjwxCDYfauJd8BwtnfYPUlPuY+O0caTnbNv6IbRt/xKCRQXCt64Hc3BzcTbrzn+0LuX3QohZm9G+GT5f9jjPx9zHyvXr4ZVI7eI7cgvul/Ij4aMYh6Gg9rRSZG+ni9Lyu2H4isUTf95vWxFvOVXEnNavEtGOXkzBr2wUkP8iBnbkBwvo1xYZxreAX/KvUZ85Ab7TyqobgNZG4fDMN5oa6MDPSe0lbTq872SuM/4VXXWEcNqAXXN3cMfqLrwEUX3za4/3W6PJhT/QKLPlrKfTrscjNyUHY3MVS2/ABveHk7IKgL0u/K3zCF6OQnZ2NuYtXAgCKCgvxUee26DdkBDq+37XUeVYsWYBzp09i2ZpNUtuJ4xEI/Xosduw9qlJxeVPwWKj3KiuMvT/6EO71PPDVhOL9qFQq0aaVL3r26oOBg4eU6P/FmM+Qk5ODRUuWS20f9+wOF1dXTAyZAiEEAlq+g779+iOw/0AAwKNHj+Dv0xxTpk1H+w4dcT0hAV3e74ANm7fCvV5xpeuP48cwYtgQHDh8FFWrWuPnTRvw3YL5OHz0d2jrFO+P+XNn48jhQ9i1e99/vVskr7LCOGpQbzi7uWPkmOKqnVKpxMed26DTBz3Ro+9AtfP27doenXv0LlFhfJFlHjt8ADNDv8Ku8FPQ1NLCo4wM9O7UGqGzFqJB46YvYUtfzKusMB6b8T7OXbuPz1cUD7CsUADXVvTE0j1XMHv7xX+df+S77pjYsxEcB2xAdl6h1G5nboBjMzrhvSl7sWNCWyz69bJKhfFZHZvUwM9ftoZJ9x9QWCTgUt0UZ+Z1RaPR23D1jnyXg8lZYbz9QL4KY3Wzil9hrJA3vbxOCgoKEB/7Jxq91Uxq09DQQMMmzXDlUnSp8/x5KRqNmjRTaWvSrHmZ/dNSU3Dqj+Po8P7Tu8bj42KQcv8eNBQKDO7zIbp18MP4zz5BYsLTqlZBQT50dFTfhLq6usjPy0N87J/Pva0VHY9FxVGQn4+YP6+gmXdzqU1DQwPNmjXHxeiSIyMAwMULF9CsmbdKW/MWb+PihQsAgL9v30ZKyn00bfZ0mUZGRvCo7yktMzr6PIyMjaVkEQCaejeHhoYGLl28+LjPBTRq3FhKFp+s50ZiIjLewOumCwoKcDUuBg0bq34uGjRphj8v/3uC8jKXmZWZCYMqhtJlGFFnTkIplEi5fw+DenZG706t8c2EL3DvbvILxVXRaWtpoEFtSxyOflpBFQI4fPFvvOVirWbOpwIDXLDl9+sqyaJCAaz6rCXm7bqImL/S/3UZZoa6+MjHCafi7qKwqLhm1LFxDSTezUCHxjUQs6wHYpf3wJLh78DMsOInMvRqyH5KukuXLlCU81727du3l2gr7XE6eXmKVzbg5cP0B1AWFZU43WlmboFbN0ueMgCKk47S+j9ITSm1//49v8CgigF8Wj49BZr0920AwNqVSzFs9BewsbXDzxvW4rNhA7Buy24Ym5igSdMW2LbpJ4Tv34OWAW2RlpqCH1ctAwCkppR+vczrjMei4niQ/gBFRUUlTj1bWFggMfF6qfOkpKTAwsKyRP+Ux8ci5fF+srAsucyUlOI+qSkpMDc3V5mupaUFYxMTaT+npKSgWrXqzyzDUppmbGJS7u18HWQ8/lw8e+rZzNwCf5Xxufgvlvkw/QE2rP4e7d/vJrUl/30bQqnEprUrMeyzcahiaIQ13y9C8OihWLZuK7S1tV8ovorK0kgPWpoauPcwR6X9XnouXKqZ/uv8jetYoV5NcwxbfFylfUwXTxQWKbFYTUURAL7p0wSfdKiLKnraiIy7q3INpIONEWpYGaJrc0cMWhABDQ0NzBxQfNq6/aQ95d/I19rrdNvLqyd7hdHExATh4eE4e/as1Hbu3DkcPnwYxsbGMDExkf5KExYWptLHxMQEi+bNfFXhvxJ7f92BgLYdofOPJFgplACA3v0Gw9e/NVzc3DF+4jdQKBSICN8PoLhSNvTTIMybMRVt3mmEvh++h6bN3wEAKDRkP/SvJR4LoueXlZWJiWNHooZjLfQZ9InUrhQChYWFGP75eDRu1gJu9eojOHQ67ty+hehzp2WMuGIKbOWMSzfSVG6QaVDLAiPedceQhcf+df55Oy+i2Zgd6Dh5L4qUAitHPb2hTEOhgJ6OFgYujMAfMXdx/EoShi0+jpYedqhj92b9iKIXI3uF0draGt27d8eyZcugqakJACgqKsLw4cNhbGyMWbNmqZ2/tMfppOa8ul8JJqZm0NDUxIO0VJX2B2mpMC/lYnIAMLewLLW/2TPVFQC4eP4c/rp5A5O+Ub3w3MLCCgDg4FhbatPR0YFtteoqp3O69wrEhz37IjXlPoyMjJGcdAcrliyA3TMVljcBj0XFYWZqBk1NTaSmqu7b1NRUWFqW3LdA8dMLUp+p7KampsLy8bGwtCzez6kpqbCyqqrSx8XVFQBgYWmJtLQ0lWUUFhYi4+FDWDye39LSEmkl1pMiTXvTGD/+XKSX9j43f7HtfZ5lZmdl4evPh0PfoApCwuZBS+tp1dD88bGt8Y/PjqmZOYxNTN/I09Ipj3JRWKREVRN9lfaqpnpITs8pY65iBrpa+PDt2pi66ZxKe4u6Nqhqoo/4FR9JbVqaGpjerylGvlcPrkM3S+2pj/KQ+igP1+5kIO72A1xb2QtNXaoiMu4ekh9ko6BQiWt3MqT+sbfTAQD2VoayXtdIFYPspY0ffvgBY8eOlZJFANDU1ERQUBB++OGHf51fV1cXxsbGKn+v8vmL2tracHati6gzkVKbUqlE1JlTcPfwLHWeuh6eiDobqdJ27vTJUvvv+XU7nF3rwsnZRaXd2bUutHV0cOvWDamtsLAAd+/8DWsb1SEYFAoFLK2qQldPD+EH9qCqtQ3quLg976ZWeDwWFYe2jg7c6roj8tRJqU2pVCIy8iTqezYodZ76Xl6IPHVKpe3UyROo7+UFAKhWvTosLa0QGfl0mZmZmbh0MVpapqdnAzzKyMCfVy5LfU5HnoJSqZSG8/H09MK5s2dRUFCgsh4HR8c37nQ0UPy5qOPihvPnVD8XF85Gom69soc4ehnLzMrKxFeffQJtbW2EzlygUpkHAPf6XgCA2//47GRkPETGw/QSn503QUGhEucTUuBX305qUygAP49qOB13V82cQNfmjtDV1sDGo6oDLW84eg1NPt+OpkE7pL87qVmYt+sS3gst+yYujceXguloFf/bezLmLrS1NOBo83TIoyeVxVv3Hz3fhr6mFAr5/l4HsieMhYWFiI2NLdEeGxsLpVIpQ0TP78OefbF71zbs+20XbiZex7wZU5Gbm4N273YGAHw7+SusWDxf6t+tx8c4ffIP/Lx+LW7duI41K5YgLuYKunzYU2W5WZmZOBp+EB07dcOzqhga4v0u3bHm+8U4c+oEbt1MxLwZ3wAAWrZqI/XbtG41rl+LR+L1a/hx1TJs/HEVPh3zpUqC/ibhsag4+gT2x/atP+OXnTtwPSEB30yZjJycHHTuUnwn+dfB47Bg3tPhVXp/3Bcn/jiOtWt+QOL1BCxd/B2uXL6Mj3oV352rUCjQu09frFi+FBGHw3E1Pg4TgsfBqmpV+Lcqvqa0Vu3aaPH2OwgNmYhLFy/ifNQ5hE2binbtO6Jq1eKbCtp3fA/a2tqYPOlrXLt2Ffv27sH6n35En7798abq+lEf7P1lOw7u+QW3blzHd7O+QW5uDto8/lzMnPI1fli6QOpfUFCAhPhYJMTHoqCwAKn37yEhPhZ/375V7mU+SRZzc3PwefBkZGdlIS01BWmpKSgqKgIAVK/hAO93/LB03gxcuXQBNxKuYvbUCahe0wGejZq8sv3zKi385TL6t3ZBb786cKluioVDW8BATws/hhffJLdylC+mfNy4xHz9Alzwa+RNpD1SvWY/7VEe/rz1QOWvoEiJuw+ypapgkzpW+KR9XdR3MEcNK0P4ethibZA/EpIeIvJxonr44t+ISkjB8pE+8HS0QINaFlj0yds4dOG2StWRKi/ZT0n3798fAwcOREJCAt566y0AQGRkJKZPny494qai82/dDg/T07Dm+8XFg0U7u2LG/GXS6ZZ7d5OgofH0J0S9+l6YMHU6fli2CCuXLkA1+5qYOnOBNO7fE4cP7oUQAv5t2pe63k9GBUFTUxNhk4ORl5cHt3oemLNkFYyMn1ZJTp/8HT+tWYGCgnzUdnLBN7MWStfOvYl4LCqOdu074EFaGpYsWoiUlPtwcXXDkuUrYfH4tG9yUhI0FE9/s3o1aIiwmbOxaOF8fDd/LmrUdMD87xZLYzACQP+Bg5GTk4Mpkyfh0aMMNGjYCEuWr1Q5qxA2YzbCpk3FkIGB0sDdXwZPkKYbGRlh2YpV+PabKej5YVeYmplh6CfD39gxGAGgZUA7PEx/gB9XLMGDtBTUquOCaXOXSDd83b+brPJUiNSUexje7+n+2LphLbZuWIv6DRpj1uJV5VrmtbgYxF65BADo3/1dlXjWbtsDG9tqAIAvJn2D5QtmYdLYkVAoNFC/QSNMm7tU5dT1m2TrH9dhaayHSR81hLWZAS4mpqLTlH3SjTD2VoZQPjPaXR07E7Soa4OOk/e+0Dqz8wrRydsBE3o2RBVdLSQ/yMGB87cxY/Z55BcWF2aEAD6YdgBzB3vj4LSOyMotxIGo2/hyTeS/LP3N8ZoU+mQj+ziMSqUSs2fPxoIFC5CUlAQAsLW1xejRozFmzJgXqr7I8aQXotfBq37SC5XtVT/phcr2qp/0QmWTcxxGOXMHO9OK/90se8L4TxkZxWVvY2Pj/2s5TBiJSseEseJgwlhxMGGsOORMGJMeypc72JpU/O9m2U9J/9P/mygSERER0csn+00vRERERFSxVagKIxEREZEcFLztRS1WGImIiIhILVYYiYiIiFhgVEv2hHHhwoWltisUCujp6cHJyQk+Pj5v7ODGRERERBWd7AnjvHnzcP/+fWRnZ8PMzAwA8ODBAxgYGMDQ0BD37t1DrVq1cOTIEdjb28scLREREVHlI/s1jN9++y2aNGmCq1evIjU1FampqYiPj0fTpk2xYMEC3Lp1CzY2Nvj888/lDpWIiIjeUAoZ/14Hsg/cXbt2bWzbtg1eXl4q7efPn0e3bt1w/fp1nDhxAt26dZOeBPNvOHA3Uek4cHfFwYG7Kw4O3F1xyDlw992MAtnWbW1c8R+FKfsp6aSkJBQWFpZoLywsRHJyMgDAzs4Ojx49etWhERERUSWheF1KfTKR/ZS0n58fhg4divPnz0tt58+fx7Bhw+Dv7w8AuHTpEhwdHeUKkYiIiKhSkz1hXLVqFczNzdGoUSPo6upCV1cXjRs3hrm5OVatWgUAMDQ0xJw5c2SOlIiIiN5UChn/ex3IfkraxsYGBw8eRGxsLOLj4wEALi4ucHFxkfr4+fnJFR4RERFRpSd7wviEq6srXF1d5Q6DiIiIiJ4he8JYVFSENWvWIDw8HPfu3YNSqVSZfvjwYZkiIyIiokrj9TgzLBvZE8bRo0djzZo16NixI+rVqwcFb1MiIiIiqlBkTxg3bdqEn3/+GR06dJA7FCIiIqqkWK5ST/a7pHV0dODk5CR3GERERERUBtkTxjFjxmDBggWQ+YEzRERERFQG2U9J//777zhy5Aj27t0Ld3d3aGurPh5n+/btMkVGRERElQVvoVBP9oTR1NQUXbp0kTsMIiIiIiqD7Anj6tWr5Q6BiIiIKrnX5YkrcpE9YXzi/v37iIuLA1D8pBcrKyuZIyIiIiIioALc9JKVlYUBAwbA1tYWPj4+8PHxgZ2dHQYOHIjs7Gy5wyMiIqJKQKGQ7+91IHvCGBQUhKNHj+LXX39Feno60tPTsWvXLhw9ehRjxoyROzwiIiKiSk/2U9Lbtm3D1q1b0bJlS6mtQ4cO0NfXR/fu3bF06VL5giMiIiIi+SuM2dnZsLa2LtFetWpVnpImIiIiqgBkTxi9vb0REhKC3NxcqS0nJwehoaHw9vaWMTIiIiIiAirAKen58+ejXbt2qF69Ojw9PQEA0dHR0NPTw/79+2WOjoiIiCqD1+XmE7nInjB6eHjg6tWrWL9+PWJjYwEAPXv2RO/evaGvry9zdEREREQka8JYUFAAV1dX7N69G4MHD5YzFCIiIiIqg6wJo7a2tsq1i0RERERy4JNe1JP9ppcRI0ZgxowZKCwslDsUIiIiIiqF7NcwnjlzBuHh4Thw4AA8PDxQpUoVlenbt2+XKTIiIiKqLHjTi3qyJ4ympqbo1q2b3GEQERERURlkSxgTExPh6OiI1atXyxUCEREREQDwCsZ/Ids1jLVr14ajoyMGDBiAn376Cbdv35YrFCIiIiJSQ7YK4+HDhxEREYGIiAhs3LgR+fn5qFWrFvz9/eHn5wc/P79SHxlIRERERK+WbAljy5Yt0bJlSwBAbm4uTpw4ISWQa9eulcZovHLlilwhEhERUWXBc9JqyX7TCwDo6enB398fb7/9Nvz8/LB3714sX75cevILEREREclH1oQxPz8fp06dwpEjRxAREYHIyEjY29vDx8cHixYtgq+vr5zhERERUSXBgbvVky1h9Pf3R2RkJBwdHeHr64uhQ4diw4YNsLW1lSskIiIiIiqFbAnj8ePHYWtrC39/f7Rs2RK+vr6wsLCQKxwiIiIiKoNsw+qkp6fj+++/h4GBAWbMmAE7Ozt4eHhg5MiR2Lp1K+7fvy9XaERERFTJKBTy/b0OFEIIIXcQAPDo0SP8/vvv0vWM0dHRqFOnDi5fvvzcy7qTnv8fREj0+jM31JE7BHos+WGu3CHQY26DfpI7BHosZ8cg2dadlS9fOlRFp+JnjRXiLmkAqFKlCszNzWFubg4zMzNoaWkhJiZG7rCIiIioEqj4KZu8ZEsYlUolzp49i4iICBw5cgR//PEHsrKyUK1aNfj5+WHx4sXw8/OTKzwiIiIieky2hNHU1BRZWVmwsbGBn58f5s2bh5YtW6J27dpyhUREREREpZAtYZw1axb8/Pzg7OwsVwhERERExXhOWi3ZEsahQ4fKtWoiIiIieg4V5qYXIiIiIrnwSS/qyTYOIxERERG9mMWLF8PBwQF6enpo2rQpTp8+rbb/li1b4OrqCj09PXh4eGDPnj3PtT4mjERERFTpvU4Dd2/evBlBQUEICQlBVFQUPD090bZtW9y7d6/U/idOnEDPnj0xcOBAnD9/Hp07d0bnzp2fa6zrCjNw98vEgbuJSseBuysODtxdcXDg7opDzoG7cwtlWzX0nvMCwaZNm6JJkyZYtGgRgOKhCu3t7fHpp5/iyy+/LNG/R48eyMrKwu7du6W2Zs2awcvLC8uWLSvXOllhJCIiIpJRXl4eMjIyVP7y8vJK7Zufn49z584hICBAatPQ0EBAQABOnjxZ6jwnT55U6Q8Abdu2LbN/ad7Im17sTF//KkpeXh7CwsIQHBwMXV1ducOp1HgsKo436Vg4WOjJHcL/5U06FnJWtV6WN+l4yOV5q3wv0+RvwhAaGqrSFhISgsmTJ5fom5KSgqKiIlhbW6u0W1tbIzY2ttTlJycnl9o/OTm53DGywlhB5eXlITQ0tMxfGPTq8FhUHDwWFQePRcXC4/F6Cw4OxsOHD1X+goOD5Q5LxRtZYSQiIiJ6Xejq6pa7MmxpaQlNTU3cvXtXpf3u3buwsbEpdR4bG5vn6l8aVhiJiIiIXhM6Ojpo1KgRwsPDpTalUonw8HB4e3uXOo+3t7dKfwA4ePBgmf1LwwojERER0WskKCgIgYGBaNy4Md566y3Mnz8fWVlZ6N+/PwCgb9++qFatGsLCwgAAo0ePhq+vL+bMmYOOHTti06ZNOHv2LL7//vtyr5MJYwWlq6uLkJAQXrxcAfBYVBw8FhUHj0XFwuNRufTo0QP379/HpEmTkJycDC8vL+zbt0+6seXWrVvQ0Hh6Erl58+bYsGEDJkyYgK+++gp16tTBzp07Ua9evXKv840ch5GIiIiIXh5ew0hEREREajFhJCIiIiK1mDASERERkVpMGOm15+DggPnz58sdBhERgd/JbyomjDLq168fFAoFpk+frtK+c+dOKBQKmaJ6dVq2bInPPvusRPuaNWtgampa7uWcOXMGQ4YMeXmBvWTPuz3PY/LkyfDy8ipX3+TkZHz66aeoVasWdHV1YW9vj/fee6/E2FwVxX+536hsQggEBASgbdu2JaYtWbIEpqamuH37tgyRvRzLli2DkZERCgsLpbbMzExoa2ujZcuWKn0jIiKgUCiQkJDwiqN8PZT1Ga3o38n0YpgwykxPTw8zZszAgwcP5A7ltWVlZQUDAwO5wyhVQUGB3CEAAG7cuIFGjRrh8OHDmDVrFi5duoR9+/bBz88PI0aMeOHl5ufnl9peUbb7dVGR9pdCocDq1asRGRmJ5cuXS+2JiYkYN24cvvvuO1SvXl3GCP8/fn5+yMzMxNmzZ6W248ePw8bGBpGRkcjNzZXajxw5gho1aqB27dolllPWe58q9ncyvTgmjDILCAiAjY2NNLhmabZt2wZ3d3fo6urCwcEBc+bMeYURyqtfv37o3LkzZs+eDVtbW1hYWGDEiBEq/8A+e/pDoVBg+fLlePfdd2FgYAA3NzecPHkS165dQ8uWLVGlShU0b95cpWrwpFK3fPly2Nvbw8DAAN27d8fDhw+lPkqlElOmTEH16tWhq6srjXv1xI0bN6BQKLB582b4+vpCT08P69evR//+/fHw4UMoFAooFArpYfLr1q1D48aNYWRkBBsbG/Tq1Qv37t2TlvekuhEeHo7GjRvDwMAAzZs3R1xcHIDiX/ehoaGIjo6Wlr1mzZpS9+Pw4cOhUChw+vRpdOvWDc7OznB3d0dQUBBOnTol9bt16xY6deoEQ0NDGBsbo3v37iqPk3qyn1auXAlHR0fo6elJ+3zp0qV4//33UaVKFUybNg0AsGvXLjRs2BB6enqoVasWQkNDVSo76enpGDp0KKytraGnp4d69eph9+7diIiIKHO/PSshIQGdOnWCtbU1DA0N0aRJExw6dEilj4ODA7799lsMGDAARkZGqFGjhsqAtfn5+Rg5ciRsbW2hp6eHmjVrSp/JsWPH4t1335X6zp8/HwqFQuXYOzk5YeXKldLrlStXws3NDXp6enB1dcWSJUukaWW9TyoSe3t7LFiwAGPHjkViYiKEEBg4cCDatGmDBg0aoH379jA0NIS1tTX69OmDlJQUad6tW7fCw8MD+vr6sLCwQEBAALKysmTcGlUuLi6wtbVFRESE1BYREYFOnTrB0dFR5fMQEREBPz8/AE+/i6ZNmwY7Ozu4uLgAAC5dugR/f39pe4cMGYLMzExpGeX5DktKSkLHjh2hr68PR0dHbNiw4V9P6xYVFSEoKAimpqawsLDAuHHjEBgYiM6dO0t9SluGl5eXymcpPT0dgwYNgpWVFYyNjeHv74/o6GhpenR0NPz8/GBkZARjY2M0atQIZ8+eVfsZfXa95f1eWbduHRwcHGBiYoKPPvoIjx49KnP7SQaCZBMYGCg6deoktm/fLvT09MRff/0lhBBix44d4smhOXv2rNDQ0BBTpkwRcXFxYvXq1UJfX1+sXr1axshfDl9fXzF69OgS7atXrxYmJiZCiOJ9ZGxsLD755BMRExMjfv31V2FgYCC+//57qX/NmjXFvHnzpNcARLVq1cTmzZtFXFyc6Ny5s3BwcBD+/v5i37594s8//xTNmjUT7dq1k+YJCQkRVapUEf7+/uL8+fPi6NGjwsnJSfTq1UvqM3fuXGFsbCw2btwoYmNjxbhx44S2traIj48XQgiRmJgoAAgHBwexbds2cf36dXHjxg0xf/58YWxsLJKSkkRSUpJ49OiREEKIVatWiT179oiEhARx8uRJ4e3tLdq3by+t78iRIwKAaNq0qYiIiBBXrlwR77zzjmjevLkQQojs7GwxZswY4e7uLi07Ozu7xP5MTU0VCoVCfPvtt2qPR1FRkfDy8hJvv/22OHv2rDh16pRo1KiR8PX1LbGf2rVrJ6KiokR0dLS0z6tWrSp++OEHkZCQIG7evCmOHTsmjI2NxZo1a0RCQoI4cOCAcHBwEJMnT5bW16xZM+Hu7i4OHDggEhISxK+//ir27Nkj8vLyytxvz7pw4YJYtmyZuHTpkoiPjxcTJkwQenp64ubNmyrvEXNzc7F48WJx9epVERYWJjQ0NERsbKwQQohZs2YJe3t7cezYMXHjxg1x/PhxsWHDBiGEEL/88oswMTERhYWFQgghOnfuLCwtLcX48eOFEELcvn1bABBXr14VQgjx008/CVtbW+k9sG3bNmFubi7WrFlT5vvkzp07ao+NXDp16iRatmwpFi5cKKysrMS9e/eElZWVCA4OFjExMSIqKkq0bt1a+Pn5CSGEuHPnjtDS0hJz584ViYmJ4uLFi2Lx4sVlHju59OrVS7Rp00Z63aRJE7FlyxbxySefiEmTJgkhij9furq60nELDAwUhoaGok+fPuLy5cvi8uXLIjMzU9ja2oquXbuKS5cuifDwcOHo6CgCAwOlZZfnOywgIEB4eXmJU6dOiXPnzglfX1+hr6+v8r32rBkzZggzMzOxbds28eeff4qBAwcKIyMj0alTJ6nPs9+NQgjh6ekpQkJCVNb93nvviTNnzoj4+HgxZswYYWFhIVJTU4UQQri7u4uPP/5YxMTEiPj4ePHzzz+LCxcuqP2M/nO95f1eMTQ0lPbjsWPHhI2Njfjqq6/+7VDSK8SEUUZPEkYhhGjWrJkYMGCAEEI1YezVq5do3bq1ynxffPGFqFu37iuN9b9Q3oSxZs2a0j/WQgjx4Ycfih49ekivS0sYJ0yYIL0+efKkACBWrVoltW3cuFHo6elJr0NCQoSmpqa4ffu21LZ3716hoaEhkpKShBBC2NnZiWnTpqnE2qRJEzF8+HAhxNNEYP78+WVujzpnzpwRAKQv3ScJ46FDh6Q+v/32mwAgcnJypLg9PT3VLjcyMlIAENu3b1fb78CBA0JTU1PcunVLarty5YoAIE6fPi2tT1tbW9y7d09lXgDis88+U2lr1apViSR13bp1wtbWVgghxP79+4WGhoaIi4srNZ7y7rfSuLu7i++++056XbNmTfHxxx9Lr5VKpahatapYunSpEEKITz/9VPj7+wulUlliWQ8ePBAaGhrizJkzQqlUCnNzcxEWFiaaNm0qhChOEKtVqyb1r127tpRsPjF16lTh7e0thCj7fVIR3b17V1haWgoNDQ2xY8cOMXXqVJVESwgh/vrrLwFAxMXFiXPnzgkA4saNGzJFXD4rVqwQVapUEQUFBSIjI0NoaWmJe/fuiQ0bNggfHx8hhBDh4eECgPTDIzAwUFhbW4u8vDxpOd9//70wMzMTmZmZUttvv/0mNDQ0RHJysjSfuu+wmJgYAUCcOXNGmn716lUBQG3CaGtrK2bOnCm9LigoENWrV3+uhPH48ePC2NhY5ObmqvSpXbu2WL58uRBCCCMjIylpflZZn9F/rre83ysGBgYiIyND6vPFF19InzGqGHhKuoKYMWMG1q5di5iYGJX2mJgYtGjRQqWtRYsWuHr1KoqKil5liLJxd3eHpqam9NrW1lbl1G1p6tevL/3/k0cleXh4qLTl5uYiIyNDaqtRowaqVasmvfb29oZSqURcXBwyMjJw586dUo/Fs8escePG5dquc+fO4b333kONGjVgZGQEX19fAMWnb8raFltbWwD41+3/J1HOhznFxMTA3t4e9vb2UlvdunVhamqqso01a9aElZVVifmf3e7o6GhMmTIFhoaG0t/gwYORlJSE7OxsXLhwAdWrV4ezs3O5t6U0mZmZGDt2LNzc3GBqagpDQ0PExMSo3Y8KhQI2NjbSfuzXrx8uXLgAFxcXjBo1CgcOHJD6mpqawtPTExEREbh06RJ0dHQwZMgQnD9/HpmZmTh69Kh07LKyspCQkICBAweqbPc333xT4saJ8r5P5FS1alUMHToUbm5u6Ny5M6Kjo3HkyBGVbXN1dQVQfGmAp6cnWrVqBQ8PD3z44YdYsWJFhbw+u2XLlsjKysKZM2dw/PhxODs7w8rKCr6+vtJ1jBEREahVqxZq1Kghzefh4QEdHR3pdUxMDDw9PVGlShWprUWLFtL3xhPqvsPi4uKgpaWFhg0bStOdnJxgZmZWZvwPHz5EUlISmjZtKrVpaWk993sqOjoamZmZsLCwUDmmiYmJ0vs1KCgIgwYNQkBAAKZPn/7cNwCV93vFwcEBRkZG0uvyfM/Tq8VnSVcQPj4+aNu2LYKDg9GvXz+5w3kljI2NVa4RfCI9PR0mJibSa21tbZXpCoUCSqVS7bL/Oc+TO85La/u35byIf/7jUZasrCy0bdsWbdu2xfr162FlZYVbt26hbdu2JS6m/3/jrlOnDhQKBWJjY8s9jzplbd+z7ZmZmQgNDUXXrl1L9NXT04O+vv5LiWfs2LE4ePAgZs+eDScnJ+jr6+ODDz5Qux8B1fdRw4YNkZiYiL179+LQoUPo3r07AgICsHXrVgDFCUZERAR0dXXh6+sLc3NzuLm54ffff8fRo0cxZswYaZsBYMWKFSr/mANQSRiA8r1PKgItLS1oaRX/U5GZmYn33nsPM2bMKNHP1tYWmpqaOHjwIE6cOIEDBw7gu+++w9dff43IyEg4Ojq+6tDL5OTkhOrVq+PIkSN48OCBlPDb2dnB3t4eJ06cwJEjR+Dv768y34sesxf5DnsZNDQ0Svxg/Oe1k5mZmSWu53ziyd3PkydPRq9evfDbb79h7969CAkJwaZNm9ClS5eXGqtc+4jKjxXGCmT69On49ddfcfLkSanNzc0Nf/zxh0q/P/74A87OziX+AXrduLi4ICoqqkR7VFTU/111ehG3bt3CnTt3pNenTp2ChoYGXFxcYGxsDDs7u1KPRd26ddUuV0dHp0Q1ODY2FqmpqZg+fTreeecduLq6vtCv6dKW/Sxzc3O0bdsWixcvLvXmg/T0dADF77W//voLf/31lzTtzz//RHp6+r9uY2kaNmyIuLg4ODk5lfjT0NBA/fr1cfv2bcTHx7/wtgHFx6Bfv37o0qULPDw8YGNjgxs3bjx3vMbGxujRowdWrFiBzZs3Y9u2bUhLSwMA+Pr64vfff0d4eLg09ErLli2xceNGxMfHS23W1taws7PD9evXS2xzRUqYXlTDhg1x5coVODg4lNi+J8mUQqFAixYtEBoaivPnz0NHRwc7duyQOfKS/Pz8EBERgYiICJXhdHx8fLB3716cPn1auuGlLG5uboiOjlb5XP3xxx/S90Z5uLi4oLCwEOfPn5farl27prYya2JiAltbW0RGRkpthYWFOHfunEo/KysrJCUlSa8zMjKQmJgovW7YsCGSk5OhpaVV4nhaWlpK/ZydnfH555/jwIED6Nq1K1avXg2gfJ/Rl/29QvJhwliBeHh4oHfv3li4cKHUNmbMGISHh2Pq1KmIj4/H2rVrsWjRIowdO1bGSF+OYcOGIT4+HqNGjcLFixcRFxeHuXPnYuPGjVLF5lXS09NDYGAgoqOjcfz4cYwaNQrdu3eHjY0NAOCLL77AjBkzsHnzZsTFxeHLL7/EhQsXMHr0aLXLdXBwQGZmJsLDw5GSkoLs7GzUqFEDOjo6+O6773D9+nX88ssvmDp16nPH7ODggMTERFy4cAEpKSnIy8srtd/ixYtRVFSEt956C9u2bcPVq1cRExODhQsXwtvbG0DxHftP3oNRUVE4ffo0+vbtC19f3xc6fTpp0iT8+OOPCA0NxZUrVxATE4NNmzZhwoQJAIqTMB8fH3Tr1g0HDx6UKnxP7j4ubb+Vpk6dOti+fTsuXLiA6Oho9OrV67krE0/ed7GxsYiPj8eWLVtgY2MjVVl8fHzw6NEj7N69WyVhXL9+PWxtbVV+4ISGhiIsLAwLFy5EfHw8Ll26hNWrV2Pu3LnPuQcrnhEjRiAtLQ09e/bEmTNnkJCQgP3796N///4oKipCZGQkvv32W5w9exa3bt3C9u3bcf/+fbi5uckdegl+fn74/fffceHCBanCCBS/L5cvX478/Px/TRh79+4tfW9cvnwZR44cwaeffoo+ffpIl8L8G1dXVwQEBGDIkCE4ffo0zp8/jyFDhkBfX1/teLyjR4/G9OnTsXPnTsTGxmL48OHSj78n/P39sW7dOhw/fhyXLl1CYGCgSqEhICAA3t7e6Ny5Mw4cOIAbN27gxIkT+Prrr3H27Fnk5ORg5MiRiIiIwM2bN/HHH3/gzJkz0vEsz2f0ZX+vkHyYMFYwU6ZMUfnHrmHDhvj555+xadMm1KtXD5MmTcKUKVPeiNPWtWrVwrFjxxAbG4uAgAA0bdoUP//8M7Zs2YJ27dq98nicnJzQtWtXdOjQAW3atEH9+vVVhkMZNWoUgoKCMGbMGHh4eGDfvn345ZdfUKdOHbXLbd68OT755BP06NEDVlZWmDlzJqysrLBmzRps2bIFdevWxfTp0zF79uznjrlbt25o164d/Pz8YGVlhY0bN5bar1atWoiKioKfnx/GjBmDevXqoXXr1ggPD8fSpUsBFFeGdu3aBTMzM/j4+CAgIAC1atXC5s2bnzsuAGjbti12796NAwcOoEmTJmjWrBnmzZuHmjVrSn22bduGJk2aoGfPnqhbty7GjRsnVSxK22+lmTt3LszMzNC8eXO89957aNu2rcr1YOVhZGSEmTNnonHjxmjSpAlu3LiBPXv2QEOj+CvSzMwMHh4esLKykq7Z8/HxgVKpVEk2AGDQoEFYuXIlVq9eDQ8PD/j6+mLNmjVvRIXxSZW9qKgIbdq0gYeHBz777DOYmppCQ0MDxsbGOHbsGDp06ABnZ2dMmDABc+bMQfv27eUOvQQ/Pz/k5OTAyclJJbnz9fXFo0ePpOF31DEwMMD+/fuRlpaGJk2a4IMPPkCrVq2waNGi54rlxx9/hLW1NXx8fNClSxcMHjwYRkZG0rBVpRkzZgz69OmDwMBAeHt7w8jIqMRp4uDgYPj6+uLdd99Fx44d0blzZ5UxJRUKBfbs2QMfHx/0798fzs7O+Oijj3Dz5k1YW1tDU1MTqamp6Nu3L5ydndG9e3e0b98eoaGhAMr3GX3Z3yskH4Uo7xXxRG+wyZMnY+fOnbhw4YLcoRBRJXf79m3Y29vj0KFDaNWqVbnn69evH9LT07Fz587/LjiqtHjTCxERkYwOHz6MzMxMeHh4ICkpCePGjYODgwN8fHzkDo1IwoSRiIhIRgUFBfjqq69w/fp1GBkZoXnz5li/fn2JO4eJ5MRT0kRERESkFm96ISIiIiK1mDASERERkVpMGImIiIhILSaMRERERKQWE0YiIiIiUosJIxH93/r164fOnTtLr1u2bInPPvvslccREREBhUJR4hFp/6RQKJ5rYOPJkyfDy8vr/4rrxo0bUCgUHBieiF5bTBiJ3lD9+vWDQqGAQqGAjo4OnJycMGXKFBQWFv7n696+fXu5n41dniSPiIjkxYG7id5g7dq1w+rVq5GXl4c9e/ZgxIgR0NbWRnBwcIm++fn50NHReSnrNTc3fynLISKiioEVRqI3mK6uLmxsbFCzZk0MGzYMAQEB+OWXXwA8PY08bdo02NnZwcXFBQDw119/oXv37jA1NYW5uTk6deqEGzduSMssKipCUFAQTE1NYWFhgXHjxuHZ8f+fPSWdl5eH8ePHw97eHrq6unBycsKqVatw48YN+Pn5AQDMzMygUCjQr18/AIBSqURYWBgcHR2hr68PT09PbN26VWU9e/bsgbOzM/T19eHn56cSZ3mNHz8ezs7OMDAwQK1atTBx4kQUFBSU6Ld8+XLY29vDwMAA3bt3x8OHD1Wmr1y5Em5ubtDT04OrqyuWLFlS5jofPHiA3r17w8rKCvr6+qhTpw5Wr1793LETEb0qrDASVSL6+vpITU2VXoeHh8PY2BgHDx4EUPyIsrZt28Lb2xvHjx+HlpYWvvnmG7Rr1w4XL16Ejo4O5syZgzVr1uCHH36Am5sb5syZgx07dsDf37/M9fbt2xcnT57EwoUL4enpicTERKSkpMDe3h7btm1Dt27dEBcXB2NjY+jr6wMAwsLC8NNPP2HZsmWoU6cOjh07ho8//hhWVlbw9fXFX3/9ha5du2LEiBEYMmQIzp49izFjxjz3PjEyMsKaNWtgZ2eHS5cuYfDgwTAyMsK4ceOkPteuXcPPP/+MX3/9FRkZGRg4cCCGDx+O9evXAwDWr1+PSZMmYdGiRWjQoAHOnz+PwYMHo0qVKggMDCyxzokTJ+LPP//E3r17YWlpiWvXriEnJ+e5YyciemUEEb2RAgMDRadOnYQQQiiVSnHw4EGhq6srxo4dK023trYWeXl50jzr1q0TLi4uQqlUSm15eXlCX19f7N+/XwghhK2trZg5c6Y0vaCgQFSvXl1alxBC+Pr6itGjRwshhIiLixMAxMGDB0uN88iRIwKAePDggdSWm5srDAwMxIkTJ1T6Dhw4UPTs2VMIIURwcLCoW7euyvTx48eXWNazAIgdO3aUOX3WrFmiUaNG0uuQkBChqakpbt++LbXt3btXaGhoiKSkJCGEELVr1xYbNmxQWc7UqVOFt7e3EEKIxMREAUCcP39eCCHEe++9J/r3719mDEREFQ0rjERvsN27d8PQ0BAFBQVQKpXo1asXJk+eLE338PBQuW4xOjoa165dg5GRkcpycnNzkZCQgIcPHyIpKQlNmzaVpmlpaaFx48YlTks/ceHCBWhqasLX17fccV+7dg3Z2dlo3bq1Snt+fj4aNGgAAIiJiVGJAwC8vb3LvY4nNm/ejIULFyIhIQGZmZkoLCyEsbGxSp8aNWqgWrVqKutRKpWIi4uDkZEREhISMHDgQAwePFjqU1hYCBMTk1LXOWzYMHTr1g1RUVFo06YNOnfujObNmz937ERErwoTRqI3mJ+fH5YuXQodHR3Y2dlBS0v1I1+lShWV15mZmWjUqJF0qvWfrKysXiiGJ6eYn0dmZiYA4LffflNJ1IDi6zJflpMnT6J3794IDQ1F27ZtYWJigk2bNmHOnDnPHeuKFStKJLCampqlztO+fXvcvHkTe/bswcGDB9GqVSuMGDECs2fPfvGNISL6DzFhJHqDValSBU5OTuXu37BhQ2zevBlVq1YtUWV7wtbWFpGRkfDx8QFQXEk7d+4cGjZsWGp/Dw8PKJVKHD16FAEBASWmP6lwFhUVSW1169aFrq4ubt26VWZl0s3NTbqB54lTp079+0b+w4kTJ1CzZk18/fXXUtvNmzdL9Lt16xbu3LkDOzs7aT0aGhpwcXGBtbU17OzscP36dfTu3bvc67ayskJgYCACAwPxzjvv4IsvvmDCSEQVFu+SJiJJ7969YWlpiU6dOuH48eNITExEREQERo0ahdu3bwMARo8ejenTp2Pnzp2IjY3F8OHD1Y6h6ODggMDAQAwYMAA7d+6Ulvnzzz8DAGrWrAmFQoHdu3fj/v37yMzMhJGREcaOHYvPP/8ca9euRUJCAqKiovDdd99h7dq1AIBPPvkEV69exRdffIG4uDhs2LABa9asea7trVOnDm7duoVNmzYhISEBCxcuxI4dO0r009PTQ2BgIKKjo3H8+HGMGjUK3bt3h42NDQAgNDQUYWFhWLhwIeLj43Hp0iWsXr0ac+fOLXW9kyZNwq5du3Dt2jVcuXIFu3fvhpub23PFTkT0KjFhJCKJgYEBjh07hho1aqBr165wc3PDwIEDkZubK1Ucx4wZgz59+iAwMBDe3t4wMjJCly5d1C536dKl+OCDDzB8+HC4urpi8ODByMrKAgBUq1YNoaGh+PLLL2FtbY2RI0cCAKZOnYqJEyciLCwMbm5uaNeuHX777Tc4OjoCKL6ucNu2bdi5cyc8PT2xbNkyfPvtt8+1ve+//z4+//xzjBw5El5eXjhx4gQmTpxYop+TkxO6du2KDh06oE2bNqhfv77KsDmDBg3CypUrsXr1anh4eMDX1xdr1qyRYn2Wjo4OgoODUb9+ffj4+EBTUxObNm16rtiJiF4lhSjrSnUiIiIiIrDCSERERET/ggkjEREREanFhJGIiIiI1GLCSERERERqMWEkIiIiIrWYMBIRERGRWkwYiYiIiEgtJoxEREREpBYTRiIiIiJSiwkjEREREanFhJGIiIiI1PofxhjfOwVlN38AAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/shots-40 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-40\n","问法错误 1371\n","回答: 不是 692\n","回答: 是 491\n","回答: 不重要 229\n","不是 93\n","是 80\n","不重要 18\n","回答: 问法错误 3\n","回答错误。 2\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是遗失了吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是遗失了吗\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩的爷爷是谁\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤��欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩的爷爷住在哪个村子里\\n回答: 不重要 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 祭奠的是自己的亲人吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 祭奠的是自己的亲人吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 小孩的哭声是什么声音\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 他哭泣的声音是什么\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发���湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是去湖边找帽子的吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭泣\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是去湖边找帽子的吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭泣\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是去湖边找帽子的吗\\n回答: 不是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 为什么小男孩会哭泣\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人哭是因为帽子吗\\n回答: 是 1\n","回答: 是重要 1\n","回答: 是为了纪念爷爷 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是小男孩在哭泣,还是爷爷在哭泣?\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是小男孩的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 这顶帽子是小男孩的爷爷的吗\\n回答: 不重要 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷��的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子的主人把帽子留下后离开了\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 请问哭声主人是否是帽子主人\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 请问哭声主人是否是帽子主人\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男���伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭奠他亲爱的爷爷。\\n参与者提出的问题: 是在祭奠爷爷吗\\n回答: 是 1\n","回答: 是\\n\\n这个谜面描述了一个小男孩在湖边的哭泣和帽子的故事。参与者的问题询问是否已经猜完,根据谜面的描述,小男孩在湖边哭泣是因为思念爷爷,而帽子是他放在那里以安慰爷爷。所以,参与者没有完全猜完故事,还有一部分未被揭示。 1\n","回答: 是\\n\\n这个谜面描述了一个小男孩在爷爷去世后,将爷爷的帽子放在湖边,希望爷爷的在天之灵得到安慰。帽子是小男孩的,而不是爷爷的。因此,帽子是小男孩的,而不是死者的。 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子主人的好朋友离开了\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩的家人去世了吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭着的人是小男孩,帽子主人是小男孩\\n回答: 是 1\n","回答: 是的,帽子是为了提醒小男孩和他的爷爷的友谊和他们共同度过的美好时光。小男孩将帽子放在湖边的石头上,是为了让爷爷的在天之灵能够感受到他的思念和爱。 1\n","回答: 是\\n\\n谜面: 一个宁静的夏日午后,湖边突然传来一声惊呼。人们跑过去查看,发现一名男子面朝下漂浮在湖面上,已经没有了呼吸。警方调查后发现,死者甄郝身上并无明显伤痕,现场也没有挣扎的迹象。那么,究竟是什么原因导致了甄郝的死亡?\\n谜底: 原来,甄郝是一名生物学家,他在湖边研究一种罕见的湖底生物。在潜水观察时,他发现了一种奇特的生物——一种会释放神经毒素的水母。这种水母的毒素可以使人在短时间内瘫痪,甚至死亡。不幸的是,在甄郝观察这种水母时,不慎被水母的触手缠绕,毒素侵入他的体内,导致他窒息而死。而这一切,都在湖边静静地发生了,无人知晓。\\n参与者提出的问题: 现场有没有挣扎的迹象\\n回答: 不是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子��从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 是小男孩的哭声嘛\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38169 (\\N{CJK UNIFIED IDEOGRAPH-9519}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35823 (\\N{CJK UNIFIED IDEOGRAPH-8BEF}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65292 (\\N{FULLWIDTH COMMA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24125 (\\N{CJK UNIFIED IDEOGRAPH-5E3D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23376 (\\N{CJK UNIFIED IDEOGRAPH-5B50}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20026 (\\N{CJK UNIFIED IDEOGRAPH-4E3A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 25552 (\\N{CJK UNIFIED IDEOGRAPH-63D0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37266 (\\N{CJK UNIFIED IDEOGRAPH-9192}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30007 (\\N{CJK UNIFIED IDEOGRAPH-7537}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23401 (\\N{CJK UNIFIED IDEOGRAPH-5B69}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20182 (\\N{CJK UNIFIED IDEOGRAPH-4ED6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29239 (\\N{CJK UNIFIED IDEOGRAPH-7237}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21451 (\\N{CJK UNIFIED IDEOGRAPH-53CB}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35850 (\\N{CJK UNIFIED IDEOGRAPH-8C0A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20204 (\\N{CJK UNIFIED IDEOGRAPH-4EEC}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20849 (\\N{CJK UNIFIED IDEOGRAPH-5171}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21516 (\\N{CJK UNIFIED IDEOGRAPH-540C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 36807 (\\N{CJK UNIFIED IDEOGRAPH-8FC7}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32654 (\\N{CJK UNIFIED IDEOGRAPH-7F8E}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22909 (\\N{CJK UNIFIED IDEOGRAPH-597D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26102 (\\N{CJK UNIFIED IDEOGRAPH-65F6}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20809 (\\N{CJK UNIFIED IDEOGRAPH-5149}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 32426 (\\N{CJK UNIFIED IDEOGRAPH-7EAA}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24565 (\\N{CJK UNIFIED IDEOGRAPH-5FF5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\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/Qwen2.5-1.5B-Instruct/shots-50 **********\n","Qwen/Qwen2.5-1.5B-Instruct/shots-50\n","问法错误 1270\n","回答: 不是 859\n","回答: 是 472\n","回答: 不重要 252\n","不是 95\n","回答: 问法错误 27\n","是 14\n","回答: 回答正确 2\n","回答正确 2\n","回答: 是\\n\\n谜面: 一个宁静的夏日午后,湖边突然传来一声惊呼。人们跑过去查看,发现一名男子面朝下漂浮在湖面上,已经没有了呼吸。警方调查后发现,死者甄郝身上并无明显伤痕,现场也没有挣扎的迹象。那么,究竟是什么原因导致了甄郝的死亡?\\n谜底: 原来,甄郝是一名生物学家,他在湖边研究一种罕见的湖底生物。在潜水观察时,他发现了一种奇特的生物——一种会释放神经毒素的水母。这种水母的毒素可以使人在短时间内瘫痪,甚至死亡。不幸的是,在甄郝观察这种水母时,不慎被水母的触手缠绕,毒素侵入他的体内,导致他窒息而死。而这一切,都在湖边静静地发生了,无人知晓。\\n参与者提出的问题: 他在湖里看到了什么东西\\n回答: 是\\n\\n谜面: 一个宁静的夏日午后,湖边突然传来一声惊呼。人们跑过去查看,发现一名男子面朝下漂浮在湖面上,已经没有了呼吸。警方调查后发现,死者甄郝身上并无明显伤痕,现场也没有挣扎的迹象。那么,究竟是什么原因导致了甄郝的死亡?\\n谜底: 原来,甄郝是一名生物学家,他在湖边研究一种罕见的湖底生物。在潜水观察时,他发现了一种奇特的生物——一种会释放神经毒素的水母。这种水母的毒素可以使人在短时间内瘫痪,甚至��亡。不幸的是,在甄郝观察这种水母时,不慎被水母的触手缠绕,毒素侵入他的体内,导致他窒息而死。而这一切,都在湖边静静地发生了,无人知晓。\\n参与者提出的问题: 他在湖里看到了什么东西\\n回答: 是 1\n","回答: 是为了记念爷爷 1\n","回答: 是小男孩的哭声。 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是村里的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是不是村里的人\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 小男孩是村里的吗\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 哭泣的人放的帽子\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子的主人是谁\\n回答: 是 1\n","回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子是放在湖边的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告��他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子是放在石头上的吗\\n回答: 是\\n\\n谜面: 在一个安静的夜晚,小村庄的湖边突然传来了阵阵哭泣声。第二天早晨,村长甄锐发现湖边的石头上放着一顶破旧的帽子,但没有人知道这顶帽子是从哪里来的,哭泣声又是为何。请还原故事真相。\\n谜底: 原来,这顶破旧的帽子属于一个小男孩,他小时候与爷爷在湖边生活。爷爷教他钓鱼、游泳,还告诉他湖中的海龟是他们的朋友。后来,小男孩随父母去了城市生活,但每年夏天都会回到村子探望爷爷。然而,去年夏天,爷爷因病去世,小男孩伤心欲绝。今年夏天,他回到村子,来到湖边,想起和爷爷的美好回忆,忍不住哭泣。他将爷爷的帽子放在湖边的石头上,希望能让爷爷的在天之灵得到安慰。那晚的哭泣声正是小男孩在祭莫他亲爱的爷爷。\\n参与者提出的问题: 帽子是放在湖边的石头上的吗\\n回答: 是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20026 (\\N{CJK UNIFIED IDEOGRAPH-4E3A}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 20102 (\\N{CJK UNIFIED IDEOGRAPH-4E86}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35760 (\\N{CJK UNIFIED IDEOGRAPH-8BB0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 24565 (\\N{CJK UNIFIED IDEOGRAPH-5FF5}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 29239 (\\N{CJK UNIFIED IDEOGRAPH-7237}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23567 (\\N{CJK UNIFIED IDEOGRAPH-5C0F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30007 (\\N{CJK UNIFIED IDEOGRAPH-7537}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 23401 (\\N{CJK UNIFIED IDEOGRAPH-5B69}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 21741 (\\N{CJK UNIFIED IDEOGRAPH-54ED}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22768 (\\N{CJK UNIFIED IDEOGRAPH-58F0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\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/Qwen2.5-1.5B-Instruct_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct_torch.float16_lf\n","问法错误 1339\n","不是 1068\n","不重要 229\n","是 115\n","问法错误。 101\n","不是。 86\n","回答正确。 19\n","回答正确 16\n","是。 15\n","回答: 不重要 7\n","回答: 是 2\n","回答:不是 1\n","回答: 是。 1\n","回答:是 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22238 (\\N{CJK UNIFIED IDEOGRAPH-56DE}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 31572 (\\N{CJK UNIFIED IDEOGRAPH-7B54}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 65306 (\\N{FULLWIDTH COLON}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19981 (\\N{CJK UNIFIED IDEOGRAPH-4E0D}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 26159 (\\N{CJK UNIFIED IDEOGRAPH-662F}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\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/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-35_torch.float16_lf\n","不是 1241\n","不重要 969\n","是 704\n","回答正确 56\n","问法错误 29\n","重要 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\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/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-70_torch.float16_lf\n","不是 1360\n","不重要 808\n","是 773\n","回答正确 51\n","问法错误 7\n","重要 1\n","Name: count, dtype: int64\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 37325 (\\N{CJK UNIFIED IDEOGRAPH-91CD}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35201 (\\N{CJK UNIFIED IDEOGRAPH-8981}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\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/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-105_torch.float16_lf\n","不是 1117\n","不重要 993\n","是 803\n","问法错误 44\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"}],"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":18,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf\n","不是 1422\n","是 941\n","不重要 547\n","回答正确 48\n","问法错误 42\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/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf\n","不是 1604\n","是 789\n","不重要 489\n","问法错误 71\n","回答正确 47\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/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf\n","不是 1234\n","是 861\n","不重要 772\n","问法错误 89\n","回答正确 44\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/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf\n","不是 1404\n","是 897\n","不重要 629\n","问法错误 36\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/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf\n","不是 1404\n","是 852\n","不重要 653\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf\n","不是 1361\n","是 782\n","不重要 780\n","回答正确 39\n","问法错误 38\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/Qwen2.5-1.5B-Instruct/checkpoint-350_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-350_torch.float16_lf\n","不是 1421\n","是 758\n","不重要 739\n","回答正确 42\n","问法错误 40\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":19,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-140_torch.float16_lf\n","不是 1422\n","是 941\n","不重要 547\n","回答正确 48\n","问法错误 42\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/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-175_torch.float16_lf\n","不是 1604\n","是 789\n","不重要 489\n","问法错误 71\n","回答正确 47\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/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-210_torch.float16_lf\n","不是 1234\n","是 861\n","不重要 772\n","问法错误 89\n","回答正确 44\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/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf\n","不是 1404\n","是 897\n","不重要 629\n","问法错误 36\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":"iVBORw0KGgoAAAANSUhEUgAAAowAAAK9CAYAAACuFT3eAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAADZQUlEQVR4nOzddVxUWf8H8M8MDdJlA4KUCigqdmK3rmuL2B2YGCgYrK4idnd3rYq6GI+uHWB3B91Izzx/gKMjwyzjqgPyef9e9/V7PPfcc75z2Tt8OeeeewVisVgMIiIiIqI8CJUdABEREREVbEwYiYiIiEguJoxEREREJBcTRiIiIiKSiwkjEREREcnFhJGIiIiI5GLCSERERERyMWEkIiIiIrmYMBIRERGRXEwYiUiuJ0+eoGnTptDX14dAIMDBgwe/a/svX76EQCDAxo0bv2u7hVmDBg3QoEEDZYdBRCTBhJGoEHj27BkGDRqEcuXKQVNTE3p6eqhduzYWLVqElJSUH9q3h4cH7ty5g9mzZ2PLli2oWrXqD+3vZ+rTpw8EAgH09PRknscnT55AIBBAIBBg/vz5Crf//v17zJgxAyEhId8hWiIi5VFVdgBEJN/Ro0fRuXNnaGhooHfv3qhYsSLS09Nx4cIFjB8/Hvfu3cPq1at/SN8pKSm4dOkSpkyZguHDh/+QPiwsLJCSkgI1NbUf0v6/UVVVxcePH3HkyBH8/vvvUvu2bdsGTU1NpKamflPb79+/h6+vLywtLeHi4pLv406ePPlN/RER/ShMGIkKsBcvXqBr166wsLDA6dOnUaJECcm+YcOG4enTpzh69OgP6z8yMhIAYGBg8MP6EAgE0NTU/GHt/xsNDQ3Url0bO3bsyJUwbt++Ha1atcK+fft+SiwfP36EtrY21NXVf0p/RET5xSlpogJs3rx5SEpKwrp166SSxU9sbGwwatQoyb8zMzMxc+ZMWFtbQ0NDA5aWlpg8eTLS0tKkjrO0tETr1q1x4cIFVK9eHZqamihXrhw2b94sqTNjxgxYWFgAAMaPHw+BQABLS0sA2VO5n/73l2bMmAGBQCBVdurUKdSpUwcGBgYoVqwY7OzsMHnyZMn+vO5hPH36NOrWrQsdHR0YGBigXbt2ePDggcz+nj59ij59+sDAwAD6+vrw9PTEx48f8z6xX+nevTuOHz+OuLg4Sdm1a9fw5MkTdO/ePVf9mJgYjBs3DpUqVUKxYsWgp6eHFi1aIDQ0VFLn7NmzqFatGgDA09NTMrX96XM2aNAAFStWxI0bN1CvXj1oa2tLzsvX9zB6eHhAU1Mz1+dv1qwZDA0N8f79+3x/ViKib8GEkagAO3LkCMqVK4datWrlq37//v3h4+ODKlWqYOHChahfvz78/f3RtWvXXHWfPn2K3377DU2aNMGCBQtgaGiIPn364N69ewCAjh07YuHChQCAbt26YcuWLQgMDFQo/nv37qF169ZIS0uDn58fFixYgLZt2+Kff/6Re9zff/+NZs2aISIiAjNmzICXlxcuXryI2rVr4+XLl7nq//7770hMTIS/vz9+//13bNy4Eb6+vvmOs2PHjhAIBNi/f7+kbPv27bC3t0eVKlVy1X/+/DkOHjyI1q1bIyAgAOPHj8edO3dQv359SfLm4OAAPz8/AMDAgQOxZcsWbNmyBfXq1ZO0Ex0djRYtWsDFxQWBgYFo2LChzPgWLVoEU1NTeHh4ICsrCwCwatUqnDx5EkuWLEHJkiXz/VmJiL6JmIgKpPj4eDEAcbt27fJVPyQkRAxA3L9/f6nycePGiQGIT58+LSmzsLAQAxD/73//k5RFRESINTQ0xGPHjpWUvXjxQgxA/Oeff0q16eHhIbawsMgVw/Tp08Vffq0sXLhQDEAcGRmZZ9yf+tiwYYOkzMXFRWxmZiaOjo6WlIWGhoqFQqG4d+/eufrr27evVJsdOnQQGxsb59nnl59DR0dHLBaLxb/99pu4cePGYrFYLM7KyhIXL15c7OvrK/McpKamirOysnJ9Dg0NDbGfn5+k7Nq1a7k+2yf169cXAxCvXLlS5r769etLlZ04cUIMQDxr1izx8+fPxcWKFRO3b9/+Xz8jEdH3wBFGogIqISEBAKCrq5uv+seOHQMAeHl5SZWPHTsWAHLd6+jo6Ii6detK/m1qago7Ozs8f/78m2P+2qd7Hw8dOgSRSJSvYz58+ICQkBD06dMHRkZGknInJyc0adJE8jm/NHjwYKl/161bF9HR0ZJzmB/du3fH2bNnERYWhtOnTyMsLEzmdDSQfd+jUJj99ZmVlYXo6GjJdPvNmzfz3aeGhgY8PT3zVbdp06YYNGgQ/Pz80LFjR2hqamLVqlX57ouI6L9gwkhUQOnp6QEAEhMT81X/1atXEAqFsLGxkSovXrw4DAwM8OrVK6nysmXL5mrD0NAQsbGx3xhxbl26dEHt2rXRv39/mJubo2vXrti9e7fc5PFTnHZ2drn2OTg4ICoqCsnJyVLlX38WQ0NDAFDos7Rs2RK6urrYtWsXtm3bhmrVquU6l5+IRCIsXLgQ5cuXh4aGBkxMTGBqaorbt28jPj4+332WKlVKoQUu8+fPh5GREUJCQrB48WKYmZnl+1giov+CCSNRAaWnp4eSJUvi7t27Ch339aKTvKioqMgsF4vF39zHp/vrPtHS0sL//vc//P333+jVqxdu376NLl26oEmTJrnq/hf/5bN8oqGhgY4dO2LTpk04cOBAnqOLADBnzhx4eXmhXr162Lp1K06cOIFTp06hQoUK+R5JBbLPjyJu3bqFiIgIAMCdO3cUOpaI6L9gwkhUgLVu3RrPnj3DpUuX/rWuhYUFRCIRnjx5IlUeHh6OuLg4yYrn78HQ0FBqRfEnX49iAoBQKETjxo0REBCA+/fvY/bs2Th9+jTOnDkjs+1PcT569CjXvocPH8LExAQ6Ojr/7QPkoXv37rh16xYSExNlLhT6ZO/evWjYsCHWrVuHrl27omnTpnB3d891TvKbvOdHcnIyPD094ejoiIEDB2LevHm4du3ad2ufiEgeJoxEBdiECROgo6OD/v37Izw8PNf+Z8+eYdGiRQCyp1QB5FrJHBAQAABo1arVd4vL2toa8fHxuH37tqTsw4cPOHDggFS9mJiYXMd+eoD114/6+aREiRJwcXHBpk2bpBKwu3fv4uTJk5LP+SM0bNgQM2fOxNKlS1G8ePE866moqOQavdyzZw/evXsnVfYpsZWVXCtq4sSJeP36NTZt2oSAgABYWlrCw8Mjz/NIRPQ98cHdRAWYtbU1tm/fji5dusDBwUHqTS8XL17Enj170KdPHwCAs7MzPDw8sHr1asTFxaF+/fq4evUqNm3ahPbt2+f5yJZv0bVrV0ycOBEdOnTAyJEj8fHjR6xYsQK2trZSiz78/Pzwv//9D61atYKFhQUiIiKwfPlylC5dGnXq1Mmz/T///BMtWrRAzZo10a9fP6SkpGDJkiXQ19fHjBkzvtvn+JpQKMTUqVP/tV7r1q3h5+cHT09P1KpVC3fu3MG2bdtQrlw5qXrW1tYwMDDAypUroaurCx0dHbi5ucHKykqhuE6fPo3ly5dj+vTpksf8bNiwAQ0aNMC0adMwb948hdojIlIURxiJCri2bdvi9u3b+O2333Do0CEMGzYMkyZNwsuXL7FgwQIsXrxYUnft2rXw9fXFtWvXMHr0aJw+fRre3t7YuXPnd43J2NgYBw4cgLa2NiZMmIBNmzbB398fbdq0yRV72bJlsX79egwbNgzLli1DvXr1cPr0aejr6+fZvru7O4KCgmBsbAwfHx/Mnz8fNWrUwD///KNwsvUjTJ48GWPHjsWJEycwatQo3Lx5E0ePHkWZMmWk6qmpqWHTpk1QUVHB4MGD0a1bN5w7d06hvhITE9G3b19UrlwZU6ZMkZTXrVsXo0aNwoIFC3D58uXv8rmIiPIiECtyVzgRERERFTkcYSQiIiIiuZgwEhEREZFcTBiJiIiISC4mjEREREQkFxNGIiIiIpKLCSMRERERycWEkYiIiIjk+iXf9GLS5/s+pJi+3aEpzZQdAn3B1cpQ2SFQjuikdGWHQDkMddSUHQLl0Fb7fu9fV5RW5eFK6zvl1lKl9Z1fHGEkIiIiIrl+yRFGIiIiIoUIOIYmD88OEREREcnFhJGIiIiI5OKUNBEREZFAeQtuCgOOMBIRERGRXBxhJCIiIuKiF7l4doiIiIhILo4wEhEREfEeRrk4wkhEREREcjFhJCIiIiK5OCVNRERExEUvcvHsEBEREZFcHGEkIiIi4qIXuTjCSERERERyMWEkIiIiIrk4JU1ERETERS9y8ewQERERkVwcYSQiIiLiohe5OMJIRERERHJxhJGIiIiI9zDKxbNDRERERHIxYSQiIiIiuTglTURERMRFL3JxhJGIiIiI5OIIIxEREREXvcjFs0NEREREcjFhJCIiIiK5OCVNRERExEUvcnGEkYiIiIjkYsJIREREJBAqb/sGy5Ytg6WlJTQ1NeHm5oarV6/KrR8YGAg7OztoaWmhTJkyGDNmDFJTU/PdHxNGIiIiokJk165d8PLywvTp03Hz5k04OzujWbNmiIiIkFl/+/btmDRpEqZPn44HDx5g3bp12LVrFyZPnpzvPpkwEhERERWiEcaAgAAMGDAAnp6ecHR0xMqVK6GtrY3169fLrH/x4kXUrl0b3bt3h6WlJZo2bYpu3br966jkl5gwEhERESlRWloaEhISpLa0tDSZddPT03Hjxg24u7tLyoRCIdzd3XHp0iWZx9SqVQs3btyQJIjPnz/HsWPH0LJly3zHyISRiIiISIn8/f2hr68vtfn7+8usGxUVhaysLJibm0uVm5ubIywsTOYx3bt3h5+fH+rUqQM1NTVYW1ujQYMGnJImIiIiUohQoLTN29sb8fHxUpu3t/d3+2hnz57FnDlzsHz5cty8eRP79+/H0aNHMXPmzHy3wecwEhERESmRhoYGNDQ08lXXxMQEKioqCA8PlyoPDw9H8eLFZR4zbdo09OrVC/379wcAVKpUCcnJyRg4cCCmTJkCofDfxw85wkhERERUSBa9qKurw9XVFcHBwZIykUiE4OBg1KxZU+YxHz9+zJUUqqioAADEYnG++uUIIxEREVEh4uXlBQ8PD1StWhXVq1dHYGAgkpOT4enpCQDo3bs3SpUqJbkPsk2bNggICEDlypXh5uaGp0+fYtq0aWjTpo0kcfw3TBiJiIiICpEuXbogMjISPj4+CAsLg4uLC4KCgiQLYV6/fi01ojh16lQIBAJMnToV7969g6mpKdq0aYPZs2fnu0+BOL9jkYWISZ+dyg6Bchya0kzZIdAXXK0MlR0C5YhOSld2CJTDUEdN2SFQDm015b3PWavxHKX1nRKc/9XKysJ7GImIiIhILk5JExEREX3jO52LCp4dIiIiIpKLI4xEREREAuXdP1kYcISRiIiIiORiwkhEREREcnFKmoiIiIiLXuTi2SEiIiIiuTjCSERERMRFL3JxhJGIiIiI5GLCSERERERycUqaiIiIiIte5OLZISIiIiK5CtwIo1gsBgAIePMpERER/SzMO+QqMAnj5s2b8eeff+LJkycAAFtbW4wfPx69evVScmT507exDYa3cICZvibuvY7DpK03cOtFTJ719bTVMKWTE1q7loaBjjreRidjyvZb+Pv2BwBAMU1VTOpYCa2qlIaJngbuvIrDlO03pdpc0t8N3epYSbUbfOcDuiw4BwAoY6KDsW0roK6DGcz0NREWl4q9F18i4Mh9ZGSJfsBZKBiC/9qLoP1bER8bgzJWNugxaCzK2VWQWfdc0EFcPH0c7149BwBY2NihU+8hUvVvXDyDs8cP4OXTh0hOTMCMxZtRtpxtrraePriD/VtW4vmjexAKhShbzhZefoFQ19CU1Am99g8O71iHty+fQU1NHXaVKmPE1Hnf+QwUHDu3b8OmDesQFRUJWzt7TJo8DZWcnPKsf/LEcSxbsgjv371DWQtLjPYah7r16kv2i8ViLF+6GPv37kFiYgJcKlfBFJ8ZsLCwlNRZs2oFzv/vHB49fAA1NTVcuHxdqo+4uFh4TxiHJ48fIS4uDkbGxmjQsDFGjvZCsWLFvvs5KCgO7tmBXds2IiY6Ctbl7TBirDccKlTKs/7Z4BPYsGopwj68R+kyZTFg2BjUqF1Psr+Rm+xjBw73QtdengCAxw/vY82yhXh4/x5UhELUbeiOoaMnQEtbGwAQ9NdBzJs5TWY7+46fhaGR8bd+3AJt147s6yI6Kgq2dvaYOHkqKlbK+7o4dSIIy5d+ui4sMHJM7utixbIlOJBzXThXroLJ06ZLrovrV69gQF8PmW1v3bEHFSpVwvWrV7B1yybcu3MHSclJKFvWAh6e/dCydZvv+tmp8CoQCWNAQACmTZuG4cOHo3bt2gCACxcuYPDgwYiKisKYMWOUHKF87auXwcyulTFu03XceB6NwU3tsGdcA9SYdBRRiWm56qupCLFvXANEJabBc+k/+BCXgjLG2oj/mCGpE+hZHfal9TF09WWExaWgcy1L7BvfALUmH0dYXIqk3t+332PkuquSf6dlZEn+d/kSuhAKgLEbr+NFRCIcSukjwLM6tDVUMX1XyI85GUp29X+nsGvtIvQaNhHl7Crg1KGdCPAZjTmrdkHPwChX/Ud3bsKtfhPYODhBTU0dx/ZtwQKfUZi1bDsMTcwAAGmpqSjv6IxqdRpj4xJ/mf0+fXAHC6ePRsvOHugxaCyEKip48+IJBMLPd31c/+c0Ni35Ax17D4aDc1VkZWXh3atnP+ZEFABBx49h/jx/TJ3ui0qVnLFtyyYMGdQPh/4KgrFx7kQg5NZNTBo/FiNHe6Fe/YY4dvQIRo8Yhp1796N8+ewEfcO6NdixbQtmzvkDpUqVxrIlizBkYD8cOHwMGhoaAICMjAw0adocTs4uOLh/b65+hAIhGjZqjOEjR8PQyAhvXr/GnFm+mOUbjz/+XPBjT4qSnDkVhBWL/sToidPgUMEJ+3ZuwcRRg7Bp9xGZSdnd2yGYNW0i+g8ZhZp16iP4xFH4TBiFVZt3w8q6PABg77EzUsdcuXge82dPR71G7gCAqMgIjB8xAA3cm2PEuMn4mJyMZQvnYq7fVMz4IwAA0NC9OarXrCPVzly/qUhPT/tlk8UTx49hwbw/MMVnBio6OWP7lk0YOqg/Dh45DqM8rgvvCWMxYpQX6tZvgOPH/oLXyOHYsWcfbHKui43r12LHti3wm519XSxfugjDBvXHvkNHoaGhAefKlXHq7HmpdpcvWYyrVy7BsWJFAEBoyC2Ut7VDn779YWxsgvPnzmLa5IkoVqwY6jVo+ONPTEHAexjlEog/zQErkZWVFXx9fdG7d2+p8k2bNmHGjBl48eKFQu2Z9Nn5PcP7VyemNcGtF9GYtPUmgOxR7dsBbbHm7ydYfPRBrvp9GlpjWAsH1PQ+isys3KdfU00FL1d2Qq/F53Eq9IOkPHhGU/x9+wP8998BkD3CqK+tht6LL+Q71uEt7NGnoQ2qTvhL0Y/5TQ5NafZT+vlkpldfWJV3RM8h4wAAIpEI4/q0Q+M2ndGqc+9/ORoQZWVheNcm6DF4HGo3bim1Lyr8PSb06yhzhHHW2H5wdKmOjr0GyWw3KysTE/p2QLseA1Cvadtv/HT/nauV4U/rq0fXzqhQsRImT/UBkP2zaNq4Prp174V+Awbmqj9+7GikpKRg6fJVkrKe3X6Hnb09pk33g1gshnuDuujdxxMenv0AAImJiWhUrxb8Zv+BFi1bSbV36MB+/Dl3Tq4RRlm2bd2MTRvW4WTwuf/ykRUSnZT+0/oa2rc77BwqYNT4KQCyfxZd2jZBh87d0N2jf676flPGITUlBXMClknKhvXtARtbO4yZ5COzj2njR+Ljx49YsGwtAOCvA3uwYdVS7Dl2BsKcP5yeP32M/j06YcveoyhVpmyuNuJiY/B768YYN8UPTVv+vJEtQx21n9ZXr26/o0LFipg05fN10dy9Abp274m+/XNfFxPHjkFKykcs/uK66N29C2zt7DF1ui/EYjGaNqyHXh590PuL68K9fm34zvJH86+uCyD7j6pmjeuja/eeGDh4aJ6xjhgyCMbGxpgxa85//dj5pq2mvGlhrZaLlNZ3yrFRSus7vwpEOv3hwwfUqlUrV3mtWrXw4cMHGUcUHGoqQjhbGuLc/XBJmVgMnLsXjmrWsv9CbuZSCtefRmFer6q4v6g9zs9qjtGtHSHMuX9CVUUAVRUhUtOlp41T0rNQw9ZUqqy2vRkeLG6Py/4t8WdvVxjqqMuNV1dLDXHJP+8X1c+UmZGBV08fwdGlmqRMKBTC0aUanj28k6820tJSkZWVBR1dvXz3mxAXg+eP7kHPwBCzxw3A6J4t8MekIXh8L0RS59XTR4iNjoRAIMSMkb0xplcrBEwfjbcvf80Rxoz0dDy4fw81an6+roVCIWrUqIXbobdkHnM7JAQ1atSUKqtVuw5uh4QAAN69fYuoqEi41fjcpq6uLio5OefZZn5ERITj9N+n4Fq12r9XLoQyMjLw+OF9uFavISkTCoVwrVYD9++Eyjzm/p1QVKlWQ6qsWo1auJdH/ZjoKFz+5zxatu0gKUvPSIeqmpokWQQAjZzbM+6E3pTZzsljR6ChqYX6jZrk78MVMhkZ2dfFl/8NC4VCuNWoiduhITKPuR0aArea0r8fa9aqLakvuS5qSl8XFZ2c8mzz3NnTiI+LQ7v2HeXGm5SUCD19/X//YFQkFIiE0cbGBrt3785VvmvXLpQvX17usWlpaUhISJDaxFkZco/5nox11aGqIkRkfKpUeWRCKsz0tWQeY2lWDG2qlYFQKEC3gHNYcPgehja3w9i2jgCApNRMXH0ShXHtKqC4gSaEAgE617RANRtjmOt/vh/u9J0PGLb6MjrOOwPfPaGoZWeGXWPrSxLPr1mZFcMA9/LYdPbpd/r0BUtiQhxEoqxcU896BoaIj43OVxt7Ny6DgZEJKrjkP3mIDHsPADi0fS3qNWuHMb6BsLC2w/wpIxD+7rVUncPb16J1lz4YNX0BdIrpYd7koUhKjM93X4VFbFwssrKyck09GxsbIyoqSuYxUVFRMDY2yV0/Oipnf2R2mUn+25Rn4jgvuLk6o0nDetDR0cEMv9kKt1EYxMfFQpSVlWuK19DIGDExsq+LmOgomfVjo2Wf55PHDkNbRxt1G7hLyipXdUNMdDR2btmAjIwMJCbEY82ywOz28/h5HT+8H42btYSGpqbM/YVdbGz2dfH11LOxsQmi5VwXueqbfK7/6bpQpM2D+/ehZu06MC9ePM9YTwYdx727d9Cug/yk8pciEChvKwQKRMLo6+sLHx8fNG/eHDNnzsTMmTPRvHlz+Pr6ws/PT+6x/v7+0NfXl9pS7hz6SZF/G6EAiEpIhdeGawh9FYuDV99g4ZH76NPQRlJn6OrLEAC4G9ge79d2xoAmtth/+TVEX9xBcODKawSFvMeDt/E4fvMdugf+D1XKGaO2vVmuPosbaGHX2Po4fO0Ntpx7/jM+ZqFzdM9mXP3f3xg+5Q+oqWvk+zixOHskuEHzDqjbpDUsrO3QbcBoFC9dFudP/SVVp1WXPqhauxEsbezRd/RUAAJcv3D6u38W+nfjJ3pj5579WLRkOd68eYP5c2Xfn0r/7viRA2jcrBXUNT5fN1blbDBp+izs2b4JLepXw28tG6J4yVIwNDKGQJj7F+S9OyF49fI5WrbpkGsffT/hYWG49M8FtO/YKc86165exvRpkzFtxkxY28gftKGio0AseunUqROuXLmCgIAAHDx4EADg4OCAq1evonLlynKP9fb2hpeXl1SZ1bCflzBGJ6YjM0sEU33pv4hN9TQREZ8i85jwuFRkZImkkr/H7xNgbqAFNRUhMrJEeBmZhLZ/nIa2ugp0tdQQHp+KtUNq4VVkcp6xvIpMRlRCKsqZF8P5B5+nyIsbaOLQpIa49jQKYzZe+4+fuODS1TOAUKiChDjp1ekJcbHQN5R/A33Q/m04tnczxs1agjJWin1B6htmj4qVLGspVV6ijCViIsOy6xjl1CnzuY6amjpMi5dEdE6dX4mhgSFUVFQQHS09ghUdHQ0TExOZx5iYmCD6qxGs6OhomOSMOpqYZN+OER0VDVNTM6k6dvb2CsdoYmoKE1NTWJWzhp6+Pjx798DAIUOl2v4V6BsYQqiigtivRhNjY6JhlMfCEiNjE5n1DY1z/+xu37qBN69ewmfW/Fz7GjdrhcbNWiEmOgpaWtqAANi7YzNKlCqdq+6xQ/thY2sPWwfZTzT4FRgaZl8XMbmuiygYy7kuctWP+lz/03URE/31dREFOzuHXO0dOrgf+gYGqN+gkcz+rl+7ilHDhmLchElo0659vj/bL4GLXuQqMGfH1dUV27Ztw40bN3Djxg1s3br1X5NFANDQ0ICenp7UJlD5eTcwZ2SJEPoyFvUczSVlAgFQz9Ec157Jnu658iQKVua6UqPQ1sV1ERabkutxNx/TsxAenwp9bTU0rFQcx2++yzOWEoZaMCqmgfAvVlEXN9DCoUmNEPoyFiPWXoXylzj9OKpqarCwscOD0M9JsUgkwoPQa7C2z/vxIcf3bsGRnevh5RsIq/K5v2D/jYl5CRgYmeLD29dS5eHv3sDYrAQAwNLGHqpq6gh797lOZmYmoiM+SOr8StTU1eHgWAFXLl+SlIlEIly5cglOzrKvaycXF1y5fFmq7PKli3BycQEAlCpdGiYmprhy5XObSUlJuHM7NM828+vT2r/09F/v/l41NTXY2jvi5rUrkjKRSISb1y7DsZKzzGMcKznj5vUrUmXXr15CBRn1jx/ZD1t7R1jb2uUZg5GxCbS0tXH21Amoq2uganXpe1VTPn7E2eATaNH21x5dVFPLuS6uSF8XV69chpOzi8xjnJxdcPWL6wjIuS5y6kuui8vS18Xd27dztSkWi3H44H60btMOamq5f09ev3oFI4cOxiivsejUucu3fUj6ZSl1hFEoFP7rA7oFAgEyMzN/UkTfZsWJh1g6oAZCXsTg5vMYDG5qC20NVew4nz31u2yAGz7EpmDW3tsAgA1nnqK/e3nM6VEFa089QbnixTC6tSPW/P1Y0mbDisUhEABPPyTCyrwYZnRxwZMPCdh+IbtNHQ1VjG9fAUeuv0VEfCosTYthRhdnvIhIxOm72SNWxQ20cHhSI7yJTobPzhCY6H2eLor46p7LX0Wz9t2wduFMWJZ3gJWtI04d2oW01FTUcc9eKbhmgS8MjU3xW5/slYHH9m7Gwa1rMHC8L0zMS0juddTQ1IKmVvaz4pIS4xETGY64nNGvsLevAAD6hsbQNzSGQCBA8049cGjbGpS1Ko8y5crjn+Bj+PD2FYZ6Z68u1NLWQYMWHXBo2xoYmZjD2Kw4gvZvBQBUqyP7L/3CrpeHJ6ZNnogKFSqiYiUnbN2yCSkpKWifc0/UFO8JMDMzx6gxYwEAPXr2Rr8+vbBp43rUq1cfQceP4d7du5g2I/u2FIFAgB69emPNqhWwKGuBUqWzH6tjamaGRo0/3zv34f17xMfH48OH98jKysLDB9lPKihbtiy0dXRw/n/nEB0dhQoVK0FbWxvPnj7Fwvnz4FK5CkrJGPn6FXTu1ht/+E2BnUMF2DtWwr6dW5CamoLmrdsDAPxnTIaJqRkGDBsNAOjYpSfGDPbE7m2bUKN2XZw+FYTHD+5hrPd0qXaTk5JwLvgUBo8aJ7PfA3u2o0IlF2hpa+PGlUtYtSQAA4aNRrGvFpWd+TsIWVlZaNK89Xf/7AVNz9594DNlEhwrVETFik7YvjX7uvi0AGWq90SYmZlhZM510a1nLwzw7I3NG9ejbr0GOHH8KO7fuyd1XXTv1RtrV69EWQtLlCpVCsuXLoapmRkafnFdAMDVK5fx7u1bdOjUOVdc165exshhQ9C9Ry80btJUcm+kmpoa9PUNfuAZocJCqQnjgQMH8tx36dIlLF68GCJRwX/A9MGrb2Csq4lJHSrBTF8Td1/H4fcFZxGZkP0MxtLGOhB9MbL3PuYjOs8/i1ndK+PcrOb4EJuC1aceSz2CR09LDVM7O6OkoRbiktNx5PobzN53R/IYniyRGI6lDdClthX0tdUQFpeKs3fD4L//NtIzc+6pq1gc5YrrolxxXdwNbCcV889+9NDPUr1eEyTGx+Hg1jWIj41GmXLlMcZvoWRKOiYyDMIv7p86c2w/MjMzsNx/slQ7bbv1Q/seAwAAIVfOY33gLMm+lfOm5arTtF1XZKSnY8faQCQnJqCMVXmMnbkIZiU+JyC/9x0BFRUVrA2YgfS0NJSzq4Dxs5dBp1j+V2QXJs1btERsTAyWL12MqKhI2Nk7YPmqtZKptLAPHyD8YgrIpXIV+M+bj6WLA7EkMABlLSwRuGSZ5BmMAODZbwBSUlLgN8MHiYkJqFzFFctXrZU8gxEAli9djMOHPn+3dPmtPQBg7YbNqFbdDRoaGti/dw/mz/VHeno6zIuXQGP3JjIfafKraNikOeLiYrBh9TLERkfB2tYecwNXwihnijki/IPUdVHRyQVTZv6B9SuXYt2KRShVxgJ+8xZJnsH4yZlTxyEWi9GoaQuZ/T68dxebVi9HSspHlLGwwphJPjIfl3Ps8H7UbdA4VyL5K2rWoiViY2OwYukSROdcF8tWrvniungv9bNwqVwFc+bOx7IlgVi6aCHKWlgiYPFSyTMYAaBP3/5ISUnBrJzrwqWKK5atXCN1XQDAwf174exSGVblyuWK68ihg0hNScH6tauxfu1qSblr1WpYu3HL9z4NBROnpOUqEM9h/NKjR48wadIkHDlyBD169ICfnx8sLCwUauNXTYYKo5/9HEaS72c+h5Hk+5nPYST5fuZzGEk+pT6Hsc1ypfWdciTv52EWFAUmnX7//j0GDBiASpUqITMzEyEhIdi0aZPCySIRERGRwvhYHbmUnjDGx8dj4sSJsLGxwb179xAcHIwjR46gYs7rioiIiIhIuZR6D+O8efMwd+5cFC9eHDt27EC7du3+/SAiIiIi+qmUmjBOmjQJWlpasLGxwaZNm7Bp0yaZ9fbv3/+TIyMiIqIihYte5FJqwti7d+9/fawOERERESmXUhPGjRs3KrN7IiIiomwcwJKL469EREREJFeBeJc0ERERkVLxHka5eHaIiIiISC4mjEREREQkF6ekiYiIiLjoRS6OMBIRERGRXBxhJCIioiKPz4WWjyOMRERERCQXE0YiIiIikotT0kRERFTkcUpaPo4wEhEREZFcHGEkIiIi4gCjXBxhJCIiIiK5OMJIRERERR7vYZSPI4xEREREJBcTRiIiIiKSi1PSREREVORxSlo+jjASERERkVwcYSQiIqIijyOM8nGEkYiIiIjkYsJIRERERHJxSpqIiIiKPE5Jy8cRRiIiIiKSiyOMRERERBxglIsjjEREREQkF0cYiYiIqMjjPYzycYSRiIiIiORiwkhEREREcnFKmoiIiIo8TknLxxFGIiIiIpKLI4xERERU5HGEUT6OMBIREREVMsuWLYOlpSU0NTXh5uaGq1ev5lm3QYMGEAgEubZWrVrluz8mjERERESFyK5du+Dl5YXp06fj5s2bcHZ2RrNmzRARESGz/v79+/HhwwfJdvfuXaioqKBz58757pMJIxERERV5skbgftamqICAAAwYMACenp5wdHTEypUroa2tjfXr18usb2RkhOLFi0u2U6dOQVtbmwkjERERUWGRlpaGhIQEqS0tLU1m3fT0dNy4cQPu7u6SMqFQCHd3d1y6dClf/a1btw5du3aFjo5OvmNkwkhEREQkUN7m7+8PfX19qc3f319mmFFRUcjKyoK5ublUubm5OcLCwv71Y169ehV3795F//7983lisnGVNBEREZESeXt7w8vLS6pMQ0Pjh/S1bt06VKpUCdWrV1foOCaMREREVOQp87E6Ghoa+U4QTUxMoKKigvDwcKny8PBwFC9eXO6xycnJ2LlzJ/z8/BSOkVPSRERERIWEuro6XF1dERwcLCkTiUQIDg5GzZo15R67Z88epKWloWfPngr3yxFGIiIiokLEy8sLHh4eqFq1KqpXr47AwEAkJyfD09MTANC7d2+UKlUq132Q69atQ/v27WFsbKxwn0wYiYiIqMgrTG966dKlCyIjI+Hj44OwsDC4uLggKChIshDm9evXEAqlJ5EfPXqECxcu4OTJk9/UJxNGIiIiokJm+PDhGD58uMx9Z8+ezVVmZ2cHsVj8zf0xYSQiIqIirzCNMCoDF70QERERkVxMGImIiIhILk5JExEREXFGWi6OMBIRERGRXBxhJCIioiKPi17k4wgjEREREcnFEUYiIiIq8jjCKN8vmTDu9W6q7BAoR9+1V5UdAn0hdHYzZYdAORJSMpQdAuUw1FZTdghEBR6npImIiIhIrl9yhJGIiIhIEZySlo8jjEREREQkF0cYiYiIqMjjCKN8HGEkIiIiIrmYMBIRERGRXJySJiIiIuKMtFwcYSQiIiIiuTjCSEREREUeF73IxxFGIiIiIpKLI4xERERU5HGEUT6OMBIRERGRXEwYiYiIiEguTkkTERFRkccpafk4wkhEREREcnGEkYiIiIgDjHJxhJGIiIiI5GLCSERERERycUqaiIiIijwuepGPI4xEREREJFeBSBg3b96MtLS0XOXp6enYvHmzEiIiIiKiokQgEChtKwwKRMLo6emJ+Pj4XOWJiYnw9PRUQkRERERE9EmBSBjFYrHMDPvt27fQ19dXQkRERERE9IlSF71UrlxZMhzbuHFjqKp+DicrKwsvXrxA8+bNlRghERERFQWFZWpYWZSaMLZv3x4AEBISgmbNmqFYsWKSferq6rC0tESnTp2UFB0RERERAUpOGKdPnw4AsLS0RJcuXaCpqanMcIiIiKiI4gijfAXiOYweHh4AsldFR0REQCQSSe0vW7asMsIiIiIiIhSQhPHJkyfo27cvLl68KFX+aTFMVlaWkiIjIiKiIoEDjHIViISxT58+UFVVxV9//YUSJUpwWJiIiIioACkQCWNISAhu3LgBe3t7ZYdCRERERF8pEAmjo6MjoqKilB0GERERFVGc3ZSvQDy4e+7cuZgwYQLOnj2L6OhoJCQkSG1EREREpDwFYoTR3d0dANC4cWOpci56ISIiop+BI4zyFYiE8cyZM8oOgYiIiIjyUCASxvr16ys7BCIiIiLKQ4FIGD/5+PEjXr9+jfT0dKlyJycnJUVERERERQFnpOUrEAljZGQkPD09cfz4cZn7eQ8jERERkfIUiFXSo0ePRlxcHK5cuQItLS0EBQVh06ZNKF++PA4fPqzs8IiIiOgXJxAIlLYVBgVihPH06dM4dOgQqlatCqFQCAsLCzRp0gR6enrw9/dHq1atlB0iERERUZFVIEYYk5OTYWZmBgAwNDREZGQkAKBSpUq4efOmMkMjIiKiIkAgUN5WGBSIhNHOzg6PHj0CADg7O2PVqlV49+4dVq5ciRIlSig5OiIiIqKirUBMSY8aNQofPnwAAEyfPh3NmzfHtm3boK6ujo0bNyo3OCIiIqIirkAkjD179pT8b1dXV7x69QoPHz5E2bJlYWJiosTIiIiIqCgoLItPlKVATEn7+fnh48ePkn9ra2ujSpUq0NHRgZ+fnxIjIyIiIqICkTD6+voiKSkpV/nHjx/h6+urhIiIiIioKOGiF/kKRMIoFotlDgWHhobCyMhICRERERER0SdKvYfR0NBQ8tBKW1tbqaQxKysLSUlJGDx4sBIjJCIiIiKlJoyBgYEQi8Xo27cvfH19oa+vL9mnrq4OS0tL1KxZU4kREhERUVEgFBaSuWElUWrC6OHhgczMTAgEAjRq1AhlypRRZjhEREREJIPS72FUVVXFkCFDIBKJlB0KERERFVFc9CKf0hNGAKhevTpu3bql7DCIiIiISIYC8eDuoUOHYuzYsXj79i1cXV2ho6Mjtd/JyUlJkREREVFRwAd3y1cgRhi7du2KFy9eYOTIkahduzZcXFxQuXJlyf8nIiIios+WLVsGS0tLaGpqws3NDVevXpVbPy4uDsOGDUOJEiWgoaEBW1tbHDt2LN/9FYgRxhcvXig7BCIiIqJCYdeuXfDy8sLKlSvh5uaGwMBANGvWDI8ePYKZmVmu+unp6WjSpAnMzMywd+9elCpVCq9evYKBgUG++ywQCaOFhYWyQyAiIqIirDDNSAcEBGDAgAHw9PQEAKxcuRJHjx7F+vXrMWnSpFz1169fj5iYGFy8eBFqamoAAEtLS4X6LBAJIwA8e/YMgYGBePDgAQDA0dERo0aNgrW1tZIjy58zR/fi1IFtiI+NQWkrG3Qd6AUr2woy654/cQiXzxzH+1fPAQBlbezQvtdgqfpHtq/FtfOnEBsVAVVVtew6PQfDyu5zneTEeOxcHYDbVy9AIBSiSs0G+H3AGGhqaQMAwt6+wrYV8/Dh9QukfEyGgZEJqtVvijZd+0FFtcD86L+77jXLoF89K5jqquPhh0TMPPQQd97G51lfV1MVY5qVR5OK5jDQVsO72BTMOfIQ/3sUBQCoamWIfvUsUbG0Hsz0NDF00y0E34+QakNbXQVjW9jCvYIZDLTV8DYmBVv+eYWdV95K6qirCjGplR1aOheHuqoQFx5Hw/fgfUQnpf+YE1EA7Ny+DZs2rENUVCRs7ewxafI0VJJzT/LJE8exbMkivH/3DmUtLDHaaxzq1qsv2S8Wi7F86WLs37sHiYkJcKlcBVN8ZsDCwlJSJz4uDn/MmYlzZ89AKBSicZOmmDhpCrS/uDf68aOHmDPLD/fu3oGhkRG6de8Jz34Dfsg5KCiOHdiFAzs3Iy4mGpY2thgwcgJsHSrKrPv6xTNs37ACzx49QGT4B/QdNhZtO/fIs+192zZgy5olaN2pG/qPGC8pT09Lw4YVAbhw+iQy0tPhUr0mBo/2hoGRca42EuLjMKZfV0RHRWDrkXMopqv73z90AbVrxzZs2rgO0VFRsLWzx0TvqahYKe/r4tSJICxfugjv379D2bIWGDlG+roI/vsk9u7eiQf37yE+Ph479xyAnb2DVBv79uzC8WN/4eGD+0hOTsb//rkKXT09yf73795i9aoVuHb1MqKjomBqaoaWrdug/8DBUFNT//4ngaSkpaUhLS1NqkxDQwMaGhq56qanp+PGjRvw9vaWlAmFQri7u+PSpUsy2z98+DBq1qyJYcOG4dChQzA1NUX37t0xceJEqKio5CvGAnEP44kTJ+Do6IirV6/CyckJTk5OuHLlCipUqIBTp04pO7x/de3839i7bjFade2HKQs3orRleSyePgYJcTEy6z++exPV6jWB1+ylmPjnahiamGPR9NGIjf6chJiXKoNug8bCZ8lWjJ+7EsZmJRA4fRQS42MlddYtmIH3r19gtN9iDJ82H0/uhWDrsj8k+1VUVVGjYQuM8lsEvxU78Xv/0bhw4hAOb1/z406GkrVwKg7v1vZYFvwUHRZfwsMPiVjXzxVGOrK/8NRUBNjQvypKGWph1NYQNJ9/HtP23UN4wucLV1tdBY8+JML34IM8+53U2g51bU0wfudttFxwAZsuvMK0dg5o5GAqqTO5tR0aOppi9LZQ9Fp1DWZ6Gljay+W7ffaCJuj4Mcyf549BQ4dl/wKzs8eQQf0QHR0ts37IrZuYNH4sOnT8Dbv2HkTDRo0xesQwPHnyWFJnw7o12LFtC6ZOn4GtO3ZDS0sLQwb2k/qi9Z44Ds+ePsXKtRuweNlK3Lx+HX4zfCT7k5KSMHhAP5QoWRI79uzHmLETsHL5UuzdvevHnQwlu3D6BNYvD0DXPgMRsGY7LK3Lw3f8MMTFyv6OSktLRfESpdB74EgYGpnIbfvJw3s4cWQfLK3L59q3ftkCXLt4HuNnzMWsRWsQGxWJP3zGyWxn6Tw/WMho41dzIugYFvz5BwYNHobtu/fD1tYOQwf1R0xe10XITXhPHIv2HX/Djj0H0KCRO7xGDcfTL66LlJQUuFR2xcgxss8tAKSmpqJW7bro23+QzP0vXryAWCTCVB9f7D3wF8ZO8Mbe3buwZNHC//aBC5FPb55Txubv7w99fX2pzd/fX2acUVFRyMrKgrm5uVS5ubk5wsLCZB7z/Plz7N27F1lZWTh27BimTZuGBQsWYNasWfk+PwUiYZw0aRLGjBmDK1euICAgAAEBAbhy5QpGjx6NiRMnKju8f/X3oR2o07Qtaru3RsmyVugxdALUNTRw8e+/ZNbvN9YXDVp2Qplytihe2hK9h3tDLBLhYeh1SZ3q9ZvBwaU6TIuXQsmy5dC53yikfkzG25dPAQAf3rzEvZuX0Wu4N6zsKsDG0RldBnrh+vm/ERcdCQAwLV4Ktd1bo4xVeRiblYCzW11Ub9AMT++H/viToiSedS2w++pb7L/+Hs8ikjH9wH2kZmShU7VSMut3qloK+tpqGLb5Fm6+isO72FRcexGLRx8SJXX+9ygKgSef4u97ETLbAIDKFgY4ePMdrj6PxbvYVOy++hYPPyTCqUz224uKaaqiU7XS+OOvR7j8LAb33iVg8p67qGJpCOey+nm2W5ht2bQBHX/7He07dIK1jQ2mTveFpqYmDu7fJ7P+tq2bUatOXfTp2x/lrK0xfORoODg6Yuf2rQCyRxe3bdmMAYOGoGEjd9ja2WOW/zxERkTgdPDfAIDnz57hnwvnMd1vFpycnFHFtSomTZ6KoONHERERDgA49tdhZGRkwG/mHNjYlEeLlq3QrUcvbNm84eecGCU4tGcbmrbqgMYt2qGMZTkM8ZoCDU1NBB87JLN+efsK6DNkDOo2bgbVnOkrWVI+fsTCWVMwbNw06BTTk9qXnJSIv48dRN+hXnCqUh02do4YMXEGHt4NxaN7t6XqHj+0B8lJiWjfpdd//7AF3NbNG9GxU2e069AJ1tY2mOLjC00tTRw8IPu62LF1C2rVrgMPz34oV84aw0aMyr4udmyT1Gndph0GDRmGGjXyfjNaj14e6Nt/IJycnWXur12nLnxn+aNmrTooXaYMGjRshN59+uL03wV/0OZX4O3tjfj4eKntyxHE/0okEsHMzAyrV6+Gq6srunTpgilTpmDlypX5bqNAJIwPHjxAv379cpX37dsX9+/fV0JE+ZeZkYHXTx/BwaWapEwoFMLeuRqeP7ybrzbS01KRlZUJHV09mfszMzJw/sRBaOkUQxmr7L/Anz+8A20dXViW/zzt4OBSDQKBEC8e35PZTsT7N7h/8zLKV/w1V56rqQhQoZQeLj75/Je6WAxcfBqNymUNZB7TyNEMIa/i4NPeAf9MbYAjY2phUEMrKPqGqFuv4tDIwQxmetnTB27ljGBlqoMLObFULKUHdVWhVGzPI5PxLjYFLnnEVphlpKfjwf17qFGzlqRMKBSiRo1auB0q+5mrt0NCcv3Cq1W7Dm6HhAAA3r19i6ioSLjV+Nymrq4uKjk5S9oMDb0FXT09VKhYSVLHrWYtCIVC3Ll9O6dOCFyrVoWaurpUPy9fvEBCfN63LhRWGRkZePboAZxc3SRlQqEQzq5ueHT/tpwj/93qRX/AtUYdOFd1y7Xv2eMHyMzMlOq3tIUVTM2LS/X75uVz7N60BqMn+0EgKBC/kn6YjIzs6+LL/4aFQiHcatTE7dAQmcfcDg2Rqg8ANWvVzrP+95SUmAg9/V/zD9qCRkNDA3p6elKbrOloADAxMYGKigrCw8OlysPDw1G8eHGZx5QoUQK2trZS088ODg4ICwtDenr+bosqEFenqakpQnJ+KXwpJCRE5mqfgiQpIQ4iURZ0DYykyvUMjBAfJ3uK4Wv7Ny2HvpEpHJyrSZXfvnYBI39vhOG/1UfwoZ0Y7bcIxfQMAADxsdHQNTCUqq+iogodXT0kfDXNNHfCAAzrVB/TBv8OG0dntO3+a96rZaitDlUVIaKTpO8DiU5Mh4mu7CnpMkZaaFbJHCpCAQZuuInlwc/hWdcSQxordu/szEMP8DQiCeenNMDdOU2wtp8rfA8+wPUX2bcQmOhqID1ThMTUTOnYktJhqiv7S6Ewi42LRVZWFoyNpe9VMzY2RlRUlMxjoqKiYGxskrt+dFTO/uyRc2OTvNuMjoqCkZH0taiqqgo9fX1E5xwfFRUFo1z9mEj2/WoS47O/owy+Oi/6hkaIjcnfd5Qs54NP4Nnjh+g1YITM/bEx0VBVU8t1L6KBobGk34z0dCyY6Q2PwaNgal7im2MpLGJjs68Lo1zXhQmio/O+LmTW/8H/rb5+/Qo7d2zFb527/NB+ChJlTkkrQl1dHa6urggODpaUiUQiBAcHo2ZN2aPMtWvXxtOnT6Xeqvf48WOUKFEC6ur5u0e1QKx8GDBgAAYOHIjnz5+jVq3sv6T++ecfzJ07F15eXnKPlXWjaHp6GtTVC8cv4aC9m3Ht/CmMnb0cal/FbFfJFVMDNyEpIR4XTh7C6rlTMWn+Wuh9lZz+mwHjZyE15SPevniCfRuX4tSB7WjWqef3/BiFlkAgQHRyOqbtuweRGLj3LgHm+hroV88Ky/5+lu92etW2gEtZAwzeeBPvY1NQ1coI09s7ICIhFZeeyr5PjKiwiowIw9qlf8J3/nKo5zEKkh9b1ixB6bJWaNC01XeMjv6riPBwDB88AO5Nm6Pjb78rOxySwcvLCx4eHqhatSqqV6+OwMBAJCcnS1ZN9+7dG6VKlZLcBzlkyBAsXboUo0aNwogRI/DkyRPMmTMHI0eOzHefBSJhnDZtGnR1dbFgwQLJnH3JkiUxY8aMf/0w/v7+8PX1lSrzGDYBfUb8nHsfi+kZQChUQeJXC1wS4mKgb5B7JeCXTh7YhqB9WzDabzFKW9nk2q+hqQWzkmVgVrIMytlXxLRBnfHPqSNo0dkD+obGSIyLlaqflZWJ5MQE6BlKJ5RGptk3xpYsawWRSISty/5Ak/bdIMznyqjCIvZjOjKzRDAuJv0LzFhXHVGJsofcIxPTkJklhkj8uex5RDLM9DSgpiJARpZY5nFf0lAVYkyz8hi+5RbOPcz+q/9RWBIcSuqiXz0rXHoag6jENKirCqGrqSo1ymhcTB2RiWl5NV1oGRoYQkVFJdcCl+joaJiYyF5EYWKSe5QlOjoaJjmjfyYm2QuIoqOiYWpqJlXHzt4eAGBsYoKYGOlrMTMzEwnx8TDOOd7ExAQxufqJkuz71ejqZ39HxX11XuJjY2AoY7Vyfjx79ADxsTHwGvB55bRIlIX7t2/i2IHd2HPqMgyNjJGZkYGkxESpUca42GhJv7dvXsPrF0/RsdGn2ZXs6613u0bo3KsvunkO+ab4CipDw+zr4usFLtHRuUfXP8n+71VG/R/032pERDgG9OsNJ5fKmDbd74f0UVAVpsfqdOnSBZGRkfDx8UFYWBhcXFwQFBQkWQjz+vVrCIWfJ5HLlCmDEydOYMyYMXByckKpUqUwatQohdaJFIgpaYFAgDFjxuDt27eSmz3fvn2LUaNG/etQrawbRbsPGv1zAgegqpb9yJsHXyxYEYlEeHj7OsrZy35kBQCc2LcVR3dtwMjpC6XuQ5RHJBYjMyMDAFDOvhI+Jifi1dOHkv2Pbt+AWCzK83E+ACAWi5CVlQmx+N8TocImI0uMe+8SUNPmc8IsEAA1bYxx63WczGNuvoxDWWNtqS8KSxNtRCSk5itZBABVFQHUVYX4+pRmicWSdu++S0B6pgg1bT7/grYy0UYpQy2E5BFbYaamrg4Hxwq4cvnzIx5EIhGuXLkEJ2fZ99A6ubjgyuXLUmWXL12Ek4sLAKBU6dIwMTHFlSuf20xKSsKd26GSNp2dKyMxIQH3732+f/jqlcsQiUSSx/k4O7vgxvXryMi5lj71Y2ll9Uver6WmpgZrOwfcvvn5LRAikQi3b1yFneO3vXbV2bU6Fq3fjYVrd0g2GztH1HNvgYVrd0BFRQXWtg5QVVWV6vfd65eIDA+T9DvR708sXLtT0saw8dMAAHOWrEWL9r/eVKiaWs51cUX6urh6+TKcnF1kHuPk7IKrV6QflXL50sU86/8XEeHhGNC3NxwcK8B35hyphIMKnuHDh+PVq1dIS0vDlStX4Ob2+X7hs2fPYuPGjVL1a9asicuXLyM1NRXPnj3D5MmT8/1IHaCAjDB+EhERgUePHgEA7O3tYWpq+i9HyH5Okbp6Zh61fwz3dt2wMXAmLG3sYWlbAcGHdyI9NRW1GrcGAGxY6AsDI1N08BgKAAjatwVHtq1Bv3G+MDYvgfjY7L8eNTS1oKmljbTUFBzbvRHO1etC38gYSQnxOHt0L+KiI+FapxEAoEQZS1SoUgNblvqjx9AJyMrMxI5VC1C1rjsMjLPP25WzJ6CiqoJSFjZQVVPDq6cPcHDzClSt4/7LPodxw/lXmPt7Rdx9m4Dbb+PhUccCWmoq2H/9HQBg7u8VEZ6QhoCgJwCAHZffoGetspjSxh5bL76GhYk2BjUshy3/vJa0qa2ugrLG2pJ/lzbSgn0JXcSnZOBDXCqS07Jw5VkMxre0RWpGFt7HpqJaOUO0r1ISf/yV/d9zUmom9l17i0mt7RD/MQNJaZmY2s4eN1/FIvT1r7fQAgB6eXhi2uSJqFChIipWcsLWLZuQkpKC9h06AgCmeE+AmZk5Ro0ZCwDo0bM3+vXphU0b16NevfoIOn4M9+7exbQZ2aMcAoEAPXr1xppVK2BR1gKlSpfGsiWLYGpmhkaN3QEA5ayts1d7Tp+GqT6+yMzMgP/smWjeohXMzLL/8m7Rqg1WLl+GGT5T4NlvAJ4+eYJtWzdj/ITvtyKxoGnXuQcW+U+HjZ0jyjtUwJG925GamoLGLdoCAALnTIOxiRl6Dcy+HzEjIwNvXmY/JzYzMwMxURF4/uQRtLS0UKJ0WWhp68CinPSsiIamFnT19CXlOsV04d6yPTYsXwBdPT1oaetgzeJ5sKvgBLsK2QljiVJlpNpIiI8DAJQuW+6XfQ5jz9594DNlEhxzrovtOddFu/bZ18XUyRNhZmaGkaOzr4tuPXthgGdvbN60HnXrNsCJoKO4f++e1OhffHwcwj58QERE9pMcXr7MfnuasYmJZGQ+KioS0VFReP06+7vtyZPH0NHRQfESJaCvb4CI8HD079sbJUqUhNfYiYj94l74T2386vguafkKRNaQmJiIoUOHYseOHZIbMlVUVNClSxcsW7YM+gX8r/5qdd2RFB+Lw9vXIiE2GqXLlcfIGQslU8MxkeFSq//+d3w/MjMzsOqPyVLttO7aD22694dQKETY21e4fPoYkhLioaOnD0sbB4z/YwVKli0nqd9v7AzsWLUAC6eNhEAgQJWaDdBl4Od7PoUqKjixbyvC378BxGIYmRZHg1a/wb1d1x98RpTn+O0wGOmoY2RTG5jqauDB+wT0X39D8nDsEgZaUtPPYfGp6LfuOrzb2OPw6FoIT0jD5n9eYc3Zz6+rrFhaD1sGVZf8e3Kb7OnP/dffwXtP9kiW1/ZQeLWwxfyuTtDXVsP72BQsPPEEOy6/kRw3569HEImBxb1coK4qyH5w94GC/RSA/6J5i5aIjYnB8qWLERUVCTt7ByxftVYylRb24QOEX1wXLpWrwH/efCxdHIglgQEoa2GJwCXLUL68raSOZ78BSElJgd8MHyQmJqByFVcsX7VW6o9G/7nz4T97Jgb285A8uHuS91TJfl1dXaxcsw5zZvmhW+eOMDA0xKDBQ/Hb77/eiNYndRo1Q3xcLHZsWIHYmGhY2dhh+rylkgdoR4aHSX1HxURFwmtAN8m/D+7agoO7tqCCsytmL8r/c1z7DhsLgVCAuT7jkZGRjsrVamLQ6F83Mc+PZs2zr4sVy5YgOue6WLZyzRfXxXsIv0hcXFyqYM4f87FsaSCWLlqIshaWCFi0FDZfXBfnzpzG9Gmff59MGp/9e2DQkGEYPDT7j4C9u3di1Yplkjr9+mTfx+47cw7atu+Iy5f+wZvXr/Dm9Ss0c//8UHAAuHXnIYgE4gIwN9mlSxfcunULS5YskazwuXTpEkaNGgUXFxfs3LlTofbOPuIig4Ji0Ppryg6BvhA6u5myQ6AcLyKTlR0C5bD4YgaBlEtbXXmjfJV9Tyut71vTGymt7/wqECOMf/31F06cOIE6depIypo1a4Y1a9agefPmSoyMiIiIigLOSMtXIO5oNTY2ljntrK+vD0NDQxlHEBEREdHPUiASxqlTp8LLy0vqHYhhYWEYP348pk2bpsTIiIiIqCgoLA/uVpYCMSW9YsUKPH36FGXLlkXZsmUBZD9DSENDA5GRkVi1apWk7s2bN5UVJhEREVGRVCASxvbt2ys7BCIiIiLKQ4FIGKdPn67sEIiIiKgIKyQzw0pTIBLGLyUlJUm9HBsA9PT0lBQNERERERWIhPHFixcYPnw4zp49i9TUVEm5WCyGQCBAVlaWEqMjIiKiX11hWXyiLAUiYezZsyfEYjHWr18Pc3Nz/tCIiIiICpACkTCGhobixo0bsLOzU3YoREREVARxrEq+AvEcxmrVquHNmzf/XpGIiIiIfroCMcK4du1aDB48GO/evUPFihWhpqYmtd/JyUlJkRERERFRgUgYIyMj8ezZM3h6ekrKBAIBF70QERHRT8H1E/IViISxb9++qFy5Mnbs2MFFL0REREQFTIFIGF+9eoXDhw/DxsZG2aEQERFREcSxKvkKxKKXRo0aITQ0VNlhEBEREZEMBWKEsU2bNhgzZgzu3LmDSpUq5Vr00rZtWyVFRkREREQFImEcPHgwAMDPzy/XPi56ISIioh+N6yfkKxAJ49fvjiYiIiKigqNAJIxEREREysQBRvmUljAuXrwYAwcOhKamJhYvXiy37siRI39SVERERET0NaUljAsXLkSPHj2gqamJhQsX5llPIBAwYSQiIqIfivcwyqe0hPHFixcy/zcRERERFSwF4jmMRERERFRwFYhFL1lZWdi4cSOCg4MRERGRa9X06dOnlRQZERERFQWckZavQCSMo0aNwsaNG9GqVStUrFiR9xEQERERFSAFImHcuXMndu/ejZYtWyo7FCIiIiqCOFglX4G4h1FdXR02NjbKDoOIiIiIZCgQCePYsWOxaNEiiMViZYdCRERERF8pEFPSFy5cwJkzZ3D8+HFUqFABampqUvv379+vpMiIiIioKOCUtHwFImE0MDBAhw4dlB0GEREREclQIBLGDRs2KDsEIiIiKsI4wCifUhNGQ0NDmUPA+vr6sLW1xbhx49CkSRMlREZEREREnyg1YQwMDJRZHhcXhxs3bqB169bYu3cv2rRp83MDIyIiIiIJpSaMHh4ecve7uLjA39+fCSMRERH9UFz0Il+BeKxOXlq3bo2HDx8qOwwiIiKiIq1ALHrJS1paGtTV1ZUdBhEREf3iOMAoX4EeYVy3bh1cXFyUHQYRERFRkabUEUYvLy+Z5fHx8bh58yYeP36M//3vfz85KiIiIipqeA+jfEpNGG/duiWzXE9PD02aNMH+/fthZWX1k6MiIiIioi8pNWE8c+aMMrsnIiIionwo0IteiIiIiH4GzkjLV6AXvRARERGR8nGEkYiIiIo8IYcY5eIIIxERERHJxYSRiIiIiOTilDQREREVeZyRlo8jjEREREQkF0cYiYiIqMjjm17k4wgjEREREcnFEUYiIiIq8oQcYJSLI4xEREREJBcTRiIiIiKSi1PSREREVORx0Yt8HGEkIiIiIrk4wkhERERFHgcY5fslE0bHkrrKDoFyhM5upuwQ6AuG1YYrOwTK8Th4gbJDoBxCLo8l+leckiYiIiIiuX7JEUYiIiIiRQjAkWZ5OMJIREREVMgsW7YMlpaW0NTUhJubG65evZpn3Y0bN0IgEEhtmpqaCvXHEUYiIiIq8grTray7du2Cl5cXVq5cCTc3NwQGBqJZs2Z49OgRzMzMZB6jp6eHR48eSf6t6GOEOMJIREREVIgEBARgwIAB8PT0hKOjI1auXAltbW2sX78+z2MEAgGKFy8u2czNzRXqkwkjERERFXlfT9n+zC0tLQ0JCQlSW1pamsw409PTcePGDbi7u0vKhEIh3N3dcenSpTw/X1JSEiwsLFCmTBm0a9cO9+7dU+j8MGEkIiIiUiJ/f3/o6+tLbf7+/jLrRkVFISsrK9cIobm5OcLCwmQeY2dnh/Xr1+PQoUPYunUrRCIRatWqhbdv3+Y7Rt7DSERERKRE3t7e8PLykirT0ND4bu3XrFkTNWvWlPy7Vq1acHBwwKpVqzBz5sx8tcGEkYiIiIo8Zb7pRUNDI98JoomJCVRUVBAeHi5VHh4ejuLFi+erDTU1NVSuXBlPnz7Nd4xKnZLOzMzE5s2bc31oIiIiIspNXV0drq6uCA4OlpSJRCIEBwdLjSLKk5WVhTt37qBEiRL57lepI4yqqqoYPHgwHjx4oMwwiIiIqIgTFqKXSXt5ecHDwwNVq1ZF9erVERgYiOTkZHh6egIAevfujVKlSknug/Tz80ONGjVgY2ODuLg4/Pnnn3j16hX69++f7z6VPiVdvXp1hISEwMLCQtmhEBERERV4Xbp0QWRkJHx8fBAWFgYXFxcEBQVJFsK8fv0aQuHnSeTY2FgMGDAAYWFhMDQ0hKurKy5evAhHR8d89ykQi8Xi7/5JFLB79254e3tjzJgxcHV1hY6OjtR+JycnhduMSMz4XuHRf6SnpabsEOgLhtWGKzsEyvE4eIGyQ6Acpnrfb3EB/TeaShzG6rjuhtL63t/PVWl955fSRxi7du0KABg5cqSkTCAQQCwWQyAQICsrS1mhERERURFRiGaklULpCeOLFy+UHQIRERERyaH0hJH3LhIREZGyKfpu5aKmQLzpZcuWLahduzZKliyJV69eAQACAwNx6NAhJUdGREREREpPGFesWAEvLy+0bNkScXFxknsWDQwMEBgYqNzgiIiIqEgQCJS3FQZKTxiXLFmCNWvWYMqUKVBRUZGUV61aFXfu3FFiZEREREQEFICE8cWLF6hcuXKucg0NDSQnJyshIiIiIiL6ktIXvVhZWcl8cHdQUBAcHByUFBUREREVJYXpTS/KoPSE0cvLC8OGDUNqairEYjGuXr2KHTt2wN/fH2vXrlV2eERERERFntITxv79+0NLSwtTp07Fx48f0b17d5QsWRKLFi2SPNSbiIiI6Efi+KJ8Sk8YAaBHjx7o0aMHPn78iKSkJJiZmSk7JCIiIiLKofRFL+vXr5e87UVbW5vJIhEREVEB810Sxri4uG8+1t/fHzY2Nihbtix69eqFtWvX4unTp98jLCIiIqJ8EQgEStsKA4UTxrlz52LXrl2Sf//+++8wNjZGqVKlEBoaqnAAT548wevXr+Hv7w9tbW3Mnz8fdnZ2KF26NHr27Klwe0RERET0fSmcMK5cuRJlypQBAJw6dQqnTp3C8ePH0aJFC4wfP/6bgihVqhR69OiBhQsXYtGiRejVqxfCw8Oxc+fOb2qPiIiISBFCgfK2wkDhRS9hYWGShPGvv/7C77//jqZNm8LS0hJubm4KB3Dy5EmcPXsWZ8+exa1bt+Dg4ID69etj7969qFevnsLtEREREdH3pXDCaGhoiDdv3qBMmTIICgrCrFmzAABisVjyHmhFNG/eHKamphg7diyOHTsGAwMDhdsgIiIi+i8Ky72EyqLwlHTHjh3RvXt3NGnSBNHR0WjRogUA4NatW7CxsVE4gICAANSuXRvz5s1DhQoV0L17d6xevRqPHz9WuC0iIiIi+v4UThgXLlyI4cOHw9HREadOnUKxYsUAAB8+fMDQoUMVDmD06NHYv38/oqKiEBQUhFq1aiEoKAgVK1ZE6dKlFW6PiIiIiL4vhaek1dTUMG7cuFzlY8aM+eYgxGIxbt26hbNnz+LMmTO4cOECRCIRTE1Nv7lNIiIiovzijLR8+UoYDx8+nO8G27Ztq1AAbdq0wT///IOEhAQ4OzujQYMGGDBgAOrVq8f7GYmIiIgKgHwljO3bt89XYwKBQOGFL/b29hg0aBDq1q0LfX19hY4lIiIi+h646EW+fCWMIpHohwXw559/5iqLi4vj6CIRERFRAfGfXg2Ympr6nwOQ9eYYIyOjb35zDBERERF9XwonjFlZWZg5cyZKlSqFYsWK4fnz5wCAadOmYd26dQoHIOvNMUFBQf/pzTFEREREiuCbXuRTOGGcPXs2Nm7ciHnz5kFdXV1SXrFiRaxdu1bhAPJ6c8yECRNw7do1hdsjIiIiou9L4YRx8+bNWL16NXr06AEVFRVJubOzMx4+fKhwAJ/eHAMAQUFBcHd3B/Dtb44hIiIiUpRAIFDaVhgo/BzGd+/eyXyji0gkQkZGhsIBfHpzTPny5b/Lm2OIiIiI6PtSOGF0dHTE+fPnYWFhIVW+d+9eVK5cWeEAFi5cCEtLS7x58wbz5s37z2+OISIiIlJU4RjnUx6FE0YfHx94eHjg3bt3EIlE2L9/Px49eoTNmzfjr7/+UjiAH/HmGCIiIiL6fhROGNu1a4cjR47Az88POjo68PHxQZUqVXDkyBE0adLkm4J48uQJzpw5g4iIiFzPfPTx8fmmNomIiIjo+1A4YQSAunXr4tSpU98lgDVr1mDIkCEwMTFB8eLFpW7+FAgETBiJiIjohxMWksUnyvJNCSMAXL9+HQ8ePACQfV+jq6vrN7Uza9YszJ49GxMnTvzWUIiIiIjoB1I4YXz79i26deuGf/75R/L6vri4ONSqVQs7d+5E6dKlFWovNjYWnTt3VjQMIiIiou+GA4zyKfwcxv79+yMjIwMPHjxATEwMYmJi8ODBA4hEIvTv31/hADp37oyTJ08qfBwRERER/RwKjzCeO3cOFy9ehJ2dnaTMzs4OS5YsQd26dRUOwMbGBtOmTcPly5dRqVIlqKmpSe0fOXKkwm0SERER0fejcMJYpkwZmQ/ozsrKQsmSJRUOYPXq1ShWrBjOnTuHc+fOSe0TCARMGImIiOiHKyxvXFEWhRPGP//8EyNGjMCyZctQtWpVANkLYEaNGoX58+crHMCLFy8UPoaIiIiIfp58JYyGhoZSmXdycjLc3Nygqpp9eGZmJlRVVdG3b1+0b9/+hwRKRERE9KNwgFG+fCWMgYGBPzSIt2/f4vDhw3j9+jXS09Ol9gUEBPzQvomIiIhIvnwljB4eHj8sgODgYLRt2xblypXDw4cPUbFiRbx8+RJisRhVqlT5Yf0SERERUf4o/FidL6WmpiIhIUFqU5S3tzfGjRuHO3fuQFNTE/v27cObN29Qv359Pp+RiIiIfgqhQKC0rTBQOGFMTk7G8OHDYWZmBh0dHRgaGkptinrw4AF69+4NAFBVVUVKSgqKFSsGPz8/zJ07V+H2lGX/7h3o3KYpGteqgoEe3XD/7h259c/8fQI9OrVB41pV4NGlAy5d+F+uOi9fPMOkMcPRvH4NNKlTDQN6d0F42AfJ/rS0NATMnYVWjWujad1qmDp+NGKio3K1c+zIQXh07YDGtaqgTZN6CJg7679/4AJs5/ZtaNGkEapVroQeXTvjzu3bcuufPHEc7Vo3R7XKldCpfRuc/5/0an2xWIxlSxahcf06qF7FCQP79cGrVy+l6sTHxcF7wljUql4FdWpUxfRpk/ExOVmqzuNHD9GnV3dUq1wJTRvXx4Z1a77L5y3IBv1eDw+P+iL28kL8b/M4VK1gIbf+8O4NEHpgGmIuBeDJ8ZmYN7YjNNRlT4SM82yClFtL8ee4TlLl5sa6WDezN16cmoOoiwtwcftEtG/sIlXn4VFfpNxaKrWN82zynz5rQXdo70706NAcLepXxfB+3fHwnvzvqHPBJ+HZpS1a1K+K/j064srF81L7Y2OiMW/mVHRp0xitGlTHpNGD8fbNK6k66WlpWPznbHRoVhetG7lhhvcYxMZES9W5ee0yRg7ohTaNa6Bzq4ZYs2whsjIzv8+HLqD4HUWFkcIJ44QJE3D69GmsWLECGhoaWLt2LXx9fVGyZEls3rxZ4QB0dHQk9y2WKFECz549k+yLisqd/BREwSePY+nCeegzYAjWbt0DG1s7jB0xKNcX4yd3Qm/Bd8oEtGrXAeu27UHdBo0wedxIPH/6RFLn3dvXGNa/N8paWmHxqg3YuHMfPPoNhrq6uqTOkoC5+Od/Z+H3RwCWrN6IqKhITBk/WqqvnVs3Yc3yxejZpz827z6IhcvXoHqN2j/kPBQEQcePYf48fwwaOgw79xyAnZ09hgzqh+ho2T+LkFs3MWn8WHTo+Bt27T2Iho0aY/SIYXjy5LGkzoZ1a7Bj2xZMnT4DW3fshpaWFoYM7Ie0tDRJHe+J4/Ds6VOsXLsBi5etxM3r1+E34/N70JOSkjB4QD+UKFkSO/bsx5ixE7By+VLs3b3rx50MJfutaRXMHdsBs1cdR83uc3H78TscXj4MpobFZNbv0rwqZo5shzmrjsOl4ywM9t2G35q5wm9E21x1XR3Lol+n2rj9+G2ufWtn9oatpRk6j16Fqp3n4NDpEGyd2xfOdtJvofJd/hcs3b0l2/Id53K19as483cQVi7+E736DcbKjbtQrrwdJo0ZnOd31L3bIZg9fSKat+mAlZt2o3a9Rpg+cRRePMv+jhKLxfCZOAof3r+F79xFWLlpF8yLl8SEkQORkvJR0s7yRfNw6Z9z8Jk9HwHLNyA6KhIzJo2R7H/25BGmjB2GajVqY+XG3Zg6809cOn8Wa5cH/sjToVT8jiq4BALlbYWBwgnjkSNHsHz5cnTq1AmqqqqoW7cupk6dijlz5mDbtm0KB1CjRg1cuHABANCyZUuMHTsWs2fPRt++fVGjRg2F21OGXds2o03739CqbQdYlbPGOG8faGpq4ujhAzLr7925FdVr1kb33n1haWWN/kNGwNbeEft3b5fUWb1sMWrUqouho8bC1t4BpUqXRZ36DWFoZAwASEpKxNFD+zF8zAS4VnODnUMFeE+fibu3Q3DvTigAIDEhHmtXLMEU3zlo0rwVSpUuC5vydqhTv+GPPylKsmXTBnT87Xe079AJ1jY2mDrdF5qamji4f5/M+tu2bkatOnXRp29/lLO2xvCRo+Hg6Iid27cCyP7FuG3LZgwYNAQNG7nD1s4es/znITIiAqeD/wYAPH/2DP9cOI/pfrPg5OSMKq5VMWnyVAQdP4qIiHAAwLG/DiMjIwN+M+fAxqY8WrRshW49emHL5g0/58QowciejbBh/0VsOXwZD5+HYcTsnUhJTYdH+5oy69dwtsKlkOfYFXQdrz/EIPjyQ+wOup5rVFJHSx0b5vTB0Jk7EJeQIqOdcli+8xyu33uFl++iMXftCcQlpqCyYxmpeknJqQiPTpRsH1PTc7X1q9i3YzNatu2E5q3bw8LKGqMnTIOGhhaC/joos/7+3dtQza02uvT0hIVlOXgOGg4bOwcc2rsTAPDuzSs8uHsbo8ZPhb1jRZSxsMKoCVORnpaKM6eOA8j+jgo6cgBDRo5D5apusLV3xPgpM3HvTgju383+jjr7dxCsbGzRq99glCpTFs5VqmLAsDE4tG9XrtGvXwW/o6iwUjhhjImJQbly5QAAenp6iImJAQDUqVMH//tf7mnVfxMQEAA3NzcAgK+vLxo3boxdu3bB0tIS69atU7i9ny0jIwOPH96Hq9vn5FYoFKJq9Rq4dztU5jF3b4eianXpX5rVa9bC3ZxETyQS4dI//0MZC0t4DR+INk3qYaBHN/zvbLCk/qMH95GZmYmqX/RrYVkO5sVL4G5Ov9euXIJYLEJURDh6/tYGHVs2hs+ksVLT2r+SjPR0PLh/DzVq1pKUCYVC1KhRC7dDb8k85nZICGrUkP5Z1KpdB7dDQgAA796+RVRUJNxqfG5TV1cXlZycJW2Ght6Crp4eKlSsJKnjVrMWhEKhZKopNDQErlWrQu2LEeJatevg5YsXSIiP/28fvABSU1VBZYcyOH3lkaRMLBbj9JVHqO5kJfOYy6EvUNmxjCRBtCxljGa1KyDowj2peoHeXRB0/i7OfNG2dDvP8VtTVxjqaUMgEKBzM1doaqjif9efSNUb69kUb8/MxaUdEzGmd2OoqPynW7oLrIyMDDx+9ABVqkl/R1Wp5iZJ3L52/24oqlRzkyqr5lZLUv/TrJC6uoZUm2pq6ribc108eZj9HfVlv2UtrWBWvATu37ktie3LWRMAUNfQRHp6Gh4/uv+tH7nA4ndUwSYQCJS2FQYKf0OWK1dO8rBte3t77N69G0D2yKOBgYHCAZQrVw5OTk4AsqenV65cidu3b2Pfvn2wsJB/v1NBEB8Xi6ysLBjljPx9YmhkjGgZ9xMCQEx0VK76RkYmkvsPY2NikPLxI7ZtXAe3mnUQsHQ16jVsjKnjR+PWjWuSNtTU1KCrq/dVO8aSdt6/ewuRSIQtG9ZixNhJmDk3AAkJ8fAaNlDm23oKu9icn4WxsfS5NTY2zvP2hqioKBgbm+Sun3MOo6Iis8tM8m4zOioKRkZGUvtVVVWhp6+P6Jzjo6KiYJSrHxPJvl+NiWExqKqqICImUao8IjoBxY31ZB6zK+g6Zq44iuANY5BwdREe/OWL/914gj/Xf37XfOdmrnCxL4NpSw7n2XfPCeuhpqqC9+fmIf5KIJZM6YouXmvw/M3n87x8xzn0nrQBzQcuwrp9/2B8v2aYM7r9f/vQBVR8XCxEWVmS2YlPDI2MEZvHd1RsdFSu+gZffLd8SvzWrliExIQEZGRkYOeW9YiMCJd87336jir21XeUoaExYmOy61R1q4X7d0Jx+uQxZGVlISoiHFs3rMw+Pufa+ZXwO4oKM4Xf9OLp6YnQ0FDUr18fkyZNQps2bbB06VJkZGQo5ZmJaWlpUvdpAEBauhAaGhp5HFHwicUiAECd+g3RpUf2gqDydva4GxqCQ/t2o7JrtXy1IxKJkJmZiVHjJ0nuW5w+ex7aN2uAm9evwq3mr3svIxU+dV3LY3zfZhjlvwvX7ryCdRkTzB//Gz4MaI4/1gShtLkB/hzfCa2HLEVaet6LIqYPaw0DXS20GLQY0XHJaNPACVvn9YV730Dce/oeALB462lJ/btP3iM9IxNLp3TDtMWHkZ7xay+4+B5UVdUww38hFsyZjg7N6kCoooIqVd1QvWYdiMXifLdT1a0WBg73QuC8WfjDbwrU1dTQw3MQ7oTchED4a474EhVWCieMY8Z8vmHZ3d0dDx8+xI0bN2BjYyMZKfyZ/P394evrK1U2btJUjJ/sk8cR35e+gSFUVFQQ89XN47Ex0bn+KvzEyNgkV/2YmM9/3WW3qQpLK2upOhZW5XA75KakjYyMDCQmJkiNMsbEREvaMTYxBQCpdgwNjaBvYPBLTksb5vwsvr55PDo6GiYmsn8WJiYmuUaCo6OjYZJzDk1yzmF0VDRMTc2k6tjZ2wMAjE1MJLdmfJKZmYmE+HjJz8DExCTXCvZP/eYVW2EWFZuEzMwsmBnpSpWbGeshLFr247emD22FHUevYuOBSwCAe0/fQ1tLA8umdsPctSdQ2aEszI31cGn7RMkxqqoqqFPFGoO71IO+22hYlDTGkK71UaXTLDx4HgYAuPP4HWpXscagLvUwcvZOmX1fu/MSamoqsChphCevIr7HKSgw9A0MIVRRybXAJTYmGoZ5fEcZGpvkqh/3xXcLANjaO2LV5j1ISkpEZkYGDAyNMLxfd9jaVwDw+TsqKTFBapQxNjYahkaf2/mtW2906toL0VGR0NXVQ1jYe6xbsQglSkovUvoV8DuqYOOfKPL95/NjYWGBjh07KiVZBLKf4xgfHy+1jRw78d8P/E7U1NRga++IG1evSMpEIhFuXLuCCk7OMo+p6OSMG9cuS5Vdv3IJFSs5S9p0qFABr19Jv2f7zeuXKF6iJADAzsERqqqqUv2+fvkC4WEfUDGn30rOlbPLv3i8QkJ8POLj4lC8RIlv/MQFl5q6OhwcK+DK5UuSMpFIhCtXLsEp51x8zcnFBVcuS/8sLl+6CCcXFwBAqdKlYWJiiitXPreZlJSEO7dDJW06O1dGYkIC7t+7K6lz9cpliEQiVMq5LpydXXDj+nWpWwEuX7oISysr6Onr/7cPXgBlZGbh1oM3aOhmJykTCARoWN0WV2/Lfn+8lqY6RCLp0SmRSJRzLHDm6iO4/jYbbl3/kGw37r3CzmPX4db1D4hEYmhrZt9/JfpqlCsrSyz3WWfOdqWRlSVC5FdT6L8CNTU12No54OZ16e+oW9evwLGi7O8ox4rOuPVFfQC4cfWyzPrFiunCwNAIb9+8wuOH91GrXvaiuvL22d9RX/b75tULRIR9gGMl6d8XAoEAJqZm0NDUxJmTx2FqXhzl7Ry++TMXVPyOosIsXyOMixcvzneDI0eO/OZgvoWGhkau6efUxJ97f16XHr0xZ8YU2DtWgEOFitizfStSUlLQsk17AMAsH2+YmJlh8PDs0dnfuvbEiIGe2Ll1I2rWqYfgE8fx8P49jJ88Q9Jmt16emO49Ds5VqqJK1eq4cvECLp4/h8WrslesFSumi1btOmLpwnnQ09eHjo4OAv+cg4pOzqiQk3iWtbBEnfqNsHj+Hxg/ZTp0dIph1bJAlLW0QpWq1X/qOfpZenl4YtrkiahQoSIqVnLC1i2bkJKSgvYdOgIApnhPgJmZOUaNGQsA6NGzN/r16YVNG9ejXr36CDp+DPfu3sW0GX4Asn+R9ejVG2tWrYBFWQuUKl0ay5YsgqmZGRo1dgcAlLO2Ru06deE7fRqm+vgiMzMD/rNnonmLVjAzMwcAtGjVBiuXL8MMnynw7DcAT588wbatmzF+grcSztLPsXjraazx64Ub91/j+t2XGN69IbS1NLD5UPYvv7Uze+F9RDx8cu5HPPa/uxjZsyFCH73F1TsvYV3GFD5DWuPY/+5AJBIj6WMa7j+THhlPTklHTHyypPzRyzA8fR2BpVO7wTvgAKLjk9G2oRMa17BDx1HZ98a5OVmhWkULnLv+BInJqajhZIW54zphx7FriEvMver6V9CpW2/MmzkVdvaOsKtQCft3bkVqagqat24PAPjDdzJMTM3Rf+goAEDH33vAa2hf7Nm+CW616uHM38fx+OE9jJn0eebmXPBJ6Bsawsy8BF48e4LlC+eiVr2GqOqWvfiiWDHd7MfyLJ4PPT19aOsUw9IF/nCs6CyVeO7augHVatSGUCjEhbPB2LllHabNmg8VFZWfd4J+In5HFVyFZfGJsuQrYVy4cGG+GhMIBAonjH5+fhg3bhy0tbWlylNSUvDnn3/Cx+fnTC3/F42btkBcbCzWrVyKmOgo2NjaY/6SlZLpm/CwD1L341Ryrozps+dizfIlWL1sEUqXscCc+YtRzqa8pE69hu4Y5+2DrRvXYtF8f5S1sMTMuQvh5PL5dYkjvCZCKBRi6oTRyEjPQPWateA1cZpUbFN952BJwFxMGD0MQqEALlWqYv7ilVBVVfvBZ0U5mrdoidiYGCxfuhhRUZGws3fA8lVrYZwzpRL24QOEgs8/C5fKVeA/bz6WLg7EksAAlLWwROCSZShf3lZSx7PfAKSkpMBvhg8SExNQuYorlq9aK/WHiv/c+fCfPRMD+3lAKBSicZOmmOQ9VbJfV1cXK9esw5xZfujWuSMMDA0xaPBQ/PZ7l59wVpRj78mbMDEsBp8hrWBurIvbj96h3bBlkoUwZYobSY0o/rE2CGKxGNOHtkZJM31ExSbh6P/uYsbSI/nuMzNThPYjVmDWyHbYu2gQimlr4NmbSPT32YITF7JX3aalZ6BzM1dMGdwSGmqqePk+Gku2ncHiLaf/pfXCq6F7c8THxmLj2uWIjY6CdXk7+C9cIVnYEhEeBuEX31EVnFww2fcPbFi9BOtXLkapMmXhO3cRrKw/f0fFREdi5eI/ERsTDSMTUzRp3gY9+w6S6nfoqAkQCoTw9fZCRkY6qrrVxsjxU6TqXLt8Ads3rUVGejrKlbeF37xFqF6z7g88G8rF7ygqrARiRe5Q/gFUVFTw4cMHmJmZSZVHR0fDzMwMWVlZCrcZ8ZNHGClvelq/ZmJaWBlWG67sECjH4+AFyg6BcpjqFd5Fkr8aTYVXVnw/Iw8+VFrfi9vbK63v/FLijyabWCyWOQwcGhqa6zEARERERD+CkDPSciktYTQ0NJQ8sNLW1lYqaczKysp+TdHgwcoKj4iIiIhyKC1hDAwMhFgsRt++feHr6wv9L1Zhqaurw9LSEjVryn6FGBEREdH3xBFG+ZSWMHp4eAAArKysULt2baiqKn12nIiIiIhkUPpzKpOTkxEcHJyr/MSJEzh+/LgSIiIiIqKihu+Slu+bEsbz58+jZ8+eqFmzJt69ewcA2LJlCy5cuKBwW5MmTZK5ElosFmPSpEnfEh4RERERfUcKJ4z79u1Ds2bNoKWlhVu3bkne4xwfH485c+YoHMCTJ0/g6OiYq9ze3h5Pnz5VuD0iIiIi+r4UThhnzZqFlStXYs2aNVBT+/yMvdq1a+PmzZsKB6Cvr4/nz5/nKn/69Cl0dHQUbo+IiIhIUUKB8rbCQOGE8dGjR6hXr16ucn19fcTFxSkcQLt27TB69Gg8e/ZMUvb06VOMHTsWbdu2Vbg9IiIiol/dsmXLYGlpCU1NTbi5ueHq1av5Om7nzp0QCARo3769Qv0pnDAWL15c5lTxhQsXUK5cOUWbw7x586CjowN7e3tYWVnBysoKDg4OMDY2xvz58xVuj4iIiEhRAoHyNkXt2rULXl5emD59Om7evAlnZ2c0a9YMERERco97+fIlxo0bh7p1FX/9psIJ44ABAzBq1ChcuXIFAoEA79+/x7Zt2zBu3DgMGTJE4QD09fVx8eJFHD16FEOHDsXYsWMRHByM06dPw8DAQOH2iIiIiH5lAQEBGDBgADw9PeHo6IiVK1dCW1sb69evz/OYrKws9OjRA76+vt80wKfwww8nTZoEkUiExo0b4+PHj6hXrx40NDQwbtw4jBgxQuEAgOyl7E2bNpW0VViWmBMRERH9V2lpaZJFxJ9oaGhAQyP3e87T09Nx48YNeHt7S8qEQiHc3d1x6dKlPPvw8/ODmZkZ+vXrh/Pnzysco8IjjAKBAFOmTEFMTAzu3r2Ly5cvIzIyEjNnzlS4cwAQiUSYOXMmSpUqhWLFiuHFixcAgGnTpmHdunXf1CYRERGRIoQCgdI2f39/6OvrS23+/v4y44yKikJWVhbMzc2lys3NzREWFibzmAsXLmDdunVYs2bNt5+fbz1QXV0djo6OqF69OooVK/bNAcyaNQsbN27EvHnzoK6uLimvWLEi1q5d+83tEhERERUG3t7eiI+Pl9q+HEH8LxITE9GrVy+sWbMGJiYm39yOwlPSDRs2lDtlfPr0aYXa27x5M1avXo3GjRtj8ODBknJnZ2c8fPhQ0fCIiIiIFKbMV9/lNf0si4mJCVRUVBAeHi5VHh4ejuLFi+eq/+zZM7x8+RJt2rSRlIlEIgCAqqoqHj16BGtr63/tV+GE0cXFRerfGRkZCAkJwd27dyXvh1bEu3fvYGNjk6tcJBIhIyND4faIiIiIflXq6upwdXVFcHCw5NE4IpEIwcHBGD58eK769vb2uHPnjlTZ1KlTkZiYiEWLFqFMmTL56lfhhHHhwoUyy2fMmIGkpCRFm4OjoyPOnz8PCwsLqfK9e/eicuXKCrdHREREpKjCtN7Wy8sLHh4eqFq1KqpXr47AwEAkJyfD09MTANC7d2+UKlUK/v7+0NTURMWKFaWO//QUmq/L5VE4YcxLz549Ub16dYWfnejj4wMPDw+8e/cOIpEI+/fvx6NHj7B582b89ddf3ys8IiIiol9Cly5dEBkZCR8fH4SFhcHFxQVBQUGShTCvX7+GUPh9J9m/W8J46dIlaGpqKnxcu3btcOTIEfj5+UFHRwc+Pj6oUqUKjhw5giZNmnyv8IiIiIh+GcOHD5c5BQ0AZ8+elXvsxo0bFe5P4YSxY8eOUv8Wi8X48OEDrl+/jmnTpinUVmZmJubMmYO+ffvi1KlTioZCRERE9F0IC9OctBIonDDq6+tL/VsoFMLOzg5+fn5o2rSpYp2rqmLevHno3bu3omEQERER0U+iUMKYlZUFT09PVKpUCYaGht8lgMaNG+PcuXOwtLT8Lu0RERERKYoDjPIplDCqqKigadOmePDgwXdLGFu0aIFJkybhzp07cHV1hY6OjtT+tm3bfpd+iIiIiOjbKDwlXbFiRTx//hxWVlbfJYChQ4cCyH6R9tcEAgGysrK+Sz9ERERE9G0UThhnzZqFcePGYebMmTJHBPX09BRq79PTxomIiIiURcgpabny/ZAePz8/JCcno2XLlggNDUXbtm1RunRpGBoawtDQEAYGBgpPU2dkZEBVVRV3795VOHAiIiIi+jnyPcLo6+uLwYMH48yZM9+tczU1NZQtW5bTzkRERKRUfKyOfPlOGMViMQCgfv363zWAKVOmYPLkydiyZQuMjIy+a9tERERE9N8pdA+j4Adk30uXLsXTp09RsmRJWFhY5Lon8ubNm9+9TyIiIqIvcYBRPoUSRltb239NGmNiYhQKoH379grVJyIiIqKfS6GE0dfXN9ebXv6r6dOnf9f2iIiIiOj7Uihh7Nq1K8zMzH5IIDdu3MCDBw8AABUqVEDlypV/SD9EREREX+NjdeTLd8L4I+5fBICIiAh07doVZ8+ehYGBAQAgLi4ODRs2xM6dO2FqavpD+iUiIiKi/Mn3cxg/rZL+3kaMGIHExETcu3cPMTExiImJwd27d5GQkICRI0f+kD6JiIiIviRQ4v8VBvkeYfxRb2QJCgrC33//DQcHB0mZo6Mjli1bhqZNm/6QPomIiIgo//I9wvijiEQiqKmp5SpXU1PjawOJiIiICgClJ4yNGjXCqFGj8P79e0nZu3fvMGbMGDRu3FiJkREREVFRIRQobysMlJ4wLl26FAkJCbC0tIS1tTWsra1hZWWFhIQELFmyRNnhERERERV5Cj1W50coU6YMbt68ib///hsPHz4EADg4OMDd3V3JkREREVFRUVhG+pRF6QkjkP3IniZNmqBJkybKDoWIiIiIvqK0KenTp0/D0dERCQkJufbFx8ejQoUKOH/+vBIiIyIioqJGIBAobSsMlJYwBgYGYsCAAdDT08u1T19fH4MGDUJAQIASIiMiIiKiLyktYQwNDUXz5s3z3N+0aVPcuHHjJ0ZERERERLIo7R7G8PBwmc9f/ERVVRWRkZE/MSIiIiIqqrjoRT6ljTCWKlUKd+/ezXP/7du3UaJEiZ8YERERERHJorSEsWXLlpg2bRpSU1Nz7UtJScH06dPRunVrJURGRERERY1AoLytMFDalPTUqVOxf/9+2NraYvjw4bCzswMAPHz4EMuWLUNWVhamTJmirPCIiIiIKIfSEkZzc3NcvHgRQ4YMgbe3N8RiMYDsZe3NmjXDsmXLYG5urqzwiIiIiCiHUh/cbWFhgWPHjiE2NhZPnz6FWCxG+fLlYWhoqMywiIiIqIgRFpa5YSUpEG96MTQ0RLVq1ZQdBhERERHJUCASRiIiIiJl4mN15FPaKmkiIiIiKhw4wkhERERFHm9hlI8jjEREREQkFxNGIiIiIpKLU9JERERU5AnBOWl5fsmE8c67eGWHQDlK6mkpOwT6Quy1pcoOgXJU8z2l7BAoxxUfd2WHQBJM2gqqXzJhJCIiIlIEF73Ix3sYiYiIiEguJoxEREREJBenpImIiKjI45te5OMIIxERERHJxRFGIiIiKvKEXPUiF0cYiYiIiEguJoxEREREJBenpImIiKjI44y0fBxhJCIiIiK5OMJIRERERR4XvcjHEUYiIiIikosjjERERFTkcYBRPo4wEhEREZFcTBiJiIiISC5OSRMREVGRxxE0+Xh+iIiIiEgujjASERFRkSfgqhe5OMJIRERERHIxYSQiIiIiuTglTUREREUeJ6Tl4wgjEREREcnFEUYiIiIq8vguafk4wkhEREREcjFhJCIioiJPoMTtWyxbtgyWlpbQ1NSEm5sbrl69mmfd/fv3o2rVqjAwMICOjg5cXFywZcsWhfpjwkhERERUiOzatQteXl6YPn06bt68CWdnZzRr1gwREREy6xsZGWHKlCm4dOkSbt++DU9PT3h6euLEiRP57pMJIxEREVEhEhAQgAEDBsDT0xOOjo5YuXIltLW1sX79epn1GzRogA4dOsDBwQHW1tYYNWoUnJyccOHChXz3yYSRiIiIijyBQHlbWloaEhISpLa0tDSZcaanp+PGjRtwd3eXlAmFQri7u+PSpUv/+jnFYjGCg4Px6NEj1KtXL9/nhwkjERERkRL5+/tDX19favP395dZNyoqCllZWTA3N5cqNzc3R1hYWJ59xMfHo1ixYlBXV0erVq2wZMkSNGnSJN8x8rE6REREVOQp813S3t7e8PLykirT0ND4rn3o6uoiJCQESUlJCA4OhpeXF8qVK4cGDRrk63gmjERERERKpKGhke8E0cTEBCoqKggPD5cqDw8PR/HixfM8TigUwsbGBgDg4uKCBw8ewN/fP98JI6ekiYiIiAoJdXV1uLq6Ijg4WFImEokQHByMmjVr5rsdkUiU532SsnCEkYiIiIq8wjSC5uXlBQ8PD1StWhXVq1dHYGAgkpOT4enpCQDo3bs3SpUqJbkP0t/fH1WrVoW1tTXS0tJw7NgxbNmyBStWrMh3n0wYiYiIiAqRLl26IDIyEj4+PggLC4OLiwuCgoIkC2Fev34NofBzCpycnIyhQ4fi7du30NLSgr29PbZu3YouXbrku0+BWCwWf/dPomTBD6OUHQLlKKmnpewQ6AtWZjrKDoFyVPM9pewQKMcVH/d/r0Q/hbaa8hae7A55r7S+f3cpqbS+86swjcASERERkRJwSpqIiIiKPOWNbRYOHGEkIiIiIrmYMBIRERGRXJySJiIioiJPmW96KQw4wkhEREREcnGEkYiIiIo8jqDJx/NDRERERHIxYSQiIiIiuTglTUREREUeF73IxxFGIiIiIpKLI4xERERU5HF8UT6OMBIRERGRXBxhJCIioiKPtzDKxxFGIiIiIpKLCSMRERERycUpaSIiIiryhFz2IpdSRxhTUlLw8eNHyb9fvXqFwMBAnDx5UolREREREdGXlJowtmvXDps3bwYAxMXFwc3NDQsWLEC7du2wYsUKZYZGRERERYhAoLytMFBqwnjz5k3UrVsXALB3716Ym5vj1atX2Lx5MxYvXqzM0IiIiIgoh1ITxo8fP0JXVxcAcPLkSXTs2BFCoRA1atTAq1evlBkaEREREeVQ6qIXGxsbHDx4EB06dMCJEycwZswYAEBERAT09PSUGZrCzh3dh1MHtyMhNgalLW3w+8AxsLR1lFn3wsnDuHLmON6/egEAKGtth3a9BknV/2vHOtw4/zdioyKgoqqGstZ2aNtzIKzsKkjqvH72CAc3Lcerpw8hFArhUrMBOvUdAU0tban+LgUfRfChXYh4/waa2tqoUqsRug4e+wPOQsFw7MAuHNi1GXEx0bC0tsWAkRNg61BRZt3XL55h+4YVePb4ASLDP6DvsLFo+1uPPNvet30DtqxZgtaduqH/8PGS8imjB+Be6A2pus3adMIQrym52kiIj8OY/l0RHRWBrUfOoVgx3W/8pAXfzu3bsGnDOkRFRcLWzh6TJk9DJSenPOufPHEcy5Yswvt371DWwhKjvcahbr36kv1isRjLly7G/r17kJiYAJfKVTDFZwYsLCwldUYOG4xHDx8iJiYaenr6cKtZE6O9xsHMzBwAcO3qFWzdvBF379xBUnISLMpawKNvP7Rq3faHnYeCoGv10uhTxxImxdTxKCwJ/kcf4u67hDzr62qqYqS7DRo7mkFfSw3v41Iw79hjnH8Sla829bRUMayRNWraGKOEviZik9Nx+kEklgY/Q1JapqSNCqX0MLqJDRxLZn/n33kbj4CTT/A4LOkHnQnl27Uj+7qIjoqCrZ09Jk6eioqV8r4uTp0IwvKln64LC4wck/u6WLFsCQ7kXBfOlatg8rTpUtfFq5cvsHDBnwi9dRMZGRkob2uHoSNGolr1GpI6Vy5fwvIli/D0yWNoaWmjTbv2GDZyNFRVi8b6WAEXvcil1BFGHx8fjBs3DpaWlqhevTpq1qwJIHu0sXLlysoMTSHXz/+NfeuXoFWXvvAOWI9SVjZYMsMLiXGxMus/uXMTVes2wehZizF+3ioYmphhyYwxiIuOlNQxL1kGXQZ6YerizRj7x3IYmxXHkhljkBif3WZcdCQW+4yCaYnSmDBvNYZND8CH1y+wZdFsqb6CD+3E4a2r0axTT0xbsgUj/RbBsXL1H3cylOzC6RNYvyIAXT0GImD1dlhal4fvhGGIi42RWT8tLRXFS5ZC74EjYWhkIrftJw/v4cSRfbAsV17m/iatOmDDvpOSzWPQKJn1lv7pBwtr2W38SoKOH8P8ef4YNHQYdu45ADs7ewwZ1A/R0dEy64fcuolJ48eiQ8ffsGvvQTRs1BijRwzDkyePJXU2rFuDHdu2YOr0Gdi6Yze0tLQwZGA/pKWlSepUq14DfwYE4tDRICwIXIy3b95g3JjPP4vQkFsob2uHBYGLsXf/YbTr0BFTvSfi3NkzP+5kKFmziuYY38IOK888x+8rruBxWCJWeVSBkY6azPqqKgKs9qiCkgaa8NoZijaL/oHvoQcIT0zNd5tmuhow1dXAgqDH6LDkEqbuv4fa5Y3h2+HzH8Za6ipY2bsywuJT0WP1VfReew3J6VlY1bsKVIW/5i/vE8ePYcG8PzBoyDBs37MftnZ2GDqoP2LkXBfeE8aifYffsGPPATRo5A6vkcPx9IvrYuP6tdixbQsm+8zA5u3Z18WwQf2lrouRwwYjKzMLq9Ztwrbd+2BrZ4+Rw4YgKir7986jhw8xYshA1KpTFzv2HsAf8wNw7sxpLF644MeeECo0lJow/vbbb3j9+jWuX7+OEydOSMobN26MhQsXKjEyxZw+tAu1m7ZBTfdWKFHWCt2GjIe6hgYu/v2XzPqeY2egfsuOKFPOFsVLW6Dn8EkQi0R4GHpdUqda/aawd6kGk+KlULJsOXTqNxKpH5Px7uUzAMDd6xehoqKKLoPGwry0BSzLO6DbkPG4deksIj68BQB8TErA4a2r4TF6GqrVbwrTEqVR2tIGTm51f/xJUZJDe7ahaasOaNyiHcpYlsMQrynQ0NRE8PFDMuuXt6+APoPHoG6jZlBVk/3LEwBSUj5i4ewpGDZuGnR0ZY9+a2hqwtDIRLJp6xTLVef4oT1ITkpE+997fdsHLES2bNqAjr/9jvYdOsHaxgZTp/tCU1MTB/fvk1l/29bNqFWnLvr07Y9y1tYYPnI0HBwdsXP7VgDZoyjbtmzGgEFD0LCRO2zt7DHLfx4iIyJwOvhvSTu9PPrAydkFJUuWgkvlKujbbwBuh4YgIyMDANB/4GAMHzkaLpWroEzZsujRywO169RF8N+/7tMZeteywL7rb3Hw1ns8j0yG35EHSMnIQocqpWTW71ClFPS11TBqeyhCXsfjfVwqrr+MlRr1+7c2n0Ykw2vnbZx7FIW3sSm4+iIWS/5+igZ2plDJSQatTHRgoK2OpcHP8DLqI55FJGPlmecw0dVACQPNH39ilGDr5o3o+FtntOvQCdbWNpjik3NdHJB9XezYugW1ateBR99+KGdtjWEjRuVcF9sAZF8X27dsxoCBg9GwUWPY2tlh5py5iIyIwJmc6yI2NhavX72CZ/8BsLWzg4WFJUaO8UJqSgqePnkCADgZdAzlbe0waMgwlC1rgarVqmPU2HHYvXM7kpN/3dHeL3HRi3xKf3B38eLFoauri1OnTiElJQUAUK1aNdjb2ys5svzJzMjA62ePYOdcTVImFAph71wVLx7dzVcb6WmpyMrKzDMRyczIwIUTh6ClUwylrWwAABkZ6VBRVYNQ+PlHqKahAQB4dj8UAPAg5BrEYjHioiPhO6w7Jvdtj7XzpiEmMvybPmtBl5GRgWePH8DJ1U1SJhQK4VzFDY/u3f5Pba8O/AOuNerA+Yu2v/a/v4+jV7tGGOnZGVvWLEFaaorU/jcvn2P35jUY7e0HgVDpl94PlZGejgf376FGzVqSsuz7k2vhdugtmcfcDglBjRo1pcpq1a6D2yEhAIB3b98iKioSbjU+t6mrq4tKTs55thkfF4ejR4/A2aUy1OT8QZCYmAh9fYN8frrCRVVFAMeSurj8/PMou1gMXH4WA+cy+jKPaWhvitA38ZjS2h5nJ9bD/uE10b+eJT4N+n1LmwBQTFMNSWmZyBKJAQAvo5IRm5yOjq6loKoigIaqEB2qlMSziCS8j0vNs53CKiMj+7r48r9hoVAItxo1cTs0ROYxt0ND4PbFdQQANWvVltSXXBc1pa+Lik5OkjoGBgawtLLCX4cPIeXjR2RmZmLf7l0wMjKGo2P2bU7pGenQyPkd8omGhibS0tLw4N69//jJ6Veg1N9a0dHRaNy4MWxtbdGyZUt8+PABANCvXz+MHZu/e+zS0tKQkJAgtaWnp/37gd9JUkIcRKIs6BkYSZXrGhghIY9p0K8d2LwC+kYmsHeuKlV+59o/GNPFHaM6N8Tpw7swwjcQxfQMAAB2Tq5IiIvGqf3bkJmRgY9JCTi0KftRRPGx2VMbUWHvIRaLcGLvZnTuNwoDJs5CcmIClkwfjcyc0ZZfSWJ89s/CwFD6Z6FvaITYGNnTPflx/vQJPHvyEL0GjMizTr3GzTFm8izMXLgKnbp74uzJo1g4Z6pkf0Z6OhbM9IbH4FEwNS/xzbEUFrFxscjKyoKxsbFUubGxMaKiomQeExUVBWNjk9z1o6Ny9mdPnRmb/HubCxf8CbeqLqhX2w1hHz5g0dLlecZ6IugY7t29g3YdOubvwxUyhtrqUFURIjopXao8OikdxsU0ZB5T2lALTRzNIBQKMHTLLaw6+xwetS0wsEG5b27TQFsNgxpYYe/1t5Kyj+lZ6Lv+Olo7l8B1n8a4Mq0R6pQ3wZDNtyRJ5a8kNjb7ujDKdV2YIFrOdZGrvsnn+p+uC3ltCgQCrFyzAQ8f3EdtN1fUcHXGls0bsWzVGujpZyf4tWrVQWjILRw/9heysrIQER6O1Suzr5vIqEgUBUIIlLYVBkpNGMeMGQM1NTW8fv0a2tqfF2p06dIFQUFB+WrD398f+vr6UtuO1Yt+VMjf3Ym9W3Dj/N8Y6P3/9u47LIrjDwP4e0dHqdKLgCCISBE1BgsIEluSn0YTjRrFEjX2BI3GxIbGXmM3NtTYezR2ImrsDWwoiigWFAERKdJufn+gF0/ggsa4KO/H5/Lk5uZ2v7t7e3xvdmZ2ArS0Vb9oXT19MWxmOAZPWoDqvh9iyeQRyn6RNpWrIGTgcERsW4tv2zbGDyH/QyVLaxgam0IuKzysQihQkJ+PL3p8i+q+deHkVgPdBo9GUuIdxF44+9a39V30MOk+Fs+ZgtCffoa2dvF/CIHCAS41P6gHxypVEfBRCwwcNgbHDx9A4t3bAICVi2bDzsEJjT76+G2FXq516dYd6zZuwYJFSyGXyzF82FAIUTQBOXniOEYO/xGjwn6Gi8v736+0tGQyIDUzF2HbLuPyvSfYc/EBFh2MR9s6dq+1vAo6Gpj7VU3cSMrE/D9vKMt1NOUIa+WBcwlphX0YF53CtaQMzO1UEzqa73cr/NskhMCEcWNgWqkSli5fhZVr1iMwKBgD+/XGw4dJAAC/+g3w7aDvMX7MaNT19ULLT5qhQUN/AFD+TaHyTdKhT3v37sWePXtgZ6f6JVS1atVST6szbNgwhIaGqpQdufnkjcX4TyoaGkMu10B6mmpr4pO0VBi+1NL1sn1bVmPv5t8wIGwm7Bxdiryuo6sHC2s7wNoOTm41MOqbdjiyfzuafd4ZQGE/xzoBTZCelgptHV3IZDJE/L4OZlY2AAAjk8LWGmt7J+UyDYxMUNHACKnJ799laQOjwmPx8gCXx49SYWJaqYR3qRcXG4PHj1IR2vPvkdMKRQEunz+LnVvWY8Pe49DQ0CjyPld3TwDA/bu3YW1rj/PnTiEh/jpaN37edaEweencMghffNUN7bv2fq34yioTYxNoaGgUGeCSkpICM7PiBxeZmZkhJSW5aP1nrY5mZuaFZckpMDe3UKnj9lIXFhMTU5iYmMLR0QlVqjijSeMAnI+OgrfP34PpTp86iQF9e+P7IcPwactWr72tZd2jrFzkFyhQqaK2SnmlitpIySj+akzyk1zkKxR4sZHvxsNMmBvoQFND9krL1NfWwILOvsjKzcfANdHIf2GhLbysYGuii68WncTzfH7ohgs48mMgAt3NsfvC+/U9ZWJSeF68PMAlJSUZldScF0XqJ/9d//l5kZry8nmRDDc3dwCFP4wOH4zEwaMnUbFiYd9q9+oeOH7sKLZv24puX/cEAHQK6YqvOnfBw4dJMDQ0wr27dzF75nTY2dm/ga2nd52kPxsyMzNVWhafS01NLdKXoiQ6OjowNDRUeahrCXrTNLUKp7y5ev7vASsKhQJXz5+Bk1vxU7kAwN7Nq7BrfTj6jZoGh6rupVqXEIpiLyUbGptCV08fZ/6KgJaWNqo9609Z5VnS8uBugrJu5pN0ZDx5DFNzy1Kt812ipaUFZ1d3nD97UlmmUChw/uxJuHmUPGWFOt6+H+CXpesxY/Ea5cPFrTr8g5tjxuI1xSaLABB//SoAwORZsjM0bApmLF6rXEbfwSMAAONnLUbzVu1eK7ayTEtbG+7VPXDi+DFlmUKhwIkTx+DlXfwMCF4+Pjhx/LhK2fFjR+Hl4wMAsLWzg5mZOU6c+HuZGRkZuHA+usRlPl8vAOTm/n359NTJE+jXuxe+DR2Mz9u+f/v/RfkFApfvPUHdKn//gJXJgA+rmCL69uNi33MuIQ32pvoqnfEdKukjKT0H+QWi1MusoKOBX0N8kVegQP9VUcjNV6isR09LAwoBvNj4K0Thf+TvykiAV6Cl9ey8OKF6Xpw8cRxe3j7FvsfL2wcnXziPgGfnxbP6yvPiuOp5cfH8eWWdp8/6U8tfGnkul8sgFKrHRCaTwcLCErq6uti96w9YWVmjWvXip4h733DQi3qStDDeu3cPNjY2aNiwIVasWIGxY8cCKPygKhQKTJ48GYGBgVKE9lqCWrbDil/GwcGlGhyqVseB7euR8/Qp/IILLz+GzxgL40pmaNW5sBVp76bfsGP1YnQdNAqmFtbKPoc6unrQ1dNHztNs7N6wHF4fNIChiRky09NwcOdmpKUkw7f+3/sl8o+NqFLNEzq6ergSdQqbw+eiVefe0H82r5+lbWV41W2IDYtnokOfodDTr4CtKxfAyrYy3DxrveW99Ha0/KIjfpk4Ci6u1VHV3QPbN67G06fZaNyscI69meNHoJK5hbI/Yl5eHm7fKrxElp+fh9TkJNy4fhV6enqwtq0MPf0KcHBSbf3V0dWDgaGRsjzx7m0citiNWnXrw8DIGLfirmHJvGnw8PKFo7MrAMDaVvUXevrjNACAnUOV93Yexk4hXTHix6Hw8KiBGp5e+G3lcmRnZ6PVs76CPw0bAgsLSwz8rrC/csevOqN7l05YHr4U/v4B2L1rJy5dvIgRo8cAKPx+6NipMxYtnA+Hyg6wtbPD3Nm/wNzCAkGNgwEA589H49KFC6jpWwuGRoa4nZCAebN/gb19ZWXr4skTx9G/7zfo+FVnBH/UBMkPC/tnaWlpwcjY+C3vpbdjxdFbGNfaA5fupuPC3XR08qsMPW0NbD17DwAwro0HktJz8Mu+6wCAdSdvo31de/zQwg2rj99G5Ur66BHghFXHb5d6mRV0NLAwxBd6Whr4YfVFVNDRRIVnv+UfZeZCIYBjcSkIbVoVP31SDatP3IZcBnRv6Ih8hcDJG6XrA/6u+apzF4z86QdU96iBGjW8sPq3wvOiZavC82L4sKGwsLDAgGfnRfuvOqFH185YEb4UDf0bYc+uP3D50iWV86JDp85Y/OsCVHZwhK2tLebNmQVzCwsEPjsvvLxrwtDQECN+/AE9v+kLXV0dbN64AXfv3EUD/0bK2JYvXYJ6DRpALpcjYv8+LFu8CJOnzSjxhzGVL5IkjB4eHpg7dy6mTJmCoKAgnD59Grm5uRgyZAguXbqE1NRUHDlyRIrQXkvthsHISE/DjtWLCyfudqqKfqOmKQfCPEp+oPLL7tDuLcjPz8OiScNVltPiy274pH13yOVy3L9zC8f/3IXM9MeoYGAIh6ruCJ0wDzaVqyjr34yNwR9rliAnOxuWdg7o0GcI6gY2U1lmyLcjsHHJLMwb+z3kchlcPHzQd9R0aLynE7E2CGqKx48fYU34fDxKTYGTsxtGTZoD42eXpB8m3VcZoZya8hChPdorn29dtxJb162Eh3ctjJu5qFTr1NTSwvkzJ7Bj02o8zc6GmYUl/BoGoW2nr9/sxr1jmjVvgUepqZg3ZxaSkx/CrZo75i1crLyUdj8xUaVvlE9NX0yYPBVzZs3E7JnTUdnBETNnz0XVqq7KOl2790B2djbGjB6JJ0/SUdO3FuYtXKy8IqGnq4uI/Xsxf+5sZGdnwczcHPUbNMTkXn2grV14+XT7tq14mp2NJYsWYsmihcpl167zAZaEr3wbu+at23PxAUwraKNvY2eYVdTBlcQn+GbFWaRkFra6WhvpQrzQ0PQgPQffrDiL75u7YlPfD5H0JAe/HUvA0sM3S71Md2tDeNsbAwB2hTZQiafptMO4l/YU8clZ6L8qCt8EVsFvPepACCAmMR29V5xD8ksDat4XTZu3wKNHqZg/ZzZSnp0XcxcseuG8uKfy98Knpi/GT5qKubNnYs4vM1DZwRHTZ82BywvnRZduXyM7Oxs/PzsvfHxrYe6CRcrzwsTEBHMWLMLcWTPRq3sI8vPzUcXFBTNmz1XpznHkr0NYvGgB8nJz4epWDTNmz1X2YywP3pWWPqnIRHE9wf9j8+bNw9ChQ9GsWTMsWLAACxYsQHR0NDIyMuDr64u+ffvC2vr1R5JGXCl+tBm9fTaGelKHQC9wsqggdQj0TJ2wfVKHQM+cGBksdQj0jL6WdFnb3hjpRoM3cTeXbN2lJUkzU58+fdC8eXN0794dHh4e+PXXX/HTT0VvoUZERERE0pPsuqSTkxP+/PNPzJkzB23atIG7u3uR+1WePcupX4iIiOi/x3tJqydpR7Zbt25h8+bNMDExQcuWLcvNDc6JiIiI3iWSZWiLFi3CoEGDEBwcjEuXLsHcvOxfvyciIqL3k5wNjGpJkjA2a9YMJ0+exJw5c9C5c2cpQiAiIiKiUpIkYSwoKMD58+eL3OGFiIiISArsw6ieJAnjvn2cToKIiIjoXcE7ihMRERGRWhyWTEREROUe7/SiHlsYiYiIiEgttjASERFRucdBL+qxhZGIiIiI1GLCSERERERq8ZI0ERERlXu804t6bGEkIiIiIrXYwkhERETlHge9qMcWRiIiIiJSiwkjEREREanFS9JERERU7vFOL+qxhZGIiIiI1GILIxEREZV7bGBUjy2MRERERKQWWxiJiIio3JOzE6NabGEkIiIiIrWYMBIRERGRWrwkTUREROUeL0irxxZGIiIiIlKLLYxEREREbGJUiy2MRERERKQWE0YiIiIiUosJIxEREZV7Mgn/vY65c+fC0dERurq6qFu3Lk6ePFli3UWLFqFhw4YwMTGBiYkJgoOD1dYvDhNGIiIionfIunXrEBoailGjRuHs2bPw9vZG06ZNkZSUVGz9yMhItG/fHgcOHMCxY8dgb2+PJk2a4O7du6Vep0wIId7UBpQVEVeSpQ6BnrEx1JM6BHqBk0UFqUOgZ+qE7ZM6BHrmxMhgqUOgZ/S1pBt5cvLGY8nW/UEVo1eqX7duXdSpUwdz5swBACgUCtjb26N///744Ycf/vH9BQUFMDExwZw5c9C5c+dSrZMtjEREREQSysnJQXp6usojJyen2Lq5ubk4c+YMgoP//qEjl8sRHByMY8eOlWp9WVlZyMvLg6mpaaljZMJIRERE5Z5MwseECRNgZGSk8pgwYUKxcSYnJ6OgoACWlpYq5ZaWlrh//36ptnXo0KGwsbFRSTr/CedhJCIiIpLQsGHDEBoaqlKmo6Pzn6xr4sSJWLt2LSIjI6Grq1vq9zFhJCIiIpKQjo5OqRNEMzMzaGho4MGDByrlDx48gJWVldr3Tp06FRMnTsT+/fvh5eX1SjHykjQRERGRlNekX4G2tjZq1aqFiIgIZZlCoUBERAT8/PxKfN/kyZMxduxY7N69G7Vr1361lYItjERERETvlNDQUISEhKB27dr44IMPMHPmTGRmZqJr164AgM6dO8PW1lbZD3LSpEkYOXIkVq9eDUdHR2Vfx4oVK6JixYqlWicTRiIiIir3XncCbSm0a9cODx8+xMiRI3H//n34+Phg9+7dyoEwCQkJkMv/vog8f/585Obm4vPPP1dZzqhRozB69OhSrZMJIxEREdE7pl+/fujXr1+xr0VGRqo8v3nz5r9eH/swEhEREZFabGEkIiKick/27lyRlgRbGImIiIhILbYwEhERUbnHBkb12MJIRERERGqxhZGIiIiITYxqsYWRiIiIiNRiwkhEREREavGSNBEREZV779KdXqTAFkYiIiIiUostjERERFTuceJu9djCSERERERqMWEkIiIiIrV4SZqIiIjKPV6RVo8tjERERESk1nvZwphToJA6BHrm0sN0qUOgFzhZVJA6BHpmzTd+UodAz2w+f1fqEOiZr2rZSbdyNjGqxRZGIiIiIlLrvWxhJCIiInoVnLhbPbYwEhEREZFaTBiJiIiISC1ekiYiIqJyj3d6UY8tjERERESkFlsYiYiIqNxjA6N6bGEkIiIiIrUkb2HMzMzExIkTERERgaSkJCgUqpNu37hxQ6LIiIiIiAgoAwnj119/jYMHD6JTp06wtraGjL1OiYiI6G1j+qGW5Anjrl278Mcff6B+/fpSh0JERERExZA8YTQxMYGpqanUYRAREVE5xju9qCf5oJexY8di5MiRyMrKkjoUIiIiIiqG5C2M06ZNQ1xcHCwtLeHo6AgtLS2V18+ePStRZERERFRecAiFepInjK1atZI6BCIiIiJSQ/KEcdSoUVKHQERERERqSJ4wPnfmzBnExMQAADw8PFCzZk2JIyIiIqLyglek1ZM8YUxKSsKXX36JyMhIGBsbAwDS0tIQGBiItWvXwtzcXNoAiYiIiMo5yUdJ9+/fH0+ePMGlS5eQmpqK1NRUXLx4Eenp6RgwYIDU4REREVF5IJPw8Q6QvIVx9+7d2L9/P9zd3ZVl1atXx9y5c9GkSRMJIyMiIiIioAy0MCoUiiJT6QCAlpZWkftKExEREdHbJ3nCGBQUhIEDB+LevXvKsrt37+K7775D48aNJYyMiIiIyguZhP/eBZInjHPmzEF6ejocHR3h7OwMZ2dnODk5IT09HbNnz5Y6PCIiIqJyT/I+jPb29jh79iz279+PK1euAADc3d0RHBwscWRERERUXvBOL+pJnjACgEwmw0cffYSPPvpI6lCIiIiI6CWSJIyzZs1Cz549oauri1mzZqmty6l1iIiI6L/GBkb1ZEII8bZX6uTkhNOnT6NSpUpwcnIqsZ5MJsONGzdeefk7LyX9m/DoDcrKL5A6BHrBJx7WUodAz1x/kCF1CPRM1P00qUOgZ76qZSfZumPvZ0m2blcrfcnWXVqStDDGx8cX+/9EREREVPZIPkp6zJgxyMoqmtVnZ2djzJgxEkRERERE5Q7v9KKW5AljWFgYMjKKXprJyspCWFiYBBERERER0YskHyUthICsmLHs0dHRMDU1lSAiIiIiKm/elQm0pSJZwmhiYgKZTAaZTAZXV1eVpLGgoAAZGRn45ptvpAqPiIiIiJ6RLGGcOXMmhBDo1q0bwsLCYGRkpHxNW1sbjo6O8PPzkyo8IiIiInpGsoQxJCQEQOEUO/Xr14empuRXx4mIiKic4p1e1JN80IuBgQFiYmKUz7dt24ZWrVrhxx9/RG5uroSRERERERFQBhLGXr16ITY2FgBw48YNtGvXDvr6+tiwYQOGDBkicXRERERUHnBWHfUkTxhjY2Ph4+MDANiwYQMCAgKwevVqhIeHY9OmTdIGR0RERETSJ4xCCCgUCgDA/v370aJFCwCAvb09kpOTpQyNiIiIiFAG5mGsXbs2fv75ZwQHB+PgwYOYP38+gMJbBlpaWkocHREREZUL78q1YYlI3sI4c+ZMnD17Fv369cNPP/0EFxcXAMDGjRtRr149iaMjIiIiIslbGL28vHDhwoUi5VOmTIGGhoYEEREREVF5wzu9qCd5CyMApKWlYfHixRg2bBhSU1MBAJcvX0ZSUpLEkRERERGR5C2M58+fR+PGjWFsbIybN2+iR48eMDU1xebNm5GQkIAVK1ZIHSIRERG95zhxt3qStzCGhoaia9euuHbtGnR1dZXlLVq0wKFDhySMjIiIiIiAMpAwnjp1Cr169SpSbmtri/v370sQERERERG9SPKEUUdHB+np6UXKY2NjYW5uLkFEREREVN68a3d6mTt3LhwdHaGrq4u6devi5MmTJda9dOkS2rRpA0dHR8hkMsycOfOV1yd5wvi///0PY8aMQV5eHgBAJpMhISEBQ4cORZs2bSSOjoiIiKhsWbduHUJDQzFq1CicPXsW3t7eaNq0aYmDhbOyslClShVMnDgRVlZWr7VOyRPGadOmISMjAxYWFsjOzkZAQABcXFxgYGCAcePGSR0eERERlQfvUBPj9OnT0aNHD3Tt2hXVq1fHggULoK+vj6VLlxZbv06dOpgyZQq+/PJL6OjovPoKUQZGSRsZGWHfvn3466+/cP78eWRkZMDX1xfBwcFSh0ZERET0n8vJyUFOTo5KmY6OTrHJXW5uLs6cOYNhw4Ypy+RyOYKDg3Hs2LH/LEbJE8bnGjRogAYNGkgdBhEREdFbNWHCBISFhamUjRo1CqNHjy5SNzk5GQUFBUVun2xpaYkrV678ZzFKnjCOGTNG7esjR458S5EQERFReSXlnV6GDRuG0NBQlbLXvXT8X5E8YdyyZYvK87y8PMTHx0NTUxPOzs5MGImIiOi9VtLl5+KYmZlBQ0MDDx48UCl/8ODBaw9oKQ3JE8Zz584VKUtPT0eXLl3w2WefSRARERERlTfvyp1etLW1UatWLURERKBVq1YAAIVCgYiICPTr1+8/W6/ko6SLY2hoiLCwMIwYMULqUIiIiIjKlNDQUCxatAjLly9HTEwMevfujczMTHTt2hUA0LlzZ5VBMbm5uYiKikJUVBRyc3Nx9+5dREVF4fr166Vep+QtjCV5/PgxHj9+LHUYREREVA68Iw2MAIB27drh4cOHGDlyJO7fvw8fHx/s3r1bORAmISEBcvnfbYL37t1DzZo1lc+nTp2KqVOnIiAgAJGRkaVap+QJ46xZs1SeCyGQmJiIlStXonnz5hJF9er+2rUZf25dgydpqbBxdEbrr7+FQ9XqxdY9tu93nIrcg/sJNwAAds5u+LhjT5X6q2ePw6kDu1XeV83nA/QaOU2l7NLpo9i7IRyJt+KgqaUNZw8fdP9hQpF1Zj55jCnfdcXj1IcYv3In9CoY/NtNLrOO796Cw9vXIiMtFVYOLvik2wDYu7gXW/fU/h04d2gPHtyOBwDYVnHFR+17qNTPeZqFPat+Rcypv5D1JB0mFtbwa94adZu0BABkZaQjYv0yXI8+jbTkB6hgaIzqdRog+Mtu0NWvqFzOjqWzcOvqRTy4HQ9z28roP2XJf7gXyoa1q1dh+bIlSE5+CFe3avjhxxHw9PIqsf7ePbswd/YvuHf3Lio7OOLb0MFo6B+gfF0IgXlzZmHzxg148iQdPjV98dPI0XBwcFTWeZyWhonjx+Jg5AHI5XI0/qgJhv7wE/QrVFDWib16BeN/HoNLFy/AxNQU7Tt8ha7de/wn+6Cs2LV1PbatW4G01BQ4OldF9/5DUNW9RrF1E+LjsDZ8AW7ExuDhg0R07TMIn3zeQaXOuvCFWL/iV5UyG3sHzF6+Wfl8wfRxOH/mBB6lJENXTw9uHt74qmd/2FV2Uta5fuUSfls0G3GxMZDJZHCp5oHOvQbC0dn1DW592XJq71Yc27EeGY9TYVnZGc1C+sPWpVqxdWNOHsaRbauR+uAuFAUFMLWyxYctvoBXw4+UdYQQOLgxHOcO7MTTzAzYu9ZA824DUcnaDgBw83IUVv48qNjldx87FzbO1XBw43Ic2ryiyOtaOrr4Ydkfb2Cr6U3r169fiZegX04CHR0dIYT4V+uTPGGcMWOGynO5XA5zc3OEhISoNKeWZef+isDWZXPwRa9BcHCtjoM7NmDhmEEYNns1DIxNitS/fjEKvg2C4VStBjS1tPHnllVYEDYIQ39ZAeNKf98OsVrNumjf7+99oKmlrbKc6GORWD9/Mlp07Imqnr5QFBQgMSG+2BjXzp0IG0dnPE59+Ia2umw6f/RP7FwxDy17hMK+qjuO/LER4eO+x3czV6KiUdFjEX85Cl71G6Oymwe0tLRxaNsahP88GAOmh8PItPBY7Fw+DzcunsUX/X+CibkVrp0/je2LZ8DQ1AzutevjSWoynqSmoFmn3rCwc0Ba8gNsWzQd6Y+S0WGQ6iwAtQKb4/b1GNy/FfdW9oeUdu/aiamTJ2D4qDB4enpj1crl6N2rO7bt2I1KlSoVqR917ix++H4QBnwbCv+AQOz8Yzu+7d8XazduRtWqhcnDsiWLsGbVSowdPxG2tnaYO/sX9O7ZHVt+36nsMD5s6GAkP3yIBYuXIT8vD6OG/4gxo0di4pTCH1sZGRn4pkd31PXzw/BRYbgWG4vRI36EgYEhPm/b7u3toLfoyIG9CJ8/Hb2+/RFV3Wtgx6bVGDu0H2Yv3wwjE9Mi9XNznsLS2hb1AoKxbN60YpZYyN7RGaOmzlM+19DQUHm9iqs7GjZuDnNLK2SkP8a65b9i7JC+mLdqOzQ0NJCdnYWxP/RHHT9/9Bj4AwoKCrBu+UKMHdIPC9f9AU1NrTe3E8qIS8cOYN9vC9Ci27ewdamGE7s2Y/XEoegzLRwVivmO0qtogAatOqKSjT00NLVw7ewx/L5wMioYGsPZuw4A4Oj2tTi5ZwtafjMUxhZWiNwQjtUTf0DvKUuhqa0Ne1cPfDdvg8pyIzcsQ/zFc7Cu4gYA8PukLWoFf6pSZ+W4wbBxdvuP9gS9ayTvwxgfH6/yiIuLw/HjxzF+/HgYGLwbrWCR29fB76NPUbfxx7Cyd8IXvQZDW0cXJ/4s/ldZp+9GokHzz2DrVBWWdg5o12cohFDg2vkzKvU0tbRgaFJJ+dCv+Pf+KCjIx5Yls/Bp5z6o37QVLGwqw8reCTXrBxVZ35HdW5CdmYHAll++2Q0vg47s2IDajT9GrcDmsLBzRMseodDS1sWZAzuLrd92wHB82LQVbByrwtzWAZ998z2EELhx4ayyTkLsRdQMaIYqHjVhYmGND4I/hZWDC+5cjwEAWFaugg6Dx8C9dj1UsrKFcw1ffPTl17hy5hgKCvKVy/mk2wB82OwzmFpY/7c7oYxYuXwZWn/eFq0+awNnFxcMHxUGXV1dbN28qdj6q35bgXoNGqJLt69RxdkZ/QZ8C/fq1bF29W8ACltRVq1cgR69eiMwKBiubtXw84TJeJiUhD8j9gMAbsTF4chfhzFqzM/w8vKGb63a+OHH4di96w8kJRWOKNy543fk5eVhzNjxcHGpiuYtPkb7jp2wcsWyt7NjJLB9w28IbvEZgpr/D/aOVdDrux+ho6OLiF3biq3vUs0DId98iwZBTaH10g/VF2loaMDE1Ez5MHwp4WnySWt4ePvCwsoGVVzd0b5bHyQnPcDD+/cAAHcTbiIj/TG+7PoNbCs7orKTM9p27oG0Ryl4+OD+m9sBZcjxnRtRM7AFfBo1g7mdIz7u/i20dHQQdXB3sfUdq/ugWp0GMLd1gKmlDeo2bwPLylWQcPUigMLz4uTuzWjY6iu41a4Py8rOaNl7KJ6kJePK6b8AABqaWqhobKp86FU0xNUzR+Ed0BSyZyM9tHX1VOpkPH6E5Lu3ULPRu3Ol79+SyaR7vAskTxjfdfl5ebgTFwtXr1rKMrlcjqpetXHr6qVSLSM3NweKgnzov5QgX78YhRFdPsX4fh2wYeFUZD75u0/nnRuxeJz6EDKZDFMHdcPIbi2xcOxgJN66obKM+7fjsWd9ODoOGA6Z7P0+3Pn5ebh34ypcPFWPhYtnLSTEXi7VMvJyclCQnw+9F5Lzyq41cOXMETxOfViYTF48h+TE23DxqlPicp5mZUBHTx8aGpI34ksiLzcXMZcv4UO/esoyuVyODz+sh/PRRWdGAIDzUVH48EM/lbJ69RvgfFQUAODunTtITn6Iuh/+vUwDAwN4enkrlxkdfQ4GhobwqOGprFPXrx7kcjkunD//rE4UatWuDS1tbZX13IyPR/p72G86Ly8PcbFX4FXrA2WZXC6HV60PEHv5wr9aduLdBHz9RVP07vg/zBz3Ex4+SCyx7tPsbBzY/TssrG1RyaJw6g9bewcYGBohYuc25OXlISfnKSJ2boOdgxMsrN6/H1YF+XlIjI+FUw1fZZlMLodTDV/cufbP31FCCMRfPIuUxDtwcC/8jKclJSIjLVVlmbr6FWHr7I67JSwz9uxRZD9Jh09AsxLXFXVgJ0yt7VC5WsldSKh8kfyv2Weffab8hfNPNm/eXKSsuNvp5OXmQEv77Ux4mfnkMRSKAhgYq17WMTA2QdLdW6Vaxo4V82FoYgZXr9rKsmo168KrbgBMLa2Rcv8u/lj1K34d+z0GTpgPuYYGUh4U/kLfs24ZWnbtB1MLa0T+vhZzRw7AsDmrUcHAEPl5uVg5PQz/C+kDE3NL5XveV1npj6FQKFDxpWNR0dgED+8llGoZu1cthKGpGZxfSDo/7TYAWxdOw+RvvoBcQwMymRyf9RoMp+rexS4jMz0NkZtWos5Ll3fKk0dpj1BQUFDk0nOlSpUQH3+j2PckJyejUiWzIvWTU5KfvV7YnaKSWdFlJicX1klJToapqerx19TUhKGREVKevT85ORm2tnYvLcNM+ZqhkVGpt/Nd8ORxGhSKAhibqO43I5NKuJtw87WXW9W9BvoNGQ0be0c8Sn2IDcsXYfjArzFz6Xro6f/dX3T3tvVYuXAWnj7Nho29A0ZNngstrcJLzXr6FTBmxq+YNGIQNv62GABgZWuPEZPmvpc/trKePIZQKIp0j6lgZILke7dLfN/TrAzM7NsOBfl5kMnlaNF1IKp4Fv69yHj8SLmMl5f5/LWXRR3YBWev2jB8oQvUi/Jzc3HhSATq/+/9vyql6h1p6pOI5E1ORkZGiIiIwOnTp5VlZ86cwZ9//glDQ0MYGRkpH8WZMGGCSh0jIyOsXzSr2Lpl0f7Nv+HckQh0GzpOJcn1bRCMGh80gI2DMzzr+uPrHycj4XoMrl8qbEkRisLOq8Gfd4a3XyPYO7sV9neUAdFHDwAAdvy2EJZ2Dqgd0PTtb9g76ODWVbhw5E90HDxW5Vgc27UZt69dxldDxqPvxF/RvHNv/L5kJq6fP11kGU+zMrFi4jCY2zmg8Rdd3mL0RG+Xb936qNfoIzg6V0XNOvXw08RZyMp8giOR+1TqNWzcHFN+XY0xMxbBxs4B08b8gNzcwh/5OTlPMW/KGFSr4Y0Jc8IxbtZSVHZywfgfByIn56kUm1Um6ejqo+eEX9F97DwEtu2Gvb/Nx83LUa+1rPSUh4g7fxo+gSVfar5y+i/kPs2Cl3+T14yY3keS/4SztLRE27ZtsWDBAmWH6YKCAvTp0weGhoaYMmWK2vcXdzudA3Fv77JSBQMjyOUaeJKWqlL+JO0RDI2Ldux/0YGtaxCxeRV6j54BG0cXtXXNrGxQwdAIyYl34epVG4bPWgus7B2VdTS1tFHJ0gaPkgv7al27cBaJCTcQ/XkjAIBAYZI5PORTBH/eCc2/7P4qm1rm6RsaQS6XI+OlY5GR9qhIq+PLDv++Foe2rkbXEdNg5eCsLM/LzcG+NYvR4fuxqOZbeLnUysEZiTev46/t6+DyQqtwTnYWlo8fAh09PXQcPBYampKfXpIxMTaBhoYGUlJSVMpTUlJgZmZW7HvMzMyQ8qw1UaX+s9Y/M7PC1pCU5BSYm1uo1HGrVjjCtJKZGVJTVY9/fn4+0h8/RqVn7zczM0NqkfUkK1973xgYGUMu10DaI9Vj8fhRCoxN39z2VqhoAGs7B9y/e7tIeYWKBrCxqwzX6p4IadkIJw4fQMPGzXA4YjeSHiRi/Jxw5RQg3/40DiEtG+HUkYNoEPR+/djVNzCCTC4v0vKX+Vj9d5RMLoeplS0AwMrRBcl3E3Bk2xo4VvdRtlZmPn4EgxdakTMfP1L5Lnsu6uBu6BkYwtW3XpHXnjt3YCeq1vwQFY3Uf29S+SJ5C+PSpUsxePBgldF1GhoaCA0NxdKlS//x/To6OjA0NFR5vK3L0UDhwBQ7Z1fEvjBgRaEoHMDi4OZR4vsitqzC3o3L0WvEVFQuYTqFF6UlJyHrSboyUbR3doOmljaS7v59qbUgPx+pSfdhYl7YP6jrkJ/x/bRlGDxtKQZPW4p2vYcAAPqPm4MGzVq/1vaWZZqaWrCp4oa4i38PWFEoFIi7eAaVXYuf4ggADm1bgwObViLkx8mwc1Y9FgX5+SgoyC/S/1Mu11CZouBpViaW/TwYGpqa+GrI+Lf6GSyLtLS14V7dAyeOH1OWKRQKnDhxDF7eNYt9j5ePD04cP65SdvzYUXj5+AAAbO3sYGZmjhMn/l5mRkYGLpyPVi7T27smnqSn4/Kli8o6J08ch0KhUE7n4+3tgzOnTyMvL09lPY5OTu/d5WgA0NLSgrNrNVw4e0pZplAocP7sKbhW91TzzleTnZ2FB/fuwKSSmiRUCAghkJeXCwDIffoUMplMpVuSXC6DDDIIoXhjsZUVGppasHZyxc1Lf/fjFQoF4i+dg10J07AVRwiBgvzCz6+xhTUqGpsi/tLf33s5WZm4GxcD25eWKYRA9ME98Gr4UYk/aB8lJeLm5Sj4lKPBLs9x0It6kjeB5Ofn48qVK3BzUx26f+XKFSgU78YXRqNP22H17PGwd6kGh6ruOLh9A3JzslE3qAUAYNUvP8Ookhk++eobAEDE5lXYtXYJOn03EqYWVkh/9stfR1cPOnr6yMnOwp71y+D1YSMYmpgi+f5dbF8xH2ZWtqhWs7Djuq5+BdRr0hK71y6FsZkFTM2t8OfW1QAAn3qBAACzZ79In3s+aMbSzuG9nYex/idfYNPcCbCt4gY7F3cc3bkRuTlPUevZl9+GOeNhaGqGph16AgAObV2N/euXoe2A4TCxsMKTtMJjoa2rBx1dfejqV4BTdW/s/m0+tLS1YWxuhZuXo3Du4B60COkLoDBZDB83GLk5Ofii/0/Iyc5ETnYmAKCCYWHrDgCk3L+DnKfZeJKWivzcXNy7eQ0AYGHn+F5OH9IppCtG/DgUHh41UMPTC7+tXI7s7Gy0+qzwx8pPw4bAwsISA78rnB+u41ed0b1LJywPXwp//wDs3rUTly5exIjRhVMTyWQydOzUGYsWzodDZQfY2hVOq2NuYYGgxsEAgCrOzqjfoCHCRo3A8JFhyM/Pw4RxY9Gs+cewsCic0Lb5x59iwby5GD3yJ3Tt3gPXr13Dqt9W4Psh78Y0Xq/j0y++wuyJo+Ds5o6q1Qqn1cl5mo2gZv8DAMyaMBKmZub4qkd/AIUDZe48G0CXn5+HlOQkxF+/Cl09fVjb2gMAls+fgdr1/GFuaY3U5IdYt3wh5HI5GgQVDqS4f+8OjkbuhXdtPxgaGSPlYRK2rAmHto4uatVtAADwql0XKxb+gkW/TESLz76EQqHAljXhkGtooIZP7Zc3473wYYvPsW3BJFhXcYWNczWc3LUJeU+fwvtZ16Gt8ybCwNQMjb/8GgDw17bVsKniChMLG+Tn5+F61Alc+GsfWnQbCKDwvPigWWv8tWUVTK3sYGxuhcgNy2BgbIZqtRuorPvmpXNIe5iImo1alBhfVORuGBibwsXngxLrUPkkecLYtWtXdO/eHXFxcfjgg8IP6IkTJzBx4kTlLW7KupoNGiMjPQ271yxBeloqbJ1c0GvEVOVAmEfJDyCT//0T4sierSjIz0P4FNVbHzZt2xXNvuwGmVwD927F4dSB3cjOyoChiRncfOqgRfuvVeZi/F9IH8g1NLDql5+Rl5sDh6rV0SfsF5Xpd8obr3pByExPQ8T6ZXiSlgprRxd0+XGy8nLP4+QHKq0ZJ/ZtQ0F+HtZMH6WynKDPQ9C4beHnr923I7F39SKsnzUO2RnpMDa3xEftv8YHHxX+sb0XH4vb1wqn2Jk+oKPKcgbPWQOTZ9PobFkwBfGXo5WvzR3So0id90mz5i3wKDUV8+bMQnLyQ7hVc8e8hYtR6dll3/uJiZC/0HLrU9MXEyZPxZxZMzF75nRUdnDEzNlzlXMwAkDX7j2QnZ2NMaNH4smTdNT0rYV5Cxcr52AEgAmTpmLCuLHo2T1EOXH3D8OGK183MDDAgkVLMP7nMWj/RWsYm5ig1zd93ts5GAGgfmATPE57hLXLFiDtUQqcnF0xfNJsGJsWXrFITrqv8h31KOUhBvf8e6Lu39evxO/rV8LDuxbGzCicrDslOQkzfv4RT9Ifw9DIBO6ePpgwJxxGz+ae1dbWweXzUdixaQ0yn6TDyKQSqnvVxPhZS5VzP9pVdsKwcTOwfsWvGNavC+RyOZxc3DBi0hyYlDAg413n4ReIrPTHOLgxHBlpj2Dp4IwOP0xUXv5NT0lSORZ5OU+xa+kspKc+hKa2Dsxs7NGqzzB4+AUq69T79Evk5TzFH4un42lWBiq7eqLDDxOgqa06JdK5yF2wc/WAmW3lYmMTCgXOH9oDL/+myh+65ck70tAnGZn4t1N//0sKhQJTp07FL7/8gsTEwikZrK2tMXDgQAwaNKjIRLClsfNS0psOk15TVn6B1CHQCz7xeP8S03fV9QcZUodAz0TdT5M6BHrmq1p2/1zpP3IvLVeyddsYlzzfaVkheQujXC7HkCFDMGTIEKSnpwMADA0NJY6KiIiIypN3pS+hVCRPGF/ERJGIiIio7JF8lDQRERERlW1lqoWRiIiISAoyDntRiy2MRERERKQWWxiJiIiI2MColuQJ46xZxd/3WSaTQVdXFy4uLvD393+t6XWIiIiI6N+TPGGcMWMGHj58iKysLJiYFE74+ujRI+jr66NixYpISkpClSpVcODAAdjb20scLREREVH5I3kfxvHjx6NOnTq4du0aUlJSkJKSgtjYWNStWxe//PILEhISYGVlhe+++07qUImIiOg9JZPw8S6QvIVx+PDh2LRpE5ydnZVlLi4umDp1Ktq0aYMbN25g8uTJaNOmjYRREhEREZVfkieMiYmJyM/PL1Ken5+P+/fvAwBsbGzw5MmTtx0aERERlRO804t6kl+SDgwMRK9evXDu3Dll2blz59C7d28EBQUBAC5cuAAnJyepQiQiIiIq1yRPGJcsWQJTU1PUqlULOjo60NHRQe3atWFqaoolS5YAACpWrIhp06ZJHCkRERG9r2QS/nsXSH5J2srKCvv27cOVK1cQGxsLAHBzc4Obm5uyTmBgoFThEREREZV7kieMz1WrVg3VqlWTOgwiIiIieonkCWNBQQHCw8MRERGBpKQkKBQKldf//PNPiSIjIiKicuPduDIsGckTxoEDByI8PBwff/wxatSoARmHKRERERGVKZInjGvXrsX69evRokULqUMhIiKicorNVepJPkpaW1sbLi4uUodBRERERCWQPGEcNGgQfvnlFwghpA6FiIiIiIoh+SXpv/76CwcOHMCuXbvg4eEBLS0tldc3b94sUWRERERUXnAIhXqSJ4zGxsb47LPPpA6DiIiIiEogecK4bNkyqUMgIiKicu5dueOKVCRPGJ97+PAhrl69CqDwTi/m5uYSR0REREREQBkY9JKZmYlu3brB2toa/v7+8Pf3h42NDbp3746srCypwyMiIqJyQCaT7vEukDxhDA0NxcGDB7F9+3akpaUhLS0N27Ztw8GDBzFo0CCpwyMiIiIq9yS/JL1p0yZs3LgRjRo1Upa1aNECenp6aNu2LebPny9dcEREREQkfQtjVlYWLC0ti5RbWFjwkjQRERFRGSB5wujn54dRo0bh6dOnyrLs7GyEhYXBz89PwsiIiIiICCgDl6RnzpyJZs2awc7ODt7e3gCA6Oho6OrqYs+ePRJHR0REROXBuzL4RCqSJ4yenp64du0aVq1ahStXrgAA2rdvj44dO0JPT0/i6IiIiIhI0oQxLy8P1apVw44dO9CjRw8pQyEiIiKiEkiaMGppaan0XSQiIiKSAu/0op7kg1769u2LSZMmIT8/X+pQiIiIiKgYkvdhPHXqFCIiIrB37154enqiQoUKKq9v3rxZosiIiIiovOCgF/UkTxiNjY3Rpk0bqcMgIiIiohJIljDGx8fDyckJy5YtkyoEIiIiIgBgD8Z/IFkfRmdnZzg5OaFbt2747bffcOfOHalCISIiIiI1JGth/PPPPxEZGYnIyEisWbMGubm5qFKlCoKCghAYGIjAwMBibxlIRERERG+XZAljo0aN0KhRIwDA06dPcfToUWUCuXz5cuUcjZcuXZIqRCIiIioveE1aLckHvQCArq4ugoKC0KBBAwQGBmLXrl1YuHCh8s4vRERERCQdSRPG3NxcHD9+HAcOHEBkZCROnDgBe3t7+Pv7Y86cOQgICJAyPCIiIionOHG3epIljEFBQThx4gScnJwQEBCAXr16YfXq1bC2tpYqJCIiIiIqhmQJ4+HDh2FtbY2goCA0atQIAQEBqFSpklThEBEREVEJJJtWJy0tDb/++iv09fUxadIk2NjYwNPTE/369cPGjRvx8OFDqUIjIiKickYmk+7xLpAJIYTUQQDAkydP8Ndffyn7M0ZHR6Nq1aq4ePHiKy9r56Wk/yBCeh1Z+QVSh0Av+MSDXT7KiusPMqQOgZ6Jup8mdQj0zFe17CRbd2audOlQBe2ynzWWiVHSAFChQgWYmprC1NQUJiYm0NTURExMjNRhERERUTlQ9lM2aUmWMCoUCpw+fRqRkZE4cOAAjhw5gszMTNja2iIwMBBz585FYGCgVOERERER0TOSJYzGxsbIzMyElZUVAgMDMWPGDDRq1AjOzs5ShURERERExZAsYZwyZQoCAwPh6uoqVQhEREREhXhNWi3JEsZevXpJtWoiIiIiegVlZtALERERkVR4pxf1JJuHkYiIiIhez9y5c+Ho6AhdXV3UrVsXJ0+eVFt/w4YNqFatGnR1deHp6YmdO3e+0vqYMBIREVG59y5N3L1u3TqEhoZi1KhROHv2LLy9vdG0aVMkJRU/D/XRo0fRvn17dO/eHefOnUOrVq3QqlWrV5rrusxM3P0mceLusoMTd5ctnLi77ODE3WUHJ+4uO6ScuPtpvmSrhu4rdhCsW7cu6tSpgzlz5gAonKrQ3t4e/fv3xw8//FCkfrt27ZCZmYkdO3Yoyz788EP4+PhgwYIFpVonWxiJiIiIJJSTk4P09HSVR05OTrF1c3NzcebMGQQHByvL5HI5goODcezYsWLfc+zYMZX6ANC0adMS6xfnvRz00sLDQuoQ/rWcnBxMmDABw4YNg46OjtThlGs8FmXH+3QsathWlDqEf4XHomx5n46HVF61le9NGv3zBISFhamUjRo1CqNHjy5SNzk5GQUFBbC0tFQpt7S0xJUrV4pd/v3794utf//+/VLHyBbGMionJwdhYWEl/sKgt4fHouzgsSg7eCzKFh6Pd9uwYcPw+PFjlcewYcOkDkvFe9nCSERERPSu0NHRKXXLsJmZGTQ0NPDgwQOV8gcPHsDKyqrY91hZWb1S/eKwhZGIiIjoHaGtrY1atWohIiJCWaZQKBAREQE/P79i3+Pn56dSHwD27dtXYv3isIWRiIiI6B0SGhqKkJAQ1K5dGx988AFmzpyJzMxMdO3aFQDQuXNn2NraYsKECQCAgQMHIiAgANOmTcPHH3+MtWvX4vTp0/j1119LvU4mjGWUjo4ORo0axc7LZQCPRdnBY1F28FiULTwe5Uu7du3w8OFDjBw5Evfv34ePjw92796tHNiSkJAAufzvi8j16tXD6tWrMXz4cPz444+oWrUqtm7diho1apR6ne/lPIxERERE9OawDyMRERERqcWEkYiIiIjUYsJIRERERGoxYaR3nqOjI2bOnCl1GEREBH4nv6+YMEqoS5cukMlkmDhxokr51q1bIZPJJIrq7WnUqBG+/fbbIuXh4eEwNjYu9XJOnTqFnj17vrnA3rBX3Z5XMXr0aPj4+JSq7v3799G/f39UqVIFOjo6sLe3x6efflpkbq6y4r/cb1QyIQSCg4PRtGnTIq/NmzcPxsbGuHPnjgSRvRkLFiyAgYEB8vPzlWUZGRnQ0tJCo0aNVOpGRkZCJpMhLi7uLUf5bijpHC3r38n0epgwSkxXVxeTJk3Co0ePpA7lnWVubg59fX2pwyhWXl6e1CEAAG7evIlatWrhzz//xJQpU3DhwgXs3r0bgYGB6Nu372svNzc3t9jysrLd74qytL9kMhmWLVuGEydOYOHChcry+Ph4DBkyBLNnz4adnZ2EEf47gYGByMjIwOnTp5Vlhw8fhpWVFU6cOIGnT58qyw8cOIDKlSvD2dm5yHJK+uxT2f5OptfHhFFiwcHBsLKyUk6uWZxNmzbBw8MDOjo6cHR0xLRp095ihNLq0qULWrVqhalTp8La2hqVKlVC3759Vf7Avnz5QyaTYeHChfjkk0+gr68Pd3d3HDt2DNevX0ejRo1QoUIF1KtXT6XV4HlL3cKFC2Fvbw99fX20bdsWjx8/VtZRKBQYM2YM7OzsoKOjo5z36rmbN29CJpNh3bp1CAgIgK6uLlatWoWuXbvi8ePHkMlkkMlkypvJr1y5ErVr14aBgQGsrKzQoUMHJCUlKZf3vHUjIiICtWvXhr6+PurVq4erV68CKPx1HxYWhujoaOWyw8PDi92Pffr0gUwmw8mTJ9GmTRu4urrCw8MDoaGhOH78uLJeQkICWrZsiYoVK8LQ0BBt27ZVuZ3U8/20ePFiODk5QVdXV7nP58+fj//973+oUKECxo0bBwDYtm0bfH19oauriypVqiAsLEylZSctLQ29evWCpaUldHV1UaNGDezYsQORkZEl7reXxcXFoWXLlrC0tETFihVRp04d7N+/X6WOo6Mjxo8fj27dusHAwACVK1dWmbA2NzcX/fr1g7W1NXR1deHg4KA8JwcPHoxPPvlEWXfmzJmQyWQqx97FxQWLFy9WPl+8eDHc3d2hq6uLatWqYd68ecrXSvqclCX29vb45ZdfMHjwYMTHx0MIge7du6NJkyaoWbMmmjdvjooVK8LS0hKdOnVCcnKy8r0bN26Ep6cn9PT0UKlSJQQHByMzM1PCrVHl5uYGa2trREZGKssiIyPRsmVLODk5qZwPkZGRCAwMBPD3d9G4ceNgY2MDNzc3AMCFCxcQFBSk3N6ePXsiIyNDuYzSfIclJibi448/hp6eHpycnLB69ep/vKxbUFCA0NBQGBsbo1KlShgyZAhCQkLQqlUrZZ3iluHj46NyLqWlpeHrr7+Gubk5DA0NERQUhOjoaOXr0dHRCAwMhIGBAQwNDVGrVi2cPn1a7Tn68npL+72ycuVKODo6wsjICF9++SWePHlS4vaTBARJJiQkRLRs2VJs3rxZ6Orqitu3bwshhNiyZYt4fmhOnz4t5HK5GDNmjLh69apYtmyZ0NPTE8uWLZMw8jcjICBADBw4sEj5smXLhJGRkRCicB8ZGhqKb775RsTExIjt27cLfX198euvvyrrOzg4iBkzZiifAxC2trZi3bp14urVq6JVq1bC0dFRBAUFid27d4vLly+LDz/8UDRr1kz5nlGjRokKFSqIoKAgce7cOXHw4EHh4uIiOnTooKwzffp0YWhoKNasWSOuXLkihgwZIrS0tERsbKwQQoj4+HgBQDg6OopNmzaJGzduiJs3b4qZM2cKQ0NDkZiYKBITE8WTJ0+EEEIsWbJE7Ny5U8TFxYljx44JPz8/0bx5c+X6Dhw4IACIunXrisjISHHp0iXRsGFDUa9ePSGEEFlZWWLQoEHCw8NDueysrKwi+zMlJUXIZDIxfvx4tcejoKBA+Pj4iAYNGojTp0+L48ePi1q1aomAgIAi+6lZs2bi7NmzIjo6WrnPLSwsxNKlS0VcXJy4deuWOHTokDA0NBTh4eEiLi5O7N27Vzg6OorRo0cr1/fhhx8KDw8PsXfvXhEXFye2b98udu7cKXJyckrcby+LiooSCxYsEBcuXBCxsbFi+PDhQldXV9y6dUvlM2Jqairmzp0rrl27JiZMmCDkcrm4cuWKEEKIKVOmCHt7e3Ho0CFx8+ZNcfjwYbF69WohhBC///67MDIyEvn5+UIIIVq1aiXMzMzE0KFDhRBC3LlzRwAQ165dE0II8dtvvwlra2vlZ2DTpk3C1NRUhIeHl/g5uXfvntpjI5WWLVuKRo0aiVmzZglzc3ORlJQkzM3NxbBhw0RMTIw4e/as+Oijj0RgYKAQQoh79+4JTU1NMX36dBEfHy/Onz8v5s6dW+Kxk0qHDh1EkyZNlM/r1KkjNmzYIL755hsxcuRIIUTh+aWjo6M8biEhIaJixYqiU6dO4uLFi+LixYsiIyNDWFtbi9atW4sLFy6IiIgI4eTkJEJCQpTLLs13WHBwsPDx8RHHjx8XZ86cEQEBAUJPT0/le+1lkyZNEiYmJmLTpk3i8uXLonv37sLAwEC0bNlSWefl70YhhPD29hajRo1SWfenn34qTp06JWJjY8WgQYNEpUqVREpKihBCCA8PD/HVV1+JmJgYERsbK9avXy+ioqLUnqMvrre03ysVK1ZU7sdDhw4JKysr8eOPP/7ToaS3iAmjhJ4njEII8eGHH4pu3boJIVQTxg4dOoiPPvpI5X3ff/+9qF69+luN9b9Q2oTRwcFB+cdaCCG++OIL0a5dO+Xz4hLG4cOHK58fO3ZMABBLlixRlq1Zs0bo6uoqn48aNUpoaGiIO3fuKMt27dol5HK5SExMFEIIYWNjI8aNG6cSa506dUSfPn2EEH8nAjNnzixxe9Q5deqUAKD80n2eMO7fv19Z548//hAARHZ2tjJub29vtcs9ceKEACA2b96stt7evXuFhoaGSEhIUJZdunRJABAnT55Urk9LS0skJSWpvBeA+Pbbb1XKGjduXCRJXblypbC2thZCCLFnzx4hl8vF1atXi42ntPutOB4eHmL27NnK5w4ODuKrr75SPlcoFMLCwkLMnz9fCCFE//79RVBQkFAoFEWW9ejRIyGXy8WpU6eEQqEQpqamYsKECaJu3bpCiMIE0dbWVlnf2dlZmWw+N3bsWOHn5yeEKPlzUhY9ePBAmJmZCblcLrZs2SLGjh2rkmgJIcTt27cFAHH16lVx5swZAUDcvHlToohLZ9GiRaJChQoiLy9PpKenC01NTZGUlCRWr14t/P39hRBCRERECADKHx4hISHC0tJS5OTkKJfz66+/ChMTE5GRkaEs++OPP4RcLhf3799Xvk/dd1hMTIwAIE6dOqV8/dq1awKA2oTR2tpaTJ48Wfk8Ly9P2NnZvVLCePjwYWFoaCiePn2qUsfZ2VksXLhQCCGEgYGBMml+WUnn6IvrLe33ir6+vkhPT1fW+f7775XnGJUNvCRdRkyaNAnLly9HTEyMSnlMTAzq16+vUla/fn1cu3YNBQUFbzNEyXh4eEBDQ0P53NraWuXSbXG8vLyU///8Vkmenp4qZU+fPkV6erqyrHLlyrC1tVU+9/Pzg0KhwNWrV5Geno579+4VeyxePma1a9cu1XadOXMGn376KSpXrgwDAwMEBAQAKLx8U9K2WFtbA8A/bv+LRClv5hQTEwN7e3vY29sry6pXrw5jY2OVbXRwcIC5uXmR97+83dHR0RgzZgwqVqyofPTo0QOJiYnIyspCVFQU7Ozs4OrqWuptKU5GRgYGDx4Md3d3GBsbo2LFioiJiVG7H2UyGaysrJT7sUuXLoiKioKbmxsGDBiAvXv3KusaGxvD29sbkZGRuHDhArS1tdGzZ0+cO3cOGRkZOHjwoPLYZWZmIi4uDt27d1fZ7p9//rnIwInSfk6kZGFhgV69esHd3R2tWrVCdHQ0Dhw4oLJt1apVA1DYNcDb2xuNGzeGp6cnvvjiCyxatKhM9s9u1KgRMjMzcerUKRw+fBiurq4wNzdHQECAsh9jZGQkqlSpgsqVKyvf5+npCW1tbeXzmJgYeHt7o0KFCsqy+vXrK783nlP3HXb16lVoamrC19dX+bqLiwtMTExKjP/x48dITExE3bp1lWWampqv/JmKjo5GRkYGKlWqpHJM4+PjlZ/X0NBQfP311wgODsbEiRNfeQBQab9XHB0dYWBgoHxemu95ert4L+kywt/fH02bNsWwYcPQpUsXqcN5KwwNDVX6CD6XlpYGIyMj5XMtLS2V12UyGRQKhdplv/ie5yPOiyv7p+W8jhf/eJQkMzMTTZs2RdOmTbFq1SqYm5sjISEBTZs2LdKZ/t/GXbVqVchkMly5cqXU71GnpO17uTwjIwNhYWFo3bp1kbq6urrQ09N7I/EMHjwY+/btw9SpU+Hi4gI9PT18/vnnavcjoPo58vX1RXx8PHbt2oX9+/ejbdu2CA4OxsaNGwEUJhiRkZHQ0dFBQEAATE1N4e7ujr/++gsHDx7EoEGDlNsMAIsWLVL5Yw5AJWEASvc5KQs0NTWhqVn4pyIjIwOffvopJk2aVKSetbU1NDQ0sG/fPhw9ehR79+7F7Nmz8dNPP+HEiRNwcnJ626GXyMXFBXZ2djhw4AAePXqkTPhtbGxgb2+Po0eP4sCBAwgKClJ53+ses9f5DnsT5HJ5kR+ML/adzMjIKNKf87nno59Hjx6NDh064I8//sCuXbswatQorF27Fp999tkbjVWqfUSlxxbGMmTixInYvn07jh07pixzd3fHkSNHVOodOXIErq6uRf4AvWvc3Nxw9uzZIuVnz579161OryMhIQH37t1TPj9+/Djkcjnc3NxgaGgIGxubYo9F9erV1S5XW1u7SGvwlStXkJKSgokTJ6Jhw4aoVq3aa/2aLm7ZLzM1NUXTpk0xd+7cYgcfpKWlASj8rN2+fRu3b99Wvnb58mWkpaX94zYWx9fXF1evXoWLi0uRh1wuh5eXF+7cuYPY2NjX3jag8Bh06dIFn332GTw9PWFlZYWbN2++cryGhoZo164dFi1ahHXr1mHTpk1ITU0FAAQEBOCvv/5CRESEcuqVRo0aYc2aNYiNjVWWWVpawsbGBjdu3CiyzWUpYXpdvr6+uHTpEhwdHYts3/NkSiaToX79+ggLC8O5c+egra2NLVu2SBx5UYGBgYiMjERkZKTKdDr+/v7YtWsXTp48qRzwUhJ3d3dER0ernFdHjhxRfm+UhpubG/Lz83Hu3Dll2fXr19W2zBoZGcHa2honTpxQluXn5+PMmTMq9czNzZGYmKh8np6ejvj4eOVzX19f3L9/H5qamkWOp5mZmbKeq6srvvvuO+zduxetW7fGsmXLAJTuHH3T3yskHSaMZYinpyc6duyIWbNmKcsGDRqEiIgIjB07FrGxsVi+fDnmzJmDwYMHSxjpm9G7d2/ExsZiwIABOH/+PK5evYrp06djzZo1yhabt0lXVxchISGIjo7G4cOHMWDAALRt2xZWVlYAgO+//x6TJk3CunXrcPXqVfzwww+IiorCwIED1S7X0dERGRkZiIiIQHJyMrKyslC5cmVoa2tj9uzZuHHjBn7//XeMHTv2lWN2dHREfHw8oqKikJycjJycnGLrzZ07FwUFBfjggw+wadMmXLt2DTExMZg1axb8/PwAFI7Yf/4ZPHv2LE6ePInOnTsjICDgtS6fjhw5EitWrEBYWBguXbqEmJgYrF27FsOHDwdQmIT5+/ujTZs22Ldvn7KF7/no4+L2W3GqVq2KzZs3IyoqCtHR0ejQocMrt0w8/9xduXIFsbGx2LBhA6ysrJStLP7+/njy5Al27NihkjCuWrUK1tbWKj9wwsLCMGHCBMyaNQuxsbG4cOECli1bhunTp7/iHix7+vbti9TUVLRv3x6nTp1CXFwc9uzZg65du6KgoAAnTpzA+PHjcfr0aSQkJGDz5s14+PAh3N3dpQ69iMDAQPz111+IiopStjAChZ/LhQsXIjc39x8Txo4dOyq/Ny5evIgDBw6gf//+6NSpk7IrzD+pVq0agoOD0bNnT5w8eRLnzp1Dz549oaenp3Y+3oEDB2LixInYunUrrly5gj59+ih//D0XFBSElStX4vDhw7hw4QJCQkJUGhqCg4Ph5+eHVq1aYe/evbh58yaOHj2Kn376CadPn0Z2djb69euHyMhI3Lp1C0eOHMGpU6eUx7M05+ib/l4h6TBhLGPGjBmj8sfO19cX69evx9q1a1GjRg2MHDkSY8aMeS8uW1epUgWHDh3ClStXEBwcjLp162L9+vXYsGEDmjVr9tbjcXFxQevWrdGiRQs0adIEXl5eKtOhDBgwAKGhoRg0aBA8PT2xe/du/P7776hatara5darVw/ffPMN2rVrB3Nzc0yePBnm5uYIDw/Hhg0bUL16dUycOBFTp0595ZjbtGmDZs2aITAwEObm5lizZk2x9apUqYKzZ88iMDAQgwYNQo0aNfDRRx8hIiIC8+fPB1DYMrRt2zaYmJjA398fwcHBqFKlCtatW/fKcQFA06ZNsWPHDuzduxd16tTBhx9+iBkzZsDBwUFZZ9OmTahTpw7at2+P6tWrY8iQIcoWi+L2W3GmT58OExMT1KtXD59++imaNm2q0h+sNAwMDDB58mTUrl0bderUwc2bN7Fz507I5YVfkSYmJvD09IS5ubmyz56/vz8UCoVKsgEAX3/9NRYvXoxly5bB09MTAQEBCA8Pfy9aGJ+3shcUFKBJkybw9PTEt99+C2NjY8jlchgaGuLQoUNo0aIFXF1dMXz4cEybNg3NmzeXOvQiAgMDkZ2dDRcXF5XkLiAgAE+ePFFOv6OOvr4+9uzZg9TUVNSpUweff/45GjdujDlz5rxSLCtWrIClpSX8/f3x2WefoUePHjAwMFBOW1WcQYMGoVOnTggJCYGfnx8MDAyKXCYeNmwYAgIC8Mknn+Djjz9Gq1atVOaUlMlk2LlzJ/z9/dG1a1e4urriyy+/xK1bt2BpaQkNDQ2kpKSgc+fOcHV1Rdu2bdG8eXOEhYUBKN05+qa/V0g6MlHaHvFE77HRo0dj69atiIqKkjoUIirn7ty5A3t7e+zfvx+NGzcu9fu6dOmCtLQ0bN269b8LjsotDnohIiKS0J9//omMjAx4enoiMTERQ4YMgaOjI/z9/aUOjUiJCSMREZGE8vLy8OOPP+LGjRswMDBAvXr1sGrVqiIjh4mkxEvSRERERKQWB70QERERkVpMGImIiIhILSaMRERERKQWE0YiIiIiUosJIxERERGpxYSRiP61Ll26oFWrVsrnjRo1wrfffvvW44iMjIRMJityi7QXyWSyV5rYePTo0fDx8flXcd28eRMymYwTwxPRO4sJI9F7qkuXLpDJZJDJZNDW1oaLiwvGjBmD/Pz8/3zdmzdvLvW9sUuT5BERkbQ4cTfRe6xZs2ZYtmwZcnJysHPnTvTt2xdaWloYNmxYkbq5ubnQ1tZ+I+s1NTV9I8shIqKygS2MRO8xHR0dWFlZwcHBAb1790ZwcDB+//13AH9fRh43bhxsbGzg5uYGALh9+zbatm0LY2NjmJqaomXLlrh586ZymQUFBQgNDYWxsTEqVaqEIUOG4OX5/1++JJ2Tk4OhQ4fC3t4eOjo6cHFxwZIlS3Dz5k0EBgYCAExMTCCTydClSxcAgEKhwIQJE+Dk5AQ9PT14e3tj48aNKuvZuXMnXF1doaenh8DAQJU4S2vo0KFwdXWFvr4+qlSpghEjRiAvL69IvYULF8Le3h76+vpo27YtHj9+rPL64sWL4e7uDl1dXVSrVg3z5s0rcZ2PHj1Cx44dYW5uDj09PVStWhXLli175diJiN4WtjASlSN6enpISUlRPo+IiIChoSH27dsHoPAWZU2bNoWfnx8OHz4MTU1N/Pzzz2jWrBnOnz8PbW1tTJs2DeHh4Vi6dCnc3d0xbdo0bNmyBUFBQSWut3Pnzjh27BhmzZoFb29vxMfHIzk5Gfb29ti0aRPatGmDq1evwtDQEHp6egCACRMm4LfffsOCBQtQtWpVHDp0CF999RXMzc0REBCA27dvo3Xr1ujbty969uyJ06dPY9CgQa+8TwwMDBAeHg4bGxtcuHABPXr0gIGBAYYMGaKsc/36daxfvx7bt29Heno6unfvjj59+mDVqlUAgFWrVmHkyJGYM2cOatasiXPnzqFHjx6oUKECQkJCiqxzxIgRuHz5Mnbt2gUzMzNcv34d2dnZrxw7EdFbI4jovRQSEiJatmwphBBCoVCIffv2CR0dHTF48GDl65aWliInJ0f5npUrVwo3NzehUCiUZTk5OUJPT0/s2bNHCCGEtbW1mDx5svL1vLw8YWdnp1yXEEIEBASIgQMHCiGEuHr1qgAg9u3bV2ycBw4cEADEo0ePlGVPnz4V+vr64ujRoyp1u3fvLtq3by+EEGLYsGGievXqKq8PHTq0yLJeBkBs2bKlxNenTJkiatWqpXw+atQooaGhIe7cuaMs27Vrl5DL5SIxMVEIIYSzs7NYvXq1ynLGjh0r/Pz8hBBCxMfHCwDi3LlzQgghPv30U9G1a9cSYyAiKmvYwkj0HtuxYwcqVqyIvLw8KBQKdOjQAaNHj1a+7unpqdJvMTo6GtevX4eBgYHKcp4+fYq4uDg8fvwYiYmJqFu3rvI1TU1N1K5du8hl6eeioqKgoaGBgICAUsd9/fp1ZGVl4aOPPlIpz83NRc2aNQEAMTExKnEAgJ+fX6nX8dy6deswa9YsxMXFISMjA/n5+TA0NFSpU7lyZdja2qqsR6FQ4OrVqzAwMEBcXBy6d++OHj16KOvk5+fDyMio2HX27t0bbdq0wdmzZ9GkSRO0atUK9erVe+XYiYjeFiaMRO+xwMBAzJ8/H9ra2rCxsYGmpuopX6FCBZXnGRkZqFWrlvJS64vMzc1fK4bnl5hfRUZGBgDgjz/+UEnUgMJ+mW/KsWPH0LFjR4SFhaFp06YwMjLC2rVrMW3atFeOddGiRUUSWA0NjWLf07x5c9y6dQs7d+7Evn370LhxY/Tt2xdTp059/Y0hIvoPMWEkeo9VqFABLi4upa7v6+uLdevWwcLCokgr23PW1tY4ceIE/P39ARS2pJ05cwa+vr7F1vf09IRCocDBgwcRHBxc5PXnLZwFBQXKsurVq0NHRwcJCQkltky6u7srB/A8d/z48X/eyBccPXoUDg4O+Omnn5Rlt27dKlIvISEB9+7dg42NjXI9crkcbm5usLS0hI2NDW7cuIGOHTuWet3m5uYICQlBSEgIGjZsiO+//54JIxGVWRwlTURKHTt2hJmZGVq2bInDhw8jPj4ekZGRGDBgAO7cuQMAGDhwICZOnIitW7fiypUr6NOnj9o5FB0dHRESEoJu3bph69atymWuX78eAODg4ACZTIYdO3bg4cOHyMjIgIGBAQYPHozvvvsOy5cvR1xcHM6ePYvZs2dj+fLlAIBvvvkG165dw/fff4+rV69i9erVCA8Pf6XtrVq1KhISErB27VrExcVh1qxZ2LJlS5F6urq6CAkJQXR0NA4fPowBAwagbdu2sLKyAgCEhYVhwoQJmDVrFmJjY3HhwgUsW7YM06dPL3a9I0eOxLZt23D9+nVcunQJO3bsgLu7+yvFTkT0NjFhJCIlfX19HDp0CJUrV0br1q3h7u6O7t274+nTp8oWx0GDBqFTp04ICQmBn58fDAwM8Nlnn6ld7vz58/H555+jT58+qFatGnr06IHMzEwAgK2tLcLCwvDDDz/A0tIS/fr1AwCMHTsWI0aMwIQJE+Du7o5mzZrhjz/+gJOTE4DCfoWbNm3C1q1b4e3tjQULFmD8+PGvtL3/+9//8N1336Ffv37w8fHB0aNHMWLEiCL1XFxc0Lp1a7Ro0QJNmjSBl5eXyrQ5X3/9NRYvXoxly5bB09MTAQEBCA8PV8b6Mm1tbQwbNgxeXl7w9/eHhoYG1q5d+0qxExG9TTJRUk91IiIiIiKwhZGIiIiI/gETRiIiIiJSiwkjEREREanFhJGIiIiI1GLCSERERERqMWEkIiIiIrWYMBIRERGRWkwYiYiIiEgtJoxEREREpBYTRiIiIiJSiwkjEREREan1fw3wfimJ+vMdAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-280_torch.float16_lf\n","不是 1404\n","是 852\n","不重要 653\n","问法错误 54\n","回答正确 37\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-315_torch.float16_lf\n","不是 1361\n","是 782\n","不重要 780\n","回答正确 39\n","问法错误 38\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/Qwen2.5-1.5B-Instruct/checkpoint-350_torch.float16_lf **********\n","Qwen/Qwen2.5-1.5B-Instruct/checkpoint-350_torch.float16_lf\n","不是 1421\n","是 758\n","不重要 739\n","回答正确 42\n","问法错误 40\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"}],"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}