diff --git "a/notebooks/01a_internlm2_5-7b-chat-1m_analysis.ipynb" "b/notebooks/01a_internlm2_5-7b-chat-1m_analysis.ipynb" --- "a/notebooks/01a_internlm2_5-7b-chat-1m_analysis.ipynb" +++ "b/notebooks/01a_internlm2_5-7b-chat-1m_analysis.ipynb" @@ -1 +1,3 @@ -{"cells":[{"cell_type":"code","execution_count":74,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{},"inputWidgets":{},"nuid":"0ea8b46b-839b-445b-8043-ccdf4e920ace","showTitle":false,"title":""},"id":"YLH80COBzi_F"},"outputs":[{"name":"stdout","output_type":"stream","text":["loading /Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py\n","The autoreload extension is already loaded. To reload it, use:\n"," %reload_ext autoreload\n"]}],"source":["%load_ext autoreload\n","%autoreload 2"]},{"cell_type":"code","execution_count":75,"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":76,"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":77,"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":77,"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":78,"metadata":{},"outputs":[],"source":["from llm_toolkit.logical_reasoning_utils import *"]},{"cell_type":"code","execution_count":79,"metadata":{},"outputs":[],"source":["model_name = \"internlm2_5-7b-chat-1m\"\n","result_csv = f\"data/{model_name}_results.csv\"\n","metrics_csv = f\"data/{model_name}_metrics.csv\""]},{"cell_type":"code","execution_count":80,"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 internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf 3000 non-null object\n"," 6 internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf 3000 non-null object\n"," 7 internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf 3000 non-null object\n"," 8 internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf 3000 non-null object\n"," 9 internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf 3000 non-null object\n"," 10 internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf 3000 non-null object\n"," 11 internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf 3000 non-null object\n"," 12 internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf 3000 non-null object\n"," 13 internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf 3000 non-null object\n"," 14 internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf 3000 non-null object\n"," 15 internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf 3000 non-null object\n"," 16 internlm/internlm2_5-7b-chat-1m/shots-00 3000 non-null object\n"," 17 internlm/internlm2_5-7b-chat-1m/shots-10 3000 non-null object\n"," 18 internlm/internlm2_5-7b-chat-1m/shots-05 3000 non-null object\n"," 19 internlm/internlm2_5-7b-chat-1m/shots-20 3000 non-null object\n"," 20 internlm/internlm2_5-7b-chat-1m/shots-30 3000 non-null object\n"," 21 internlm/internlm2_5-7b-chat-1m/shots-40 3000 non-null object\n"," 22 internlm/internlm2_5-7b-chat-1m/shots-50 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":81,"metadata":{},"outputs":[{"data":{"text/plain":["['text',\n"," 'label',\n"," 'title',\n"," 'puzzle',\n"," 'truth',\n"," 'internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf',\n"," 'internlm/internlm2_5-7b-chat-1m/shots-00',\n"," 'internlm/internlm2_5-7b-chat-1m/shots-10',\n"," 'internlm/internlm2_5-7b-chat-1m/shots-05',\n"," 'internlm/internlm2_5-7b-chat-1m/shots-20',\n"," 'internlm/internlm2_5-7b-chat-1m/shots-30',\n"," 'internlm/internlm2_5-7b-chat-1m/shots-40',\n"," 'internlm/internlm2_5-7b-chat-1m/shots-50']"]},"execution_count":81,"metadata":{},"output_type":"execute_result"}],"source":["df.columns.to_list()"]},{"cell_type":"code","execution_count":82,"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":83,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["columns: ['internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf', 'internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf', 'internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf', 'internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf', 'internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf', 'internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf', 'internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf', 'internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf', 'internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf', 'internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf', 'internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf']\n"]},{"name":"stderr","output_type":"stream","text":["/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/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"," for i in range(min_length):\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
00.0internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf0.4923330.7570990.4923330.5279740.998667
10.2internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/checkpoint-35_...0.7843330.7907730.7843330.7839141.000000
20.4internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/checkpoint-70_...0.7876670.7961110.7876670.7900121.000000
30.6internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/checkpoint-105...0.7400000.8184520.7400000.7654391.000000
40.8internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/checkpoint-140...0.8076670.8048840.8076670.8049751.000000
51.0internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/checkpoint-175...0.7796670.8115930.7796670.7917311.000000
61.2internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/checkpoint-210...0.7816670.8082580.7816670.7920161.000000
71.4internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/checkpoint-245...0.7736670.8074650.7736670.7846001.000000
81.6internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/checkpoint-280...0.7710000.8124580.7710000.7859701.000000
91.8internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/checkpoint-315...0.7646670.8211520.7646670.7848541.000000
102.0internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/checkpoint-350...0.7700000.8144910.7700000.7862971.000000
\n","
"],"text/plain":[" epoch model \\\n","0 0.0 internlm2_5-7b-chat-1m \n","1 0.2 internlm2_5-7b-chat-1m \n","2 0.4 internlm2_5-7b-chat-1m \n","3 0.6 internlm2_5-7b-chat-1m \n","4 0.8 internlm2_5-7b-chat-1m \n","5 1.0 internlm2_5-7b-chat-1m \n","6 1.2 internlm2_5-7b-chat-1m \n","7 1.4 internlm2_5-7b-chat-1m \n","8 1.6 internlm2_5-7b-chat-1m \n","9 1.8 internlm2_5-7b-chat-1m \n","10 2.0 internlm2_5-7b-chat-1m \n","\n"," run accuracy precision \\\n","0 internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf 0.492333 0.757099 \n","1 internlm/internlm2_5-7b-chat-1m/checkpoint-35_... 0.784333 0.790773 \n","2 internlm/internlm2_5-7b-chat-1m/checkpoint-70_... 0.787667 0.796111 \n","3 internlm/internlm2_5-7b-chat-1m/checkpoint-105... 0.740000 0.818452 \n","4 internlm/internlm2_5-7b-chat-1m/checkpoint-140... 0.807667 0.804884 \n","5 internlm/internlm2_5-7b-chat-1m/checkpoint-175... 0.779667 0.811593 \n","6 internlm/internlm2_5-7b-chat-1m/checkpoint-210... 0.781667 0.808258 \n","7 internlm/internlm2_5-7b-chat-1m/checkpoint-245... 0.773667 0.807465 \n","8 internlm/internlm2_5-7b-chat-1m/checkpoint-280... 0.771000 0.812458 \n","9 internlm/internlm2_5-7b-chat-1m/checkpoint-315... 0.764667 0.821152 \n","10 internlm/internlm2_5-7b-chat-1m/checkpoint-350... 0.770000 0.814491 \n","\n"," recall f1 ratio_valid_classifications \n","0 0.492333 0.527974 0.998667 \n","1 0.784333 0.783914 1.000000 \n","2 0.787667 0.790012 1.000000 \n","3 0.740000 0.765439 1.000000 \n","4 0.807667 0.804975 1.000000 \n","5 0.779667 0.791731 1.000000 \n","6 0.781667 0.792016 1.000000 \n","7 0.773667 0.784600 1.000000 \n","8 0.771000 0.785970 1.000000 \n","9 0.764667 0.784854 1.000000 \n","10 0.770000 0.786297 1.000000 "]},"execution_count":83,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df)\n","perf_df"]},{"cell_type":"code","execution_count":84,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0.0: internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf\n","0.2: internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf\n","0.4: internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf\n","0.6: internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf\n","0.8: internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf\n","1.0: internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf\n","1.2: internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf\n","1.4: internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf\n","1.6: internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf\n","1.8: internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf\n","2.0: internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_metrics(perf_df, model_name)"]},{"cell_type":"code","execution_count":85,"metadata":{},"outputs":[],"source":["perf_df.to_csv(metrics_csv, index=False)"]},{"cell_type":"code","execution_count":86,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["columns: ['internlm/internlm2_5-7b-chat-1m/shots-00', 'internlm/internlm2_5-7b-chat-1m/shots-05', 'internlm/internlm2_5-7b-chat-1m/shots-10', 'internlm/internlm2_5-7b-chat-1m/shots-20', 'internlm/internlm2_5-7b-chat-1m/shots-30', 'internlm/internlm2_5-7b-chat-1m/shots-40', 'internlm/internlm2_5-7b-chat-1m/shots-50']\n"]},{"name":"stderr","output_type":"stream","text":["/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/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"," for i in range(min_length):\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
00internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/shots-000.4923330.7570990.4923330.5279740.998667
15internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/shots-050.7753330.7586380.7753330.7665410.945333
210internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/shots-100.6540000.7251380.6540000.6681660.886667
320internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/shots-200.6770000.7296470.6770000.6780570.821333
430internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/shots-300.6800000.7425910.6800000.6837920.823667
540internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/shots-400.7260000.7533750.7260000.7132460.833667
650internlm2_5-7b-chat-1minternlm/internlm2_5-7b-chat-1m/shots-500.7173330.7471190.7173330.6980280.884667
\n","
"],"text/plain":[" shots model run \\\n","0 0 internlm2_5-7b-chat-1m internlm/internlm2_5-7b-chat-1m/shots-00 \n","1 5 internlm2_5-7b-chat-1m internlm/internlm2_5-7b-chat-1m/shots-05 \n","2 10 internlm2_5-7b-chat-1m internlm/internlm2_5-7b-chat-1m/shots-10 \n","3 20 internlm2_5-7b-chat-1m internlm/internlm2_5-7b-chat-1m/shots-20 \n","4 30 internlm2_5-7b-chat-1m internlm/internlm2_5-7b-chat-1m/shots-30 \n","5 40 internlm2_5-7b-chat-1m internlm/internlm2_5-7b-chat-1m/shots-40 \n","6 50 internlm2_5-7b-chat-1m internlm/internlm2_5-7b-chat-1m/shots-50 \n","\n"," accuracy precision recall f1 ratio_valid_classifications \n","0 0.492333 0.757099 0.492333 0.527974 0.998667 \n","1 0.775333 0.758638 0.775333 0.766541 0.945333 \n","2 0.654000 0.725138 0.654000 0.668166 0.886667 \n","3 0.677000 0.729647 0.677000 0.678057 0.821333 \n","4 0.680000 0.742591 0.680000 0.683792 0.823667 \n","5 0.726000 0.753375 0.726000 0.713246 0.833667 \n","6 0.717333 0.747119 0.717333 0.698028 0.884667 "]},"execution_count":86,"metadata":{},"output_type":"execute_result"}],"source":["perf_df_shots = get_metrics_df(df, variant=\"shots\")\n","perf_df_shots"]},{"cell_type":"code","execution_count":87,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["0: internlm/internlm2_5-7b-chat-1m/shots-00\n","5: internlm/internlm2_5-7b-chat-1m/shots-05\n","10: internlm/internlm2_5-7b-chat-1m/shots-10\n","20: internlm/internlm2_5-7b-chat-1m/shots-20\n","30: internlm/internlm2_5-7b-chat-1m/shots-30\n","40: internlm/internlm2_5-7b-chat-1m/shots-40\n","50: internlm/internlm2_5-7b-chat-1m/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":88,"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":89,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf\n","不重要 1329\n","是 1199\n","不是 468\n","回答: 是 3\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 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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf\n","是 1405\n","不是 1340\n","不重要 205\n","回答正确 31\n","问法错误 19\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf\n","不是 1421\n","是 1298\n","不重要 238\n","回答正确 24\n","问法错误 19\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf\n","是 1204\n","不是 1187\n","不重要 557\n","回答正确 32\n","问法错误 20\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf\n","不是 1565\n","是 1222\n","不重要 118\n","问法错误 62\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqwAAAHSCAYAAAApApkcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABriElEQVR4nO3dd1gUV/828HvpSFmK0hQBxQKKDRs2LERAY4kmakIUDY8agz1RYx5LNIldYzRGo4mKT9RoEitRFAtiQVQUK2IXG6AiICjSzvuHL/NzBRSThRnw/lzXXsmeOTvzHYZd7z2cmVEJIQSIiIiIiBRKR+4CiIiIiIhehYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBRNT+4CSkt+fj7u3r0LMzMzqFQqucshIiIiopcIIfD48WM4ODhAR6f4cdQKG1jv3r0LR0dHucsgIiIiote4desWqlWrVuzyChtYzczMADz/AZibm8tcDRERERG9LD09HY6OjlJuK06FDawF0wDMzc0ZWImIiIgU7HXTN3nSFREREREp2hsH1sjISHTr1g0ODg5QqVTYsmVLoT5xcXHo3r071Go1TExM0KxZMyQkJEjLs7KyEBwcDGtra5iamqJ3795ISkrSWEdCQgK6du2KSpUqwcbGBuPGjUNubu6b7yERERERlWtvHFgzMzPRsGFDLFmypMjlV69eRZs2bVC3bl1ERETgzJkzmDx5MoyMjKQ+Y8aMwfbt2/HHH3/gwIEDuHv3Lnr16iUtz8vLQ9euXZGdnY0jR44gJCQEq1evxpQpU/7BLpY/r/tSMHDgQKhUKo2Hn59fofX8/fffaNGiBYyNjWFpaYmePXtqLH95HSqVCr///nsp7hkRERHRm3vjOaz+/v7w9/cvdvl///tfdOnSBXPmzJHaatasKf1/Wloafv31V6xbtw4dO3YEAKxatQpubm44evQoWrZsid27d+PChQvYs2cPbG1t0ahRI3zzzTeYMGECvv76axgYGLxp2eVKwZeCTz75RCPIv8jPzw+rVq2SnhsaGmos/+uvvzB48GDMmDEDHTt2RG5uLs6dO1doPatWrdIIuxYWFtrZCSIiIiIt0epJV/n5+fj7778xfvx4+Pr64tSpU3BxccHEiROl0b2YmBjk5OTAx8dHel3dunVRvXp1REVFoWXLloiKioKHhwdsbW2lPr6+vhg2bBjOnz+Pxo0bF9r2s2fP8OzZM+l5enq6NnetTL3uSwHwPKDa2dkVuSw3NxejRo3C3LlzERQUJLW7u7sX6mthYVHseoiIiIiUQKsnXSUnJyMjIwOzZs2Cn58fdu/ejffeew+9evXCgQMHAACJiYkwMDAoNJJna2uLxMREqc+LYbVgecGyosycORNqtVp6VPRrsEZERMDGxgZ16tTBsGHD8PDhQ2nZyZMncefOHejo6KBx48awt7eHv79/kSOswcHBqFy5Mpo3b46VK1dCCFGWu0FERET0WlofYQWAHj16YMyYMQCARo0a4ciRI1i2bBm8vb21uTkNEydOxNixY6XnBdf1qoj8/PzQq1cvuLi44OrVq/jqq6/g7++PqKgo6Orq4tq1awCAr7/+GgsWLICzszPmz5+P9u3b49KlS7CysgIATJ8+HR07dkSlSpWwe/dufPbZZ8jIyMDIkSPl3D0iIiIiDVoNrJUrV4aenl6hPz27ubnh0KFDAAA7OztkZ2cjNTVVY5Q1KSlJ+tO0nZ0djh07prGOgqsIFPfna0NDw0LzOCuqfv36Sf/v4eGBBg0aoGbNmoiIiECnTp2kLw7//e9/0bt3bwDP56pWq1YNf/zxB4YOHQoAmDx5srSexo0bIzMzE3PnzmVgJSIiIkXR6pQAAwMDNGvWDPHx8Rrtly5dgpOTEwDA09MT+vr62Lt3r7Q8Pj4eCQkJ8PLyAgB4eXnh7NmzSE5OlvqEh4fD3Ny8yHmYb7saNWqgcuXKuHLlCgDA3t4egOacVUNDQ9SoUUPj8mIva9GiBW7fvq0xF5iIiIhIbm88wpqRkSEFIwC4fv06YmNjYWVlherVq2PcuHHo27cv2rVrhw4dOiAsLAzbt29HREQEAECtViMoKAhjx46FlZUVzM3NMWLECHh5eaFly5YAgM6dO8Pd3R39+/fHnDlzkJiYiEmTJiE4OPitGUV9E7dv38bDhw+loOrp6QlDQ0PEx8ejTZs2AICcnBzcuHFD+uJQlNjYWFhaWvJnTERERMoi3tD+/fsFgEKPwMBAqc+vv/4qXF1dhZGRkWjYsKHYsmWLxjqePn0qPvvsM2FpaSkqVaok3nvvPXHv3j2NPjdu3BD+/v7C2NhYVK5cWXz++eciJyenxHWmpaUJACItLe1Nd1F2jx8/FqdOnRKnTp0SAMSCBQvEqVOnxM2bN8Xjx4/FF198IaKiosT169fFnj17RJMmTUStWrVEVlaWtI5Ro0aJqlWril27domLFy+KoKAgYWNjI1JSUoQQQmzbtk2sWLFCnD17Vly+fFn89NNPolKlSmLKlCly7TYRERG9ZUqa11RCVMzTwtPT06FWq5GWlgZzc/My377zl3//49dmJZxB0vqvCrWb1O8Eq86f4f6mb5GdfA35WZnQNbWCsUtjWLT9GLomllJfkZeL1AMhyDi/HyL3GQzt68Cy02AYVHk+wvr0WgweHQhBbuo9QAjoWdrDrHEXmDb0hUr1z2eK3JjV9R+/loiIiN4uJc1rDKyl5N8E1vKMgZWIiIhKqqR5TasnXRERERERaRsDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKdobB9bIyEh069YNDg4OUKlU2LJlS7F9P/30U6hUKixcuFCjPSUlBQEBATA3N4eFhQWCgoKQkZGh0efMmTNo27YtjIyM4OjoiDlz5rxpqURERERUAbxxYM3MzETDhg2xZMmSV/bbvHkzjh49CgcHh0LLAgICcP78eYSHhyM0NBSRkZEYMmSItDw9PR2dO3eGk5MTYmJiMHfuXHz99ddYvnz5m5ZLREREROWc3pu+wN/fH/7+/q/sc+fOHYwYMQK7du1C165dNZbFxcUhLCwMx48fR9OmTQEAixcvRpcuXTBv3jw4ODhg7dq1yM7OxsqVK2FgYIB69eohNjYWCxYs0Ai2RERERFTxaX0Oa35+Pvr3749x48ahXr16hZZHRUXBwsJCCqsA4OPjAx0dHURHR0t92rVrBwMDA6mPr68v4uPj8ejRoyK3++zZM6Snp2s8iIiIiKj803pgnT17NvT09DBy5MgilycmJsLGxkajTU9PD1ZWVkhMTJT62NraavQpeF7Q52UzZ86EWq2WHo6Ojv92V4iIiIhIAbQaWGNiYvDDDz9g9erVUKlU2lz1a02cOBFpaWnS49atW2W6fSIiIiIqHVoNrAcPHkRycjKqV68OPT096Onp4ebNm/j888/h7OwMALCzs0NycrLG63Jzc5GSkgI7OzupT1JSkkafgucFfV5maGgIc3NzjQcRERERlX9aDaz9+/fHmTNnEBsbKz0cHBwwbtw47Nq1CwDg5eWF1NRUxMTESK/bt28f8vPz0aJFC6lPZGQkcnJypD7h4eGoU6cOLC0ttVkyERERESncG18lICMjA1euXJGeX79+HbGxsbCyskL16tVhbW2t0V9fXx92dnaoU6cOAMDNzQ1+fn4YPHgwli1bhpycHAwfPhz9+vWTLoH10UcfYdq0aQgKCsKECRNw7tw5/PDDD/j+++//zb4SERERUTn0xoH1xIkT6NChg/R87NixAIDAwECsXr26ROtYu3Ythg8fjk6dOkFHRwe9e/fGokWLpOVqtRq7d+9GcHAwPD09UblyZUyZMoWXtCIiIiJ6C6mEEELuIkpDeno61Go10tLSZJnP6vzl32W+TSW4Mavr6zsRERERoeR5TeuXtSIiIiIi0iYGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIplFRkaiW7ducHBwgEqlwpYtW6RlOTk5mDBhAjw8PGBiYgIHBwcMGDAAd+/elfrcuHEDQUFBcHFxgbGxMWrWrImpU6ciOztb6hMREYEePXrA3t4eJiYmaNSoEdauXVuWu0lERPSPMbASySwzMxMNGzbEkiVLCi178uQJTp48icmTJ+PkyZPYtGkT4uPj0b17d6nPxYsXkZ+fj59//hnnz5/H999/j2XLluGrr76S+hw5cgQNGjTAX3/9hTNnzmDQoEEYMGAAQkNDy2QfiYiI/g2VEELIXURpSE9Ph1qtRlpaGszNzct8+85f/l3m21SCG7O6yl1CuaZSqbB582b07Nmz2D7Hjx9H8+bNcfPmTVSvXr3IPnPnzsXSpUtx7dq1YtfTtWtX2NraYuXKlf+2bCIion+kpHmNI6xE5UxaWhpUKhUsLCxe2cfKyuq163ldHyIiIiVgYCUqR7KysjBhwgR8+OGHxX4TvXLlChYvXoyhQ4cWu56NGzfi+PHjGDRoUGmVSkREpDUMrETlRE5ODvr06QMhBJYuXVpknzt37sDPzw8ffPABBg8eXGSf/fv3Y9CgQVixYgXq1atXmiUTERFphZ7cBRDR6xWE1Zs3b2Lfvn1Fjq7evXsXHTp0QKtWrbB8+fIi13PgwAF069YN33//PQYMGFDaZRMREWkFAyuRwhWE1cuXL2P//v2wtrYu1OfOnTvo0KEDPD09sWrVKujoFP7jSUREBN59913Mnj0bQ4YMKYvSiYiItIKBlUhmGRkZuHLlivT8+vXriI2NhZWVFezt7fH+++/j5MmTCA0NRV5eHhITEwEAVlZWMDAwwJ07d9C+fXs4OTlh3rx5uH//vrQuOzs7AM+nAbz77rsYNWoUevfuLa3DwMCAJ14REZHi8bJWpYSXtaKSioiIQIcOHQq1BwYG4uuvv4aLi0uRr9u/fz/at2+P1atXF3vyVMHbe+DAgQgJCSm03NvbGxEREf+8eCIion+hpHntjQNrZGQk5s6di5iYGNy7d0/jmpE5OTmYNGkSduzYgWvXrkGtVsPHxwezZs2Cg4ODtI6UlBSMGDEC27dvh46ODnr37o0ffvgBpqamUp8zZ84gODgYx48fR5UqVTBixAiMHz9e6z+A0sLA+nbh8SYiInpzpXYd1n97Vx4ACAgIwPnz5xEeHo7Q0FBERkZqzKlLT09H586d4eTkhJiYGMydOxdff/11sSeSEBEREVHF9cZzWP39/eHv71/kMrVajfDwcI22H3/8Ec2bN0dCQgKqV6+OuLg4hIWF4fjx42jatCkAYPHixejSpQvmzZsHBwcHrF27FtnZ2Vi5ciUMDAxQr149xMbGYsGCBTxZhIiIiOgtU+rXYX35rjxRUVGwsLCQwioA+Pj4QEdHB9HR0VKfdu3awcDAQOrj6+uL+Ph4PHr0qMjtPHv2DOnp6RoPIiIiIir/SjWwFnVXnsTERNjY2Gj009PTg5WVlXTmcmJiImxtbTX6FDwv6POymTNnQq1WSw9HR0dt7w4RERERyaDUAmtJ7sqjTRMnTkRaWpr0uHXrVqlvk4iIiIhKX6lch/VVd+Wxs7NDcnKyRv/c3FykpKRI14y0s7NDUlKSRp+C5wV9XmZoaAhDQ0Nt7gYRERERKYDWR1hfvCvPnj17Ct2Vx8vLC6mpqYiJiZHa9u3bh/z8fLRo0ULqExkZiZycHKlPeHg46tSpA0tLS22XTEREREQK9saBNSMjA7GxsYiNjQXwf3flSUhIQE5ODt5//32cOHECa9eule7Kk5iYiOzsbACAm5sb/Pz8MHjwYBw7dgyHDx/G8OHD0a9fP+larR999BEMDAwQFBSE8+fPY8OGDfjhhx8wduxY7e05EREREZULbzwl4MSJExp35SkIkQV35dm2bRsAoFGjRhqvK7grDwCsXbsWw4cPR6dOnaQbByxatEjqq1arsXv3bgQHB8PT0xOVK1fGlClTeEkrIiIiorfQGwfW9u3b41U3xyrJjbOsrKywbt26V/Zp0KABDh48+KblEREREVEFU+rXYSUiIiIi+jcYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0d44sEZGRqJbt25wcHCASqXCli1bNJYLITBlyhTY29vD2NgYPj4+uHz5skaflJQUBAQEwNzcHBYWFggKCkJGRoZGnzNnzqBt27YwMjKCo6Mj5syZ8+Z7R0RERETl3hsH1szMTDRs2BBLliwpcvmcOXOwaNEiLFu2DNHR0TAxMYGvry+ysrKkPgEBATh//jzCw8MRGhqKyMhIDBkyRFqenp6Ozp07w8nJCTExMZg7dy6+/vprLF++/B/sIhERERGVZ3pv+gJ/f3/4+/sXuUwIgYULF2LSpEno0aMHAGDNmjWwtbXFli1b0K9fP8TFxSEsLAzHjx9H06ZNAQCLFy9Gly5dMG/ePDg4OGDt2rXIzs7GypUrYWBggHr16iE2NhYLFizQCLZEREREVPFpdQ7r9evXkZiYCB8fH6lNrVajRYsWiIqKAgBERUXBwsJCCqsA4OPjAx0dHURHR0t92rVrBwMDA6mPr68v4uPj8ejRoyK3/ezZM6Snp2s8iIiIiKj802pgTUxMBADY2tpqtNva2krLEhMTYWNjo7FcT08PVlZWGn2KWseL23jZzJkzoVarpYejo+O/3yEiIiIikl2FuUrAxIkTkZaWJj1u3bold0lEREREpAVaDax2dnYAgKSkJI32pKQkaZmdnR2Sk5M1lufm5iIlJUWjT1HreHEbLzM0NIS5ubnGg4iIiIjKP60GVhcXF9jZ2WHv3r1SW3p6OqKjo+Hl5QUA8PLyQmpqKmJiYqQ++/btQ35+Plq0aCH1iYyMRE5OjtQnPDwcderUgaWlpTZLJiIiIiKFe+PAmpGRgdjYWMTGxgJ4fqJVbGwsEhISoFKpMHr0aHz77bfYtm0bzp49iwEDBsDBwQE9e/YEALi5ucHPzw+DBw/GsWPHcPjwYQwfPhz9+vWDg4MDAOCjjz6CgYEBgoKCcP78eWzYsAE//PADxo4dq7UdJyIiIqLy4Y0va3XixAl06NBBel4QIgMDA7F69WqMHz8emZmZGDJkCFJTU9GmTRuEhYXByMhIes3atWsxfPhwdOrUCTo6OujduzcWLVokLVer1di9ezeCg4Ph6emJypUrY8qUKbykFREREdFbSCWEEHIXURrS09OhVquRlpYmy3xW5y//LvNtKsGNWV3lLkEWPN5ERERvrqR5rcJcJYCIiIiIKiYGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0BlYiIiIiUjQGViIiIiJSNAZWIiIiIlI0rQfWvLw8TJ48GS4uLjA2NkbNmjXxzTffQAgh9RFCYMqUKbC3t4exsTF8fHxw+fJljfWkpKQgICAA5ubmsLCwQFBQEDIyMrRdLhEREREpnNYD6+zZs7F06VL8+OOPiIuLw+zZszFnzhwsXrxY6jNnzhwsWrQIy5YtQ3R0NExMTODr64usrCypT0BAAM6fP4/w8HCEhoYiMjISQ4YM0Xa5RERERKRwetpe4ZEjR9CjRw907doVAODs7Iz169fj2LFjAJ6Pri5cuBCTJk1Cjx49AABr1qyBra0ttmzZgn79+iEuLg5hYWE4fvw4mjZtCgBYvHgxunTpgnnz5sHBwUHbZRMRERGRQml9hLVVq1bYu3cvLl26BAA4ffo0Dh06BH9/fwDA9evXkZiYCB8fH+k1arUaLVq0QFRUFAAgKioKFhYWUlgFAB8fH+jo6CA6OrrI7T579gzp6ekaDyIiIiIq/7Q+wvrll18iPT0ddevWha6uLvLy8vDdd98hICAAAJCYmAgAsLW11Xidra2ttCwxMRE2NjaaherpwcrKSurzspkzZ2LatGna3h0iIiIikpnWR1g3btyItWvXYt26dTh58iRCQkIwb948hISEaHtTGiZOnIi0tDTpcevWrVLdHhERERGVDa2PsI4bNw5ffvkl+vXrBwDw8PDAzZs3MXPmTAQGBsLOzg4AkJSUBHt7e+l1SUlJaNSoEQDAzs4OycnJGuvNzc1FSkqK9PqXGRoawtDQUNu7Q0REREQy0/oI65MnT6Cjo7laXV1d5OfnAwBcXFxgZ2eHvXv3SsvT09MRHR0NLy8vAICXlxdSU1MRExMj9dm3bx/y8/PRokULbZdMRERERAqm9RHWbt264bvvvkP16tVRr149nDp1CgsWLMAnn3wCAFCpVBg9ejS+/fZb1KpVCy4uLpg8eTIcHBzQs2dPAICbmxv8/PwwePBgLFu2DDk5ORg+fDj69evHKwQQERERvWW0HlgXL16MyZMn47PPPkNycjIcHBwwdOhQTJkyReozfvx4ZGZmYsiQIUhNTUWbNm0QFhYGIyMjqc/atWsxfPhwdOrUCTo6OujduzcWLVqk7XKJiIiISOFU4sVbUFUg6enpUKvVSEtLg7m5eZlv3/nLv8t8m0pwY1ZXuUuQBY83ERHRmytpXtP6HFYiIiIiIm1iYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRSuVwHrnzh18/PHHsLa2hrGxMTw8PHDixAlpuRACU6ZMgb29PYyNjeHj44PLly9rrCMlJQUBAQEwNzeHhYUFgoKCkJGRURrlEhEREZGCaT2wPnr0CK1bt4a+vj527tyJCxcuYP78+bC0tJT6zJkzB4sWLcKyZcsQHR0NExMT+Pr6IisrS+oTEBCA8+fPIzw8HKGhoYiMjMSQIUO0XS4RERERKZyetlc4e/ZsODo6YtWqVVKbi4uL9P9CCCxcuBCTJk1Cjx49AABr1qyBra0ttmzZgn79+iEuLg5hYWE4fvw4mjZtCgBYvHgxunTpgnnz5sHBwUHbZRMRERGRQml9hHXbtm1o2rQpPvjgA9jY2KBx48ZYsWKFtPz69etITEyEj4+P1KZWq9GiRQtERUUBAKKiomBhYSGFVQDw8fGBjo4OoqOji9zus2fPkJ6ervEgIiIiovJP64H12rVrWLp0KWrVqoVdu3Zh2LBhGDlyJEJCQgAAiYmJAABbW1uN19na2krLEhMTYWNjo7FcT08PVlZWUp+XzZw5E2q1Wno4Ojpqe9eIiIiISAZaD6z5+flo0qQJZsyYgcaNG2PIkCEYPHgwli1bpu1NaZg4cSLS0tKkx61bt0p1e0RERERUNrQeWO3t7eHu7q7R5ubmhoSEBACAnZ0dACApKUmjT1JSkrTMzs4OycnJGstzc3ORkpIi9XmZoaEhzM3NNR5EREREVP5pPbC2bt0a8fHxGm2XLl2Ck5MTgOcnYNnZ2WHv3r3S8vT0dERHR8PLywsA4OXlhdTUVMTExEh99u3bh/z8fLRo0ULbJRMRERGRgmn9KgFjxoxBq1atMGPGDPTp0wfHjh3D8uXLsXz5cgCASqXC6NGj8e2336JWrVpwcXHB5MmT4eDggJ49ewJ4PiLr5+cnTSXIycnB8OHD0a9fP14hgIiIiOgto/XA2qxZM2zevBkTJ07E9OnT4eLigoULFyIgIEDqM378eGRmZmLIkCFITU1FmzZtEBYWBiMjI6nP2rVrMXz4cHTq1Ak6Ojro3bs3Fi1apO1yiYiIiEjhVEIIIXcRpSE9PR1qtRppaWmyzGd1/vLvMt+mEtyY1VXuEmTB401ERPTmSprXSuXWrERERERE2sLASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIrGwEpEREREisbASkRERESKxsBKRERERIpW6oF11qxZUKlUGD16tNSWlZWF4OBgWFtbw9TUFL1790ZSUpLG6xISEtC1a1dUqlQJNjY2GDduHHJzc0u7XCIiIiJSmFINrMePH8fPP/+MBg0aaLSPGTMG27dvxx9//IEDBw7g7t276NWrl7Q8Ly8PXbt2RXZ2No4cOYKQkBCsXr0aU6ZMKc1yiYiIiEiBSi2wZmRkICAgACtWrIClpaXUnpaWhl9//RULFixAx44d4enpiVWrVuHIkSM4evQoAGD37t24cOECfvvtNzRq1Aj+/v745ptvsGTJEmRnZ5dWyURERESkQKUWWIODg9G1a1f4+PhotMfExCAnJ0ejvW7duqhevTqioqIAAFFRUfDw8ICtra3Ux9fXF+np6Th//nyR23v27BnS09M1HkRERERU/umVxkp///13nDx5EsePHy+0LDExEQYGBrCwsNBot7W1RWJiotTnxbBasLxgWVFmzpyJadOmaaF6IiIiIlISrY+w3rp1C6NGjcLatWthZGSk7dUXa+LEiUhLS5Met27dKrNtExEREVHp0XpgjYmJQXJyMpo0aQI9PT3o6enhwIEDWLRoEfT09GBra4vs7GykpqZqvC4pKQl2dnYAADs7u0JXDSh4XtDnZYaGhjA3N9d4EBEREVH5p/XA2qlTJ5w9exaxsbHSo2nTpggICJD+X19fH3v37pVeEx8fj4SEBHh5eQEAvLy8cPbsWSQnJ0t9wsPDYW5uDnd3d22XTEREREQKpvU5rGZmZqhfv75Gm4mJCaytraX2oKAgjB07FlZWVjA3N8eIESPg5eWFli1bAgA6d+4Md3d39O/fH3PmzEFiYiImTZqE4OBgGBoaartkIiIiIlKwUjnp6nW+//576OjooHfv3nj27Bl8fX3x008/Sct1dXURGhqKYcOGwcvLCyYmJggMDMT06dPlKJeIiIiIZFQmgTUiIkLjuZGREZYsWYIlS5YU+xonJyfs2LGjlCsjIiIiIqUr9VuzEhERERH9GwysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoWg+sM2fORLNmzWBmZgYbGxv07NkT8fHxGn2ysrIQHBwMa2trmJqaonfv3khKStLok5CQgK5du6JSpUqwsbHBuHHjkJubq+1yiYiIiEjhtB5YDxw4gODgYBw9ehTh4eHIyclB586dkZmZKfUZM2YMtm/fjj/++AMHDhzA3bt30atXL2l5Xl4eunbtiuzsbBw5cgQhISFYvXo1pkyZou1yiYiIiEjhVEIIUZobuH//PmxsbHDgwAG0a9cOaWlpqFKlCtatW4f3338fAHDx4kW4ubkhKioKLVu2xM6dO/Huu+/i7t27sLW1BQAsW7YMEyZMwP3792FgYPDa7aanp0OtViMtLQ3m5ualuYtFcv7y7zLfphLcmNVV7hJkweNNRET05kqa10p9DmtaWhoAwMrKCgAQExODnJwc+Pj4SH3q1q2L6tWrIyoqCgAQFRUFDw8PKawCgK+vL9LT03H+/Pkit/Ps2TOkp6drPIiIiIio/CvVwJqfn4/Ro0ejdevWqF+/PgAgMTERBgYGsLCw0Ohra2uLxMREqc+LYbVgecGyosycORNqtVp6ODo6anlviIiIiEgOpRpYg4ODce7cOfz++++luRkAwMSJE5GWliY9bt26VerbJCIiIqLSp1daKx4+fDhCQ0MRGRmJatWqSe12dnbIzs5GamqqxihrUlIS7OzspD7Hjh3TWF/BVQQK+rzM0NAQhoaGWt4LIiIiIpKb1kdYhRAYPnw4Nm/ejH379sHFxUVjuaenJ/T19bF3716pLT4+HgkJCfDy8gIAeHl54ezZs0hOTpb6hIeHw9zcHO7u7toumYiIiIgUTOsjrMHBwVi3bh22bt0KMzMzac6pWq2GsbEx1Go1goKCMHbsWFhZWcHc3BwjRoyAl5cXWrZsCQDo3Lkz3N3d0b9/f8yZMweJiYmYNGkSgoODOYpKRERE9JbRemBdunQpAKB9+/Ya7atWrcLAgQMBAN9//z10dHTQu3dvPHv2DL6+vvjpp5+kvrq6uggNDcWwYcPg5eUFExMTBAYGYvr06doul4iIiIgUrlSmBBT1KAirAGBkZIQlS5YgJSUFmZmZ2LRpU6G5qU5OTtixYweePHmC+/fvY968edDTK7Upt0REsoiMjES3bt3g4OAAlUqFLVu2aCzftGkTOnfuDGtra6hUKsTGxhZaR2JiIvr37w87OzuYmJigSZMm+Ouvv8pmB4iIykCpX4eViIiKl5mZiYYNG2LJkiXFLm/Tpg1mz55d7DoGDBiA+Ph4bNu2DWfPnkWvXr3Qp08fnDp1qrTKJiIqUxyyJCKSkb+/P/z9/Ytd3r9/fwDAjRs3iu1z5MgRLF26FM2bNwcATJo0Cd9//z1iYmLQuHFjrdZLRCQHjrASEZVzrVq1woYNG5CSkoL8/Hz8/vvvyMrKKnQuARFRecURViKicm7jxo3o27cvrK2toaenh0qVKmHz5s1wdXWVuzQiIq1gYCUiKucmT56M1NRU7NmzB5UrV8aWLVvQp08fHDx4EB4eHnKXR0T0rzGwEhGVY1evXsWPP/6Ic+fOoV69egCAhg0b4uDBg1iyZAmWLVsmc4VERP8e57ASEZVjT548AQDo6Gh+nOvq6iI/P1+OkoiItI4jrEREMsrIyMCVK1ek59evX0dsbCysrKxQvXp1pKSkICEhAXfv3gXw/FbWAGBnZwc7OzvUrVsXrq6uGDp0KObNmwdra2ts2bIF4eHhCA0NlWWfiIi0jYGViOgNOX/5t9bWlZVwBknrv5Kejx07FgBgUr8TKncdg4yze/Bwx0Jpeb9+/QAA6tYfwqJNAAAgp8M4xBwIgVcHX4icp9CzsIdVlzH4LFIAkdqr9casrlpbFxHRm2BgJSKSkVH1BnCaUPxIqKmHD0w9fF65Dn2rqqjy3lev7EPKdefOHUyYMAE7d+7EkydP4OrqilWrVqFp06bIycnBpEmTsGPHDly7dg1qtRo+Pj6YNWsWHBwc5C6dqMxwDisREZFMHj16hNatW0NfXx87d+7EhQsXMH/+fFhaWgJ4Pkf55MmTmDx5Mk6ePIlNmzYhPj4e3bt3l7lyorLFEVYiIiKZzJ49G46Ojli1apXU5uLiIv2/Wq1GeHi4xmt+/PFHNG/eHAkJCahevXqZ1UokJ46wEhERyWTbtm1o2rQpPvjgA9jY2KBx48ZYsWLFK1+TlpYGlUoFCwuLsimSSAEYWImIiGRy7do1LF26FLVq1cKuXbswbNgwjBw5EiEhIUX2z8rKwoQJE/Dhhx/C3Ny8jKslkg+nBBAREckkPz8fTZs2xYwZMwAAjRs3xrlz57Bs2TIEBgZq9M3JyUGfPn0ghMDSpUvlKJdINhxhJSIikom9vT3c3d012tzc3JCQkKDRVhBWb968ifDwcI6ullNLly5FgwYNYG5uDnNzc3h5eWHnzp3S8qFDh6JmzZowNjZGlSpV0KNHD1y8eFHGipWDgZWIiEgmrVu3lm4GUeDSpUtwcnKSnheE1cuXL2PPnj2wtrYu6zJJS6pVq4ZZs2YhJiYGJ06cQMeOHdGjRw+cP38eAODp6YlVq1YhLi4Ou3btghACnTt3Rl5ensyVy49TAoiIiGQyZswYtGrVCjNmzECfPn1w7NgxLF++HMuXLwfwPKy+//77OHnyJEJDQ5GXl4fExEQAgJWVFQwMDOQsn95Qt27dNJ5/9913WLp0KY4ePYp69ephyJAh0jJnZ2d8++23aNiwIW7cuIGaNWuWdbmKwsBKREQkk2bNmmHz5s2YOHEipk+fDhcXFyxcuBABAc/vYnbnzh1s27YNANCoUSON1+7fvx/t27cv44pJW/Ly8vDHH38gMzMTXl5ehZZnZmZi1apVcHFxgaOjowwVKgsDKxER0Sto81a8RVMBXWfBDsBTAN9dBb57YZvF3QltYFgmEFZ6tfFWvKXj7Nmz8PLyQlZWFkxNTbF582aNecw//fQTxo8fj8zMTNSpUwfh4eEcSQfnsBIRERGVmTp16iA2NhbR0dEYNmwYAgMDceHCBWl5QEAATp06hQMHDqB27dro06cPsrKyZKxYGTjCSkRERFRGDAwM4OrqCuD5SVbHjx/HDz/8gJ9//hnA87ubqdVq1KpVCy1btoSlpSU2b96MDz/8UM6yZccRViIiIiKZ5Ofn49mzZ0UuE0JACFHs8rcJR1iJiIiIysDEiRPh7++P6tWr4/Hjx1i3bh0iIiKwa9cuXLt2DRs2bEDnzp1RpUoV3L59G7NmzYKxsTG6dOkid+myY2AlIiIi+v9K8yS7BztiMPenlcjLTIGOoQkMqjijygfTMXhvNnK3HMLDsL8w6ds5yM/KgK6JBQwd68Gi1ww0X3C81GoqoPST7BhYiYiIiMpA5S6jil2mZ2YN2w+mlWE15QvnsBIRERGRoik6sC5ZsgTOzs4wMjJCixYtcOzYMblLIiIiIqIyptjAumHDBowdOxZTp07FyZMn0bBhQ/j6+iI5OVnu0oiIiIioDCk2sC5YsACDBw/GoEGD4O7ujmXLlqFSpUpYuXKl3KURERERURlS5ElX2dnZiImJwcSJE6U2HR0d+Pj4ICoqqsjXPHv2TOM6ZWlpaQCA9PT00i22GPnPnsiyXbnJ9fOWG4/324XH++3C4/124fGWZ7tCiFf2U2RgffDgAfLy8mBra6vRbmtri4sXLxb5mpkzZ2LatMJn1zk6OpZKjVQ09UK5K6CyxOP9duHxfrvweL9d5D7ejx8/hlqtLna5IgPrPzFx4kSMHTtWep6fn4+UlBRYW1tDpVLJWFnZSk9Ph6OjI27dugVzc3O5y6FSxuP9duHxfrvweL9d3tbjLYTA48eP4eDg8Mp+igyslStXhq6uLpKSkjTak5KSYGdnV+RrDA0NYWhoqNFmYWFRWiUqnrm5+Vv1C/+24/F+u/B4v114vN8ub+PxftXIagFFnnRlYGAAT09P7N27V2rLz8/H3r174eXlJWNlRERERFTWFDnCCgBjx45FYGAgmjZtiubNm2PhwoXIzMzEoEGD5C6NiIiIiMqQYgNr3759cf/+fUyZMgWJiYlo1KgRwsLCCp2IRZoMDQ0xderUQtMjqGLi8X678Hi/XXi83y483q+mEq+7jgARERERkYwUOYeViIiIiKgAAysRERERKRoDKxEREREpGgMrERERURnKzc3FmjVrCl1vnorHk66IypGnT59CCIFKlSoBAG7evInNmzfD3d0dnTt3lrk6IiIqqUqVKiEuLg5OTk5yl1IucISVqBzp0aMH1qxZAwBITU1FixYtMH/+fPTo0QNLly6VuToqDWvWrMGzZ88KtWdnZ0u/C1QxZGZmYvLkyWjVqhVcXV1Ro0YNjQdVLM2bN0dsbKzcZZQbHGGtYAoOp0qlkrkSKg2VK1fGgQMHUK9ePfzyyy9YvHgxTp06hb/++gtTpkxBXFyc3CWSlunq6uLevXuwsbHRaH/48CFsbGyQl5cnU2WkbR9++CEOHDiA/v37w97evtDn+KhRo2SqjErDxo0bMXHiRIwZMwaenp4wMTHRWN6gQQOZKlMmxd44gN7MmjVrMHfuXFy+fBkAULt2bYwbNw79+/eXuTLSpidPnsDMzAwAsHv3bvTq1Qs6Ojpo2bIlbt68KXN1VBqEEEV+Ab19+3aJ7r9N5cfOnTvx999/o3Xr1nKXQmWgX79+AICRI0dKbSqVSnrP88uoJgbWCmDBggWYPHkyhg8fLn3QHTp0CJ9++ikePHiAMWPGyFwhaYurqyu2bNmC9957D7t27ZKObXJyMszNzWWujrSpcePGUKlUUKlU6NSpE/T0/u/jOi8vD9evX4efn5+MFZK2WVpawsrKSu4yqIxcv35d7hLKFU4JqABcXFwwbdo0DBgwQKM9JCQEX3/9Nd8UFciff/6Jjz76CHl5eejYsSPCw8MBADNnzkRkZCR27twpc4WkLdOmTZP++/nnn8PU1FRaZmBgAGdnZ/Tu3RsGBgZylUha9ttvv2Hr1q0ICQmRTqwkoucYWCsAIyMjnDt3Dq6urhrtly9fhoeHB7KysmSqjEpDYmIi7t27h4YNG0JH5/l5k8eOHYO5uTnq1q0rc3WkbSEhIejbty+MjIzkLoVKWePGjXH16lUIIeDs7Ax9fX2N5SdPnpSpMiot//vf/7Bs2TJcv34dUVFRcHJywsKFC+Hi4oIePXrIXZ6icEpABeDq6oqNGzfiq6++0mjfsGEDatWqJVNVVFrs7OyQkZGB8PBwtGvXDsbGxmjWrBlPtKugAgMDATy/KkBycjLy8/M1llevXl2OsqgU9OzZU+4SqAwtXboUU6ZMwejRo/Hdd99Jc1YtLCywcOFCBtaXcIS1Avjrr7/Qt29f+Pj4SHNYDx8+jL1792Ljxo147733ZK6QtOXhw4fo06cP9u/fD5VKhcuXL6NGjRr45JNPYGlpifnz58tdImnZ5cuX8cknn+DIkSMa7Twxg6h8c3d3x4wZM9CzZ0+YmZnh9OnTqFGjBs6dO4f27dvjwYMHcpeoKBxhrQB69+6N6OhoLFiwAFu2bAEAuLm54dixY2jcuLG8xZFWjRkzBvr6+khISICbm5vU3rdvX4wdO5aBtQIaOHAg9PT0EBoaWuSljqjiiYmJkS5RV69ePX6OV1DXr18v8tgaGhoiMzNThoqUjYG1gvD09MTatWvlLoNK2e7du7Fr1y5Uq1ZNo71WrVq8rFUFFRsbi5iYGM5PfgskJyejX79+iIiIgIWFBYDnNwjp0KEDfv/9d1SpUkXeAkmrXFxcEBsbW+hOV2FhYRoDEvQc73RVjuno6EBXV/eVjxcvhUPlX2ZmZpFnD6ekpMDQ0FCGiqi0ubu780+Db4kRI0bg8ePHOH/+PFJSUpCSkoJz584hPT1d41qdVDGMHTsWwcHB2LBhA4QQOHbsGL777jtMnDgR48ePl7s8xeEc1nJs69atxS6LiorCokWLkJ+fz6sEVAB3796Fg4MDunTpAk9PT3zzzTcwMzPDmTNn4OTkhH79+iE/Px9//vmn3KWSlu3btw+TJk3CjBkz4OHhUejMcV5/t+JQq9XYs2cPmjVrptF+7NgxdO7cGampqfIURqVm7dq1+Prrr3H16lUAgIODA6ZNm4agoCCZK1MeBtYKJj4+Hl9++SW2b9+OgIAATJ8+vdCfG6j8sbS0xJIlS9CwYUN07NgRTZo0wb59+9C9e3dpNObw4cOoWbOm3KWSlhVcuuzluas86ariMTMzw8GDB9GoUSON9lOnTsHb2xvp6enyFEal7smTJ8jIyCh0C2b6P/x7cQVx9+5dTJ06FSEhIfD19UVsbCzq168vd1mkJd999x2GDh0KPz8/XLhwAcuWLYOZmRkyMjLQq1cvBAcHw97eXu4yqRTs379f7hKojHTs2BGjRo3C+vXr4eDgAAC4c+cOxowZg06dOslcHWnbypUr0aFDB7i4uKBSpUq8WcRrcIS1nEtLS8OMGTOwePFiNGrUCLNnz0bbtm3lLotKwfXr1xEUFIQLFy5g+fLl6N69u9wlEZEW3bp1S/qriaOjo9RWv359bNu2rdDJllS+1apVC9euXUPVqlXh7e0Nb29vtG/fvtBNgOg5BtZybM6cOZg9ezbs7OwwY8YMXmT4LfHjjz9izJgxcHNzK3RSHe+EU3E9efIECQkJyM7O1mhv0KCBTBVRaRBCYM+ePbh48SKA55co9PHxkbkqKi137txBREQEIiMjceDAAVy+fBn29vZo3749fvvtN7nLUxQG1nJMR0cHxsbG8PHxga6ubrH9Nm3aVIZVUWm6efMmBg0ahHPnzmHo0KGFAuvUqVNlqoxKy/379zFo0CDs3LmzyOWcw0pU/j158gQHDx7E+vXrsXbtWgghkJubK3dZisI5rOXYgAEDeBHxt8iKFSvw+eefw8fHB+fPn+c1Gd8So0ePRmpqKqKjo9G+fXts3rwZSUlJ+Pbbb3mjiApg0aJFGDJkCIyMjLBo0aJX9uWlrSqW3bt3IyIiAhERETh16hTc3Nzg7e2NP//8E+3atZO7PMXhCCtROeDn54djx45h4cKFGDBggNzlUBmyt7fH1q1b0bx5c5ibm+PEiROoXbs2tm3bhjlz5uDQoUNyl0j/gouLC06cOAFra2u4uLgU20+lUuHatWtlWBmVNh0dHVSpUgWff/45hgwZIt0sgorGEVaiciAvLw9nzpzhSRdvoczMTOlSN5aWlrh//z5q164NDw8PzlmuAK5fv17k/1PFt2DBAkRGRmLOnDn44YcfpJOu2rdvj9q1a8tdnuLwTldE5UB4eDjD6luqTp06iI+PBwA0bNgQP//8M+7cuYNly5bxUmYVzPTp0/HkyZNC7U+fPsX06dNlqIhK0+jRo7Fp0yY8ePAAYWFhaNWqFcLCwlC/fn1+3heBUwKIiBTst99+Q25uLgYOHIiYmBj4+fkhJSUFBgYGWL16Nfr27St3iaQlurq6uHfvXqGLxz98+BA2NjY8wa4CEkLg1KlTiIiIwP79+3Ho0CE8fvwYHh4eOHXqlNzlKQoDKxFROfLkyRNcvHgR1atXR+XKleUuh7RIR0cHSUlJhU6o3LdvH/r27Yv79+/LVBmVhm7duuHw4cNIT09Hw4YN0b59e3h7e6Ndu3acz1oEzmElIlKw6dOn44svvpDuglOpUiU0adJE+jPxlClTZK6Q/i1LS0uoVCqoVCrUrl1b4+oveXl5yMjIwKeffipjhVQa6tati6FDh6Jt27ZQq9Vyl6N4HGElIlIw/pm44gsJCYEQAp988gkWLlyoEV4MDAzg7OwMLy8vGSukspKamsrR1WJwhJWISMGEEEVeb/n06dOwsrKSoSLStsDAQADPL3HVunXrQjcEoYpp9uzZcHZ2luah9+nTB3/++Sfs7e2xY8cONGzYUOYKlYVXCSAiUiBLS0tYWVlJfya2srKSHmq1Gu+88w769Okjd5mkRWZmZoiLi5Oeb926FT179sRXX31V6Ja8VP4tW7YMjo6OAJ5fCSY8PBxhYWHw9/fHuHHjZK5OeTglgIhIgfhn4rdPs2bN8OWXX6J37964du0a3N3d0atXLxw/fhxdu3bFwoUL5S6RtMjY2BiXLl2Co6MjRo0ahaysLPz888+4dOkSWrRogUePHsldoqLw7w5ERAoUGBiI3NxcqFQqdOzYURqJoYrr0qVLaNSoEQDgjz/+gLe3N9atW4fDhw+jX79+DKwVjKWlJW7dugVHR0eEhYXh22+/BfB8GhDnphfGKQFERAqlp6eHYcOGIT8/X+5SqAwIIaRjvWfPHnTp0gUA4OjoiAcPHshZGpWCXr164aOPPsI777yDhw8fwt/fHwBw6tQpuLq6ylyd8nCElYhIwZo3b45Tp07ByclJ7lKolDVt2hTffvstfHx8cODAASxduhTA81u22traylwdadv3338PZ2dn3Lp1C3PmzIGpqSkA4N69e/jss89krk55OIeViEjBNm7ciIkTJ2LMmDHw9PSEiYmJxvIGDRrIVBlp25kzZxAQEICEhASMHTsWU6dOBQCMGDECDx8+xLp162SukEg+DKxERAqmo1N45pZKpZIud8W5bhVfVlYWdHV1oa+vL3cppGWXL1/G/v37kZycXGjqD28KoomBlYhIwW7evPnK5ZwqULGkpqbizz//xNWrVzFu3DhYWVnh5MmTsLW1RdWqVeUuj7RoxYoVGDZsGCpXrgw7OzuN6y2rVCqcPHlSxuqUh4GViIhIAc6cOYNOnTrBwsICN27cQHx8PGrUqIFJkyYhISEBa9askbtE0iInJyd89tlnmDBhgtyllAu8SgARkcJdvXoVI0aMgI+PD3x8fDBy5EhcvXpV7rJIy8aOHYtBgwbh8uXLMDIyktq7dOmCyMhIGSuj0vDo0SN88MEHcpdRbjCwEhEp2K5du+Du7o5jx46hQYMGaNCgAaKjo1GvXj2Eh4fLXR5p0fHjxzF06NBC7VWrVkViYqIMFVFp+uCDD7B79265yyg3eFkrIiIF+/LLLzFmzBjMmjWrUPuECRPwzjvvyFQZaZuhoSHS09MLtV+6dAlVqlSRoSIqTa6urpg8eTKOHj0KDw+PQifVjRw5UqbKlIlzWImIFMzIyAhnz55FrVq1NNovXbqEBg0aICsrS6bKSNv+85//4OHDh9i4cSOsrKxw5swZ6OrqomfPnmjXrh3vdFXBuLi4FLtMpVLh2rVrZViN8nGElYhIwapUqYLY2NhCgTU2NhY2NjYyVUWlYf78+Xj//fdhY2ODp0+fwtvbG4mJifDy8sJ3330nd3mkZdevX5e7hHKFgZWISMEGDx6MIUOG4Nq1a2jVqhUA4PDhw5g9ezbGjh0rc3WkTWq1GuHh4Th06BDOnDmDjIwMNGnSBD4+PnKXRiQ7TgkgIlIwIQQWLlyI+fPn4+7duwAABwcHjBs3DiNHjtS4diMRlS+3b9/Gtm3bkJCQgOzsbI1lCxYskKkqZWJgJSIqJx4/fgwAMDMzk7kSKg3Tp09/5XLe+ahi2bt3L7p3744aNWrg4sWLqF+/Pm7cuAEhBJo0aYJ9+/bJXaKiMLASEZUDycnJiI+PBwDUrVuXZ41XQI0bN9Z4npOTg+vXr0NPTw81a9bknY8qmObNm8Pf3x/Tpk2DmZkZTp8+DRsbGwQEBMDPzw/Dhg2Tu0RFYWAlIlKwx48f47PPPsP69eule43r6uqib9++WLJkCdRqtcwVUmlKT0/HwIED8d5776F///5yl0NaZGZmhtjYWNSsWROWlpY4dOgQ6tWrh9OnT6NHjx64ceOG3CUqCm8cQESkYP/5z38QHR2Nv//+G6mpqUhNTUVoaChOnDhR5EXmqWIxNzfHtGnTMHnyZLlLIS0zMTGR5q3a29tr3L3uwYMHcpWlWLxKABGRgoWGhmLXrl1o06aN1Obr64sVK1bAz89PxsqorKSlpSEtLU3uMkjLWrZsiUOHDsHNzQ1dunTB559/jrNnz2LTpk1o2bKl3OUpDgMrEZGCWVtbF/lnf7VaDUtLSxkqotKyaNEijedCCNy7dw//+9//4O/vL1NVVFoWLFiAjIwMAMC0adOQkZGBDRs2oFatWrxCQBE4h5WISMGWL1+OP/74A//73/9gZ2cHAEhMTERgYCB69erFaQEVyMt3PtLR0UGVKlXQsWNHTJw4kVeHoLcaAysRkYI1btwYV65cwbNnz1C9enUAQEJCAgwNDQvd/YpnkRNRRcUpAURECtazZ0+5SyAikh1HWImIiBTgvffeK/GdyzZt2lTK1RApC0dYiYjKiYyMDOlarAXMzc1lqoa0Ta1WY/PmzVCr1WjatCkAICYmBmlpaejZsydvw0tvNQZWIiIFu379OoYPH46IiAhkZWVJ7UIIqFQq5OXlyVgdaZOtrS369OmDZcuWQVdXFwCQl5eHzz77DObm5pg7d67MFZI2TZ8+HV988QUqVaqk0f706VPMnTuXt+J9CacEEBEpWOvWrSGEwKhRo2Bra1tolM3b21umykjbqlSpgkOHDqFOnToa7fHx8WjVqhUePnwoU2VUGnR1dXHv3j3Y2NhotD98+BA2Njb8MvoSjrASESnY6dOnERMTUyjEUMWTm5uLixcvFjrWFy9eLDQVhMq/gr+SvOz06dOwsrKSoSJlY2AlIlKwZs2a4datWwysb4FBgwYhKCgIV69eRfPmzQEA0dHRmDVrFgYNGiRzdaQtlpaWUKlUUKlUqF27tkZozcvLQ0ZGBj799FMZK1QmTgkgIlKwq1ev4tNPP8XHH3+M+vXrQ19fX2N5gwYNZKqMtC0/Px/z5s3DDz/8gHv37gF4fo/5UaNG4fPPP5fmtVL5FhISAiEEPvnkEyxcuFDjTnYGBgZwdnaGl5eXjBUqEwMrEZGCHT16FB999BFu3LghtalUKp50VcGlp6cD4FUgKrIDBw6gdevW0NPjH7tLgoGViEjB3N3d4ebmhvHjxxd50pWTk5NMlRHRv7Fjxw7o6urC19dXo33Xrl3Iz8+Hv7+/TJUpEwMrEZGCmZiY4PTp03B1dZW7FCLSogYNGmDWrFno0qWLRntYWBgmTJiA06dPy1SZMunIXQARERWvY8eO/IeLqAK6fPky3N3dC7XXrVsXV65ckaEiZePECSIiBevWrRvGjBmDs2fPwsPDo9BJV927d5epMiL6N9RqNa5duwZnZ2eN9itXrsDExESeohSMUwKIiBRMR6f4P4TxpCui8mvo0KGIiorC5s2bUbNmTQDPw2rv3r3RrFkz/PLLLzJXqCwMrERERAqwaNGiIttVKhWMjIzg6uqKdu3a8fJWFURaWhr8/Pxw4sQJVKtWDQBw+/ZttG3bFps2bYKFhYW8BSoMAysREZECuLi44P79+3jy5AksLS0BAI8ePUKlSpVgamqK5ORk1KhRA/v374ejo6PM1ZI2CCEQHh6O06dPw9jYGA0aNEC7du3kLkuRGFiJiBRm0aJFGDJkCIyMjIoddSswcuTIMqqKStv69euxfPly/PLLLxp/Ih46dCiGDBmC1q1bo1+/frCzs8Off/4pc7WkTVlZWTA0NCzyVq30HAMrEZHCuLi44MSJE7C2toaLi0ux/VQqFa5du1aGlVFpqlmzJv766y80atRIo/3UqVPo3bs3rl27hiNHjqB3797SnbCo/MrPz8d3332HZcuWISkpCZcuXUKNGjUwefJkODs7IygoSO4SFYVXCSAiUpjr168X+f9Usd27dw+5ubmF2nNzc5GYmAgAcHBwwOPHj8u6NCoF3377LUJCQjBnzhwMHjxYaq9fvz4WLlzIwPoSXoeViIhIATp06IChQ4fi1KlTUtupU6cwbNgwdOzYEQBw9uzZV466U/mxZs0aLF++HAEBARon0jVs2BAXL16UsTJl4ggrEZGC5eXlYfXq1di7dy+Sk5ORn5+vsXzfvn0yVUba9uuvv6J///7w9PSUrrebm5uLTp064ddffwUAmJqaYv78+XKWSVpy586dIu9gl5+fj5ycHBkqUjYGViIiBRs1ahRWr16Nrl27on79+jwpowKzs7NDeHg4Ll68iEuXLgEA6tSpgzp16kh9OnToIFd5pGXu7u44ePAgnJycNNr//PNPNG7cWKaqlIuBlYhIwX7//Xds3Lix0P3GqeKqW7cu6tatK3cZVMqmTJmCwMBA3LlzB/n5+di0aRPi4+OxZs0ahIaGyl2e4vAqAURECubg4ICIiAjUrl1b7lKolHH6x9vn4MGDmD59Ok6fPo2MjAw0adIEU6ZMQefOneUuTXEYWImIFGz+/Pm4du0afvzxR04HqOCGDx8uTf+wt7cvdLy///57mSojbcvNzcWMGTPwySefSHe5oldjYCUiUrD33nsP+/fvh5WVFerVqyedjFNg06ZNMlVG2la5cmWsWbOG0z/eEqampjh37hycnZ3lLqVc4BxWIiIFs7CwwHvvvSd3GVQGDAwMijxrnCqmTp064cCBAwysJcQRViIiIgXg9I+3y7JlyzBt2jQEBATA09MTJiYmGsu7d+8uU2XKxMBKRKRAlpaWRYYWtVqN2rVr44svvsA777wjQ2VUWjj94+2io1P8vZtUKhXy8vLKsBrl45QAIiIFWrhwYZHtqampiImJwbvvvos///wT3bp1K9vCqNRw+sfb5eWrQNCrcYSViKgcWrBgAf78808cOXJE7lKI6A3l5OTA2NgYsbGxqF+/vtzllAvFj0cTEZFivfvuu7zfeAV1//59HDp0CIcOHcL9+/flLodKgb6+PqpXr84/+78BBlYionLo2bNnMDAwkLsM0qLMzEx88sknsLe3R7t27dCuXTs4ODggKCgIT548kbs80rL//ve/+Oqrr5CSkiJ3KeUCpwQQEZVDo0ePxsWLFxEWFiZ3KaQlQ4cOxZ49e/Djjz+idevWAIBDhw5h5MiReOedd7B06VKZKyRtaty4Ma5cuYKcnBw4OTkVukrAyZMnZapMmXjSFRGRAo0dO7bI9rS0NJw8eRKXLl1CZGRkGVdFpemvv/7Cn3/+ifbt20ttXbp0gbGxMfr06cPAWsH07NlT7hLKFQZWIiIFOnXqVJHt5ubmeOedd7Bp0ya4uLiUcVVUmp48eQJbW9tC7TY2NpwSUAFNnTpV7hLKFU4JICIiUoBOnTrB2toaa9asgZGREQDg6dOnCAwMREpKCvbs2SNzhVQaYmJiEBcXBwCoV68eGjduLHNFysTASkREpABnz56Fn58fnj17hoYNGwIATp8+DSMjI+zatQv16tWTuULSpuTkZPTr1w8RERGwsLAA8Pw6yx06dMDvv/+OKlWqyFugwjCwEhERKcSTJ0+wdu1a6ZJlbm5uCAgIgLGxscyVkbb17dsX165dw5o1a+Dm5gYAuHDhAgIDA+Hq6or169fLXKGyMLASERHJLCcnB3Xr1kVoaKgUXqhiU6vV2LNnD5o1a6bRfuzYMXTu3BmpqanyFKZQvA4rERGRzPT19ZGVlSV3GVSG8vPzoa+vX6hdX1+ft20tAgMrERGRAgQHB2P27NnIzc2VuxQqAx07dsSoUaNw9+5dqe3OnTsYM2YMOnXqJGNlysQpAURERArw3nvvYe/evTA1NYWHh0ehC8lv2rRJpsqoNNy6dQvdu3fH+fPn4ejoKLXVr18f27ZtQ7Vq1WSuUFl4HVYiIiIFsLCwQO/eveUug8qIo6MjTp48iT179micZOfj4yNzZcrEEVYiIiIZXb9+nTeBIHoNzmElIiKSUc2aNeHi4oJPPvkEv/32G27fvi13SVSK9u3bB3d3d6SnpxdalpaWhnr16uHgwYMyVKZsHGElIiKSUUREhPSIjo5GdnY2atSogY4dO6JDhw7o0KFDkbdspfKpe/fu6NChA8aMGVPk8kWLFmH//v3YvHlzGVembAysRERECpGVlYUjR45IAfbYsWPSNVrPnz8vd3mkBU5OTggLCyv2ersXL15E586dkZCQUMaVKRsDKxERkcJkZ2fj8OHD2LlzJ37++WdkZGQgLy9P7rJIC4yMjHDu3Dm4uroWufzKlSvw8PDA06dPy7gyZeMcViIiIpllZ2cjMjIS06ZNQ4cOHWBhYYFPP/0Ujx49wo8//ojr16/LXSJpSdWqVXHu3Llil585cwb29vZlWFH5wBFWIiIiGXXs2BHR0dFwcXGBt7c32rZtC29vb4aWCmrEiBGIiIjA8ePHYWRkpLHs6dOnaN68OTp06IBFixbJVKEyMbASERHJSF9fH/b29ujZsyfat28Pb29vWFtby10WlZKkpCQ0adIEurq6GD58OOrUqQPg+dzVJUuWIC8vDydPnuSJdi9hYCUiIpJRZmYmDh48iIiICOzfvx+xsbGoXbs2vL29pQBbpUoVucskLbp58yaGDRuGXbt2oSCGqVQq+Pr6YsmSJbwubxEYWImIiBTk8ePHOHToEPbv34+IiAicPn0atWrVeuW8RyqfHj16hCtXrkAIgVq1asHS0lLukhSLt2YlIiJSEBMTE1hZWcHKygqWlpbQ09NDXFyc3GVRKbC0tESzZs3kLqNc4AgrERGRjPLz83HixAlpSsDhw4eRmZmJqlWrSjcO6NChA5ycnOQulUg2DKxEREQyMjc3R2ZmJuzs7KRw2r59e9SsWVPu0ogUg4GViIhIRj///DM6dOiA2rVry10KkWIxsBIRERGRovFOV0RERESkaAysRERERKRoDKxEREREpGgMrGWkffv2GD16tNxlvJKzszMWLlxYbtarTSqVClu2bJG7jFLx9ddfo1GjRlpd540bN6BSqRAbG6vV9ZYHZfFeLov3zOrVq2FhYVGq23ib/JNjVpLfpSdPnqB3794wNzeHSqVCampqufhMLamBAweiZ8+e0nMhBIYMGQIrK6vXfsb0798fM2bMKP0iK4iwsDA0atQI+fn5cpfyjzCwlpFNmzbhm2++KXH/8h4IQkJC0KZNGwDA8ePHMWTIkBK/NiIiQvpgLk9WrFiBtm3bwtLSEpaWlvDx8cGxY8dK/PqBAwdCpVJpPPz8/F75mtWrVxd6TcEjOTn53+5SqStp+MvKysLAgQPh4eEBPT09jX/gtMXFxQV79uzR+nqVqm/fvrh06dIbvaa0jtfhw4ehp6dX5BerJUuWwNnZGUZGRmjRosUbvacqwhfRkJAQHDx4EEeOHMG9e/egVqtLZTtFheCSHsdnz57hv//9L5ycnGBoaAhnZ2esXLnyH9URFhaG1atXIzQ0FPfu3UP9+vWL7Hf69Gns2LEDI0eO/EfbKS1ZWVkIDg6GtbU1TE1N0bt3byQlJb3yNRkZGRg+fDiqVasGY2NjuLu7Y9myZW+83uPHj6NTp06wsLCApaUlfH19cfr0aWm5n58f9PX1sXbtWu3tcBliYC0jVlZWMDMzk2XbOTk5Zb7NrVu3onv37gCAKlWqoFKlSmVegxACubm5Zba9iIgIfPjhh9i/fz+ioqLg6OiIzp07486dOyVeh5+fH+7duyc91q9f/8r+ffv21eh/7949+Pr6wtvbGzY2Nv92lxQjLy8PxsbGGDlyJHx8fLS+/jNnzuDRo0fw9vbW+rqVytjYuNR+R97keKWmpmLAgAHo1KlToWUbNmzA2LFjMXXqVJw8eRINGzaEr69vmX8Zk+MztMDVq1fh5uaG+vXrw87ODiqVqsy2XdLj2KdPH+zduxe//vor4uPjsX79etSpU+cfbfPq1auwt7dHq1atYGdnBz29om/IuXjxYnzwwQcwNTX9R9spLWPGjMH27dvxxx9/4MCBA7h79y569er1yteMHTsWYWFh+O233xAXF4fRo0dj+PDh2LZtW4nXm5GRAT8/P1SvXh3R0dE4dOgQzMzM4Ovrq/H7O3DgQCxatEj7O14WBJUJb29vMWrUKOm5k5OT+O6778SgQYOEqampcHR0FD///LO0HIDGw9vbW1q2YsUKUbduXWFoaCjq1KkjlixZIi27fv26ACB+//130a5dO2FoaChWrVolAgMDRY8ePcTcuXOFnZ2dsLKyEp999pnIzs7WqOn777/XqGHZsmWia9euwtjYWNStW1ccOXJEXL58WXh7e4tKlSoJLy8vceXKFY19ffr0qTAxMRFxcXHFrnfFihWiZ8+ewtjYWLi6uoqtW7dq1P/iIzAwUAghRF5enpgxY4ZwdnYWRkZGokGDBuKPP/6Q1rt//34BQOzYsUM0adJE6Ovri/379wtvb28xYsQIMW7cOGFpaSlsbW3F1KlTNWoGIDZv3qxRw4YNG0SbNm2EkZGRaNq0qYiPjxfHjh0Tnp6ewsTERPj5+Ynk5ORij3lubq4wMzMTISEhxfZ5UcEx+jeSk5OFvr6+WLNmjdQ2depU0bBhQ7Fs2TJRrVo1YWxsLD744AORmpr6ynXl5eWJ2bNni5o1awoDAwPh6Ogovv32WyHE//2M/vrrL9G+fXthbGwsGjRoII4cOSK9/sGDB6Jfv37CwcFBGBsbi/r164t169Zp7O/Lx/r69euv3cfifk4F+/nrr78KR0dHYWJiIoYNGyZyc3PF7Nmzha2trahSpYq0Dy+aPn266Nu3r/T80KFDwtvbWxgbGwsLCwvRuXNnkZKSIoQQJfp9evTokQgKChKVK1cWZmZmokOHDiI2Nlajz7Zt20TTpk2FoaGhsLa2Fj179pSWvfyeWbFihVCr1WLPnj1SDcHBwSI4OFiYm5sLa2trMWnSJJGfny+9JiUlRfTv319YWFgIY2Nj4efnJy5duiQtX7VqlVCr1YV+fmvWrBFOTk7C3Nxc9O3bV6Snp0s/d20erwJ9+/YVkyZNkrb/oubNm4vg4GDpeV5ennBwcBAzZ8587XadnJw0anVycpKW/fTTT6JGjRpCX19f1K5dW+P9IsTzz4OffvpJdOvWTVSqVEk6vq87Zq/6TC/K646jt7d3kf8OvPz7cfPmTdG9e3dhYmIizMzMxAcffCASExOl5VeuXBHdu3cXNjY2wsTERDRt2lSEh4dr1PHysX1Zccdx586dQq1Wi4cPH75yX4vz4npf/h178Zi9KDc3V6jVahEaGqrRvmbNGuHp6SlMTU2Fra2t+PDDD0VSUpJGn3PnzomuXbsKMzMzYWpqKtq0aaPxb9ivv/4q3N3dhYGBgbCzs9P4/Xud1NRUoa+vr/HvUlxcnAAgoqKiin1dvXr1xPTp0zXamjRpIv773/+WeL3Hjx8XAERCQoLU58yZMwKAuHz5stR28+ZNAaDQv9vlAQNrGSkqsFpZWYklS5aIy5cvi5kzZwodHR1x8eJFIYQQx44dEwDEnj17xL1796QPg99++03Y29uLv/76S1y7dk389ddfwsrKSqxevVoI8X9BwtnZWepz9+5dERgYKMzNzcWnn34q4uLixPbt20WlSpXE8uXLNWp6OVhWrVpVbNiwQcTHx4uePXsKZ2dn0bFjRxEWFiYuXLggWrZsKfz8/DT2NTQ0VNSuXfuV661WrZpYt26duHz5shg5cqQwNTUVDx8+FLm5ueKvv/4SAER8fLy4d++eFKy+/fZbUbduXREWFiauXr0qVq1aJQwNDUVERIQQ4v8Ca4MGDcTu3bvFlStXxMOHD4W3t7cwNzcXX3/9tbh06ZIICQkRKpVK7N69W6OmlwNrwbYK9tPT01O0b99eHDp0SJw8eVK4urqKTz/9tNhjnp6eLoyMjMT27dtf9+shhHj+Ya1Wq0WVKlVE7dq1xaeffioePHhQotcWmDdvnlCr1eLJkydS29SpU4WJiYno2LGjOHXqlDhw4IBwdXUVH3300SvXNX78eGFpaSlWr14trly5Ig4ePChWrFghhND8GYWGhor4+Hjx/vvvCycnJ5GTkyOEEOL27dti7ty54tSpU+Lq1ati0aJFQldXV0RHRwshnn8Ie3l5icGDB4t79+6Je/fuidzc3BL9nIoLrKampuL9998X58+fF9u2bRMGBgbC19dXjBgxQly8eFGsXLlSABBHjx7VeG3Tpk2lMH3q1ClhaGgohg0bJmJjY8W5c+fE4sWLxf3794UQokS/Tz4+PqJbt27i+PHj4tKlS+Lzzz8X1tbW0vs4NDRU6OrqiilTpogLFy6I2NhYMWPGDOn1L75nZs+eLaytraWfW0ENpqamYtSoUeLixYvit99+K/R+7t69u3BzcxORkZEiNjZW+Pr6CldXV+lLalGB1dTUVPTq1UucPXtWREZGCjs7O/HVV1+VyvESQoiVK1eKZs2aiZycnEKB9dmzZ0JXV1d6XxYYMGCA6N69+2u3m5ycLACIVatWiXv37klfLjdt2iT09fXFkiVLRHx8vJg/f77Q1dUV+/btk14LQNjY2IiVK1eKq1evips3b5bomL3qM70orzuODx8+FIMHDxZeXl4a/w68+PuRl5cnGjVqJNq0aSNOnDghjh49Kjw9PTUGOWJjY8WyZcvE2bNnxaVLl8SkSZOEkZGRuHnzprSdatWqienTp0vH9mXFHcdhw4aJTp06iQkTJggHBwdRq1Yt8fnnn2t8Br3Ki+tNTU0V06dPF9WqVdM4Zi87efKkAKARyoV4HjZ37Nghrl69KqKiooSXl5fw9/eXlt++fVtYWVmJXr16iePHj4v4+HixcuVK6Rj99NNPwsjISCxcuFAaoHjx367AwECNn+vL9u7dKwCIR48eabRXr15dLFiwoNjXDR48WDRt2lTcvn1b5Ofni3379glTU1Nx4MCBEq83PT1dWFtbi6lTp4pnz56JJ0+eiFGjRgk3NzfpM7mAra2tWLVqVbH1KBUDaxkpKrB+/PHH0vP8/HxhY2Mjli5dKoT4v0Bw6tQpjfXUrFlTY5RKCCG++eYb4eXlpfG6hQsXavQJDAwUTk5OGv/AfPDBBxqjSkUFy0mTJknPo6KiBADx66+/Sm3r168XRkZGGtsaPHiw+OKLL0q83oyMDAFA7Ny5Uwjxf8HzxTdnVlaWqFSpksYInhBCBAUFiQ8//FDjdVu2bNHo4+3tLdq0aaPR1qxZMzFhwgSNml4OrL/88ovGfgIQe/fuldpmzpwp6tSpI4ozbNgwUaNGDfH06dNi+7xo/fr1YuvWreLMmTNi8+bNws3NTTRr1qxEoaCAm5ubGDZsmEbb1KlTha6urrh9+7bUtnPnTqGjo1PkP0xCPP/wMzQ0lALqy4r6GZ0/f14AkEbWi9K1a1fx+eefS89ffl+UxKsCa6VKlaQRQSGE8PX1Fc7OziIvL09qq1OnjsYI3e3bt4WBgYH0+/bhhx+K1q1bF7v91/0+HTx4UJibm4usrCyNPjVr1pRG3Ly8vERAQECx2yh4z4wfP17Y29uLc+fOFarBzc1NY0R1woQJws3NTQghxKVLlwQAcfjwYWn5gwcPhLGxsdi4caMQoujA+vLPb9y4caJFixYa29XW8bp06ZKwsbER8fHx0vZfDKx37twRAAq958eNGyeaN29eom2/+L4u0KpVKzF48GCNtg8++EB06dJF43WjR4/W6FOSY/aqz/SivO44CiHEqFGjCoWkFz9Td+/eLXR1dTVG1grei8eOHSt22/Xq1ROLFy8ucp1FKe44+vr6CkNDQ9G1a1cRHR0t/v77b+Hk5CQGDhxY7Lpetd7vv/++2JHVAps3bxa6uroaP7eiFIw6Pn78WAghxMSJE4WLi4vGXxZf5ODgII1qFuXLL78U/fv3L3b52rVrhYGBQaH2Zs2aifHjxxf7uqysLDFgwAABQOjp6QkDAwONv8yVdL1nz54VNWvWFDo6OkJHR0fUqVNH3Lhxo9DrGjduLL7++uti61EqzmGVUYMGDaT/V6lUsLOze+XcrMzMTFy9ehVBQUEwNTWVHt9++y2uXr2q0bdp06aFXl+vXj3o6upKz+3t7V87F+zFGm1tbQEAHh4eGm1ZWVlIT08H8Hze6Pbt26X5qyVZr4mJCczNzV9Zy5UrV/DkyRO88847Gvu+Zs2aEu37i9sDtLfvxa1j1qxZ+P3337F582YYGRm9cjsF+vXrh+7du8PDwwM9e/ZEaGgojh8/joiICACAv7+/tN/16tUr9PqoqCjExcUhKCio0LLq1aujatWq0nMvLy/k5+cjPj4eBw8e1PiZrl27FnFxcXj27FmR8wpf9OLPyN7eHgCkn0leXh6++eYbeHh4wMrKCqampti1axcSEhJeuc569epJtfj7+7+y78ucnZ015orb2trC3d0dOjo6Gm0vHrdt27ahTZs20hnzsbGxb7TfgObv0+nTp5GRkSGdHFHwuH79uvS7WpJtzJ8/HytWrMChQ4eKPN4tW7bUmM/o5eWFy5cvIy8vD3FxcdDT00OLFi2k5dbW1qhTpw7i4uKK3ebLP7+SvE/+yfHKy8vDRx99hGnTppX57Ujj4uLQunVrjbbWrVsX+rm8/Dnypr8XJflMB159HEsiLi4Ojo6OcHR0lNrc3d1hYWEh7VNGRga++OILuLm5wcLCAqampoiLi3vte7Ek8vPzoVKpsHbtWjRv3hxdunTBggULEBISgqdPn/7r9Rfl6dOnMDQ0LDSfNyYmBt26dUP16tVhZmYmzUkv2M/Y2Fi0bdsW+vr6hdaZnJyMu3fvvvIYz5w5E2vWrNHinjy3ePFiHD16FNu2bUNMTAzmz5+P4ODgNzoJ9OnTpwgKCkLr1q1x9OhRHD58GPXr10fXrl0LHQdjY2M8efJE27tR6oqezUxl4uU3jUqleuXlJjIyMgA8Pxv9xX+IAGgEUeB5CPy323v5NQUfDkW1Fazn2LFjyM3NRatWrUq83pLUUrDvf//9t0bwAgBDQ0ON52W570WtY968eZg1axb27NlTKNi8iRo1aqBy5cq4cuUKOnXqhF9++UX64CnqA/eXX35Bo0aN4Onp+Ubbadq0qcbVKGxtbXHjxo0SvfZVvwtz587FDz/8gIULF8LDwwMmJiYYPXo0srOzX7nOHTt2SCcJGBsbv8GeFH2cX3fst23bpvEFqyTbfNU6MzIyYG9vL33ReFFBKC7JNtq2bYu///4bGzduxJdffvna/trwT94n/+R4PX78GCdOnMCpU6cwfPhwAM9/b4QQ0NPTw+7du9GmTRvo6uoWOhM6KSkJdnZ2Jd2lf+zlz5F/+3shpy+++ALh4eGYN28eXF1dYWxsjPfff/+178WSsLe3R9WqVTWuXuDm5gYhBG7fvo1atWr96228rHLlynjy5Amys7NhYGAA4PmAjq+vL3x9fbF27VpUqVIFCQkJ8PX1lfbzVcfwTT9rimJnZ4fs7GykpqZqXDLuVb+zT58+xVdffYXNmzeja9euAJ5/8YmNjcW8efPg4+NTovWuW7cON27cQFRUlPQFfd26dbC0tMTWrVvRr18/6XUpKSmoUqXKv97fssYRVoUqeBO++C3b1tYWDg4OuHbtGlxdXTUeLi4ucpWqYevWrejatWuhAP0mitp3d3d3GBoaIiEhodC+vziyILc5c+bgm2++QVhYWJEjvW/i9u3bePjwoTRyWbVqVWmfnZycNPpmZGRg48aNRY6uAs9HGO7evSs9P3r0KHR0dFCnTh0YGxtr/DzNzMxQq1YtGBsbY+/evf+4/sOHD6NHjx74+OOP0bBhQ9SoUaPQZZQMDAwKjSQ5OTlJtbz85UTbMjIysH//fvTo0UNqa9Cgwb/a7yZNmiAxMRF6enqFflcrV65c4m00b94cO3fuxIwZMzBv3rxCy6OjozWeHz16FLVq1YKuri7c3NyQm5ur0efhw4eIj4+Hu7v7P943bR0vc3NznD17FrGxsdLj008/RZ06dRAbG4sWLVrAwMAAnp6eGj+n/Px87N27F15eXiXajr6+fqF63dzccPjwYY22w4cPv/bn8m9/L4rzquNYEm5ubrh16xZu3boltV24cAGpqanSPh0+fBgDBw7Ee++9Bw8PD9jZ2RX6UlrUsS2J1q1b4+7du9KgAgBcunQJOjo6qFat2huvryQKLn924cIFqe3ixYt4+PAhZs2ahbZt26Ju3bqFRrcbNGiAgwcPFnnVBzMzMzg7O/+rY+zp6Ql9fX2NdcTHxyMhIaHY39mcnBzk5ORo/BUIeD4IVfBlpyTrffLkCXR0dDRGnQuev/ilKSsrC1evXkXjxo3/8X7KhYFVoWxsbGBsbIywsDAkJSUhLS0NADBt2jTMnDkTixYtwqVLl3D27FmsWrUKCxYskLni514erfonnJycoFKpEBoaivv37yMjIwNmZmb44osvMGbMGISEhODq1as4efIkFi9ejJCQEC1V/+/Mnj0bkydPxsqVK+Hs7IzExEQkJiZqfJAXJyMjA+PGjcPRo0dx48YN7N27Fz169ICrqyt8fX1f+/oNGzYgNzcXH3/8cZHLjYyMEBgYiNOnT+PgwYMYOXIk+vTpU+y3fiMjI0yYMAHjx4+Xpl0cPXoUv/7662trKVCrVi2Eh4fjyJEjiIuLw9ChQwuNljk7OyM6Oho3btzAgwcPXjkadeHCBcTGxiIlJQVpaWlS0Pk3wsLCULt2bTg7O0ttEydOxPHjx/HZZ5/hzJkzuHjxIpYuXYoHDx6UaJ0+Pj7w8vJCz549sXv3bty4cQNHjhzBf//7X5w4cQIAMHXqVKxfvx5Tp05FXFwczp49i9mzZxdaV6tWrbBjxw5Mmzat0DUyExISMHbsWOkyQosXL8aoUaMAPP/Z9+jRA4MHD8ahQ4dw+vRpfPzxx6hatapGOH9T2jpeOjo6qF+/vsbDxsYGRkZGqF+/vjS6OXbsWKxYsQIhISGIi4vDsGHDkJmZiUGDBpW43r179yIxMRGPHj0CAIwbNw6rV6/G0qVLcfnyZSxYsACbNm3CF1988cp1lfSYvUqnTp3w448/arS96jiWhI+PDzw8PBAQEICTJ0/i2LFjGDBgALy9vaUvzbVq1cKmTZsQGxuL06dP46OPPip07JydnREZGYk7d+5o/K6/7n330UcfwdraGoMGDcKFCxcQGRmJcePG4ZNPPtHKqGVRqlSpgiZNmuDQoUNSW/Xq1WFgYIDFixfj2rVr2LZtW6Frnw8fPhzp6eno168fTpw4gcuXL+N///sf4uPjATy/ycr8+fOxaNEiXL58Wfo3psDEiRMxYMCAYutSq9UICgrC2LFjsX//fsTExGDQoEHw8vJCy5YtpX5169bF5s2bATz/8ubt7Y1x48YhIiIC169fx+rVq7FmzRq89957JV7vO++8g0ePHiE4OBhxcXE4f/48Bg0aBD09PXTo0EHa9tGjR2FoaFjiL31KwsCqUHp6eli0aBF+/vlnODg4SP/I/Oc//8Evv/yCVatWwcPDA97e3li9erUiRlivXr2KK1eulChgvUrVqlUxbdo0fPnll7C1tZX+ZPjNN99g8uTJmDlzJtzc3ODn54e///5bEfsOAEuXLkV2djbef/992NvbS4+iRsdepqurizNnzqB79+6oXbs2goKC4OnpiYMHDxaa8lCUX3/9Fb169Sr2zkWurq7o1asXunTpgs6dO6NBgwb46aefXrnOyZMn4/PPP8eUKVPg5uaGvn37vtH1LydNmoQmTZrA19cX7du3h52dXaELj3/xxRfQ1dWFu7u79Ce84nTp0gWNGzfG9u3bERERgcaNG//rUYIXrxdcoHbt2ti9ezdOnz6N5s2bw8vLC1u3bi32epAvU6lU2LFjB9q1a4dBgwahdu3a6NevH27evCnNhW7fvj3++OMPbNu2DY0aNULHjh2LvSB+mzZt8Pfff2PSpEka/3gOGDAAT58+RfPmzREcHIxRo0Zp3KBj1apV8PT0xLvvvgsvLy8IIbBjx44ip5OUVFkfr759+2LevHmYMmUKGjVqhNjYWISFhUk/x9eZP38+wsPD4ejoKG27Z8+e+OGHHzBv3jzUq1cPP//8M1atWoX27du/cl1vcsyKc/Xq1UJffF53HF9HpVJh69atsLS0RLt27eDj44MaNWpgw4YNUp8FCxbA0tISrVq1Qrdu3eDr64smTZporGf69Om4ceMGatasqfHn4tcdR1NTU4SHhyM1NRVNmzZFQEAAunXrVurX+vzPf/6jcQH8KlWqYPXq1fjjjz/g7u6OWbNmFfrstba2xr59+5CRkQFvb294enpixYoV0nsiMDAQCxcuxE8//YR69erh3XffxeXLl6XX37t377Xzfr///nu8++676N27N9q1awc7Ozts2rRJo098fLw0CAUAv//+O5o1a4aAgACp9u+++w6ffvppiddbt25dbN++HWfOnIGXlxfatm2Lu3fvIiwsTPorHQCsX78eAQEBslwb/d9SCSGE3EVQxbBgwQLs2bMHO3bskLsUotfKzc2Fra0tdu7ciebNm8tdzhtp3749GjVqVGFuz0n0pp4+fYo6depgw4YN5XK0UA4PHjxAnTp1cOLECcUM9LwJjrCS1lSrVg0TJ06UuwyiEklJScGYMWPQrFkzuUshojdkbGyMNWvWlHiqDj2/5ftPP/1ULsMqwBFWojJx8ODBV17ypyTzXIkKcIQVWLt2LYYOHVrkMicnJ5w/f76MK6KivOrWqTt37kTbtm3LsBoqzxhYicrA06dPcefOnWKXu7q6lmE1ROXf48ePC53EV0BfX7/QlTRIHleuXCl2WdWqVUvtxCyqeBhYiYiIiEjROIeViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFO3/AcQH2VKmtI8zAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf\n","不是 1457\n","是 1121\n","不重要 355\n","问法错误 34\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf\n","不是 1364\n","是 1243\n","不重要 280\n","问法错误 79\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf\n","是 1322\n","不是 1267\n","不重要 299\n","问法错误 82\n","回答正确 30\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf\n","不是 1304\n","是 1240\n","不重要 365\n","问法错误 64\n","回答正确 27\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf\n","不是 1290\n","是 1176\n","不重要 441\n","问法错误 60\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf\n","不是 1311\n","是 1211\n","不重要 388\n","问法错误 57\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqwAAAHSCAYAAAApApkcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABkMklEQVR4nO3dd1gUV/828HvpRZamNEVAsYAKdkWjWIhYohJ9LAmJRH1ssZtoNI89dqMxGKPRGMXEXmNMRLFgFxUFG2JDsVBUBARE2nn/8GV+roDBZGEGvD/XtVeyZ87OfIfZHW6HM2dVQggBIiIiIiKF0pG7ACIiIiKiN2FgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJF05O7gJKSl5eHhw8fwszMDCqVSu5yiIiIiOg1Qgg8e/YMDg4O0NEp+jpquQ2sDx8+hKOjo9xlEBEREdHfuHfvHqpUqVLk8nIbWM3MzAC8/AGo1WqZqyEiIiKi16WmpsLR0VHKbUUpt4E1fxiAWq1mYCUiIiJSsL8bvsmbroiIiIhI0RhYiYiIiEjRGFgV6OjRo+jatSscHBygUqmwa9cujeXTp09H7dq1YWpqCktLS/j4+CAsLEyjz+zZs9GiRQuYmJjAwsKi0O2MGjUKjRo1gqGhIerXr18yO0NERET0LzGwKlB6ejo8PT2xbNmyQpfXrFkTP/zwAy5duoTjx4/D2dkZHTp0wKNHj6Q+WVlZ6NWrF4YNG/bGbQ0YMAB9+vTRav1ERERE2qQSQgi5iygJqampMDc3R0pKSpm+6UqlUmHnzp3w8/Mrsk/+vh44cADt27fXWLZ27VqMGTMGycnJRb5++vTp2LVrFyIiIrRTNBEREVExFDev8QprGZeVlYWVK1fC3Nwcnp6ecpdDREREpHXldlqr8m7Pnj3o27cvMjIyYG9vj5CQEFSsWFHusoiIiIi0jldYy6i2bdsiIiICJ0+eRMeOHdG7d28kJibKXRYRERGR1jGwllGmpqZwdXVF8+bNsXr1aujp6WH16tVyl0VERESkdQys5UReXh5evHghdxlEREREWscxrAqUlpaGmzdvSs9jYmIQEREBKysrWFtbY/bs2ejWrRvs7e3x+PFjLFu2DA8ePECvXr2k18TGxiIpKQmxsbHIzc2VZgBwdXVFhQoVAAA3b95EWloa4uPj8fz5c6mPu7s7DAwMSm1/iYiIiN6E01qVEOeJf/7j12bGXkTCxq8LtJvWbQ9r3+F49MdCZD2MRu7zVOgaq2FgVwPmLfrA0L6m1Pfxn98h/fLBAuuw/WgOjKp6AADiN0zEi3uXC/SpPHQ19Mxt/1Htd+Z1+UevIyIiondPcfMaA2sJ+TeBtSxjYCUiIqLi4jysRERERFQuMLASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBLJ7OjRo+jatSscHBygUqmwa9cuaVl2dja++uor1KtXD6ampnBwcEC/fv3w8OFDjXXMnj0bLVq0gImJCSwsLArdzqhRo9CoUSMYGhqifv36JbdDREREWsbASiSz9PR0eHp6YtmyZQWWZWRk4Pz585gyZQrOnz+PHTt2IDo6Gt26ddPol5WVhV69emHYsGFv3NaAAQPQp08frdZPRERU0vTkLoDoXdepUyd06tSp0GXm5uYICQnRaPvhhx/QtGlTxMbGomrVqgCAGTNmAADWrl1b5HYCAwMBAI8ePcLFixe1UDkREVHp4BVWojImJSUFKpWqyD/9ExERlTcMrERlSGZmJr766it89NFHUKvVcpdDRERUKhhYicqI7Oxs9O7dG0IILF++XO5yiIiISg3HsBKVAflh9e7duzh06BCvrhIR0TuFgZVI4fLD6o0bN3D48GFYW1vLXRIREVGpeushAdqYMzIpKQn+/v5Qq9WwsLDAwIEDkZaWptHn4sWLaNWqFYyMjODo6IgFCxb8sz0kUri0tDREREQgIiICABATE4OIiAjExsYiOzsb//nPf3Du3DmsX78eubm5iI+PR3x8PLKysqR1xMbGSq/Jzc2V1vfq5+rmzZuIiIhAfHw8nj9/LvV5dT1ERERK9NZXWPPnjBwwYAB69OihsezVOSM9PT3x9OlTjB49Gt26dcO5c+ekfv7+/oiLi0NISAiys7PRv39/DB48GBs2bAAApKamokOHDvDx8cGKFStw6dIlDBgwABYWFhg8ePC/3GUiZTl37hzatm0rPR83bhwAICAgANOnT8fu3bsBoMBk/4cPH0abNm0AAFOnTkVQUJC0rEGDBgX6/Pe//8WRI0cK9ImJiYGzs7M2d4mIiEirVEII8Y9frFJh586d8PPzK7LP2bNn0bRpU9y9exdVq1ZFVFQU3N3dcfbsWTRu3BgAEBwcjM6dO+P+/ftwcHDA8uXL8b///Q/x8fEwMDAAAEycOBG7du3CtWvXilVbamoqzM3NkZKSIst4P+eJf5b6NpXgzrwucpcgCx5vIiKit1fcvFbiswS8PmfkqVOnYGFhIYVVAPDx8YGOjg7CwsKkPq1bt5bCKgD4+voiOjoaT58+LXQ7L168QGpqqsaDiIiIiMq+Eg2shc0ZGR8fDxsbG41+enp6sLKyQnx8vNTH1tZWo0/+8/w+r5s7dy7Mzc2lh6Ojo7Z3h4iIiIhkUGKBtbTnjJw0aRJSUlKkx71790p8m0RERERU8kpkWqs3zRlpZ2eHxMREjf45OTlISkqCnZ2d1CchIUGjT/7z/D6vMzQ0hKGhoTZ3g4iIiIgUQOtXWF+dM/LAgQMF5oz08vJCcnIywsPDpbZDhw4hLy8PzZo1k/ocPXoU2dnZUp+QkBDUqlULlpaW2i6ZiIiIiBTsrQPrv50z0s3NDR07dsSgQYNw5swZnDhxAiNGjEDfvn3h4OAAAPj4449hYGCAgQMH4sqVK9i8eTO+//57abofIiIiInp3vPWQAG3MGbl+/XqMGDEC7du3h46ODnr27InAwECpr7m5Ofbv34/hw4ejUaNGqFixIqZOnco5WImIiIjeQW8dWNu0aYM3Td1anGldrayspC8JKIqHhweOHTv2tuURERERUTlT4vOwEhERERH9GwysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaG8dWI8ePYquXbvCwcEBKpUKu3bt0lguhMDUqVNhb28PY2Nj+Pj44MaNGxp9kpKS4O/vD7VaDQsLCwwcOBBpaWkafS5evIhWrVrByMgIjo6OWLBgwdvvHRERERGVeW8dWNPT0+Hp6Ylly5YVunzBggUIDAzEihUrEBYWBlNTU/j6+iIzM1Pq4+/vjytXriAkJAR79uzB0aNHMXjwYGl5amoqOnToACcnJ4SHh2PhwoWYPn06Vq5c+Q92kYiIiIjKMr23fUGnTp3QqVOnQpcJIbBkyRJMnjwZ3bt3BwCsW7cOtra22LVrF/r27YuoqCgEBwfj7NmzaNy4MQBg6dKl6Ny5M7799ls4ODhg/fr1yMrKwi+//AIDAwPUqVMHERERWLx4sUawJSIiIqLyT6tjWGNiYhAfHw8fHx+pzdzcHM2aNcOpU6cAAKdOnYKFhYUUVgHAx8cHOjo6CAsLk/q0bt0aBgYGUh9fX19ER0fj6dOnhW77xYsXSE1N1XgQERERUdmn1cAaHx8PALC1tdVot7W1lZbFx8fDxsZGY7menh6srKw0+hS2jle38bq5c+fC3Nxcejg6Ov77HSIiIiIi2ZWbWQImTZqElJQU6XHv3j25SyIiIiIiLdBqYLWzswMAJCQkaLQnJCRIy+zs7JCYmKixPCcnB0lJSRp9ClvHq9t4naGhIdRqtcaDiIiIiMo+rQZWFxcX2NnZ4eDBg1JbamoqwsLC4OXlBQDw8vJCcnIywsPDpT6HDh1CXl4emjVrJvU5evQosrOzpT4hISGoVasWLC0ttVkyERERESncWwfWtLQ0REREICIiAsDLG60iIiIQGxsLlUqFMWPGYNasWdi9ezcuXbqEfv36wcHBAX5+fgAANzc3dOzYEYMGDcKZM2dw4sQJjBgxAn379oWDgwMA4OOPP4aBgQEGDhyIK1euYPPmzfj+++8xbtw4re04EREREZUNbz2t1blz59C2bVvpeX6IDAgIwNq1azFhwgSkp6dj8ODBSE5OxnvvvYfg4GAYGRlJr1m/fj1GjBiB9u3bQ0dHBz179kRgYKC03NzcHPv378fw4cPRqFEjVKxYEVOnTuWUVkRERETvIJUQQshdRElITU2Fubk5UlJSZBnP6jzxz1LfphLcmddF7hJkweNNRET09oqb18rNLAFEREREVD4xsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaJpPbDm5uZiypQpcHFxgbGxMapXr45vvvkGQgipjxACU6dOhb29PYyNjeHj44MbN25orCcpKQn+/v5Qq9WwsLDAwIEDkZaWpu1yiYiIiEjhtB5Y58+fj+XLl+OHH35AVFQU5s+fjwULFmDp0qVSnwULFiAwMBArVqxAWFgYTE1N4evri8zMTKmPv78/rly5gpCQEOzZswdHjx7F4MGDtV0uERERESmcnrZXePLkSXTv3h1dunQBADg7O2Pjxo04c+YMgJdXV5csWYLJkyeje/fuAIB169bB1tYWu3btQt++fREVFYXg4GCcPXsWjRs3BgAsXboUnTt3xrfffgsHBwdtl01ERERECqX1K6wtWrTAwYMHcf36dQBAZGQkjh8/jk6dOgEAYmJiEB8fDx8fH+k15ubmaNasGU6dOgUAOHXqFCwsLKSwCgA+Pj7Q0dFBWFhYodt98eIFUlNTNR5EREREVPZp/QrrxIkTkZqaitq1a0NXVxe5ubmYPXs2/P39AQDx8fEAAFtbW43X2draSsvi4+NhY2OjWaieHqysrKQ+r5s7dy5mzJih7d0hIiIiIplp/Qrrli1bsH79emzYsAHnz59HUFAQvv32WwQFBWl7UxomTZqElJQU6XHv3r0S3R4RERERlQ6tX2EdP348Jk6ciL59+wIA6tWrh7t372Lu3LkICAiAnZ0dACAhIQH29vbS6xISElC/fn0AgJ2dHRITEzXWm5OTg6SkJOn1rzM0NIShoaG2d4eIiIiIZKb1K6wZGRnQ0dFcra6uLvLy8gAALi4usLOzw8GDB6XlqampCAsLg5eXFwDAy8sLycnJCA8Pl/ocOnQIeXl5aNasmbZLJiIiIiIF0/oV1q5du2L27NmoWrUq6tSpgwsXLmDx4sUYMGAAAEClUmHMmDGYNWsWatSoARcXF0yZMgUODg7w8/MDALi5uaFjx44YNGgQVqxYgezsbIwYMQJ9+/blDAFERERE7xitB9alS5diypQp+Pzzz5GYmAgHBwcMGTIEU6dOlfpMmDAB6enpGDx4MJKTk/Hee+8hODgYRkZGUp/169djxIgRaN++PXR0dNCzZ08EBgZqu1wiIiIiUjiVePUrqMqR1NRUmJubIyUlBWq1utS37zzxz1LfphLcmddF7hJkweNNRET09oqb17Q+hpWIiIiISJsYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRSiSwPnjwAJ988gmsra1hbGyMevXq4dy5c9JyIQSmTp0Ke3t7GBsbw8fHBzdu3NBYR1JSEvz9/aFWq2FhYYGBAwciLS2tJMolIiIiIgXTemB9+vQpWrZsCX19fezduxdXr17FokWLYGlpKfVZsGABAgMDsWLFCoSFhcHU1BS+vr7IzMyU+vj7++PKlSsICQnBnj17cPToUQwePFjb5RIRERGRwulpe4Xz58+Ho6Mj1qxZI7W5uLhI/y+EwJIlSzB58mR0794dALBu3TrY2tpi165d6Nu3L6KiohAcHIyzZ8+icePGAIClS5eic+fO+Pbbb+Hg4KDtsomIiIhIobR+hXX37t1o3LgxevXqBRsbGzRo0ACrVq2SlsfExCA+Ph4+Pj5Sm7m5OZo1a4ZTp04BAE6dOgULCwsprAKAj48PdHR0EBYWVuh2X7x4gdTUVI0HEREREZV9Wg+st2/fxvLly1GjRg3s27cPw4YNw6hRoxAUFAQAiI+PBwDY2tpqvM7W1lZaFh8fDxsbG43lenp6sLKykvq8bu7cuTA3N5cejo6O2t41IiIiIpKB1gNrXl4eGjZsiDlz5qBBgwYYPHgwBg0ahBUrVmh7UxomTZqElJQU6XHv3r0S3R4RERERlQ6tB1Z7e3u4u7trtLm5uSE2NhYAYGdnBwBISEjQ6JOQkCAts7OzQ2JiosbynJwcJCUlSX1eZ2hoCLVarfEgIiIiorJP64G1ZcuWiI6O1mi7fv06nJycALy8AcvOzg4HDx6UlqempiIsLAxeXl4AAC8vLyQnJyM8PFzqc+jQIeTl5aFZs2baLpmIiIiIFEzrswSMHTsWLVq0wJw5c9C7d2+cOXMGK1euxMqVKwEAKpUKY8aMwaxZs1CjRg24uLhgypQpcHBwgJ+fH4CXV2Q7duwoDSXIzs7GiBEj0LdvX84QQERERPSO0XpgbdKkCXbu3IlJkyZh5syZcHFxwZIlS+Dv7y/1mTBhAtLT0zF48GAkJyfjvffeQ3BwMIyMjKQ+69evx4gRI9C+fXvo6OigZ8+eCAwM1Ha5RERERKRwKiGEkLuIkpCamgpzc3OkpKTIMp7VeeKfpb5NJbgzr4vcJciCx5uIiOjtFTevlchXsxIRERERaQsDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxGRjJYvXw4PDw+o1Wqo1Wp4eXlh79690vL4+Hh8+umnsLOzg6mpKRo2bIjt27drrOP69evo3r07KlasCLVajffeew+HDx8u7V0hIioxDKxERDKqUqUK5s2bh/DwcJw7dw7t2rVD9+7dceXKFQBAv379EB0djd27d+PSpUvo0aMHevfujQsXLkjr+OCDD5CTk4NDhw4hPDwcnp6e+OCDDxAfHy/XbhERaRUDKxGRjLp27YrOnTujRo0aqFmzJmbPno0KFSrg9OnTAICTJ09i5MiRaNq0KapVq4bJkyfDwsIC4eHhAIDHjx/jxo0bmDhxIjw8PFCjRg3MmzcPGRkZuHz5spy7RkSkNSUeWOfNmweVSoUxY8ZIbZmZmRg+fDisra1RoUIF9OzZEwkJCRqvi42NRZcuXWBiYgIbGxuMHz8eOTk5JV0uEZFscnNzsWnTJqSnp8PLywsA0KJFC2zevBlJSUnIy8vDpk2bkJmZiTZt2gAArK2tUatWLaxbtw7p6enIycnBTz/9BBsbGzRq1EjGvSEi0h69klz52bNn8dNPP8HDw0OjfezYsfjzzz+xdetWmJubY8SIEejRowdOnDgB4OVJu0uXLrCzs8PJkycRFxeHfv36QV9fH3PmzCnJkomISt2lS5fg5eWFzMxMVKhQATt37oS7uzsAYMuWLejTpw+sra2hp6cHExMT7Ny5E66urgAAlUqFAwcOwM/PD2ZmZtDR0YGNjQ2Cg4NhaWkp524REWlNiV1hTUtLg7+/P1atWqVx0kxJScHq1auxePFitGvXDo0aNcKaNWtw8uRJ6U9g+/fvx9WrV/Hbb7+hfv366NSpE7755hssW7YMWVlZJVUyEZEsatWqhYiICISFhWHYsGEICAjA1atXAQBTpkxBcnIyDhw4gHPnzmHcuHHo3bs3Ll26BAAQQmD48OGwsbHBsWPHcObMGfj5+aFr166Ii4uTc7eIiLSmxALr8OHD0aVLF/j4+Gi0h4eHIzs7W6O9du3aqFq1Kk6dOgUAOHXqFOrVqwdbW1upj6+vL1JTU6UbEV734sULpKamajyIiMoCAwMDuLq6olGjRpg7dy48PT3x/fff49atW/jhhx/wyy+/oH379vD09MS0adPQuHFjLFu2DABw6NAh7NmzB5s2bULLli3RsGFD/PjjjzA2NkZQUJDMe0ZEpB0lMiRg06ZNOH/+PM6ePVtgWXx8PAwMDGBhYaHRbmtrK93RGh8frxFW85fnLyvM3LlzMWPGDC1UT0Qkr7y8PLx48QIZGRkAAB0dzWsLurq6yMvLA4Ai++jo6Eh9iIjKOq1fYb137x5Gjx6N9evXw8jISNurL9KkSZOQkpIiPe7du1dq2yYi+qcmTZqEo0eP4s6dO7h06RImTZqE0NBQ+Pv7o3bt2nB1dcWQIUNw5swZ3Lp1C4sWLUJISAj8/PwAAF5eXrC0tERAQAAiIyNx/fp1jB8/HjExMejSpYu8O0dEpCVaD6zh4eFITExEw4YNoaenBz09PRw5cgSBgYHQ09ODra0tsrKykJycrPG6hIQE2NnZAQDs7OwKzBqQ/zy/z+sMDQ2libfzH0RESpeYmIh+/fqhVq1aaN++Pc6ePYt9+/bh/fffh76+Pv766y9UqlQJXbt2hYeHB9atW4egoCB07twZAFCxYkUEBwcjLS0N7dq1Q+PGjXH8+HH8/vvv8PT0lHnviIi0QyWEENpc4bNnz3D37l2Ntv79+6N27dr46quv4OjoiEqVKmHjxo3o2bMnACA6Ohq1a9fGqVOn0Lx5c+zduxcffPAB4uLiYGNjAwBYuXIlxo8fj8TERBgaGv5tHampqTA3N0dKSoos4dV54p+lvk0luDPv3byiw+P9buHxJiLSjuLmNa2PYTUzM0PdunU12kxNTWFtbS21Dxw4EOPGjYOVlRXUajVGjhwJLy8vNG/eHADQoUMHuLu749NPP8WCBQsQHx+PyZMnY/jw4cUKq0RERERUfpToPKxF+e6776Cjo4OePXvixYsX8PX1xY8//igt19XVxZ49ezBs2DB4eXnB1NQUAQEBmDlzphzlEhEREZGMSiWwhoaGajw3MjLCsmXLpGlZCuPk5IS//vqrhCsjIiIiIqUr8a9mJSIiIiL6NxhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0bQeWOfOnYsmTZrAzMwMNjY28PPzQ3R0tEafzMxMDB8+HNbW1qhQoQJ69uyJhIQEjT6xsbHo0qULTExMYGNjg/HjxyMnJ0fb5RIRERGRwmk9sB45cgTDhw/H6dOnERISguzsbHTo0AHp6elSn7Fjx+KPP/7A1q1bceTIETx8+BA9evSQlufm5qJLly7IysrCyZMnERQUhLVr12Lq1KnaLpeIiIiIFE5P2ysMDg7WeL527VrY2NggPDwcrVu3RkpKClavXo0NGzagXbt2AIA1a9bAzc0Np0+fRvPmzbF//35cvXoVBw4cgK2tLerXr49vvvkGX331FaZPnw4DAwNtl01EREREClXiY1hTUlIAAFZWVgCA8PBwZGdnw8fHR+pTu3ZtVK1aFadOnQIAnDp1CvXq1YOtra3Ux9fXF6mpqbhy5Uqh23nx4gVSU1M1HkRERERU9pVoYM3Ly8OYMWPQsmVL1K1bFwAQHx8PAwMDWFhYaPS1tbVFfHy81OfVsJq/PH9ZYebOnQtzc3Pp4ejoqOW9ISIiIiI5lGhgHT58OC5fvoxNmzaV5GYAAJMmTUJKSor0uHfvXolvk4iIiIhKntbHsOYbMWIE9uzZg6NHj6JKlSpSu52dHbKyspCcnKxxlTUhIQF2dnZSnzNnzmisL38Wgfw+rzM0NIShoaGW94KIiIiI5Kb1K6xCCIwYMQI7d+7EoUOH4OLiorG8UaNG0NfXx8GDB6W26OhoxMbGwsvLCwDg5eWFS5cuITExUeoTEhICtVoNd3d3bZdMRERERAqm9Susw4cPx4YNG/D777/DzMxMGnNqbm4OY2NjmJubY+DAgRg3bhysrKygVqsxcuRIeHl5oXnz5gCADh06wN3dHZ9++ikWLFiA+Ph4TJ48GcOHD+dVVCIiIqJ3jNYD6/LlywEAbdq00Whfs2YNPvvsMwDAd999Bx0dHfTs2RMvXryAr68vfvzxR6mvrq4u9uzZg2HDhsHLywumpqYICAjAzJkztV0uERERESmc1gOrEOJv+xgZGWHZsmVYtmxZkX2cnJzw119/abM0IiIiIiqDSnweViIiIiKif4OBlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiEgm06dPh0ql0njUrl0bAHDnzp0Cy/IfW7dulblyotKlJ3cBRERE77I6dergwIED0nM9vZe/mh0dHREXF6fRd+XKlVi4cCE6depUqjUSyY2BlYiISEZ6enqws7Mr0K6rq1ugfefOnejduzcqVKhQWuURKQKHBBAREcnoxo0bcHBwQLVq1eDv74/Y2NhC+4WHhyMiIgIDBw4s5QqJ5MfASkREJJNmzZph7dq1CA4OxvLlyxETE4NWrVrh2bNnBfquXr0abm5uaNGihQyVEsmLQwKIiIhk8upYVA8PDzRr1gxOTk7YsmWLxpXU58+fY8OGDZgyZYocZRLJjldYiYiIFMLCwgI1a9bEzZs3Ndq3bduGjIwM9OvXT6bKSBuWL18ODw8PqNVqqNVqeHl5Ye/evdLyIUOGoHr16jA2NkalSpXQvXt3XLt2TcaKlYOBlYiISCHS0tJw69Yt2Nvba7SvXr0a3bp1Q6VKlWSqjLShSpUqmDdvHsLDw3Hu3Dm0a9cO3bt3x5UrVwAAjRo1wpo1axAVFYV9+/ZBCIEOHTogNzdX5srlxyEBREREMvnyyy/RtWtXODk54eHDh5g2bRp0dXXx0UcfSX1u3ryJo0eP4q+//pKxUtKGrl27ajyfPXs2li9fjtOnT6NOnToYPHiwtMzZ2RmzZs2Cp6cn7ty5g+rVq5d2uYrCwEpERCST+/fv46OPPsKTJ09QqVIlvPfeezh9+rTGldRffvkFVapUQYcOHWSslLQtNzcXW7duRXp6Ory8vAosT09Px5o1a+Di4gJHR0cZKlQWBlYiIqI3cJ74Zwmu/FMYOH+K/AEApwG0X3UNwKvjFltC5+OWqPb13oKvL0F35nUp1e29Ky5dugQvLy9kZmaiQoUK2LlzJ9zd3aXlP/74IyZMmID09HTUqlULISEhMDAwkLFiZeAYViIiIqJSUqtWLURERCAsLAzDhg1DQEAArl69Ki339/fHhQsXcOTIEdSsWRO9e/dGZmamjBUrA6+wEhEREZUSAwMDuLq6Anh5k9XZs2fx/fff46effgIAmJubw9zcHDVq1EDz5s1haWmJnTt3aoxrfhfxCisRERGRTPLy8vDixYtClwkhIIQocvm7hFdYiYiIiErBpEmT0KlTJ1StWhXPnj3Dhg0bEBoain379uH27dvYvHkzOnTogEqVKuH+/fuYN28ejI2N0blzZ7lLlx0DKxEREdH/V5I32T3+KxwLf/wFuelJ0DE0hUElZ1TqNRODDmYhZ9dxPAnejsmzFiAvMw26phYwdKwDix5z0HTx2RKrKZ/Sb7JjYCUiIiIqBRU7jy5ymZ6ZNWx7zSjFasoWjmElIiIiIkVjYCUiIiIiRVN0YF22bBmcnZ1hZGSEZs2a4cyZM3KXRERERESlTLGBdfPmzRg3bhymTZuG8+fPw9PTE76+vkhMTJS7NCIiIiIqRYoNrIsXL8agQYPQv39/uLu7Y8WKFTAxMcEvv/wid2lEREREVIoUOUtAVlYWwsPDMWnSJKlNR0cHPj4+OHXqVKGvefHihcbEuikpKQCA1NTUki22CHkvMmTZrtzk+nnLjcf73cLj/W7h8X638HjLs10hxBv7KTKwPn78GLm5ubC1tdVot7W1xbVr1wp9zdy5czFjRsHpIBwdHUukRiqc+RK5K6DSxOP9buHxfrfweL9b5D7ez549g7m5eZHLFRlY/4lJkyZh3Lhx0vO8vDwkJSXB2toaKpVKxspKV2pqKhwdHXHv3j2o1Wq5y6ESxuP9buHxfrfweL9b3tXjLYTAs2fP4ODg8MZ+igysFStWhK6uLhISEjTaExISYGdnV+hrDA0NYWhoqNFmYWFRUiUqnlqtfqfe8O86Hu93C4/3u4XH+93yLh7vN11ZzafIm64MDAzQqFEjHDx4UGrLy8vDwYMH4eXlJWNlRERERFTaFHmFFQDGjRuHgIAANG7cGE2bNsWSJUuQnp6O/v37y10aEREREZUixQbWPn364NGjR5g6dSri4+NRv359BAcHF7gRizQZGhpi2rRpBYZHUPnE4/1u4fF+t/B4v1t4vN9MJf5uHgEiIiIiIhkpcgwrEREREVE+BlYiIiIiUjQGViIiIiJSNAZWIiIiolKUk5ODdevWFZhvnorGm66IypDnz59DCAETExMAwN27d7Fz5064u7ujQ4cOMldHRETFZWJigqioKDg5OcldSpnAK6xEZUj37t2xbt06AEBycjKaNWuGRYsWoXv37li+fLnM1VFJWLduHV68eFGgPSsrS3ovUPmQnp6OKVOmoEWLFnB1dUW1atU0HlS+NG3aFBEREXKXUWbwCms5k384VSqVzJVQSahYsSKOHDmCOnXq4Oeff8bSpUtx4cIFbN++HVOnTkVUVJTcJZKW6erqIi4uDjY2NhrtT548gY2NDXJzc2WqjLTto48+wpEjR/Dpp5/C3t6+wHl89OjRMlVGJWHLli2YNGkSxo4di0aNGsHU1FRjuYeHh0yVKZNivziA3s66deuwcOFC3LhxAwBQs2ZNjB8/Hp9++qnMlZE2ZWRkwMzMDACwf/9+9OjRAzo6OmjevDnu3r0rc3VUEoQQhf4D9P79+8X6/m0qO/bu3Ys///wTLVu2lLsUKgV9+/YFAIwaNUpqU6lU0mee/xjVxMBaDixevBhTpkzBiBEjpBPd8ePHMXToUDx+/Bhjx46VuULSFldXV+zatQsffvgh9u3bJx3bxMREqNVqmasjbWrQoAFUKhVUKhXat28PPb3/O13n5uYiJiYGHTt2lLFC0jZLS0tYWVnJXQaVkpiYGLlLKFM4JKAccHFxwYwZM9CvXz+N9qCgIEyfPp0finJk27Zt+Pjjj5Gbm4t27dohJCQEADB37lwcPXoUe/fulblC0pYZM2ZI//3iiy9QoUIFaZmBgQGcnZ3Rs2dPGBgYyFUiadlvv/2G33//HUFBQdKNlUT0EgNrOWBkZITLly/D1dVVo/3GjRuoV68eMjMzZaqMSkJ8fDzi4uLg6ekJHZ2X902eOXMGarUatWvXlrk60ragoCD06dMHRkZGcpdCJaxBgwa4desWhBBwdnaGvr6+xvLz58/LVBmVlF9//RUrVqxATEwMTp06BScnJyxZsgQuLi7o3r273OUpCocElAOurq7YsmULvv76a432zZs3o0aNGjJVRSXFzs4OaWlpCAkJQevWrWFsbIwmTZrwRrtyKiAgAMDLWQESExORl5ensbxq1apylEUlwM/PT+4SqBQtX74cU6dOxZgxYzB79mxpzKqFhQWWLFnCwPoaXmEtB7Zv344+ffrAx8dHGsN64sQJHDx4EFu2bMGHH34oc4WkLU+ePEHv3r1x+PBhqFQq3LhxA9WqVcOAAQNgaWmJRYsWyV0iadmNGzcwYMAAnDx5UqOdN2YQlW3u7u6YM2cO/Pz8YGZmhsjISFSrVg2XL19GmzZt8PjxY7lLVBReYS0HevbsibCwMCxevBi7du0CALi5ueHMmTNo0KCBvMWRVo0dOxb6+vqIjY2Fm5ub1N6nTx+MGzeOgbUc+uyzz6Cnp4c9e/YUOtURlT/h4eHSFHV16tThebyciomJKfTYGhoaIj09XYaKlI2BtZxo1KgR1q9fL3cZVML279+Pffv2oUqVKhrtNWrU4LRW5VRERATCw8M5PvkdkJiYiL59+yI0NBQWFhYAXn5BSNu2bbFp0yZUqlRJ3gJJq1xcXBAREVHgm66Cg4M1LkjQS/ymqzJMR0cHurq6b3y8OhUOlX3p6emF3j2clJQEQ0NDGSqikubu7s4/Db4jRo4ciWfPnuHKlStISkpCUlISLl++jNTUVI25Oql8GDduHIYPH47NmzdDCIEzZ85g9uzZmDRpEiZMmCB3eYrDMaxl2O+//17kslOnTiEwMBB5eXmcJaAcePjwIRwcHNC5c2c0atQI33zzDczMzHDx4kU4OTmhb9++yMvLw7Zt2+QulbTs0KFDmDx5MubMmYN69eoVuHOc8++WH+bm5jhw4ACaNGmi0X7mzBl06NABycnJ8hRGJWb9+vWYPn06bt26BQBwcHDAjBkzMHDgQJkrUx4G1nImOjoaEydOxB9//AF/f3/MnDmzwJ8bqOyxtLTEsmXL4OnpiXbt2qFhw4Y4dOgQunXrJl2NOXHiBKpXry53qaRl+VOXvT52lTddlT9mZmY4duwY6tevr9F+4cIFeHt7IzU1VZ7CqMRlZGQgLS2twFcw0//h34vLiYcPH2LatGkICgqCr68vIiIiULduXbnLIi2ZPXs2hgwZgo4dO+Lq1atYsWIFzMzMkJaWhh49emD48OGwt7eXu0wqAYcPH5a7BCol7dq1w+jRo7Fx40Y4ODgAAB48eICxY8eiffv2MldH2vbLL7+gbdu2cHFxgYmJCb8s4m/wCmsZl5KSgjlz5mDp0qWoX78+5s+fj1atWsldFpWAmJgYDBw4EFevXsXKlSvRrVs3uUsiIi26d++e9FcTR0dHqa1u3brYvXt3gZstqWyrUaMGbt++jcqVK8Pb2xve3t5o06ZNgS8BopcYWMuwBQsWYP78+bCzs8OcOXM4yfA74ocffsDYsWPh5uZW4KY6fhNO+ZWRkYHY2FhkZWVptHt4eMhUEZUEIQQOHDiAa9euAXg5RaGPj4/MVVFJefDgAUJDQ3H06FEcOXIEN27cgL29Pdq0aYPffvtN7vIUhYG1DNPR0YGxsTF8fHygq6tbZL8dO3aUYlVUku7evYv+/fvj8uXLGDJkSIHAOm3aNJkqo5Ly6NEj9O/fH3v37i10OcewEpV9GRkZOHbsGDZu3Ij169dDCIGcnBy5y1IUjmEtw/r168dJxN8hq1atwhdffAEfHx9cuXKFczK+I8aMGYPk5GSEhYWhTZs22LlzJxISEjBr1ix+UUQ5EBgYiMGDB8PIyAiBgYFv7MuprcqX/fv3IzQ0FKGhobhw4QLc3Nzg7e2Nbdu2oXXr1nKXpzi8wkpUBnTs2BFnzpzBkiVL0K9fP7nLoVJkb2+P33//HU2bNoVarca5c+dQs2ZN7N69GwsWLMDx48flLpH+BRcXF5w7dw7W1tZwcXEpsp9KpcLt27dLsTIqaTo6OqhUqRK++OILDB48WPqyCCocr7ASlQG5ubm4ePEib7p4B6Wnp0tT3VhaWuLRo0eoWbMm6tWrxzHL5UBMTEyh/0/l3+LFi3H06FEsWLAA33//vXTTVZs2bVCzZk25y1McftMVURkQEhLCsPqOqlWrFqKjowEAnp6e+Omnn/DgwQOsWLGCU5mVMzNnzkRGRkaB9ufPn2PmzJkyVEQlacyYMdixYwceP36M4OBgtGjRAsHBwahbty7P94XgkAAiIgX77bffkJOTg88++wzh4eHo2LEjkpKSYGBggLVr16JPnz5yl0haoquri7i4uAKTxz958gQ2Nja8wa4cEkLgwoULCA0NxeHDh3H8+HE8e/YM9erVw4ULF+QuT1EYWImIypCMjAxcu3YNVatWRcWKFeUuh7RIR0cHCQkJBW6oPHToEPr06YNHjx7JVBmVhK5du+LEiRNITU2Fp6cn2rRpA29vb7Ru3ZrjWQvBMaxERAo2c+ZMfPnll9K34JiYmKBhw4bSn4mnTp0qc4X0b1laWkKlUkGlUqFmzZoas7/k5uYiLS0NQ4cOlbFCKgm1a9fGkCFD0KpVK5ibm8tdjuLxCisRkYLxz8TlX1BQEIQQGDBgAJYsWaIRXgwMDODs7AwvLy8ZK6TSkpyczKurReAVViIiBRNCFDrfcmRkJKysrGSoiLQtICAAwMsprlq2bFngC0GofJo/fz6cnZ2lcei9e/fGtm3bYG9vj7/++guenp4yV6gsnCWAiEiBLC0tYWVlJf2Z2MrKSnqYm5vj/fffR+/eveUuk7TIzMwMUVFR0vPff/8dfn5++Prrrwt8JS+VfStWrICjoyOAlzPBhISEIDg4GJ06dcL48eNlrk55OCSAiEiB+Gfid0+TJk0wceJE9OzZE7dv34a7uzt69OiBs2fPokuXLliyZIncJZIWGRsb4/r163B0dMTo0aORmZmJn376CdevX0ezZs3w9OlTuUtUFP7dgYhIgQICApCTkwOVSoV27dpJV2Ko/Lp+/Trq168PANi6dSu8vb2xYcMGnDhxAn379mVgLWcsLS1x7949ODo6Ijg4GLNmzQLwchgQx6YXxCEBREQKpaenh2HDhiEvL0/uUqgUCCGkY33gwAF07twZAODo6IjHjx/LWRqVgB49euDjjz/G+++/jydPnqBTp04AgAsXLsDV1VXm6pSHV1iJiBSsadOmuHDhApycnOQuhUpY48aNMWvWLPj4+ODIkSNYvnw5gJdf2WpraytzdaRt3333HZydnXHv3j0sWLAAFSpUAADExcXh888/l7k65eEYViIiBduyZQsmTZqEsWPHolGjRjA1NdVY7uHhIVNlpG0XL16Ev78/YmNjMW7cOEybNg0AMHLkSDx58gQbNmyQuUIi+TCwEhEpmI5OwZFbKpVKmu6KY93Kv8zMTOjq6kJfX1/uUkjLbty4gcOHDyMxMbHA0B9+KYgmBlYiIgW7e/fuG5dzqED5kpycjG3btuHWrVsYP348rKyscP78edja2qJy5cpyl0datGrVKgwbNgwVK1aEnZ2dxnzLKpUK58+fl7E65WFgJSIiUoCLFy+iffv2sLCwwJ07dxAdHY1q1aph8uTJiI2Nxbp16+QukbTIyckJn3/+Ob766iu5SykTOEsAEZHC3bp1CyNHjoSPjw98fHwwatQo3Lp1S+6ySMvGjRuH/v3748aNGzAyMpLaO3fujKNHj8pYGZWEp0+folevXnKXUWYwsBIRKdi+ffvg7u6OM2fOwMPDAx4eHggLC0OdOnUQEhIid3mkRWfPnsWQIUMKtFeuXBnx8fEyVEQlqVevXti/f7/cZZQZnNaKiEjBJk6ciLFjx2LevHkF2r/66iu8//77MlVG2mZoaIjU1NQC7devX0elSpVkqIhKkqurK6ZMmYLTp0+jXr16BW6qGzVqlEyVKRPHsBIRKZiRkREuXbqEGjVqaLRfv34dHh4eyMzMlKky0rb//ve/ePLkCbZs2QIrKytcvHgRurq68PPzQ+vWrflNV+WMi4tLkctUKhVu375ditUoH6+wEhEpWKVKlRAREVEgsEZERMDGxkamqqgkLFq0CP/5z39gY2OD58+fw9vbG/Hx8fDy8sLs2bPlLo+0LCYmRu4SyhQGViIiBRs0aBAGDx6M27dvo0WLFgCAEydOYP78+Rg3bpzM1ZE2mZubIyQkBMePH8fFixeRlpaGhg0bwsfHR+7SiGTHIQFERAomhMCSJUuwaNEiPHz4EADg4OCA8ePHY9SoURpzNxJR2XL//n3s3r0bsbGxyMrK0li2ePFimapSJgZWIqIy4tmzZwAAMzMzmSuhkjBz5sw3Luc3H5UvBw8eRLdu3VCtWjVcu3YNdevWxZ07dyCEQMOGDXHo0CG5S1QUBlYiojIgMTER0dHRAIDatWvzrvFyqEGDBhrPs7OzERMTAz09PVSvXp3ffFTONG3aFJ06dcKMGTNgZmaGyMhI2NjYwN/fHx07dsSwYcPkLlFRGFiJiBTs2bNn+Pzzz7Fx40bpu8Z1dXXRp08fLFu2DObm5jJXSCUpNTUVn332GT788EN8+umncpdDWmRmZoaIiAhUr14dlpaWOH78OOrUqYPIyEh0794dd+7ckbtEReEXBxARKdh///tfhIWF4c8//0RycjKSk5OxZ88enDt3rtBJ5ql8UavVmDFjBqZMmSJ3KaRlpqam0rhVe3t7jW+ve/z4sVxlKRZnCSAiUrA9e/Zg3759eO+996Q2X19frFq1Ch07dpSxMiotKSkpSElJkbsM0rLmzZvj+PHjcHNzQ+fOnfHFF1/g0qVL2LFjB5o3by53eYrDwEpEpGDW1taF/tnf3NwclpaWMlREJSUwMFDjuRACcXFx+PXXX9GpUyeZqqKSsnjxYqSlpQEAZsyYgbS0NGzevBk1atTgDAGF4BhWIiIFW7lyJbZu3Ypff/0VdnZ2AID4+HgEBASgR48eHBZQjrz+zUc6OjqoVKkS2rVrh0mTJnF2CHqnMbASESlYgwYNcPPmTbx48QJVq1YFAMTGxsLQ0LDAt1/xLnIiKq84JICISMH8/PzkLoGISHa8wkpERKQAH374YbG/uWzHjh0lXA2RsvAKKxFRGZGWlibNxZpPrVbLVA1pm7m5OXbu3Alzc3M0btwYABAeHo6UlBT4+fnxa3jpncbASkSkYDExMRgxYgRCQ0ORmZkptQshoFKpkJubK2N1pE22trbo3bs3VqxYAV1dXQBAbm4uPv/8c6jVaixcuFDmCkmbZs6ciS+//BImJiYa7c+fP8fChQv5Vbyv4ZAAIiIFa9myJYQQGD16NGxtbQtcZfP29papMtK2SpUq4fjx46hVq5ZGe3R0NFq0aIEnT57IVBmVBF1dXcTFxcHGxkaj/cmTJ7CxseE/Rl/DK6xERAoWGRmJ8PDwAiGGyp+cnBxcu3atwLG+du1agaEgVPbl/5XkdZGRkbCyspKhImVjYCUiUrAmTZrg3r17DKzvgP79+2PgwIG4desWmjZtCgAICwvDvHnz0L9/f5mrI22xtLSESqWCSqVCzZo1NUJrbm4u0tLSMHToUBkrVCYOCSAiUrBbt25h6NCh+OSTT1C3bl3o6+trLPfw8JCpMtK2vLw8fPvtt/j+++8RFxcH4OV3zI8ePRpffPGFNK6VyragoCAIITBgwAAsWbJE45vsDAwM4OzsDC8vLxkrVCYGViIiBTt9+jQ+/vhj3LlzR2pTqVS86aqcS01NBcBZIMqzI0eOoGXLltDT4x+7i4OBlYhIwdzd3eHm5oYJEyYUetOVk5OTTJUR0b/x119/QVdXF76+vhrt+/btQ15eHjp16iRTZcrEwEpEpGCmpqaIjIyEq6ur3KUQkRZ5eHhg3rx56Ny5s0Z7cHAwvvrqK0RGRspUmTLpyF0AEREVrV27dvzFRVQO3bhxA+7u7gXaa9eujZs3b8pQkbJx4AQRkYJ17doVY8eOxaVLl1CvXr0CN11169ZNpsqI6N8wNzfH7du34ezsrNF+8+ZNmJqaylOUgnFIABGRgunoFP2HMN50RVR2DRkyBKdOncLOnTtRvXp1AC/Das+ePdGkSRP8/PPPMleoLAysREREChAYGFhou0qlgpGREVxdXdG6dWtOb1VOpKSkoGPHjjh37hyqVKkCALh//z5atWqFHTt2wMLCQt4CFYaBlYiISAFcXFzw6NEjZGRkwNLSEgDw9OlTmJiYoEKFCkhMTES1atVw+PBhODo6ylwtaYMQAiEhIYiMjISxsTE8PDzQunVructSJAZWIiKFCQwMxODBg2FkZFTkVbd8o0aNKqWqqKRt3LgRK1euxM8//6zxJ+IhQ4Zg8ODBaNmyJfr27Qs7Ozts27ZN5mpJmzIzM2FoaFjoV7XSSwysREQK4+LignPnzsHa2houLi5F9lOpVLh9+3YpVkYlqXr16ti+fTvq16+v0X7hwgX07NkTt2/fxsmTJ9GzZ0/pm7Co7MrLy8Ps2bOxYsUKJCQk4Pr166hWrRqmTJkCZ2dnDBw4UO4SFYWzBBARKUxMTEyh/0/lW1xcHHJycgq05+TkID4+HgDg4OCAZ8+elXZpVAJmzZqFoKAgLFiwAIMGDZLa69atiyVLljCwvobzsBIRESlA27ZtMWTIEFy4cEFqu3DhAoYNG4Z27doBAC5duvTGq+5Udqxbtw4rV66Ev7+/xo10np6euHbtmoyVKROvsBIRKVhubi7Wrl2LgwcPIjExEXl5eRrLDx06JFNlpG2rV6/Gp59+ikaNGknz7ebk5KB9+/ZYvXo1AKBChQpYtGiRnGWSljx48KDQb7DLy8tDdna2DBUpGwMrEZGCjR49GmvXrkWXLl1Qt25d3pRRjtnZ2SEkJATXrl3D9evXAQC1atVCrVq1pD5t27aVqzzSMnd3dxw7dgxOTk4a7du2bUODBg1kqkq5GFiJiBRs06ZN2LJlS4HvG6fyq3bt2qhdu7bcZVAJmzp1KgICAvDgwQPk5eVhx44diI6Oxrp167Bnzx65y1MczhJARKRgDg4OCA0NRc2aNeUuhUoYh3+8e44dO4aZM2ciMjISaWlpaNiwIaZOnYoOHTrIXZriMLASESnYokWLcPv2bfzwww8cDlDOjRgxQhr+YW9vX+B4f/fddzJVRtqWk5ODOXPmYMCAAdK3XNGbMbASESnYhx9+iMOHD8PKygp16tSRbsbJt2PHDpkqI22rWLEi1q1bx+Ef74gKFSrg8uXLcHZ2lruUMoFjWImIFMzCwgIffvih3GVQKTAwMCj0rnEqn9q3b48jR44wsBYTr7ASEREpAId/vFtWrFiBGTNmwN/fH40aNYKpqanG8m7duslUmTIxsBIRKZClpWWhocXc3Bw1a9bEl19+iffff1+GyqikcPjHu0VHp+jvblKpVMjNzS3FapSPQwKIiBRoyZIlhbYnJycjPDwcH3zwAbZt24auXbuWbmFUYjj8493y+iwQ9Ga8wkpEVAYtXrwY27Ztw8mTJ+UuhYjeUnZ2NoyNjREREYG6devKXU6ZUPT1aCIiUqwPPviA3zdeTj169AjHjx/H8ePH8ejRI7nLoRKgr6+PqlWr8s/+b4GBlYioDHrx4gUMDAzkLoO0KD09HQMGDIC9vT1at26N1q1bw8HBAQMHDkRGRobc5ZGW/e9//8PXX3+NpKQkuUspEzgkgIioDBozZgyuXbuG4OBguUshLRkyZAgOHDiAH374AS1btgQAHD9+HKNGjcL777+P5cuXy1whaVODBg1w8+ZNZGdnw8nJqcAsAefPn5epMmXiTVdERAo0bty4QttTUlJw/vx5XL9+HUePHi3lqqgkbd++Hdu2bUObNm2kts6dO8PY2Bi9e/dmYC1n/Pz85C6hTGFgJSJSoAsXLhTarlar8f7772PHjh1wcXEp5aqoJGVkZMDW1rZAu42NDYcElEPTpk2Tu4QyhUMCiIiIFKB9+/awtrbGunXrYGRkBAB4/vw5AgICkJSUhAMHDshcIZWE8PBwREVFAQDq1KmDBg0ayFyRMjGwEhERKcClS5fQsWNHvHjxAp6engCAyMhIGBkZYd++fahTp47MFZI2JSYmom/fvggNDYWFhQWAl/Mst23bFps2bUKlSpXkLVBhGFiJiIgUIiMjA+vXr5emLHNzc4O/vz+MjY1lroy0rU+fPrh9+zbWrVsHNzc3AMDVq1cREBAAV1dXbNy4UeYKlYWBlYiISGbZ2dmoXbs29uzZI4UXKt/Mzc1x4MABNGnSRKP9zJkz6NChA5KTk+UpTKE4DysREZHM9PX1kZmZKXcZVIry8vKgr69foF1fX59f21oIBlYiIiIFGD58OObPn4+cnBy5S6FS0K5dO4wePRoPHz6U2h48eICxY8eiffv2MlamTBwSQEREpAAffvghDh48iAoVKqBevXoFJpLfsWOHTJVRSbh37x66deuGK1euwNHRUWqrW7cudu/ejSpVqshcobJwHlYiIiIFsLCwQM+ePeUug0qJo6Mjzp8/jwMHDmjcZOfj4yNzZcrEK6xEREQyiomJ4ZdAEP0NjmElIiKSUfXq1eHi4oIBAwbgt99+w/379+UuiUrQoUOH4O7ujtTU1ALLUlJSUKdOHRw7dkyGypSNV1iJiIhkFBoaKj3CwsKQlZWFatWqoV27dmjbti3atm1b6Fe2UtnUrVs3tG3bFmPHji10eWBgIA4fPoydO3eWcmXKxsBKRESkEJmZmTh58qQUYM+cOSPN0XrlyhW5yyMtcHJyQnBwcJHz7V67dg0dOnRAbGxsKVembAysRERECpOVlYUTJ05g7969+Omnn5CWlobc3Fy5yyItMDIywuXLl+Hq6lro8ps3b6JevXp4/vx5KVembBzDSkREJLOsrCwcPXoUM2bMQNu2bWFhYYGhQ4fi6dOn+OGHHxATEyN3iaQllStXxuXLl4tcfvHiRdjb25diRWUDr7ASERHJqF27dggLC4OLiwu8vb3RqlUreHt7M7SUUyNHjkRoaCjOnj0LIyMjjWXPnz9H06ZN0bZtWwQGBspUoTIxsBIREclIX18f9vb28PPzQ5s2beDt7Q1ra2u5y6ISkpCQgIYNG0JXVxcjRoxArVq1ALwcu7ps2TLk5ubi/PnzvNHuNQysREREMkpPT8exY8cQGhqKw4cPIyIiAjVr1oS3t7cUYCtVqiR3maRFd+/exbBhw7Bv3z7kxzCVSgVfX18sW7aM8/IWgoGViIhIQZ49e4bjx4/j8OHDCA0NRWRkJGrUqPHGcY9UNj19+hQ3b96EEAI1atSApaWl3CUpFr+alYiISEFMTU1hZWUFKysrWFpaQk9PD1FRUXKXRSXA0tISTZo0kbuMMoFXWImIiGSUl5eHc+fOSUMCTpw4gfT0dFSuXFn64oC2bdvCyclJ7lKJZMPASkREJCO1Wo309HTY2dlJ4bRNmzaoXr263KURKQYDKxERkYx++ukntG3bFjVr1pS7FCLFYmAlIiIiIkXjN10RERERkaIxsBIRERGRojGwEhEREZGiMbCWkjZt2mDMmDFyl/FGzs7OWLJkSZlZrzapVCrs2rVL7jJKxPTp01G/fn2trvPOnTtQqVSIiIjQ6nrLgtL4LJfGZ2bt2rWwsLAo0W28S/7JOaQ4xzk+Ph7vv/8+TE1NpeNVns5Xr3+eMjIy0LNnT6jVaqhUKiQnJxf52tatW2PDhg0lX2Q50bdvXyxatEjuMv4xBtZSsmPHDnzzzTfF7l/WA0FQUBDee+89AMDZs2cxePDgYr82NDT0b09USrRq1Sq0atUKlpaWsLS0hI+PD86cOVPs13/22WdQqVQaj44dO77xNWvXri3wmvxHYmLiv92lElfc8JeZmYnPPvsM9erVg56eHvz8/LRei4uLCw4cOKD19SpVnz59cP369bd6TXGPV3R0NNq2bQtbW1sYGRmhWrVqmDx5MrKzs6U+hb13jYyMNNYjhMDUqVNhb28PY2Nj+Pj44MaNG8WqtayfQ/N99913iIuLQ0RExFsfr7dRWAiOi4vDxx9/jJo1a0JHR6fIY5+cnIzhw4fD3t4ehoaGqFmzJv76669/VEdQUBCOHTuGkydPIi4uDubm5oX22717NxISEtC3b99/tJ2SkpSUBH9/f6jValhYWGDgwIFIS0srsn/++7Swx9atWwEU/zwfGhqKhg0bwtDQEK6urli7dq3GtiZPnozZs2cjJSWlRPa9pPGbrkqJlZWVbNvOzs6Gvr5+qW7z999/R7du3QBAtu/AFkIgNzcXenql8zYPDQ3FRx99hBYtWsDIyAjz589Hhw4dcOXKFVSuXLlY6+jYsSPWrFkjPTc0NHxj/z59+hQItZ999hkyMzNhY2Pz9juhULm5uTA2NsaoUaOwfft2ra//4sWLePr0Kby9vbW+bqUyNjaGsbFxiaxbX18f/fr1Q8OGDWFhYYHIyEgMGjQIeXl5mDNnjtRPrVYjOjpaeq5SqTTWs2DBAgQGBiIoKAguLi6YMmUKfH19cfXq1QLhtiTJcQ7Nd+vWLTRq1Ag1atQo9W2/ePEClSpVwuTJk/Hdd98V2icrKwvvv/8+bGxssG3bNlSuXBl37979x1fvb926BTc3N9StW/eN/QIDA9G/f3/o6Cjrupu/vz/i4uIQEhKC7Oxs9O/fH4MHDy7ySrCjoyPi4uI02lauXImFCxeiU6dOAIp3no+JiUGXLl0wdOhQrF+/HgcPHsR///tf2Nvbw9fXFwBQt25dVK9eHb/99huGDx+u7V0veYJKhbe3txg9erT03MnJScyePVv0799fVKhQQTg6OoqffvpJWg5A4+Ht7S0tW7Vqlahdu7YwNDQUtWrVEsuWLZOWxcTECABi06ZNonXr1sLQ0FCsWbNGBAQEiO7du4uFCxcKOzs7YWVlJT7//HORlZWlUdN3332nUcOKFStEly5dhLGxsahdu7Y4efKkuHHjhvD29hYmJibCy8tL3Lx5U2Nfnz9/LkxNTUVUVFSR6121apXw8/MTxsbGwtXVVfz+++8a9b/6CAgIEEIIkZubK+bMmSOcnZ2FkZGR8PDwEFu3bpXWe/jwYQFA/PXXX6Jhw4ZCX19fHD58WHh7e4uRI0eK8ePHC0tLS2FrayumTZumUTMAsXPnTo0aNm/eLN577z1hZGQkGjduLKKjo8WZM2dEo0aNhKmpqejYsaNITEws8pjn5OQIMzMzERQUVGSfV+Ufo38jMTFR6Ovri3Xr1klt06ZNE56enmLFihWiSpUqwtjYWPTq1UskJye/cV25ubli/vz5onr16sLAwEA4OjqKWbNmCSH+72e0fft20aZNG2FsbCw8PDzEyZMnpdc/fvxY9O3bVzg4OAhjY2NRt25dsWHDBo39ff1Yx8TE/O0+FvVzyt/P1atXC0dHR2FqaiqGDRsmcnJyxPz584Wtra2oVKmStA+vmjlzpujTp4/0/Pjx48Lb21sYGxsLCwsL0aFDB5GUlCSEEMV6Pz19+lQMHDhQVKxYUZiZmYm2bduKiIgIjT67d+8WjRs3FoaGhsLa2lr4+flJy17/zKxatUqYm5uLAwcOSDUMHz5cDB8+XKjVamFtbS0mT54s8vLypNckJSWJTz/9VFhYWAhjY2PRsWNHcf36dWn5mjVrhLm5eYGf37p164STk5NQq9WiT58+IjU1Vfq5/5PjlW/s2LHivffeK3L7r8vLyxN2dnZi4cKFUltycrIwNDQUGzdu/NvtFXUOzc3NFTNmzBCVK1cWBgYGwtPTU+zdu1d6XVHnUCGEWL16tXB3dxcGBgbCzs5ODB8+XGN7RZ3XiuLk5CRmzpwp+vbtK0xMTISDg4P44YcfNJYXdi589XwlhBAXL14Ubdu2FUZGRsLKykoMGjRIPHv2TFp+5swZ4ePjI6ytrYVarRatW7cW4eHhRW7HycmpQK2v/w7Lt3z5clGtWjWN3yVv49X1ent7F/l771WJiYlCpVKJy5cva7QvWrRI1K1bV5iYmIgqVaqIYcOGafwchHjzZ/tN57ziuHr1qgAgzp49K7Xt3btXqFQq8eDBg2Kvp379+mLAgAFFLi/sPD9hwgRRp04djX59+vQRvr6+Gm0zZszQ+ByWJQyspaSwwGplZSWWLVsmbty4IebOnSt0dHTEtWvXhBAvTzAAxIEDB0RcXJx48uSJEEKI3377Tdjb24vt27eL27dvi+3btwsrKyuxdu1aIcT/nWydnZ2lPg8fPhQBAQFCrVaLoUOHiqioKPHHH38IExMTsXLlSo2aXg+WlStXFps3bxbR0dHCz89PODs7i3bt2ong4GBx9epV0bx5c9GxY0eNfd2zZ4+oWbPmG9dbpUoVsWHDBnHjxg0xatQoUaFCBfHkyRORk5Mjtm/fLgCI6OhoERcXJwWrWbNmidq1a4vg4GBx69YtsWbNGmFoaChCQ0OFEP8XWD08PMT+/fvFzZs3xZMnT4S3t7dQq9Vi+vTp4vr16yIoKEioVCqxf/9+jZpeD6z528rfz0aNGok2bdqI48ePi/PnzwtXV1cxdOjQIo95amqqMDIyEn/88cffvT2EEC8Dgbm5uahUqZKoWbOmGDp0qHj8+HGxXpvv22+/Febm5iIjI0NqmzZtmjA1NRXt2rUTFy5cEEeOHBGurq7i448/fuO6JkyYICwtLcXatWvFzZs3xbFjx8SqVauEEJo/oz179ojo6Gjxn//8Rzg5OYns7GwhhBD3798XCxcuFBcuXBC3bt0SgYGBQldXV4SFhQkhXoYPLy8vMWjQIBEXFyfi4uJETk5OsX5ORQXWChUqiP/85z/iypUrYvfu3cLAwED4+vqKkSNHimvXrolffvlFABCnT5/WeG3jxo2lMH3hwgVhaGgohg0bJiIiIsTly5fF0qVLxaNHj4QQoljvJx8fH9G1a1dx9uxZcf36dfHFF18Ia2tr6XO8Z88eoaurK6ZOnSquXr0qIiIixJw5c6TXv/qZmT9/vrC2tpZ+bvk1VKhQQYwePVpcu3ZN/PbbbwU+z926dRNubm7i6NGjIiIiQvj6+gpXV1cpWBQWWCtUqCB69OghLl26JI4ePSrs7OzE119//a+OlxBC3LhxQ7i5uYn//e9/UtuaNWuErq6uqFq1qqhSpYro1q2bRgC5deuWACAuXLigsa7WrVuLUaNG/e02izqHLl68WKjVarFx40Zx7do1MWHCBKGvry+F+aLOoT/++KMwMjISS5Yskf7xWtzzWlGcnJyEmZmZmDt3roiOjpY+I/nvpcTERNGxY0fRu3dvjXPhq+ertLQ0YW9vLx23gwcPChcXFyncCiHEwYMHxa+//iqioqLE1atXxcCBA4Wtra30j5HExEQBQKxZs0bExcUV+g/xogJrp06dhL+/vxg0aJCwsbERderUEbNnzy72e+PV9T558kQMGjRIeHl5aRyz1+3YsUOYmpqK3NxcjfbvvvtOHDp0SMTExIiDBw+KWrVqiWHDhknL/+6z/aZzXn6tr/5cX7d69WphYWGh0ZadnS10dXXFjh07ivXzOHfunAAgTpw4UWSfws7zrVq1KnB8fvnlF6FWqzXa9u7dKwwMDERmZmax6lESBtZSUlhg/eSTT6TneXl5wsbGRixfvlwI8X8nzddP1tWrV9e4SiWEEN98843w8vLSeN2SJUs0+gQEBAgnJyeNk0ivXr00rioVFiwnT54sPT916pQAIFavXi21bdy4URgZGWlsa9CgQeLLL78s9nrT0tIEAOkqR37wfPr0qdQnMzNTmJiYaFzBE0KIgQMHio8++kjjdbt27dLo4+3tXeBflE2aNBFfffWVRk2vB9aff/5ZYz8BiIMHD0ptc+fOFbVq1RJFGTZsmKhWrZp4/vx5kX1etXHjRvH777+Lixcvip07dwo3NzfRpEmTYp/4hRDCzc1N4wQtxMsgoqurK+7fvy+17d27V+jo6Ii4uLhC15OamioMDQ01TtavKuxndOXKFQFAurJemC5duogvvvhCel7UL8E3eVNgNTExkX4JCyGEr6+vcHZ21vjFVqtWLTF37lzp+f3794WBgYH0fvvoo49Ey5Yti9z+372fjh07JtRqdYFfCNWrV5f+iuLl5SX8/f2L3Eb+Z2bChAnC3t6+wJUkb29v4ebmpnFF9auvvhJubm5CCCGuX79e4Jfe48ePhbGxsdiyZYsQovDA+vrPb/z48aJZs2Ya232b4+Xl5SUMDQ0FADF48GCN43Dy5EkRFBQkLly4IEJDQ8UHH3wg1Gq1uHfvnhBCiBMnTggA4uHDhxrr7NWrl+jdu/ffbruoc6iDg4OYPXu2RluTJk3E559/rvG618+hDg4OGoH7dX93XiuMk5NTgX/w9+nTR3Tq1El63r179wIh6dXz1cqVK4WlpaVIS0uTlv/5559CR0dHxMfHF7rd3NxcYWZmpvGP6dev2r6uqGNfq1YtYWhoKAYMGCDOnTsnNm3aJKysrMT06dOLXNeb1jt69Ogir6zm++6770S1atX+dt1bt24V1tbW0vM3fbb/7pwnhBCffvqpmDhxYpHLZ8+erXGxJl+lSpXEjz/++Lf1CvHy90b+57gohZ3na9SoofGPXiFevg8AaATbyMhIAUDcuXOnWPUoCcewysjDw0P6f5VKBTs7uzfeKJOeno5bt25h4MCBGDRokNSek5NTYGB648aNC7y+Tp060NXVlZ7b29vj0qVLxa7R1tYWAFCvXj2NtszMTKSmpkKtVkMIgT/++ANbtmwp9npNTU2hVqvfuO83b95ERkYG3n//fY32rKwsNGjQQKOtsH1/dXvAy33/u5uSirPvRa1j3rx52LRpE0JDQ4s91u7Vmwfq1asHDw8PVK9eHaGhoWjfvj06deqEY8eOAQCcnJxw5coVjdefOnUKUVFR+PXXXwusu2rVqhrjaL28vJCXl4fo6GjcuHFDGisFvPyayBo1auDFixdo3779G2t+9Wdkb28PAEhMTETt2rWRm5uLOXPmYMuWLXjw4AGysrLw4sULmJiYvHGdderUwd27dwEArVq1wt69e9/Y/1XOzs4wMzOTntva2kJXV1djnNvrx2337t147733pDF3ERER6NWr1xu386b3U2RkJNLS0mBtba3R5/nz57h165a0jVc/w4VZtGgR0tPTce7cOVSrVq3A8ubNm2uM+fTy8sKiRYuQm5uLqKgo6OnpoVmzZtJya2tr1KpVC1FRUUVu8/WfX3E+J286Xps3b8azZ88QGRmJ8ePH49tvv8WECROker28vKS+LVq0gJubG3766ae3ukH1baSmpuLhw4do2bKlRnvLli0RGRmp0fbqeSQxMREPHz58q89Dcc5rADR+BvnP32aGiKioKHh6esLU1FRqa9mypfT5trW1RUJCAiZPnozQ0FAkJiYiNzcXGRkZiI2NLfZ2ipKXlwcbGxusXLkSurq6aNSoER48eICFCxdi2rRp/3r9hXn+/Hmh59UDBw5g7ty5uHbtGlJTU5GTk4PMzExkZGTAxMTkjZ/tqKiovz3nrVu3Tmv7UJjnz59jw4YNmDJlSpF93nSeL478cesZGRn/6PVyYmCV0euD+FUqFfLy8orsn3+n4apVqzR+EQHQCKIANE5e/3R7r78m/5djYW356zlz5gxycnLQokWLYq+3OLXk7/uff/5Z4Aam129MKs19L2wd3377LebNm4cDBw4UCDZvo1q1aqhYsSJu3ryJ9u3b4+eff8bz588L3R8A+Pnnn1G/fn00atTorbbTuHFjjTupbW1tcefOnWK99k3vhYULF+L777/HkiVLUK9ePZiammLMmDHIysp64zr/+usv6W7yt70pqLDj/HfHfvfu3dINgsXd5pvWmZaWBnt7e4SGhhZ4XX4oLs42WrVqhT///BNbtmzBxIkT/7a/NvyTz8mbjpejoyMAwN3dHbm5uRg8eDC++OKLAuer/G03aNAAN2/eBADY2dkBABISEqR/DOU/1/Y0bYV59TxS3PfhP/n5lYaAgAA8efIE33//PZycnGBoaAgvL6+//SwWh729PfT19TWOqZubG+Lj45GVlQUDA4N/vY3XVaxYEU+fPtVou3PnDj744AMMGzYMs2fPhpWVFY4fP46BAwciKysLJiYmbzyO2rgBsbCLTjk5OUhKSpLez2+ybds2ZGRkoF+/fkX2Keo8b2dnh4SEBI22hIQEqNVqjX1LSkoCIN/N0P+Gsm6vI0n+hzw3N1dqs7W1hYODA27fvg1XV1eNh4uLi1ylavj999/RpUuXQn8hFVdh++7u7g5DQ0PExsYW2Pf8X4pKsGDBAnzzzTcIDg4u9Erv27h//z6ePHki/bKuXLmytM9OTk4afdPS0rBlyxYMHDiw0HXFxsbi4cOH0vPTp09DR0cHtWrVgrGxscbP08zMDDVq1ICxsTEOHjz4j+s/ceIEunfvjk8++QSenp6oVq1agWl5DAwMNI4z8PLqcX4txZ1d4Z9KS0vD4cOH0b17d6nNw8PjX+13w4YNER8fDz09vQLv1YoVKxZ7G02bNsXevXsxZ84cfPvttwWWh4WFaTw/ffo0atSoAV1dXbi5uSEnJ0ejz5MnTxAdHQ13d/d/vG//5njl5eUhOzu7yACXm5uLS5cuSe93FxcX2NnZafycUlNTERYWVuCqZFG15q83n1qthoODA06cOKHR98SJE2/8uZiZmcHZ2flfvS+Kcvr06QLP3dzciv16Nzc3REZGIj09XWo7ceKE9PnOfz5q1Ch07twZderUgaGhIR4/fqyxHn19/QLHtjhatmyJmzdvahzX69evw97evkTCKgA0aNAA8fHxGqE1PDwceXl5WLRoEZo3b46aNWtqnPOAN3/utHHO8/LyQnJyMsLDw6W2Q4cOIS8vr8BFpsKsXr0a3bp1KzJMvuk87+XlVaD2kJCQAp+Vy5cvo0qVKtK5qCxhYFUoGxsbGBsbIzg4GAkJCdK8aTNmzMDcuXMRGBiI69ev49KlS1izZg0WL14sc8UvvX616p9wcnKCSqXCnj178OjRI6SlpcHMzAxffvklxo4di6CgINy6dQvnz5/H0qVLERQUpKXq/5358+djypQp+OWXX+Ds7Iz4+HjEx8e/cQ6+fGlpaRg/fjxOnz6NO3fu4ODBg+jevTtcXV2lKUneZPPmzcjJycEnn3xS6HIjIyMEBAQgMjISx44dw6hRo9C7d+8i/9VvZGSEr776ChMmTMC6detw69YtnD59GqtXr/7bWvLVqFEDISEhOHnyJKKiojBkyJACVwCcnZ0RFhaGO3fu4PHjx2+8GnX16lVEREQgKSkJKSkpiIiI+NdzbAYHB6NmzZpwdnaW2iZNmoSzZ8/i888/x8WLF3Ht2jUsX768wC/4ovj4+MDLywt+fn7Yv38/7ty5g5MnT+J///sfzp07BwCYNm0aNm7ciGnTpiEqKgqXLl3C/PnzC6yrRYsW+OuvvzBjxowCfyaOjY3FuHHjEB0djY0bN2Lp0qUYPXo0gJc/++7du2PQoEE4fvw4IiMj8cknn6By5coa4fxtFfd4rV+/Hlu2bEFUVBRu376NLVu2YNKkSejTp490FXLmzJnYv38/bt++jfPnz+OTTz7B3bt38d///hfAy6uTY8aMwaxZs7B7925cunQJ/fr1g4ODQ7Hm4S3qHDp+/HjMnz8fmzdvRnR0NCZOnIiIiAjpZ1eU6dOnY9GiRQgMDMSNGzek88/bqF27Nnbu3KnRduLECSxYsADXr1/HsmXLsHXr1r+t5VX+/v7S5/vy5cs4fPgwRo4ciU8//VQaylSjRg38+uuviIqKQlhYGPz9/QtcUcwP5K8HwfzPWVpaGh49eoSIiAhcvXpVWj5s2DAkJSVh9OjRuH79Ov7880/MmTOnRKdNatCgASpWrKjxDw9XV1dkZ2dj6dKluH37Nn799VesWLFC43Vv+mwX55zXr18/TJo0qci63Nzc0LFjRwwaNAhnzpzBiRMnMGLECPTt2xcODg4AgAcPHqB27doF5ui+efMmjh49Kr3/C/Om8/zQoUNx+/ZtTJgwAdeuXcOPP/6ILVu2YOzYsRr9jh07hg4dOhS5DUWTexDtu6Kwm65evRFJCCE8PT01psdZtWqVcHR0FDo6OhqD0NevXy/q168vDAwMhKWlpWjdurV0B2JRNxoUdqPK64PbC7s56tVB+IWt+9UbpG7evCkMDQ01Bv8XZ71CCGFubi5NHSPEy2mG7OzshEqlkm44yMvLE0uWLBG1atUS+vr6olKlSsLX11ccOXKkQC2vKuxmgddvZEAhN10VtZ/5Xr9p5fWpYfIfr095VJiMjAzRoUMHUalSJaGvry+cnJzEoEGDirxp4nVeXl5F3vWfP13Rjz/+KBwcHISRkZH4z3/+I03lUpTc3Fwxa9Ys4eTkJPT19UXVqlWlQf2F/YyePn0qAIjDhw8LIV7e8du9e3dRoUIFYWNjIyZPniz69eun8T6Mjo4WzZs3F8bGxn87TVJRP9/X9/NVhb3vX30/fPLJJ4XeSBMaGipatGghDA0NhYWFhfD19ZWOfXHeT6mpqWLkyJHCwcFB6OvrC0dHR+Hv7y9iY2OlPtu3b5c+xxUrVhQ9evTQ2NdXPzNHjhwRpqamIjAwUKrh888/F0OHDhVqtVpYWlqKr7/+utBprczNzYWxsbHw9fUt1rRWr/ruu+80pjgq7vHatGmTaNiwoahQoYIwNTUV7u7uYs6cORo3II4ZM0ZUrVpVGBgYCFtbW9G5c2dx/vx5jfXk5eWJKVOmCFtbW2FoaCjat28voqOjC91mYQo7h+bm5orp06eLypUrC319/SKntXr9HCqEECtWrJDOP/b29mLkyJHSsuKc1/D/78TP5+TkJGbMmCF69eolTExMhJ2dnfj+++811vF3N10J8ffTWp0/f140btxYGBkZiRo1aoitW7cWeI/t3r1buLq6Cj09PY1jXthn7vVpr06ePCmaNWsmDA0NRbVq1f7xLAFCFO+mKyFe3tHft29fjbbFixcLe3t76f2+bt26AuftN32233TOy6/1TbMECPHyvPfRRx+JChUqCLVaLfr3769xLPLfX/nnyXyTJk0Sjo6OBWY+eNWbzvNCvPw9lX9OqVatmsZ7TYiXU06am5uLU6dOvXEflEolhBAlHYrp3bB48WIcOHDgH3/DCVFpysnJga2tLfbu3YumTZvKXc5badOmDerXr6/4rzwmKinx8fGoU6cOzp8/X2CIFBVu+fLl2LlzJ/bv3y93Kf8IhwSQ1lSpUuWNfy4hUpKkpCSMHTsWTZo0kbsUInpLdnZ2WL16tVZmOnhX6Ovrv/UwFiXhFVaiUnDs2DGNqaNeV5xxrkT5eIUVmDNnjsbXvL7qbadDo5IRGxv7xpvZrl69iqpVq5ZiRVSWMbASlYLnz5/jwYMHRS53dXUtxWqIyr6kpCRpip7XGRsbl/gME/T3cnJy3jhFnrOzM/T0OLsmFQ8DKxEREREpGsewEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaL9Pz9RKMrGnPL3AAAAAElFTkSuQmCC","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":90,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m_torch.bfloat16_lf\n","不重要 1329\n","是 1199\n","不是 468\n","回答: 是 3\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqwAAAHPCAYAAACWSohZAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABYZklEQVR4nO3deXxMZ///8fckkUXIhmylSSwlllhbDVpKbkFqaZVqtVV1o72prYv63rV2UWq7qQraWn63qi6opm0qdkXtaVEi1FZEiiZp7JLr90cf5jYSW5uYI17Px2MezHVd58znzJyZvHPlnDM2Y4wRAAAAYFEuzi4AAAAAuBYCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0tycXUBhyc3N1ZEjR1SyZEnZbDZnlwMAAIArGGP0xx9/KDQ0VC4uV59HLbKB9ciRIypXrpyzywAAAMB1HDp0SGXLlr1qf5ENrCVLlpT05xPg4+Pj5GoAAABwpaysLJUrV86e266myAbWS4cB+Pj4EFgBAAAs7HqHb3LSFQAAACyNwAoAAABLI7AWMatWrVLr1q0VGhoqm82mhQsXOvQPGzZMVapUkbe3t/z9/RUTE6P169fb+/fv369u3bopIiJCXl5eqlChgoYOHarz5887rOfTTz9VrVq1VLx4cYWFhendd9+9FZsHAADuQATWIubUqVOqWbOmJk+enG//Pffco/fee0/btm3T999/r/DwcDVv3ly//fabJGnXrl3Kzc3V1KlTtWPHDo0fP17x8fH6v//7P/s6vv32W3Xu3FnPP/+8tm/frvfff1/jx4/Xe++9d0u2EQAA3Flsxhjj7CIKQ1ZWlnx9fZWZmXnHnnRls9m0YMECtWvX7qpjLj1PS5YsUbNmzfId8+6772rKlCn65ZdfJElPPvmkLly4oM8++8w+ZtKkSRo9erQOHjzIdW8BAMANudG8xgzrHez8+fOaNm2afH19VbNmzauOy8zMVEBAgP3+uXPn5Onp6TDGy8tLv/76qw4cOFBo9QIAgDsTgfUOlJCQoBIlSsjT01Pjx49XUlKSSpcune/YPXv2aNKkSerZs6e9LTY2VvPnz9fSpUuVm5ur3bt3a+zYsZKko0eP3pJtAAAAdw4C6x3ooYceUnJystauXasWLVqoY8eOSk9PzzPu8OHDatGihTp06KDu3bvb27t3767evXvr4Ycflru7u+6//3516tRJkq75tWoAAAB/BeniDuTt7a2KFSvq/vvv14cffig3Nzd9+OGHDmOOHDmihx56SA0aNNC0adMc+mw2m0aNGqXs7GwdOHBAaWlpuu+++yRJ5cuXv2XbAQAA7gxF9puucONyc3N17tw5+/3Dhw/roYceUt26dTVjxoyrzpq6urrqrrvukiTNnTtX0dHRKlOmzC2pGQAA3DkIrEVMdna29uzZY7+/b98+JScnKyAgQKVKldJbb72lNm3aKCQkRMePH9fkyZN1+PBhdejQQdKfYbVJkyYKCwvTmDFj7Je7kqTg4GBJ0vHjx/X555+rSZMmOnv2rGbMmKHPPvtMK1euvLUbCwAA7ggE1iJm06ZNeuihh+z3BwwYIEnq0qWL4uPjtWvXLs2aNUvHjx9XqVKldO+992r16tWqVq2aJCkpKUl79uzRnj17VLZsWYd1X34FtFmzZunll1+WMUbR0dFasWKF/bAAAACAgsR1WJ0k/LWvnV3CbWf/O3HOLgEAABQgrsMKAACAIoHACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACgAAAEsjsAIAAMDSCKwAAACwNAIrAAAALI3ACuAvWbVqlVq3bq3Q0FDZbDYtXLjQ3nfhwgUNHDhQNWrUkLe3t0JDQ/XMM8/oyJEjDus4efKkOnfuLB8fH/n5+albt27Kzs62969YsUJt27ZVSEiIvL29VatWLc2ZM+dWbSIAwCIIrAD+klOnTqlmzZqaPHlynr7Tp09ry5YtGjx4sLZs2aL58+crJSVFbdq0cRjXuXNn7dixQ0lJSUpISNCqVavUo0cPe//atWsVFRWlL774Qj/99JO6du2qZ555RgkJCYW+fQAA67AZY4yziygMWVlZ8vX1VWZmpnx8fJxdTh7hr33t7BJuO/vfiXN2CbgKm82mBQsWqF27dlcds3HjRt133306cOCA7r77bu3cuVNVq1bVxo0bVa9ePUlSYmKiWrVqpV9//VWhoaH5ricuLk5BQUH66KOPCmNTAAC30I3mNWZYAdwSmZmZstls8vPzkyStW7dOfn5+9rAqSTExMXJxcdH69euvuZ6AgIDCLhcAYCEEVgCF7uzZsxo4cKCeeOIJ+2/QaWlpCgwMdBjn5uamgIAApaWl5bueTz/9VBs3blTXrl0LvWYAgHUQWAEUqgsXLqhjx44yxmjKlCl/eT3Lly9X165dNX36dFWrVq0AKwQAWN1NB9ZbcWawJP3000964IEH5OnpqXLlymn06NF/bQsBOM2lsHrgwAElJSU5HJ8UHBys9PR0h/EXL17UyZMnFRwc7NC+cuVKtW7dWuPHj9czzzxzS2oHAFjHTQfWW3FmcFZWlpo3b66wsDBt3rxZ7777roYNG6Zp06b9hU0E4AyXwmpqaqqWLFmiUqVKOfRHR0crIyNDmzdvtrctW7ZMubm5ql+/vr1txYoViouL06hRoxw+JwAAdw63m12gZcuWatmyZb59vr6+SkpKcmh77733dN999+ngwYP2M4MTExMdzgyeNGmSWrVqpTFjxig0NFRz5szR+fPn9dFHH8nd3V3VqlVTcnKyxo0bxw8swCKys7O1Z88e+/19+/YpOTlZAQEBCgkJ0WOPPaYtW7YoISFBOTk59uNSAwIC5O7ursjISLVo0ULdu3dXfHy8Lly4oN69e6tTp072KwQsX75cDz/8sPr27av27dvb1+Hu7s6JVwBwByn0Y1j/ypnB69at04MPPih3d3f7mNjYWKWkpOj333/P93HOnTunrKwshxuAwrNp0ybVrl1btWvXliQNGDBAtWvX1pAhQ3T48GEtWrRIv/76q2rVqqWQkBD7be3atfZ1zJkzR1WqVFGzZs3UqlUrNWrUyOEvKbNmzdLp06c1cuRIh3U8+uijt3x7AQDOc9MzrDfjr54ZnJaWpoiICIcxQUFB9j5/f/88jzVy5EgNHz68MDYDuK0V5jV/wwbmvYD/CklN4nfk2ydJzyaekhIvq+nuzirVq7MkaZmk6m+u/F9fcAeFDeyQZx37VbjbxTV/AcBaCm2GtaDODL5RgwYNUmZmpv126NChQn9MAAAAFL5CmWG9/MzgZcuW3fSZwcHBwTp27JjDmEv3rzx7+BIPDw95eHgU5GYAAADAAgp8hrUgzgyOjo7WqlWrdOHCBfuYpKQkVa5cOd/DAQAAAFB03XRgzc7OVnJyspKTkyX978zggwcP6sKFC3rssce0adMmzZkzx35mcFpams6fPy9JDmcGb9iwQWvWrMlzZvCTTz4pd3d3devWTTt27NC8efP0n//8RwMGDCi4LQcAAMBt4aYPCdi0aZMeeugh+/1LIbJLly4aNmyYFi1aJEmqVauWw3LLly9XkyZNJP15ZnDv3r3VrFkzubi4qH379po4caJ9rK+vrxYvXqxevXqpbt26Kl26tIYMGcIlrQAAAO5ANx1YmzRpImPMVfuv1XdJQECAPv7442uOiYqK0urVq2+2PAAAABQxhX4dVgAAAODvILACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLu+nAumrVKrVu3VqhoaGy2WxauHChQ78xRkOGDFFISIi8vLwUExOj1NRUhzEnT55U586d5ePjIz8/P3Xr1k3Z2dkOY3766Sc98MAD8vT0VLly5TR69Oib3zoAAADc9m46sJ46dUo1a9bU5MmT8+0fPXq0Jk6cqPj4eK1fv17e3t6KjY3V2bNn7WM6d+6sHTt2KCkpSQkJCVq1apV69Ohh78/KylLz5s0VFhamzZs3691339WwYcM0bdq0v7CJAAAAuJ253ewCLVu2VMuWLfPtM8ZowoQJev3119W2bVtJ0uzZsxUUFKSFCxeqU6dO2rlzpxITE7Vx40bVq1dPkjRp0iS1atVKY8aMUWhoqObMmaPz58/ro48+kru7u6pVq6bk5GSNGzfOIdgCAACg6CvQY1j37duntLQ0xcTE2Nt8fX1Vv359rVu3TpK0bt06+fn52cOqJMXExMjFxUXr16+3j3nwwQfl7u5uHxMbG6uUlBT9/vvv+T72uXPnlJWV5XADAADA7a9AA2taWpokKSgoyKE9KCjI3peWlqbAwECHfjc3NwUEBDiMyW8dlz/GlUaOHClfX1/7rVy5cn9/gwAAAOB0ReYqAYMGDVJmZqb9dujQIWeXBAAAgAJQoIE1ODhYknTs2DGH9mPHjtn7goODlZ6e7tB/8eJFnTx50mFMfuu4/DGu5OHhIR8fH4cbAAAAbn8FGlgjIiIUHByspUuX2tuysrK0fv16RUdHS5Kio6OVkZGhzZs328csW7ZMubm5ql+/vn3MqlWrdOHCBfuYpKQkVa5cWf7+/gVZMgAAACzupgNrdna2kpOTlZycLOnPE62Sk5N18OBB2Ww29evXT2+++aYWLVqkbdu26ZlnnlFoaKjatWsnSYqMjFSLFi3UvXt3bdiwQWvWrFHv3r3VqVMnhYaGSpKefPJJubu7q1u3btqxY4fmzZun//znPxowYECBbTgAAABuDzd9WatNmzbpoYcest+/FCK7dOmimTNn6tVXX9WpU6fUo0cPZWRkqFGjRkpMTJSnp6d9mTlz5qh3795q1qyZXFxc1L59e02cONHe7+vrq8WLF6tXr16qW7euSpcurSFDhnBJKwAAgDuQzRhjnF1EYcjKypKvr68yMzMteTxr+GtfO7uE287+d+KcXcJtiX3t5rGvAcCtcaN5rchcJQAAAABFE4EVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgBQAAgKURWAEAAGBpBFYAAABYWoEH1pycHA0ePFgRERHy8vJShQoV9MYbb8gYYx9jjNGQIUMUEhIiLy8vxcTEKDU11WE9J0+eVOfOneXj4yM/Pz9169ZN2dnZBV0uAAAALK7AA+uoUaM0ZcoUvffee9q5c6dGjRql0aNHa9KkSfYxo0eP1sSJExUfH6/169fL29tbsbGxOnv2rH1M586dtWPHDiUlJSkhIUGrVq1Sjx49CrpcAAAAWJxbQa9w7dq1atu2reLi4iRJ4eHhmjt3rjZs2CDpz9nVCRMm6PXXX1fbtm0lSbNnz1ZQUJAWLlyoTp06aefOnUpMTNTGjRtVr149SdKkSZPUqlUrjRkzRqGhoQVdNgAAACyqwGdYGzRooKVLl2r37t2SpB9//FHff/+9WrZsKUnat2+f0tLSFBMTY1/G19dX9evX17p16yRJ69atk5+fnz2sSlJMTIxcXFy0fv36fB/33LlzysrKcrgBAADg9lfgM6yvvfaasrKyVKVKFbm6uionJ0dvvfWWOnfuLElKS0uTJAUFBTksFxQUZO9LS0tTYGCgY6FubgoICLCPudLIkSM1fPjwgt4cAAAAOFmBz7B++umnmjNnjj7++GNt2bJFs2bN0pgxYzRr1qyCfigHgwYNUmZmpv126NChQn08AAAA3BoFPsP6yiuv6LXXXlOnTp0kSTVq1NCBAwc0cuRIdenSRcHBwZKkY8eOKSQkxL7csWPHVKtWLUlScHCw0tPTHdZ78eJFnTx50r78lTw8POTh4VHQmwMAAAAnK/AZ1tOnT8vFxXG1rq6uys3NlSRFREQoODhYS5cutfdnZWVp/fr1io6OliRFR0crIyNDmzdvto9ZtmyZcnNzVb9+/YIuGQAAABZW4DOsrVu31ltvvaW7775b1apV09atWzVu3Dg999xzkiSbzaZ+/frpzTffVKVKlRQREaHBgwcrNDRU7dq1kyRFRkaqRYsW6t69u+Lj43XhwgX17t1bnTp14goBAAAAd5gCD6yTJk3S4MGD9a9//Uvp6ekKDQ1Vz549NWTIEPuYV199VadOnVKPHj2UkZGhRo0aKTExUZ6envYxc+bMUe/evdWsWTO5uLioffv2mjhxYkGXCwAAAIuzmcu/gqoIycrKkq+vrzIzM+Xj4+PscvIIf+1rZ5dw29n/TpyzS7gtsa/dPPY1ALg1bjSvFfgxrAAAAEBBIrACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLK5TAevjwYT311FMqVaqUvLy8VKNGDW3atMneb4zRkCFDFBISIi8vL8XExCg1NdVhHSdPnlTnzp3l4+MjPz8/devWTdnZ2YVRLgAAACyswAPr77//roYNG6pYsWL69ttv9fPPP2vs2LHy9/e3jxk9erQmTpyo+Ph4rV+/Xt7e3oqNjdXZs2ftYzp37qwdO3YoKSlJCQkJWrVqlXr06FHQ5QIAAMDi3Ap6haNGjVK5cuU0Y8YMe1tERIT9/8YYTZgwQa+//rratm0rSZo9e7aCgoK0cOFCderUSTt37lRiYqI2btyoevXqSZImTZqkVq1aacyYMQoNDS3osgEAAGBRBT7DumjRItWrV08dOnRQYGCgateurenTp9v79+3bp7S0NMXExNjbfH19Vb9+fa1bt06StG7dOvn5+dnDqiTFxMTIxcVF69evz/dxz507p6ysLIcbAAAAbn8FHlh/+eUXTZkyRZUqVdJ3332nF154QX369NGsWbMkSWlpaZKkoKAgh+WCgoLsfWlpaQoMDHTod3NzU0BAgH3MlUaOHClfX1/7rVy5cgW9aQAAAHCCAg+subm5qlOnjt5++23Vrl1bPXr0UPfu3RUfH1/QD+Vg0KBByszMtN8OHTpUqI8HAACAW6PAA2tISIiqVq3q0BYZGamDBw9KkoKDgyVJx44dcxhz7Ngxe19wcLDS09Md+i9evKiTJ0/ax1zJw8NDPj4+DjcAAADc/go8sDZs2FApKSkObbt371ZYWJikP0/ACg4O1tKlS+39WVlZWr9+vaKjoyVJ0dHRysjI0ObNm+1jli1bptzcXNWvX7+gSwYAAICFFfhVAvr3768GDRro7bffVseOHbVhwwZNmzZN06ZNkyTZbDb169dPb775pipVqqSIiAgNHjxYoaGhateunaQ/Z2RbtGhhP5TgwoUL6t27tzp16sQVAgAAAO4wBR5Y7733Xi1YsECDBg3SiBEjFBERoQkTJqhz5872Ma+++qpOnTqlHj16KCMjQ40aNVJiYqI8PT3tY+bMmaPevXurWbNmcnFxUfv27TVx4sSCLhcAAAAWZzPGGGcXURiysrLk6+urzMxMSx7PGv7a184u4baz/504Z5dwW2Jfu3nsawBwa9xoXiuUr2YFAAAACgqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQBwW3vnnXdks9nUr18/h/Z169apadOm8vb2lo+Pjx588EGdOXPG3r979261bdtWpUuXlo+Pjxo1aqTly5ff4uoB3AgCKwDgtrVx40ZNnTpVUVFRDu3r1q1TixYt1Lx5c23YsEEbN25U79695eLyvx97Dz/8sC5evKhly5Zp8+bNqlmzph5++GGlpaXd6s0AcB0EVgDAbSk7O1udO3fW9OnT5e/v79DXv39/9enTR6+99pqqVaumypUrq2PHjvLw8JAkHT9+XKmpqXrttdcUFRWlSpUq6Z133tHp06e1fft2Z2wOgGsgsAIAbku9evVSXFycYmJiHNrT09O1fv16BQYGqkGDBgoKClLjxo31/fff28eUKlVKlStX1uzZs3Xq1CldvHhRU6dOVWBgoOrWrXurNwXAdbg5uwAAAG7WJ598oi1btmjjxo15+n755RdJ0rBhwzRmzBjVqlVLs2fPVrNmzbR9+3ZVqlRJNptNS5YsUbt27VSyZEm5uLgoMDBQiYmJeWZrATgfM6wAgNvKoUOH1LdvX82ZM0eenp55+nNzcyVJPXv2VNeuXVW7dm2NHz9elStX1kcffSRJMsaoV69eCgwM1OrVq7Vhwwa1a9dOrVu31tGjR2/p9gC4PgIrAOC2snnzZqWnp6tOnTpyc3OTm5ubVq5cqYkTJ8rNzU1BQUGSpKpVqzosFxkZqYMHD0qSli1bpoSEBH3yySdq2LCh6tSpo/fff19eXl6aNWvWLd8mANfGIQEAgNtKs2bNtG3bNoe2rl27qkqVKho4cKDKly+v0NBQpaSkOIzZvXu3WrZsKUk6ffq0JDlcNeDS/UsztACsg8AKALitlCxZUtWrV3do8/b2VqlSpeztr7zyioYOHaqaNWuqVq1amjVrlnbt2qXPP/9ckhQdHS1/f3916dJFQ4YMkZeXl6ZPn659+/YpLi7ulm8TgGsjsAIAipx+/frp7Nmz6t+/v06ePKmaNWsqKSlJFSpUkCSVLl1aiYmJ+ve//62mTZvqwoULqlatmr788kvVrFnTydUDuJLNGGOcXURhyMrKkq+vrzIzM+Xj4+PscvIIf+1rZ5dw29n/DrMefwX72s1jX/tr2NduHvsa7nQ3mtc46QoAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWVuiB9Z133pHNZlO/fv3sbWfPnlWvXr1UqlQplShRQu3bt9exY8ccljt48KDi4uJUvHhxBQYG6pVXXtHFixcLu1wAAABYTKEG1o0bN2rq1KmKiopyaO/fv7+++uorffbZZ1q5cqWOHDmiRx991N6fk5OjuLg4nT9/XmvXrtWsWbM0c+ZMDRkypDDLBQAAgAUVWmDNzs5W586dNX36dPn7+9vbMzMz9eGHH2rcuHFq2rSp6tatqxkzZmjt2rX64YcfJEmLFy/Wzz//rP/+97+qVauWWrZsqTfeeEOTJ0/W+fPnC6tkAAAAWFChBdZevXopLi5OMTExDu2bN2/WhQsXHNqrVKmiu+++W+vWrZMkrVu3TjVq1FBQUJB9TGxsrLKysrRjx47CKhkAAAAW5FYYK/3kk0+0ZcsWbdy4MU9fWlqa3N3d5efn59AeFBSktLQ0+5jLw+ql/kt9+Tl37pzOnTtnv5+VlfV3NgEAAAAWUeAzrIcOHVLfvn01Z84ceXp6FvTqr2rkyJHy9fW138qVK3fLHhsAAACFp8AD6+bNm5Wenq46derIzc1Nbm5uWrlypSZOnCg3NzcFBQXp/PnzysjIcFju2LFjCg4OliQFBwfnuWrApfuXxlxp0KBByszMtN8OHTpU0JsGAAAAJyjwwNqsWTNt27ZNycnJ9lu9evXUuXNn+/+LFSumpUuX2pdJSUnRwYMHFR0dLUmKjo7Wtm3blJ6ebh+TlJQkHx8fVa1aNd/H9fDwkI+Pj8MNAAAAt78CP4a1ZMmSql69ukObt7e3SpUqZW/v1q2bBgwYoICAAPn4+OjFF19UdHS07r//fklS8+bNVbVqVT399NMaPXq00tLS9Prrr6tXr17y8PAo6JIBAABgYYVy0tX1jB8/Xi4uLmrfvr3OnTun2NhYvf/++/Z+V1dXJSQk6IUXXlB0dLS8vb3VpUsXjRgxwhnlAgAAwIluSWBdsWKFw31PT09NnjxZkydPvuoyYWFh+uabbwq5MgAAAFhdoX81KwAAAPB3EFgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClEVgBAABgaQRWAAAAWBqBFQAAAJZGYAUAAIClFXhgHTlypO69916VLFlSgYGBateunVJSUhzGnD17Vr169VKpUqVUokQJtW/fXseOHXMYc/DgQcXFxal48eIKDAzUK6+8oosXLxZ0uQAAALC4Ag+sK1euVK9evfTDDz8oKSlJFy5cUPPmzXXq1Cn7mP79++urr77SZ599ppUrV+rIkSN69NFH7f05OTmKi4vT+fPntXbtWs2aNUszZ87UkCFDCrpcAAAAWJxbQa8wMTHR4f7MmTMVGBiozZs368EHH1RmZqY+/PBDffzxx2ratKkkacaMGYqMjNQPP/yg+++/X4sXL9bPP/+sJUuWKCgoSLVq1dIbb7yhgQMHatiwYXJ3dy/osgEAAGBRhX4Ma2ZmpiQpICBAkrR582ZduHBBMTEx9jFVqlTR3XffrXXr1kmS1q1bpxo1aigoKMg+JjY2VllZWdqxY0dhlwwAAAALKfAZ1svl5uaqX79+atiwoapXry5JSktLk7u7u/z8/BzGBgUFKS0tzT7m8rB6qf9SX37OnTunc+fO2e9nZWUV1GYAAADAiQp1hrVXr17avn27Pvnkk8J8GEl/nuzl6+trv5UrV67QHxMAAACFr9ACa+/evZWQkKDly5erbNmy9vbg4GCdP39eGRkZDuOPHTum4OBg+5grrxpw6f6lMVcaNGiQMjMz7bdDhw4V4NYAAADAWQo8sBpj1Lt3by1YsEDLli1TRESEQ3/dunVVrFgxLV261N6WkpKigwcPKjo6WpIUHR2tbdu2KT093T4mKSlJPj4+qlq1ar6P6+HhIR8fH4cbAAAAbn8Ffgxrr1699PHHH+vLL79UyZIl7cec+vr6ysvLS76+vurWrZsGDBiggIAA+fj46MUXX1R0dLTuv/9+SVLz5s1VtWpVPf300xo9erTS0tL0+uuvq1evXvLw8CjokgEAAGBhBR5Yp0yZIklq0qSJQ/uMGTP07LPPSpLGjx8vFxcXtW/fXufOnVNsbKzef/99+1hXV1clJCTohRdeUHR0tLy9vdWlSxeNGDGioMsFAACAxRV4YDXGXHeMp6enJk+erMmTJ191TFhYmL755puCLA0AAAC3oUK/DisAAADwdxBYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAACApRFYAQAAYGkEVgAAAFgagRUAAACWRmAFAAD4i1atWqXWrVsrNDRUNptNCxcudHZJRRKBFQAA4C86deqUatasqcmTJzu7lCLNzdkFAAAA3K5atmypli1bOruMIo8ZVgAAAFgagRUAAACWRmAFAACApVk6sE6ePFnh4eHy9PRU/fr1tWHDBmeXBAAAgFvMsoF13rx5GjBggIYOHaotW7aoZs2aio2NVXp6urNLAwAAwC1k2cA6btw4de/eXV27dlXVqlUVHx+v4sWL66OPPnJ2aQAAAJKk7OxsJScnKzk5WZK0b98+JScn6+DBg84trIix5GWtzp8/r82bN2vQoEH2NhcXF8XExGjdunX5LnPu3DmdO3fOfj8zM1OSlJWVVbjF/kW55047u4TbjlVfS6tjX7t57Gt/DfvazWNfu/2tXr1aDz/8sP3+gAEDJElPPvmkpkyZ4qyybhuX3gPGmGsPNBZ0+PBhI8msXbvWof2VV14x9913X77LDB061Ejixo0bN27cuHHjdpvdDh06dM1saMkZ1r9i0KBB9t9qJCk3N1cnT55UqVKlZLPZnFjZ7SMrK0vlypXToUOH5OPj4+xyUISxr+FWYV/DrcK+9tcYY/THH38oNDT0muMsGVhLly4tV1dXHTt2zKH92LFjCg4OzncZDw8PeXh4OLT5+fkVVolFmo+PD2823BLsa7hV2Ndwq7Cv3TxfX9/rjrHkSVfu7u6qW7euli5dam/Lzc3V0qVLFR0d7cTKAAAAcKtZcoZV+vOg5S5duqhevXq67777NGHCBJ06dUpdu3Z1dmkAAAC4hSwbWB9//HH99ttvGjJkiNLS0lSrVi0lJiYqKCjI2aUVWR4eHho6dGieQyuAgsa+hluFfQ23Cvta4bIZc73rCAAAAADOY8ljWAEAAIBLCKwAAACwNAIrAAAALI3ACgAAcBMuXryo2bNn57lePAoPJ10BKHRnzpyRMUbFixeXJB04cEALFixQ1apV1bx5cydXBwA3r3jx4tq5c6fCwsKcXcodgRlWaPbs2Tp37lye9vPnz2v27NlOqAhFTdu2be37UkZGhurXr6+xY8eqbdu2mjJlipOrA4Cbd9999yk5OdnZZdwxmGGFXF1ddfToUQUGBjq0nzhxQoGBgcrJyXFSZSgqSpcurZUrV6patWr64IMPNGnSJG3dulVffPGFhgwZop07dzq7RBRhl37M2Ww2J1eCouTTTz/VoEGD1L9/f9WtW1fe3t4O/VFRUU6qrGiy7BcH4NYxxuT7Qf7rr7/e0Pf7Atdz+vRplSxZUpK0ePFiPfroo3JxcdH999+vAwcOOLk6FFWzZ8/Wu+++q9TUVEnSPffco1deeUVPP/20kytDUdCpUydJUp8+fextNpvN/jOVyZ6CRWC9g9WuXVs2m002m03NmjWTm9v/doecnBzt27dPLVq0cGKFKCoqVqyohQsX6pFHHtF3332n/v37S5LS09Pl4+Pj5OpQFI0bN06DBw9W79691bBhQ0nS999/r+eff17Hjx+374PAX7Vv3z5nl3BH4ZCAO9jw4cPt/7700ksqUaKEvc/d3V3h4eFq37693N3dnVUiiojPP/9cTz75pHJyctS0aVMlJSVJkkaOHKlVq1bp22+/dXKFKGoiIiI0fPhwPfPMMw7ts2bN0rBhwwgbwG2GwArNmjVLjz/+uDw9PZ1dCoqwtLQ0HT16VDVr1pSLy5/ne27YsEE+Pj6qUqWKk6tDUePp6ant27erYsWKDu2pqamqUaOGzp4966TKUJT8v//3/xQfH699+/Zp3bp1CgsL04QJExQREaG2bds6u7wihasEQF26dJGnp6fOnz+vX3/9VQcPHnS4AQUhODhYJUuWVFJSks6cOSNJuvfeewmrKBQVK1bUp59+mqd93rx5qlSpkhMqQlEzZcoUDRgwQK1atVJGRob9mFU/Pz9NmDDBucUVQcywQqmpqXruuee0du1ah3YOHEdBOXHihDp27Kjly5fLZrMpNTVV5cuX13PPPSd/f3+NHTvW2SWiiPniiy/0+OOPKyYmxn4M65o1a7R06VJ9+umneuSRR5xcIW53VatW1dtvv6127dqpZMmS+vHHH1W+fHlt375dTZo00fHjx51dYpHCSVfQs88+Kzc3NyUkJCgkJIRLv6DA9e/fX8WKFdPBgwcVGRlpb3/88cc1YMAAAisKXPv27bV+/XqNGzdOCxculCRFRkZqw4YNql27tnOLQ5Gwb9++fPclDw8PnTp1ygkVFW0EVig5OVmbN2/mT7MoNIsXL9Z3332nsmXLOrRXqlSJy1qh0NStW1dz5sxxdhkooiIiIpScnJznm64SExMdfjFHwSCwQlWrVuVPFyhUp06dsn8t6+VOnjwpDw8PJ1SEosrFxeW6fyWy2Wy6ePHiLaoIRdWAAQPUq1cvnT17VsYYbdiwQXPnztXIkSP1wQcfOLu8IodjWKFly5bp9ddf19tvv60aNWqoWLFiDv1cJxN/1ZEjRxQaGqpWrVqpbt26euONN1SyZEn99NNPCgsLU6dOnZSbm6vPP//c2aWiiPjyyy+v2rdu3TpNnDhRubm5XCUABWLOnDkaNmyY9u7dK0kKDQ3V8OHD1a1bNydXVvQQWGG/xNCVsxKcdIW/y9/fX5MnT1bNmjXVtGlT1alTR8uWLVObNm20Y8cOnTx5UmvWrFGFChWcXSqKsJSUFL322mv66quv1LlzZ40YMSLPn3GBv+P06dPKzs7O8xXnKDgcEgAtX77c2SWgiHrrrbfUs2dPtWjRQj///LPi4+NVsmRJZWdn69FHH1WvXr0UEhLi7DJRRB05ckRDhw7VrFmzFBsbq+TkZFWvXt3ZZaGI+Oijj/TQQw8pIiJCxYsXz/ewJxQcZlgBFKp9+/apW7du+vnnnzVt2jS1adPG2SWhiMvMzNTbb7+tSZMmqVatWho1apQeeOABZ5eFIqZSpUr65ZdfdNddd6lx48Zq3LixmjRpkufLKlAwCKywO336tA4ePKjz5887tEdFRTmpIhQl7733nvr376/IyEi5uTn+cWfLli1OqgpFzejRozVq1CgFBwfr7bff5tuGUKgOHz6sFStWaNWqVVq5cqVSU1MVEhKiJk2a6L///a+zyytSCKzQb7/9pq5du171+9w5hhV/14EDB9S1a1dt375dPXv2zBNYhw4d6qTKUNS4uLjIy8tLMTExcnV1veq4+fPn38KqUNSdPn1aq1ev1ty5czVnzhwZY7gSRQHjGFaoX79+ysjI0Pr169WkSRMtWLBAx44d05tvvskF3fG3TZ8+XS+99JJiYmK0Y8cOlSlTxtkloQh75pln+PIT3BKLFy/WihUrtGLFCm3dulWRkZFq3LixPv/8cz344IPOLq/IYYYVCgkJ0Zdffqn77rtPPj4+2rRpk+655x4tWrRIo0eP1vfff+/sEnGbatGihTZs2KAJEybomWeecXY5AFBgXFxcVKZMGb300kvq0aOH/Pz8nF1Skebi7ALgfKdOnbJfisPf31+//fabJKlGjRocW4i/JScnRz/99BNhFUCRM27cODVs2FCjR49WtWrV9OSTT2ratGnavXu3s0srkgisUOXKlZWSkiJJqlmzpqZOnarDhw8rPj6eSw7hb0lKSsrzdawAUBT069dP8+fP1/Hjx5WYmKgGDRooMTFR1atX53OvEHAMK9S3b18dPXpU0p8nv7Ro0UJz5syRu7u7Zs6c6dziAACwKGOMtm7dqhUrVmj58uX6/vvvlZuby7H6hYBjWJHH6dOntWvXLt19990qXbq0s8sBAMByWrdurTVr1igrK0s1a9ZUkyZN1LhxYz344IMcz1oIOCQAGjFihE6fPm2/X7x4cdWpU0fe3t4aMWKEEysDAMCaqlSpotmzZ+vEiRPavHmzxo4dqzZt2hBWCwkzrJCrq6uOHj2a5zuQT5w4ocDAQK7DCgDADcjIyCCwFhJmWCFjTL7XLfzxxx8VEBDghIoAALC2UaNGad68efb7HTt2VEBAgO666y79+OOPTqysaCKw3sH8/f0VEBAgm82me+65RwEBAfabr6+v/vGPf6hjx47OLhMAAMuJj49XuXLlJP15RZSkpCQlJiaqZcuWeuWVV5xcXdHDVQLuYBMmTJAxRs8995yGDx8uX19fe5+7u7vCw8MVHR3txAoBALCmtLQ0e2BNSEhQx44d1bx5c4WHh6t+/fpOrq7oIbDewbp06aKLFy/KZrOpadOm9jceAAC4Nn9/fx06dEjlypVTYmKi3nzzTUl/HmbHuR8Fj0MC7nBubm564YUXlJub6+xSAAC4bTz66KN68skn9Y9//EMnTpxQy5YtJUlbt25VxYoVnVxd0cMMK3Tfffdp69atCgsLc3YpAADcFsaPH6/w8HAdOnRIo0ePVokSJSRJR48e1b/+9S8nV1f0cFkr6NNPP9WgQYPUv39/1a1bV97e3g79UVFRTqoMAACAwApJLi55jwyx2Wz2y11xLA4AAHmlpqZq+fLlSk9Pz3No3ZAhQ5xUVdFEYIUOHDhwzX4OFQAAwNH06dP1wgsvqHTp0goODna4nrnNZtOWLVucWF3RQ2AFAAC4SWFhYfrXv/6lgQMHOruUOwKBFZKkvXv3asKECdq5c6ckqWrVqurbt68qVKjg5MoAALAeHx8fJScnq3z58s4u5Y7AZa2g7777TlWrVtWGDRsUFRWlqKgorV+/XtWqVVNSUpKzywMAwHI6dOigxYsXO7uMOwYzrFDt2rUVGxurd955x6H9tdde0+LFizkOBwCAK4wcOVLjxo1TXFycatSooWLFijn09+nTx0mVFU0EVsjT01Pbtm1TpUqVHNp3796tqKgonT171kmVAQBgTREREVfts9ls+uWXX25hNUUfXxwAlSlTRsnJyXkCa3JysgIDA51UFQAA1rVv3z5nl3BHIbBC3bt3V48ePfTLL7+oQYMGkqQ1a9Zo1KhRGjBggJOrAwAAdzoOCYCMMZowYYLGjh2rI0eOSJJCQ0P1yiuvqE+fPg7XlgMAAH/69ddftWjRIh08eFDnz5936Bs3bpyTqiqaCKxw8Mcff0iSSpYs6eRKAACwrqVLl6pNmzYqX768du3aperVq2v//v0yxqhOnTpatmyZs0ssUrisFezS09OVnJys5ORk/fbbb84uBwAAyxo0aJBefvllbdu2TZ6envriiy906NAhNW7cWB06dHB2eUUOgRX6448/9PTTTys0NFSNGzdW48aNFRoaqqeeekqZmZnOLg8AAMvZuXOnnnnmGUmSm5ubzpw5oxIlSmjEiBEaNWqUk6sregis0D//+U+tX79eX3/9tTIyMpSRkaGEhARt2rRJPXv2dHZ5AABYjre3t/241ZCQEO3du9fed/z4cWeVVWRxlQAoISFB3333nRo1amRvi42N1fTp09WiRQsnVgYAgDXdf//9+v777xUZGalWrVrppZde0rZt2zR//nzdf//9zi6vyCGwQqVKlZKvr2+edl9fX/n7+zuhIgAArG3cuHHKzs6WJA0fPlzZ2dmaN2+eKlWqxBUCCgFXCYCmTZumzz77TP/v//0/BQcHS5LS0tLUpUsXPfrooxwWAAAAnIrACtWuXVt79uzRuXPndPfdd0uSDh48KA8PjzzffrVlyxZnlAgAAO5gHBIAtWvXztklAAAAXBUzrAAAALA0ZljhIDs7W7m5uQ5tPj4+TqoGAACA67BC0r59+xQXFydvb2/7lQH8/f3l5+fHVQIAAMjHiBEjdPr06TztZ86c0YgRI5xQUdHGIQFQw4YNZYxR3759FRQUJJvN5tDfuHFjJ1UGAIA1ubq66ujRowoMDHRoP3HihAIDA5WTk+OkyoomDgmAfvzxR23evFmVK1d2dikAANwWjDF5JnikP3+mBgQEOKGioo3ACt177706dOgQgRUAgOvw9/eXzWaTzWbTPffc4xBac3JylJ2dreeff96JFRZNHBIA7d27V88//7yeeuopVa9eXcWKFXPoj4qKclJlAABYy6xZs2SM0XPPPacJEyY4fFOku7u7wsPDFR0d7cQKiyYCK/TDDz/oySef1P79++1tNpvN/ucOjsMBAMDRypUr1bBhQ7m58cfqW4HAClWtWlWRkZF69dVX8z3pKiwszEmVAQBgTd98841cXV0VGxvr0P7dd98pNzdXLVu2dFJlRROBFfL29taPP/6oihUrOrsUAABuC1FRUXrnnXfUqlUrh/bExEQNHDhQP/74o5MqK5q4DivUtGlT3lgAANyE1NRUVa1aNU97lSpVtGfPHidUVLRx4AXUunVr9e/fX9u2bVONGjXynHTVpk0bJ1UGAIA1+fr66pdfflF4eLhD+549e+Tt7e2cooowDgmAXFyuPtHOSVcAAOTVs2dPrVu3TgsWLFCFChUk/RlW27dvr3vvvVcffPCBkyssWgisAAAANykzM1MtWrTQpk2bVLZsWUnSr7/+qgceeEDz58+Xn5+fcwssYgisAAAAf4ExRklJSfrxxx/l5eWlqKgoPfjgg84uq0gisN6hJk6cqB49esjT01MTJ0685tg+ffrcoqoAALj9nD17Vh4eHvl+VSsKBoH1DhUREaFNmzapVKlSioiIuOo4m82mX3755RZWBgCA9eXm5uqtt95SfHy8jh07pt27d6t8+fIaPHiwwsPD1a1bN2eXWKRwlYA71L59+/L9PwAAuL4333xTs2bN0ujRo9W9e3d7e/Xq1TVhwgQCawHjOqwAAAA3afbs2Zo2bZo6d+4sV1dXe3vNmjW1a9cuJ1ZWNDHDCuXk5GjmzJlaunSp0tPTlZub69C/bNkyJ1UGAIA1HT58ON9viMzNzdWFCxecUFHRRmCF+vbtq5kzZyouLk7Vq1fnoHEAAK6jatWqWr16tcLCwhzaP//8c9WuXdtJVRVdBFbok08+0aeffprn+5ABAED+hgwZoi5duujw4cPKzc3V/PnzlZKSotmzZyshIcHZ5RU5HMMKubu75/tnDQAAkL+2bdvqq6++0pIlS+Tt7a0hQ4Zo586d+uqrr/SPf/zD2eUVOVzWCho7dqx++eUXvffeexwOAADAdVy8eFFvv/22nnvuOfu3XKFwEVihRx55RMuXL1dAQICqVaumYsWKOfTPnz/fSZUBAGBNJUqU0Pbt2xUeHu7sUu4IHMMK+fn56ZFHHnF2GQAA3DaaNWumlStXElhvEWZYAQAAblJ8fLyGDx+uzp07q27duvL29nbob9OmjZMqK5oIrHcwf3//fI9Z9fX11T333KOXX36ZA8cBAMiHi8vVz1u32WzKycm5hdUUfQTWO9isWbPybc/IyNDmzZs1b948ff7552rduvUtrgwAAOB/CKy4qnHjxunzzz/X2rVrnV0KAACWceHCBXl5eSk5OVnVq1d3djl3BK7Diqt6+OGH+T5kAACuUKxYMd1999382f8WIrDiqs6dOyd3d3dnlwEAgOX8+9//1v/93//p5MmTzi7ljsAhAbiqfv36adeuXUpMTHR2KQAAWErt2rW1Z88eXbhwQWFhYXmuErBlyxYnVVY0cR3WO9iAAQPybc/MzNSWLVu0e/durVq16hZXBQCA9bVr187ZJdxRmGG9gz300EP5tvv4+Khy5cp64YUXFBERcYurAgAAcERgBQAA+Is2b96snTt3SpKqVaum2rVrO7mioolDAgAAAG5Senq6OnXqpBUrVsjPz0/Sn9cxf+ihh/TJJ5+oTJkyzi2wiOEqAQAAADfpxRdf1B9//KEdO3bo5MmTOnnypLZv366srCz16dPH2eUVORwSAAAAcJN8fX21ZMkS3XvvvQ7tGzZsUPPmzZWRkeGcwoooZlgBAABuUm5urooVK5anvVixYsrNzXVCRUUbgRUAAOAmNW3aVH379tWRI0fsbYcPH1b//v3VrFkzJ1ZWNHFIAAAAwE06dOiQ2rRpox07dqhcuXL2turVq2vRokUqW7askyssWgisAAAAf4ExRkuWLNGuXbskSZGRkYqJiXFyVUUTgRUAAACWxjGsAAAAN2jZsmWqWrWqsrKy8vRlZmaqWrVqWr16tRMqK9oIrAAAADdowoQJ6t69u3x8fPL0+fr6qmfPnho3bpwTKivaCKwAAAA36Mcff1SLFi2u2t+8eXNt3rz5FlZ0ZyCwAgAA3KBjx47le/3VS9zc3PTbb7/dworuDARWAACAG3TXXXdp+/btV+3/6aefFBIScgsrujMQWAEAAG5Qq1atNHjwYJ09ezZP35kzZzR06FA9/PDDTqisaOOyVgAAADfo2LFjqlOnjlxdXdW7d29VrlxZkrRr1y5NnjxZOTk52rJli4KCgpxcadFCYAUAALgJBw4c0AsvvKDvvvtOl2KUzWZTbGysJk+erIiICCdXWPQQWAEAAP6C33//XXv27JExRpUqVZK/v7+zSyqyCKwAAACwNE66AgAAgKURWAEAAGBpBFYAAABYGoEVAAAAlkZgvU00adJE/fr1c3YZ1xQeHq4JEybcNustSDabTQsXLnR2GYVi2LBhqlWrVoGuc//+/bLZbEpOTi7Q9d7J/sr75EY+V06fPq327dvLx8dHNptNGRkZt8V78kY9++yzateunf2+MUY9evRQQEDAdffRp59+Wm+//bb9fn7PFf60YsUKhYeHO7uM21piYqJq1aql3NxcZ5fiFATW28T8+fP1xhtv3PD42z0QzJo1S40aNZIkbdy4UT169LjhZVesWHFb/rCYPn26HnjgAfn7+8vf318xMTHasGHDDS//7LPPymazOdxatGhxzWVmzpyZZ5lLt/T09L+7SYXuRn+RO3v2rJ599lnVqFFDbm5uDgGlMBWFX2RmzZql1atXa+3atTp69Kh8fX0L5XHyC8E3+rqdO3dO//73vxUWFiYPDw+Fh4fro48++kt1JCYmaubMmUpISNDRo0dVvXr1fMf9+OOP+uabb9SnTx97W37P1fz589W8eXOVKlWqwD+TP/vsM1WpUkWenp6qUaOGvvnmm2uOv/TZeOUtLS3NPmbkyJG69957VbJkSQUGBqpdu3ZKSUlxWE9aWpqefvppBQcHy9vbW3Xq1NEXX3xRYNvlTMYYDRkyRCEhIfLy8lJMTIxSU1NvePl33nlHNpstz+fS3r179cgjj6hMmTLy8fFRx44ddezYMXv//v371a1bN0VERMjLy0sVKlTQ0KFDdf78efuYFi1aqFixYpozZ87f3s7bEYH1NhEQEKCSJUs65bEvXLhwyx/zyy+/VJs2bSRJZcqUUfHixW95DcYYXbx48ZY93ooVK/TEE09o+fLlWrduncqVK6fmzZvr8OHDN7yOFi1a6OjRo/bb3Llzrzn+8ccfdxh/9OhRxcbGqnHjxgoMDPy7m2QZOTk58vLyUp8+fRQTE+Pscm6aM96Dl+zdu1eRkZGqXr26goODZbPZbtlj3+jr1rFjRy1dulQffvihUlJSNHfuXPu3D92svXv3KiQkRA0aNFBwcLDc3NzyHTdp0iR16NBBJUqUcFj2yufq1KlTatSokUaNGvWX6rmatWvX6oknnlC3bt20detWtWvXTu3atbvmd9xfkpKS4vCev/y9vnLlSvXq1Us//PCDkpKSdOHCBTVv3lynTp2yj3nmmWeUkpKiRYsWadu2bXr00UfVsWNHbd26tUC30RlGjx6tiRMnKj4+XuvXr5e3t7diY2Pz/RrWK23cuFFTp05VVFSUQ/upU6fUvHlz2Ww2LVu2TGvWrNH58+fVunVr+2zprl27lJubq6lTp2rHjh0aP3684uPj9X//938O63r22Wc1ceLEgtvg24nBbaFx48amb9++9vthYWHmrbfeMl27djUlSpQw5cqVM1OnTrX3S3K4NW7c2N43ffp0U6VKFePh4WEqV65sJk+ebO/bt2+fkWQ++eQT8+CDDxoPDw8zY8YM06VLF9O2bVvz7rvvmuDgYBMQEGD+9a9/mfPnzzvUNH78eIca4uPjTVxcnPHy8jJVqlQxa9euNampqaZx48amePHiJjo62uzZs8dhW8+cOWO8vb3Nzp07r7re6dOnm3bt2hkvLy9TsWJF8+WXXzrUf/mtS5cuxhhjcnJyzNtvv23Cw8ONp6eniYqKMp999pl9vcuXLzeSzDfffGPq1KljihUrZpYvX24aN25sXnzxRfPKK68Yf39/ExQUZIYOHepQsySzYMEChxrmzZtnGjVqZDw9PU29evVMSkqK2bBhg6lbt67x9vY2LVq0MOnp6Vd9zS9evGhKlixpZs2addUxl7v0Gv0d6enpplixYmb27Nn2tqFDh5qaNWua+Ph4U7ZsWePl5WU6dOhgMjIyrrmunJwcM2rUKFOhQgXj7u5uypUrZ958801jzP+eoy+++MI0adLEeHl5maioKLN27Vr78sePHzedOnUyoaGhxsvLy1SvXt18/PHHDtt75Wu9b9++627j1Z6nS9v54YcfmnLlyhlvb2/zwgsvmIsXL5pRo0aZoKAgU6ZMGfs2XE9YWJhDbWFhYfa+999/35QvX94UK1bM3HPPPQ7PtzF/7k/vv/++ad26tSlevLh9f1u0aJGpV6+e8fDwMKVKlTLt2rVzeLxrfSbkp3HjxqZXr16mV69exsfHx5QqVcq8/vrrJjc3196f3+fIle/JAwcOmDZt2hhvb29TsmRJ06FDB5OWlmbv37Nnj2nTpo0JDAw03t7epl69eiYpKcmhjitfyytd7XX79ttvja+vrzlx4sQ1t/VqLl/vlfvU5a/Z5S5evGh8fX1NQkLCVbfh8s9cY/63z2/duvUv1Xmljh07mri4OIe2+vXrm549e151mUufcb///vsNP056erqRZFauXGlv8/b2zrPPBgQEmOnTp1/zsa/2fF7y7bffmoYNGxpfX18TEBBg4uLi8vx8OHTokOnUqZPx9/c3xYsXN3Xr1jU//PCDvf9a75Hryc3NNcHBwebdd9+1t2VkZBgPDw8zd+7cay77xx9/mEqVKpmkpKQ8P6+/++474+LiYjIzMx3Wa7PZHN4HVxo9erSJiIhwaDtw4ICRlOd5uRMQWG8T+QXWgIAAM3nyZJOammpGjhxpXFxczK5du4wxxmzYsMFIMkuWLDFHjx61f5j/97//NSEhIeaLL74wv/zyi/niiy9MQECAmTlzpjHmfx+q4eHh9jFHjhwxXbp0MT4+Pub55583O3fuNF999ZUpXry4mTZtmkNNVwbLu+66y8ybN8+kpKSYdu3amfDwcNO0aVOTmJhofv75Z3P//febFi1aOGxrQkKCueeee6653rJly5qPP/7YpKammj59+pgSJUqYEydOmIsXL5ovvvjCSDIpKSnm6NGj9mD15ptvmipVqpjExESzd+9eM2PGDOPh4WFWrFhhjPnfh3lUVJRZvHix2bNnjzlx4oRp3Lix8fHxMcOGDTO7d+82s2bNMjabzSxevNihpisD66XHurSddevWNU2aNDHff/+92bJli6lYsaJ5/vnnr/qaZ2VlGU9PT/PVV19db/cwxvz5w9bX19eUKVPG3HPPPeb55583x48fv6FlLxkzZozx9fU1p0+ftrcNHTrUeHt7m6ZNm5qtW7ealStXmooVK5onn3zymut69dVXjb+/v5k5c6bZs2ePWb16tf0H2uXPUUJCgklJSTGPPfaYCQsLMxcuXDDGGPPrr7+ad99912zdutXs3bvXTJw40bi6upr169cbY/78wI+Ojjbdu3c3R48eNUePHjUXL168oefpaoG1RIkS5rHHHjM7duwwixYtMu7u7iY2Nta8+OKLZteuXeajjz4ykhx+QF7NpR/0M2bMMEePHrX/cjJ//nxTrFgxM3nyZJOSkmLGjh1rXF1dzbJly+zLSjKBgYHmo48+Mnv37jUHDhwwCQkJxtXV1QwZMsT8/PPPJjk52bz99tv2Za73mZCfxo0bmxIlSpi+ffuaXbt2mf/+978O7+sTJ06Y7t27m+joaIfPkcvfkzk5OaZWrVqmUaNGZtOmTeaHH34wdevWdQhsycnJJj4+3mzbts3s3r3bvP7668bT09McOHDA/jhly5Y1I0aMsL+WN/q6vfDCC6ZZs2Zm4MCBJjQ01FSqVMm89NJLDvvwtVy+3oyMDDNixAhTtmxZh9fsSlu2bDGSHEL51Z6rS64VWLt06ZIn4F5PuXLlHD4XjTFmyJAhJioq6qrLXPqMCwsLM8HBwSYmJsZ8//3313yc1NRUI8ls27bN3vaPf/zDxMXFmRMnTpicnBwzd+5cU7x4cZOamnrNx75eYP3888/NF198YVJTU83WrVtN69atTY0aNUxOTo4x5s9QWL58efPAAw+Y1atXm9TUVDNv3jz7L7rXe48MHTr0mjXs3bs339fowQcfNH369Llm7c8884zp16+fMSbvz+tFixYZV1dXc/bsWXvb2bNnjaura57Jj8v9+9//NnXr1s3THhQUZGbMmHHNeooiAuttIr/A+tRTT9nv5+bmmsDAQDNlyhRjzNU/HCtUqOAwS2WMMW+88YaJjo52WG7ChAkOY7p06WLCwsIcAkGHDh3M448/7lDTlcHy9ddft99ft26dkWQ+/PBDe9vcuXONp6enw2N1797dvPzyyze83uzsbCPJfPvtt8aY/GcRzp49a4oXL+4wg2eMMd26dTNPPPGEw3ILFy50GNO4cWPTqFEjh7Z7773XDBw40KGmKwPrBx984LCdkszSpUvtbSNHjjSVK1c2V/PCCy+Y8uXLmzNnzlx1zOXmzp1rvvzyS/PTTz+ZBQsWmMjISHPvvffeUIi7JDIy0rzwwgsObUOHDjWurq7m119/tbd9++23xsXFJd9gYcyfYdvDw+OqMy75PUc7duwwkuwz6/mJi4szL730kv3+le+LG3GtwFq8eHGTlZVlb4uNjTXh4eH2H5jGGFO5cmUzcuTIG3qsy/eLSxo0aGC6d+/u0NahQwfTqlUrh+Uu/fC7JDo62nTu3Pmqj3W9z4T8NG7c2ERGRtpnVI0xZuDAgSYyMtJ+v2/fvnnC1OXvycWLFxtXV1dz8OBBe/+l13LDhg1Xfexq1aqZSZMm5bvO/FztdYuNjTUeHh4mLi7OrF+/3nz99dcmLCzMPPvss1dd17XWO378+OsGqwULFhhXV1eH582Y/J+rS64VWF977TXz9NNP31C9lxQrVizPZ/nkyZNNYGDgVZfZtWuXiY+PN5s2bTJr1qwxXbt2NW5ubmbz5s35js/JyTFxcXGmYcOGDu2///67ad68uZFk3NzcjI+Pj/nuu++uWe+NBNYr/fbbbw5heerUqaZkyZJXnU2/3ntk0qRJpmnTplftX7NmjZFkjhw54tDeoUMH07Fjx6suN3fuXFO9enX7Z/WVn0vp6enGx8fH9O3b15w6dcpkZ2eb3r17G0mmR48e+a4zNTXV+Pj4OEwKXVK7dm0zbNiwq9ZTVHEM623s8uNkbDabgoODr3mizKlTp7R3715169ZNJUqUsN/efPNN7d2712FsvXr18ixfrVo1ubq62u+HhIRc98Scy2sMCgqSJNWoUcOh7ezZs8rKypL053GjX331lf341RtZr7e3t3x8fK5Zy549e3T69Gn94x//cNj22bNn39C2X3lMUkFt+9XW8c477+iTTz7RggUL5Onpec3HuaRTp05q06aNatSooXbt2ikhIUEbN27UihUrJEktW7a0b3e1atXyLL9u3Trt3LlT3bp1y9N3991366677rLfj46OVm5urlJSUrR69WqH53TOnDnauXOnzp07p2bNml2z5sufo5CQEEmyPyc5OTl64403VKNGDQUEBKhEiRL67rvvdPDgwWuus1q1avZaWrZsec2xVwoPD3c4VjwoKEhVq1aVi4uLQ9vfOSFt586datiwoUNbw4YNtXPnToe2K/fD5OTkm3o+b+QzQZLuv/9+h+NSo6OjlZqaqpycnGsud8nOnTtVrlw5lStXzt5WtWpV+fn52bcpOztbL7/8siIjI+Xn56cSJUpo586d130tb0Rubq5sNpvmzJmj++67T61atdK4ceM0a9YsnTlz5m+vPz9nzpyRh4dHgR3PO3LkSM2ePbtA1nUtlStXVs+ePVW3bl01aNBAH330kRo0aKDx48fnO75Xr17avn27PvnkE4f2wYMHKyMjQ0uWLNGmTZs0YMAAdezYUdu2bftb9aWmpuqJJ55Q+fLl5ePjY7+qwKX9JDk5WbVr11ZAQEC+y1/vPdK7d28tXbr0b9V4pUOHDqlv376aM2fOVT+ry5Qpo88++0xfffWVSpQoIV9fX2VkZKhOnToOny2XHD58WC1atFCHDh3UvXv3PP1eXl46ffp0gW7H7SD/o8lxWyhWrJjDfZvNds3LXWRnZ0v682z0+vXrO/RdHkSlP0Pg3328K5e59OGeX9ul9WzYsEEXL15UgwYNbni9N1LLpW3/+uuvHYKXJHl4eDjcv5Xbnt86xowZo3feeUdLlizJE5RvRvny5VW6dGnt2bNHzZo10wcffGD/AX7l9kjSBx98oFq1aqlu3bo39Tj16tVzOPM5KChI+/fvv6Flr7UvvPvuu/rPf/6jCRMmqEaNGvL29la/fv0czprNzzfffGM/ScnLy+smtiT/1/mvvPYF4cr98Ea2xVm1Xs/LL7+spKQkjRkzRhUrVpSXl5cee+yx676WNyIkJER33XWXw9ULIiMjZYzRr7/+qkqVKv3tx7hS6dKldfr0aZ0/f17u7u4Fvv4bERwc7HCWuSQdO3ZMwcHBN7We++67T99//32e9t69eyshIUGrVq1S2bJl7e179+7Ve++9p+3bt9t/8a1Zs6ZWr16tyZMnKz4+/i9szZ9at26tsLAwTZ8+XaGhocrNzVX16tXt+8n13gM3+36/0qXn7tixY/ZfoC/dv9ql/TZv3qz09HTVqVPH3paTk6NVq1bpvffe07lz5+Tq6qrmzZtr7969On78uNzc3OTn56fg4GCVL1/eYX1HjhzRQw89pAYNGmjatGn5PubJkydVpkyZv7WttyNmWIuoSx+il8+SBAUFKTQ0VL/88osqVqzocIuIiHBWqQ6+/PJLxcXF5QnQNyO/ba9atao8PDx08ODBPNt++cyQs40ePVpvvPGGEhMT853pvRm//vqrTpw4Yf/gveuuu+zbHBYW5jA2Oztbn376ab6zq9KfMxxHjhyx3//hhx/k4uKiypUry8vLy+H5LFmypCpVqiQvL6+/NZuxZs0atW3bVk899ZRq1qyp8uXLa/fu3Q5j3N3d88wEhoWF2Wu58peTW61YsWJ56ouMjNSaNWsc2tasWaOqVatec11RUVEFPjskSevXr3e4/8MPP6hSpUo3/B6MjIzUoUOHdOjQIXvbzz//rIyMDPs2rVmzRs8++6weeeQR1ahRQ8HBwXl+qcnvtbwRDRs21JEjR+y/lErS7t275eLi4hC0CtKl8PLzzz8XyvpvRHR0dJ79ISkpSdHR0Te1nuTkZIdwZoxR7969tWDBAi1btizPz4ZLM3tXzgy6urr+rV+OTpw4oZSUFL3++utq1qyZIiMj9fvvvzuMiYqKUnJysk6ePJnvOv7ueyQiIkLBwcEO68jKytL69euv+rw2a9ZM27ZtU3Jysv1Wr149de7cWcnJyXneR6VLl5afn5+WLVum9PR0h78mHj58WE2aNFHdunU1Y8aMfGdfz549q71796p27dp/eTtvV8ywFlGBgYHy8vJSYmKiypYtK09PT/n6+mr48OHq06ePfH191aJFC507d06bNm3S77//rgEDBji7bC1atEgjRoz4W+sICwuTzWZTQkKCWrVqJS8vL5UsWVIvv/yy+vfvr9zcXDVq1EiZmZlas2aNfHx81KVLlwLagr9u1KhRGjJkiD7++GOFh4fbr4146c/b15Kdna3hw4erffv2Cg4O1t69e/Xqq6+qYsWKio2Nve5jz5s3TxcvXtRTTz2Vb7+np6e6dOmiMWPGKCsrS3369FHHjh2vOpvj6empgQMH6tVXX5W7u7saNmyo3377TTt27LhqKL5SpUqV9Pnnn2vt2rXy9/fXuHHjdOzYMYdgFx4ervXr12v//v0qUaKEAgIC8v2Ql/4MF+fPn9fJkyf1xx9/2GeFC/pLES4XHh6upUuXqmHDhvLw8JC/v79eeeUVdezYUbVr11ZMTIy++uorzZ8/X0uWLLnmuoYOHapmzZqpQoUK6tSpky5evKhvvvlGAwcOvOF6mjVrpkceeUS9e/e2tx08eFADBgxQz549tWXLFk2aNEljx4694XXGxMSoRo0a6ty5syZMmKCLFy/qX//6lxo3bmz/patSpUqaP3++WrduLZvNpsGDB+cJN+Hh4Vq1apU6deokDw8PlS5dWtL1X7cnn3xSb7zxhrp27arhw4fr+PHjeuWVV/Tcc8/97Rm3qylTpozq1Kmj77///rr7z8mTJx1+4bt0TdPg4GD7+2fQoEE6fPjwTR0W0LdvXzVu3Fhjx45VXFycPvnkE23atMlhVu7K9U6YMEERERGqVq2azp49qw8++EDLli3T4sWL7cv06tVLH3/8sb788kuVLFnS/jnk6+srLy8vValSRRUrVlTPnj01ZswYlSpVSgsXLlRSUpISEhJuuP4r+fv7q1SpUpo2bZpCQkJ08OBBvfbaaw5jnnjiCb399ttq166dRo4cqZCQEG3dulWhoaGKjo6+7nvkvffe04IFC64aai9dP/XNN99UpUqVFBERocGDBys0NNThGsCXv49KliyZ51q93t7eKlWqlEP7jBkzFBkZqTJlymjdunXq27ev+vfvb7/82qWwGhYWpjFjxui3336zL3v55+wPP/wgDw+Pm/7FpChghrWIcnNz08SJEzV16lSFhoaqbdu2kqR//vOf+uCDDzRjxgzVqFFDjRs31syZMy0xw7p3717t2bPnhgLWtdx1110aPny4XnvtNQUFBdl/OL/xxhsaPHiwRo4cqcjISLVo0UJff/21JbZdkqZMmaLz58/rscceU0hIiP02ZsyY6y7r6uqqn376SW3atNE999yjbt26qW7dulq9enWeQx7y8+GHH+rRRx+Vn59fvv0VK1bUo48+qlatWql58+aKiorS+++/f811Dh48WC+99JKGDBmiyMhIPf744zd17Ofrr7+uOnXqKDY2Vk2aNFFwcHCeC8e//PLLcnV1VdWqVVWmTJlrHhPZqlUr1a5dW1999ZVWrFih2rVrF/osxdixY5WUlKRy5crZH6tdu3b6z3/+ozFjxqhatWqaOnWqZsyYoSZNmlxzXU2aNNFnn32mRYsWqVatWmratOlNfbGEJPufJC/3zDPP6MyZM7rvvvvUq1cv9e3b96a+qMNms+nLL7+Uv7+/HnzwQcXExKh8+fKaN2+efcy4cePk7++vBg0aqHXr1oqNjXX4E6okjRgxQvv371eFChUc/tx5vdetRIkSSkpKUkZGhn1mq3Xr1oV+rcp//vOfN3QB90WLFql27dqKi4uT9Oex5rVr13b40/nRo0dv+njeBg0a6OOPP9a0adNUs2ZNff7551q4cKFDSLpyvefPn9dLL71k/+z/8ccftWTJEofjPqdMmaLMzEw1adLE4XPo0utZrFgxffPNNypTpoxat26tqKgozZ49W7NmzVKrVq1uahsu5+Liok8++USbN29W9erV1b9/f7377rsOY9zd3bV48WIFBgaqVatWqlGjht555x37LOb13iPHjx/Pc87ClV599VW9+OKL6tGjh+69915lZ2crMTHR4fjU/N5H15OSkqJ27dopMjJSI0aM0L///W+Hz/akpCTt2bNHS5cuVdmyZR2e+8vNnTtXnTt3dsq1yZ3NZowxzi4CkP78obZkyZLrflsLADjbmTNnVLlyZc2bN++OnO26WStWrNCzzz57w8e3I6/jx4+rcuXK2rRpk2UmWm4lZlhhGWXLltWgQYOcXQYAXJeXl5dmz5590zNtwF+1f/9+vf/++3dkWJWYYQVuC6tXr77mJZouP+EEt8acOXPUs2fPfPvCwsK0Y8eOW1wR8nOt47+//fZbPfDAA7ewmjsXM6z4uwiswG3gzJkzOnz48FX7K1aseAurgST98ccfeS4rdEmxYsXyXIkBzrFnz56r9t11112FdmIWHO3fv18LFy5Uv379nF0KblMEVgAAAFgax7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABLI7ACAADA0gisAAAAsDQCKwAAACyNwAoAAABL+/8BRC087S9G8wAAAABJRU5ErkJggg==","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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-35_torch.bfloat16_lf\n","是 1405\n","不是 1340\n","不重要 205\n","回答正确 31\n","问法错误 19\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-70_torch.bfloat16_lf\n","不是 1421\n","是 1298\n","不重要 238\n","回答正确 24\n","问法错误 19\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-105_torch.bfloat16_lf\n","是 1204\n","不是 1187\n","不重要 557\n","回答正确 32\n","问法错误 20\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf\n","不是 1565\n","是 1222\n","不重要 118\n","问法错误 62\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-175_torch.bfloat16_lf\n","不是 1457\n","是 1121\n","不重要 355\n","问法错误 34\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-210_torch.bfloat16_lf\n","不是 1364\n","是 1243\n","不重要 280\n","问法错误 79\n","回答正确 34\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-245_torch.bfloat16_lf\n","是 1322\n","不是 1267\n","不重要 299\n","问法错误 82\n","回答正确 30\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-280_torch.bfloat16_lf\n","不是 1304\n","是 1240\n","不重要 365\n","问法错误 64\n","回答正确 27\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":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-315_torch.bfloat16_lf\n","不是 1290\n","是 1176\n","不重要 441\n","问法错误 60\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf **********\n","internlm/internlm2_5-7b-chat-1m/checkpoint-350_torch.bfloat16_lf\n","不是 1311\n","是 1211\n","不重要 388\n","问法错误 57\n","回答正确 33\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"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":91,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/shots-00 **********\n","internlm/internlm2_5-7b-chat-1m/shots-00\n","不重要 1329\n","是 1199\n","不是 468\n","回答: 是 3\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 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":["********** internlm/internlm2_5-7b-chat-1m/shots-10 **********\n","internlm/internlm2_5-7b-chat-1m/shots-10\n","不是 1709\n","是 492\n","不重要 447\n","回答: 是 285\n","回答: 回答正确 28\n","回答: 不重要 21\n","回答正确 10\n","回答: 问法错误 6\n","问法错误 2\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 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 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":["********** internlm/internlm2_5-7b-chat-1m/shots-05 **********\n","internlm/internlm2_5-7b-chat-1m/shots-05\n","不是 1582\n","是 1103\n","回答: 是 137\n","不重要 132\n","回答正确 19\n","回答: 回答正确 18\n","回答: 不重要 8\n","回答: 不是 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 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 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 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"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/shots-20 **********\n","internlm/internlm2_5-7b-chat-1m/shots-20\n","不是 1872\n","回答: 是 474\n","不重要 286\n","是 279\n","回答: 回答正确 39\n","回答正确 23\n","回答: 不重要 16\n","回答: 不是 5\n","问法错误 4\n","回答: 问法错误 2\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 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 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":["********** internlm/internlm2_5-7b-chat-1m/shots-30 **********\n","internlm/internlm2_5-7b-chat-1m/shots-30\n","不是 1785\n","回答: 是 447\n","不重要 336\n","是 325\n","回答: 不重要 43\n","回答: 回答正确 30\n","回答正确 24\n","回答: 不是 9\n","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 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":["********** internlm/internlm2_5-7b-chat-1m/shots-40 **********\n","internlm/internlm2_5-7b-chat-1m/shots-40\n","不是 1963\n","回答: 是 434\n","是 376\n","不重要 129\n","回答正确 33\n","回答: 回答正确 26\n","回答: 不重要 25\n","回答: 不是 13\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 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 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":["********** internlm/internlm2_5-7b-chat-1m/shots-50 **********\n","internlm/internlm2_5-7b-chat-1m/shots-50\n","不是 2074\n","是 461\n","回答: 是 297\n","不重要 97\n","回答: 回答正确 33\n","回答正确 21\n","回答: 不重要 8\n","回答: 不是 8\n","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 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 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"]},{"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":92,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/shots-00 **********\n","internlm/internlm2_5-7b-chat-1m/shots-00\n","不重要 1329\n","是 1199\n","不是 468\n","回答: 是 3\n","回答: 回答正确 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAowAAAK9CAYAAACuFT3eAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAADJH0lEQVR4nOzdd1gT2RoG8DehWugIKiooSFMBlRV7772tXRF7L1ixgGLh2rFj793FrqiLuqtrRxErCmKX3gSRltw/0GgkZomLJsj7u888dzlz5pxvBoIf58yZEYjFYjGIiIiIiL5BqOwAiIiIiEi1MWEkIiIiIrmYMBIRERGRXEwYiYiIiEguJoxEREREJBcTRiIiIiKSiwkjEREREcnFhJGIiIiI5GLCSERERERyMWEkIrmePHmC5s2bQ09PDwKBAIcPH87X9p89ewaBQICtW7fma7sFWcOGDdGwYUNlh0FEJMGEkagACA8Px9ChQ1GhQgVoa2tDV1cXderUwfLly5GWlvZD+3Z1dcXdu3cxb9487NixA87Ozj+0v5+pf//+EAgE0NXVlXkdnzx5AoFAAIFAgMWLFyvc/ps3bzBr1iwEBwfnQ7RERMqjruwAiEi+EydO4Pfff4eWlhb69euHypUrIyMjA5cuXcKkSZNw//59rF+//of0nZaWhitXrmD69OkYNWrUD+nD3NwcaWlp0NDQ+CHt/xt1dXW8f/8ex44dQ7du3aT27dq1C9ra2vjw4cN3tf3mzRvMnj0bFhYWcHJyyvNxZ86c+a7+iIh+FCaMRCosIiICPXr0gLm5Oc6dO4dSpUpJ9o0cORJhYWE4ceLED+s/JiYGAKCvr//D+hAIBNDW1v5h7f8bLS0t1KlTB3v27MmVMO7evRtt2rTBH3/88VNief/+PYoWLQpNTc2f0h8RUV5xSppIhS1cuBApKSnYtGmTVLL4iZWVFcaOHSv5OisrC3PmzIGlpSW0tLRgYWGBadOmIT09Xeo4CwsLtG3bFpcuXUKNGjWgra2NChUqYPv27ZI6s2bNgrm5OQBg0qRJEAgEsLCwAJAzlfvpv780a9YsCAQCqbKzZ8+ibt260NfXR/HixWFjY4Np06ZJ9n/rHsZz586hXr16KFasGPT19dGhQwc8fPhQZn9hYWHo378/9PX1oaenBzc3N7x///7bF/YrvXr1wqlTp5CYmCgpu3HjBp48eYJevXrlqh8fH4+JEyeiSpUqKF68OHR1ddGqVSvcuXNHUufChQv47bffAABubm6Sqe1P59mwYUNUrlwZQUFBqF+/PooWLSq5Ll/fw+jq6gptbe1c59+iRQsYGBjgzZs3eT5XIqLvwYSRSIUdO3YMFSpUQO3atfNUf9CgQfD09ES1atWwbNkyNGjQAD4+PujRo0euumFhYejatSuaNWuGJUuWwMDAAP3798f9+/cBAJ07d8ayZcsAAD179sSOHTvg6+urUPz3799H27ZtkZ6eDm9vbyxZsgTt27fHP//8I/e4P//8Ey1atEB0dDRmzZoFd3d3XL58GXXq1MGzZ89y1e/WrRvevXsHHx8fdOvWDVu3bsXs2bPzHGfnzp0hEAjg7+8vKdu9ezdsbW1RrVq1XPWfPn2Kw4cPo23btli6dCkmTZqEu3fvokGDBpLkzc7ODt7e3gCAIUOGYMeOHdixYwfq168vaScuLg6tWrWCk5MTfH190ahRI5nxLV++HCVKlICrqyuys7MBAOvWrcOZM2ewcuVKlC5dOs/nSkT0XcREpJKSkpLEAMQdOnTIU/3g4GAxAPGgQYOkyidOnCgGID537pykzNzcXAxA/Pfff0vKoqOjxVpaWuIJEyZIyiIiIsQAxIsWLZJq09XVVWxubp4rBi8vL/GXv1aWLVsmBiCOiYn5Ztyf+tiyZYukzMnJSWxiYiKOi4uTlN25c0csFArF/fr1y9XfgAEDpNrs1KmT2MjI6Jt9fnkexYoVE4vFYnHXrl3FTZo0EYvFYnF2dra4ZMmS4tmzZ8u8Bh8+fBBnZ2fnOg8tLS2xt7e3pOzGjRu5zu2TBg0aiAGI/fz8ZO5r0KCBVNnp06fFAMRz584VP336VFy8eHFxx44d//UciYjyA0cYiVRUcnIyAEBHRydP9U+ePAkAcHd3lyqfMGECAOS619He3h716tWTfF2iRAnY2Njg6dOn3x3z1z7d+3jkyBGIRKI8HfP27VsEBwejf//+MDQ0lJQ7ODigWbNmkvP80rBhw6S+rlevHuLi4iTXMC969eqFCxcuIDIyEufOnUNkZKTM6Wgg575HoTDn12d2djbi4uIk0+23bt3Kc59aWlpwc3PLU93mzZtj6NCh8Pb2RufOnaGtrY1169bluS8iov+CCSORitLV1QUAvHv3Lk/1nz9/DqFQCCsrK6nykiVLQl9fH8+fP5cqL1euXK42DAwMkJCQ8J0R59a9e3fUqVMHgwYNgqmpKXr06IH9+/fLTR4/xWljY5Nrn52dHWJjY5GamipV/vW5GBgYAIBC59K6dWvo6Ohg37592LVrF3777bdc1/ITkUiEZcuWoWLFitDS0oKxsTFKlCiBkJAQJCUl5blPMzMzhRa4LF68GIaGhggODsaKFStgYmKS52OJiP4LJoxEKkpXVxelS5fGvXv3FDru60Un36KmpiazXCwWf3cfn+6v+6RIkSL4+++/8eeff6Jv374ICQlB9+7d0axZs1x1/4v/ci6faGlpoXPnzti2bRsOHTr0zdFFAJg/fz7c3d1Rv3597Ny5E6dPn8bZs2dRqVKlPI+kAjnXRxG3b99GdHQ0AODu3bsKHUtE9F8wYSRSYW3btkV4eDiuXLnyr3XNzc0hEonw5MkTqfKoqCgkJiZKVjznBwMDA6kVxZ98PYoJAEKhEE2aNMHSpUvx4MEDzJs3D+fOncP58+dltv0pztDQ0Fz7Hj16BGNjYxQrVuy/ncA39OrVC7dv38a7d+9kLhT65ODBg2jUqBE2bdqEHj16oHnz5mjatGmua5LX5D0vUlNT4ebmBnt7ewwZMgQLFy7EjRs38q19IiJ5mDASqbDJkyejWLFiGDRoEKKionLtDw8Px/LlywHkTKkCyLWSeenSpQCANm3a5FtclpaWSEpKQkhIiKTs7du3OHTokFS9+Pj4XMd+eoD114/6+aRUqVJwcnLCtm3bpBKwe/fu4cyZM5Lz/BEaNWqEOXPmYNWqVShZsuQ366mpqeUavTxw4ABev34tVfYpsZWVXCtqypQpePHiBbZt24alS5fCwsICrq6u37yORET5iQ/uJlJhlpaW2L17N7p37w47OzupN71cvnwZBw4cQP/+/QEAjo6OcHV1xfr165GYmIgGDRrg+vXr2LZtGzp27PjNR7Z8jx49emDKlCno1KkTxowZg/fv32Pt2rWwtraWWvTh7e2Nv//+G23atIG5uTmio6OxZs0alClTBnXr1v1m+4sWLUKrVq1Qq1YtDBw4EGlpaVi5ciX09PQwa9asfDuPrwmFQsyYMeNf67Vt2xbe3t5wc3ND7dq1cffuXezatQsVKlSQqmdpaQl9fX34+flBR0cHxYoVg4uLC8qXL69QXOfOncOaNWvg5eUleczPli1b0LBhQ8ycORMLFy5UqD0iIkVxhJFIxbVv3x4hISHo2rUrjhw5gpEjR2Lq1Kl49uwZlixZghUrVkjqbty4EbNnz8aNGzcwbtw4nDt3Dh4eHti7d2++xmRkZIRDhw6haNGimDx5MrZt2wYfHx+0a9cuV+zlypXD5s2bMXLkSKxevRr169fHuXPnoKen9832mzZtioCAABgZGcHT0xOLFy9GzZo18c8//yicbP0I06ZNw4QJE3D69GmMHTsWt27dwokTJ1C2bFmpehoaGti2bRvU1NQwbNgw9OzZE3/99ZdCfb179w4DBgxA1apVMX36dEl5vXr1MHbsWCxZsgRXr17Nl/MiIvoWgViRu8KJiIiIqNDhCCMRERERycWEkYiIiIjkYsJIRERERHIxYSQiIiIiuZgwEhEREZFcTBiJiIiISC4mjEREREQk1y/5ppeA+zHKDoE+GrMtSNkh0BdC5rdUdgj00cu4NGWHQB+VNSqi7BDoI20lZiVFqo5SWt9pt1cpre+84ggjEREREcn1S44wEhERESlEwDE0eXh1iIiIiEguJoxEREREJBenpImIiIgEAmVHoNI4wkhEREREcnGEkYiIiIiLXuTi1SEiIiIiuTjCSERERMR7GOXiCCMRERERycWEkYiIiIjk4pQ0ERERERe9yMWrQ0RERERycYSRiIiIiIte5OIIIxERERHJxYSRiIiIiOTilDQRERERF73IxatDRERERHJxhJGIiIiIi17k4ggjEREREcnFEUYiIiIi3sMoF68OEREREcnFhJGIiIiI5OKUNBEREREXvcjFEUYiIiIikosjjERERERc9CIXrw4RERERycWEkYiIiIjk4pQ0ERERERe9yMURRiIiIiKSiwkjERERkUCovO07rF69GhYWFtDW1oaLiwuuX78ut76vry9sbGxQpEgRlC1bFuPHj8eHDx/y3B8TRiIiIqICZN++fXB3d4eXlxdu3boFR0dHtGjRAtHR0TLr7969G1OnToWXlxcePnyITZs2Yd++fZg2bVqe+2TCSERERFSARhiXLl2KwYMHw83NDfb29vDz80PRokWxefNmmfUvX76MOnXqoFevXrCwsEDz5s3Rs2fPfx2V/BITRiIiIiIlSk9PR3JystSWnp4us25GRgaCgoLQtGlTSZlQKETTpk1x5coVmcfUrl0bQUFBkgTx6dOnOHnyJFq3bp3nGJkwEhERESmRj48P9PT0pDYfHx+ZdWNjY5GdnQ1TU1OpclNTU0RGRso8plevXvD29kbdunWhoaEBS0tLNGzYkFPSRERERAoRCpS2eXh4ICkpSWrz8PDIt1O7cOEC5s+fjzVr1uDWrVvw9/fHiRMnMGfOnDy3wecwEhERESmRlpYWtLS08lTX2NgYampqiIqKkiqPiopCyZIlZR4zc+ZM9O3bF4MGDQIAVKlSBampqRgyZAimT58OofDfxw85wkhERERUQBa9aGpqonr16ggMDJSUiUQiBAYGolatWjKPef/+fa6kUE1NDQAgFovz1C9HGImIiIgKEHd3d7i6usLZ2Rk1atSAr68vUlNT4ebmBgDo168fzMzMJPdBtmvXDkuXLkXVqlXh4uKCsLAwzJw5E+3atZMkjv+GCSMRERFRAdK9e3fExMTA09MTkZGRcHJyQkBAgGQhzIsXL6RGFGfMmAGBQIAZM2bg9evXKFGiBNq1a4d58+bluU+BOK9jkQVIwP0YZYdAH43ZFqTsEOgLIfNbKjsE+uhlXJqyQ6CPyhoVUXYI9JG2EoexijSZr7S+0wLzvlpZWXgPIxERERHJxSlpIiIiou98p3NhwatDRERERHJxhJGIiIhIIFB2BCqNI4xEREREJBcTRiIiIiKSi1PSRERERFz0IhevDhERERHJxRFGIiIiIi56kYsjjEREREQkFxNGIiIiIpKLU9JEREREXPQiF68OEREREcmlciOMYrEYACDgzadERET0szDvkEtlEsbt27dj0aJFePLkCQDA2toakyZNQt++fZUcWd5cPPUHzh3eg+TEeJhZWKLLoPEwr2gvs+7ls0dx40IA3r54CgAoa2mDtr2HStXftXIerp8/JXWcrVMNDPdcCgCIi36L0we24sndW3iXGAddA2M4N2iB5l36QV1DQ3LMw9vXcGrvJkS+jIC6phYs7R3Rsf8oGJmUyu9LoDJ61yqHgQ3Ko4SOJh69fYc5Rx4i5GXSN+vraKvDvWVFNKtsCv2imnidkIb5xx7ir0exAIChjSqgeWVTlDcphvTMbNx+lohFpx4jIiZV0kZ3lzJo61Qalcx0UVxbHdU9/8S7D1lS/Zyb2gBlDItIlS0+GYr1FyLy8exVy97du7BtyybExsbA2sYWU6fNRBUHh2/WP3P6FFavXI43r1+jnLkFxrlPRL36DST7xWIx1qxaAf+DB/DuXTKcqlbDdM9ZMDe3kNRJSkzE/+bPwV8XzkMoFKJJs+aYMnU6ihYrJqnzOPQR5s/1xv17d2FgaIievfrAbeDgH3INVMVx/73w37sNCfFxKG9pjaFjp8DGvorMus8jwrBr01qEPX6A6Mi3GDxqIjp06yNVZ//OTbjydyBePX8GTS0t2FV2RP9h41CmnIWkztQxA3EvOEjquJbtu2LUxBkAgD9PHYGvj5fMGHYeOQd9A8P/cMaqi58LKohUYkp66dKlGD58OFq3bo39+/dj//79aNmyJYYNG4Zly5YpO7x/detSIA5tWYUW3dwwafEmlLawwlpvd7xLTJBZP+zebVSr2xSjvFdivM866BuZYu1sdyTGxUjVs6vqgjmbjkg2V/dZkn3Rr55DLBKj+7BJmOq7A53cxuCf04dxfNc6SZ24qDfY+D8PVKxSHZOXbsXwmUuQmpyEzQum/4jLoBJaO5aERztbrPozDB2XX8ajt++waaAzDItpyqyvoSbA1sG/wcygCMbsCEaLRRcx4497iEpKl9T5rYIBdl5+gW6rrsJtw02oqwmweZAzimioSepoa6jhYmgM/M6Fy43P9/QT1PY+J9l2/PMif05cBQWcOonFC30wdMRI7D1wCDY2thg+dCDi4uJk1g++fQtTJ01Ap85dse/gYTRq3ATjRo/EkyePJXW2bNqAPbt2YIbXLOzcsx9FihTB8CEDkZ7++fvlMWUiwsPC4LdxC1as9sOtmzfhPctTsj8lJQXDBg9EqdKlseeAP8ZPmAy/NatwcP++H3cxlOzvwNPYuHoJevYfiuUb96C8lTU8J45AYkK8zPrpHz6gZGkzuA4dCwNDY5l17gUHoU2n7ljstx1zlvohKysLMycMx4e0NKl6Ldp1xo5Df0q2AcPHSfbVa9xCat+OQ3+iWo3aqOxU/ZdNFvm5UGECofK2AkAloly5ciXWrl2LBQsWoH379mjfvj0WLlyINWvWYMWKFcoO719dOLYXtZu1Q80mbVCybHl0GzoJmlrauHruuMz6/cZ7oV6rzihTviJMy5ij54gpEIlFeBxyU6qeuoYmdA2MJFvR4rqSfXbVaqL36GmwdaoB45JmqFKjLhp36ImQa39J6rwMD4VIlI02vQbDuKQZylraoHGHHnj97Amys6RHv34VbvUssP/aS/jffI3w6FR4+t/Hh8xsdP3NTGb9Lr+VgV5RDYzYdhu3nifidUIabjxNwKO37yR1Bm0KwqGg1wiLSsGjt+8wZf9dmBkUQaUyn78f2y49x/oLEQh+8e2RTABITc9CbEqGZEvLzM6fE1dBO7ZtQeeu3dCxUxdYWllhhtdsaGtr47D/HzLr79q5HbXr1kP/AYNQwdISo8aMg529Pfbu3gkgZxRl147tGDx0OBo1bgprG1vM9VmImOhonAv8EwDwNDwc/1y6CC/vuXBwcES16s6YOm0GAk6dQHR0FADg5PGjyMzMhPec+bCyqohWrdugZ+++2LF9y8+5MEpweP8OtGjbGc1ad0Q5C0uMnDADWtraOHvisMz61naVMWCEOxo0aQkNTQ2ZdbwXr0HTVh1gXt4KFaxsMH6aN2Ki3iIs9IFUPS0tbRgYGUu2osWKf3OfUE2IkFvX0bxNp3w7d1XDzwUVVCqRML59+xa1a9fOVV67dm28fftWCRHlXVZmJl6GP4a1g7OkTCgUwtrBGc9C7+epjYyMdIiys1BUR1eqPOzebUzv3xbzRvXE/nWLkfpOfjLy4X2KVFJZ1tIGAoEQ186dhCg7G2mpKbjx12lYOzhDTV1l7kbINxpqAlQy08XlsM9/qYvFwOUncXAy15d5TBN7E9x+ngivTva4PLMRjrvXwbBGFSCUcyuLjnbOP6BJ7zMVjnFIowq45tUYh8fWxsAGFlCT11EBlpmRgYcP7qNmrc+fa6FQiJo1ayPkzm2Zx4QEB6NmzVpSZbXr1EVIcDAA4PWrV4iNjYFLzc9t6ujooIqDo6TNO3duQ0dXF5Uqf55qdalVG0KhEHdDQj7WCUZ1Z2doaGpK9fMsIgLJSfI/YwVRZmYmwh4/hJOzi6RMKBTCqboLHt0Pybd+UlNSAADFdfWkyi+cPYVe7RpihGsXbF23Ah8+pMk6HAAQGHAcWtraqNOwab7FpUr4uaCCTCWyBisrK+zfvx/Tpk2TKt+3bx8qVqwo99j09HSpYXcgJwHT1NTK9zhlSX2XBJEoGzr60tMnOvqGiH79PE9tHN2+BroGxrD5Ium0q+oCB5cGMDIthdjI1zi+az385kzEeB8/CNXUcrUR8/YV/j75Bzq4jpSUGZmWxgivpdiy2BP7/RZBJMqGhU1lDJ2x6DvPVrUZFNOEupoQse8ypMpjU9JRwaSYzGPKGhZBTUtDHL39FoM3B8HcuCi8OtpDXU2AVX/mnl4WCIDp7W0RFJGAJ1EpCsW345/nuP86GUnvM1DVwgATWlrDREcbPscfKdROQZCQmIDs7GwYGRlJlRsZGSEi4qnMY2JjY2FkZJyrfmxc7Mf9ObdsGBnnbjM2NqdOXGwsDA2lP4vq6urQ1dND3MfjY2NjYWZW5qs2jCX7dPWkE56CLjkpAaLsbOgbSF83fUMjvHrxLF/6EIlE2LByEeyrOMGigpWkvGHTVihRsjSMjEogIvwxtq5bjtcvnmH6vKUy2zl74jAaNG0FLS3tfIlL1fBzoeK46EUulUgYZ8+eje7du+Pvv/9GnTp1AAD//PMPAgMDsX//frnH+vj4YPbs2VJlvYdPRJ+Rk39YvPnprP8O3P4nEKO8V0LjiyS3Wt3Pf2GXNrdEaXNLzBnRHU/u35ZKLAEgMS4GfnMmwKlWI9Ru1l5SnpwQh71rFqBGo1aoXrcpPqS9x6m9G7Fl0QyM8PLlSnTkrMaPS8nAzD/uQSQG7r9OhqmuNgY2sJCZMHp1tEdFUx30XHtV4b62XHwm+e/QyBRkZong3aUSFp8KRWa2+L+cBpFSrV3mg+cRYVi4aqtUecv2XSX/bWFZEYZGJTB9/BC8ff0SpczKStV9eO8OXj5/igkz5v6MkIlIQSoxJd2lSxdcu3YNRkZGOHz4MA4fPgxjY2Ncv34dnTrJv5fFw8MDSUlJUlu3wWN/UuRAMR09CIVqeJcoffP4u8R46OgbfeOoHOcO70ag/y4M91wGMwsruXWNS5qhmK4+Yt++kipPio/FKs/RKG9TGd2HSyfJF0/5Q7tocXToNwJlKljDqpIT+o71xOOQIDx/nLfp8oIkITUDWdkiGOtIL3AxLq6FmHfpMo+JeZeOZ7GpEH2Rr4VHp8BEVxsaatIJtWcHOzSyK4F+665LLYr5XndeJkFDTYgyhkX/c1uqxkDfAGpqarlu5I+Li4OxsexFFMbGxoj7OGoiVf/jKIexcYmcsthvt2lkbIz4eOnPYlZWFpKTkmD08XhjY2PE5+onVrLvV6OrZwChmhoSE6SvW2J83DcXtChi7TIf3Lj8N+b7boSxiancup9WZb95/TLXvjPHD6FCRRtY2ch+usSvgJ8LFcdFL3KpTJTVq1fHrl27EBQUhKCgIOzcuRNVq1b91+O0tLSgq6srtf2s6WgAUNfQQFlLazwO+fzoCJFIhMchQbCwqfTN4wIP7cLpg9swbOZilLOy/dd+EmOj8f5dEnQNPn9wE+NisHLmKJS1tEGvUdMgFEp/OzPSP0D41T1ygo91Pj3v8leSmS3G/dfJqGX1OVEXCIBaVkYIfp4o85hbzxJQzqiY1EyEhXExRCV/kBr18+xgh2aVTdFv/Q28Svj2PViKsCutg2yRGHEp/z35VDUampqws6+Ea1evSMpEIhGuXbsCB0fZn2sHJydcuyo9cnv1ymU4ODkBAMzKlIGxcQlcu/a5zZSUFNwNuSNp09GxKt4lJ+PB/XuSOtevXYVIJJI8tsTR0QlBN28iMzNTqh+L8uV/yWk3DQ0NWFnb4U7QdUmZSCTCnVvXYVvp249y+TdisRhrl/ngysVzmOe7HiVLy15Y9qWnYTm3Xxh+NcWa9v49Lp0/g2atf93FLgA/F1SwKTVhFAqFUFNTk7upF4DFGQ3b9cCVP4/h+vlTiHz1DAfWLUZGehpcGrcBAOxcPgfHdvpJ6v/pvxMn9mxEz5EeMDQpheSEOCQnxCE97T0AID3tPY5sW41nofcQF/0WoSE3seF/U2Fc0gx2VWsA+Jgseo6GQQlTdHAdhZTkREk7n1Ryro0XYY8QsH8Lot+8xMvwUOxeNR+GJUrCrLz1T7xCP8+Wi8/QrUYZdKpeGpYmxTC7UyUU0VTDHzdfAwAWdq+CCS0/n/vuKy+hX1QDM9rbwcK4KBralsCwxhWw6/Lnx914dbRH+2ql4b7nDlI/ZMG4uCaMi2tCS/3zx8e4uCbsSunA3DhntNCmpA7sSulAr0jOAhmncvpwrWsO21I6KGtYBO2qlsK0drY4eusNktN+zRXrfV3d4H9wP44ePoSn4eGY6z0LaWlp6NipMwBgusdkLF+2RFK/d59+uPzPRWzbuhkRT8OxdvVK3L93Dz165Tz/TyAQoHffftiwbi0unAvEk8ehmOExGSVMTNC4Sc4tHBUsLVGnbj3M9pqJuyEhuH0rCD7z5qBlqzYw+Tj61apNO2hoaGCW53SEhT1BwKmT2LVzO/r2c/u5F+gn6titL04f90fgqaN4+ewp1iyZhw9paWjaugMAYMm8Gdi67vMTKTIzM/H0ySM8ffIIWZlZiIuNxtMnj/Dm1efPxdpl83Hh7AlM8vRB0aLFkBAXi4S4WKSnfwAAvH39Enu2rUdY6ANEvX2Na5cuYOm8majsWB3lLaV//1w8dxrZ2dlo1Lz1T7gaysXPBRVUSs3GDh069M19V65cwYoVKyASiX5iRN+nWt0mSElOxMk9G5GcGI8y5a0wbOYS6H5cCJMQGyUZ2QOAf04fRnZWJrYsmiHVTstubmjVYyAEQjW8eR6O6+dPIe19CvQMjGHj9Bta9xwMdY2c6dbQOzcQ+/YVYt++gtdg6b/Kl/tfAgBYV6mOfuO9EHhoNwIP74amphYsbCpj2Mwl0NT6eaOwP9PJO5EwLKaJMc0rooSOFh6+ScbATTcRl5KzEKaUfhGp6efIpA8YsPEmprWzxbHxdRCVnI7tl55j/YXPN6D3rl0OALBrmItUX1P23cWhoJxEtGetchjd7PNtBbtHuEjVycgWoY1jKYxuZgVNdSFexadh68Xn2Pz3r/vQ7patWiMhPh5rVq1AbGwMbGztsGbdRhh9nN6KfPsWwi+mYpyqVoPPwsVYtcIXK32Xopy5BXxXrkbFip+TC7eBg5GWlgbvWZ549y4ZVatVx5p1G6H1xc+zz4LF8Jk3B0MGukoeUDzV4/NnTUdHB34bNmH+XG/0/L0z9A0MMHTYCHTt1v0nXBXlqN+kBZISE7Bz81okxMeigpUNvBevgYFhzmh8TNRbCL8YZo+PjcaYgT0kX/vv3Q7/vdtR2ak6/rdiEwDg5OEDAACPMYOk+hrnMRtNW3WAuroG7ty8hqMHduHDhzQYlzBF7QZN0KNf7gdBnzlxCLXqN0bxr54U8Svi50KFFZCpYWURiFVsbjI0NBRTp07FsWPH0Lt3b3h7e8Pc3FyhNgLux/x7JfopxmwL+vdK9NOEzG+p7BDoo5dx+XNrA/13ZY2K/Hsl+im0lTiMVaTdGqX1nXZshNL6ziuVSaffvHmDwYMHo0qVKsjKykJwcDC2bdumcLJIREREpDCBQHlbAaD0hDEpKQlTpkyBlZUV7t+/j8DAQBw7dgyVK1dWdmhEREREBCXfw7hw4UIsWLAAJUuWxJ49e9ChQwdlhkNEREREMig1YZw6dSqKFCkCKysrbNu2Ddu2bZNZz9/f/ydHRkRERIUKF73IpdSEsV+/fnzbCBEREZGKU2rCuHXrVmV2T0RERJSDA1hycfyViIiIiORS/deoEBEREf1ovIdRLl4dIiIiIpKLCSMRERERycUpaSIiIiIuepGLI4xEREREJBdHGImIiKjQ43Oh5eMIIxERERHJxYSRiIiIiOTilDQREREVepySlo8jjEREREQkF0cYiYiIiDjAKBdHGImIiIhILo4wEhERUaHHexjl4wgjEREREcnFhJGIiIiI5OKUNBERERV6nJKWjyOMRERERCQXRxiJiIio0OMIo3wcYSQiIiIiuZgwEhEREZFcnJImIiKiQo9T0vJxhJGIiIiI5OIIIxEREREHGOXiCCMRERERycURRiIiIir0eA+jfBxhJCIiIiK5mDASERERkVyckiYiIqJCj1PS8nGEkYiIiIjk4ggjERERFXocYZSPI4xEREREBczq1athYWEBbW1tuLi44Pr169+s27BhQwgEglxbmzZt8twfE0YiIiKiAmTfvn1wd3eHl5cXbt26BUdHR7Ro0QLR0dEy6/v7++Pt27eS7d69e1BTU8Pvv/+e5z6ZMBIREVGhJ2sE7mdtilq6dCkGDx4MNzc32Nvbw8/PD0WLFsXmzZtl1jc0NETJkiUl29mzZ1G0aFEmjEREREQFRXp6OpKTk6W29PR0mXUzMjIQFBSEpk2bSsqEQiGaNm2KK1eu5Km/TZs2oUePHihWrFieY2TCSERERCRQ3ubj4wM9PT2pzcfHR2aYsbGxyM7OhqmpqVS5qakpIiMj//U0r1+/jnv37mHQoEF5vDA5uEqaiIiISIk8PDzg7u4uVaalpfVD+tq0aROqVKmCGjVqKHQcE0YiIiIq9JT5WB0tLa08J4jGxsZQU1NDVFSUVHlUVBRKliwp99jU1FTs3bsX3t7eCsfIKWkiIiKiAkJTUxPVq1dHYGCgpEwkEiEwMBC1atWSe+yBAweQnp6OPn36KNwvRxiJiIiIChB3d3e4urrC2dkZNWrUgK+vL1JTU+Hm5gYA6NevH8zMzHLdB7lp0yZ07NgRRkZGCvfJhJGIiIgKvYL0ppfu3bsjJiYGnp6eiIyMhJOTEwICAiQLYV68eAGhUHoSOTQ0FJcuXcKZM2e+q08mjEREREQFzKhRozBq1CiZ+y5cuJCrzMbGBmKx+Lv7Y8JIREREhV5BGmFUBi56ISIiIiK5mDASERERkVyckiYiIiLijLRcHGEkIiIiIrk4wkhERESFHhe9yMcRRiIiIiKSiyOMREREVOhxhFG+XzJhrG5uoOwQ6KOXN24oOwSS0lLZAdBHmdkiZYdARJRnnJImIiIiIrl+yRFGIiIiIkVwSlo+jjASERERkVwcYSQiIqJCjyOM8nGEkYiIiIjkYsJIRERERHJxSpqIiIiIM9JycYSRiIiIiOTiCCMREREVelz0Ih9HGImIiIhILo4wEhERUaHHEUb5OMJIRERERHIxYSQiIiIiuTglTURERIUep6Tl4wgjEREREcnFEUYiIiIiDjDKxRFGIiIiIpKLCSMRERERycUpaSIiIir0uOhFPo4wEhEREZFcKpEwbt++Henp6bnKMzIysH37diVERERERIWJQCBQ2lYQqETC6ObmhqSkpFzl7969g5ubmxIiIiIiIqJPVCJhFIvFMjPsV69eQU9PTwkREREREdEnSl30UrVqVclwbJMmTaCu/jmc7OxsREREoGXLlkqMkIiIiAqDgjI1rCxKTRg7duwIAAgODkaLFi1QvHhxyT5NTU1YWFigS5cuSoqOiIiIiAAlJ4xeXl4AAAsLC3Tv3h3a2trKDIeIiIgKKY4wyqcSz2F0dXUFkLMqOjo6GiKRSGp/uXLllBEWEREREUFFEsYnT55gwIABuHz5slT5p8Uw2dnZSoqMiIiICgUOMMqlEglj//79oa6ujuPHj6NUqVIcFiYiIiJSISqRMAYHByMoKAi2trbKDoWIiIiIvqISCaO9vT1iY2OVHQYREREVUpzdlE8lHty9YMECTJ48GRcuXEBcXBySk5OlNiIiIiJSHpUYYWzatCkAoEmTJlLlXPRCREREPwNHGOVTiYTx/Pnzyg6BiIiIiL5BJRLGBg0aKDsEIiIiIvoGlUgYP3n//j1evHiBjIwMqXIHBwclRURERESFAWek5VOJhDEmJgZubm44deqUzP28h5GIiIhIeVRilfS4ceOQmJiIa9euoUiRIggICMC2bdtQsWJFHD16VNnhERER0S9OIBAobSsIVGKE8dy5czhy5AicnZ0hFAphbm6OZs2aQVdXFz4+PmjTpo2yQyQiIiIqtFRihDE1NRUmJiYAAAMDA8TExAAAqlSpglu3bikzNCIiIioEBALlbQWBSiSMNjY2CA0NBQA4Ojpi3bp1eP36Nfz8/FCqVCklR0dERERUuKnElPTYsWPx9u1bAICXlxdatmyJXbt2QVNTE1u3blVucERERESFnEokjH369JH8d/Xq1fH8+XM8evQI5cqVg7GxsRIjIyIiosKgoCw+URaVmJL29vbG+/fvJV8XLVoU1apVQ7FixeDt7a3EyIiIiIhIJRLG2bNnIyUlJVf5+/fvMXv2bCVERERERIUJF73IpxIJo1gsljkUfOfOHRgaGiohIiIiIiL6RKn3MBoYGEgeWmltbS2VNGZnZyMlJQXDhg1TYoREREREpNSE0dfXF2KxGAMGDMDs2bOhp6cn2aepqQkLCwvUqlVLiRESERFRYSAUFpC5YSVRasLo6uqKrKwsCAQCNG7cGGXLllVmOEREREQkg9LvYVRXV8fw4cMhEomUHQoREREVUlz0Ip/SE0YAqFGjBm7fvq3sMIiIiIhIBpV4cPeIESMwYcIEvHr1CtWrV0exYsWk9js4OCgpMiIiIioM+OBu+VRihLFHjx6IiIjAmDFjUKdOHTg5OaFq1aqS/yciIiKiz1avXg0LCwtoa2vDxcUF169fl1s/MTERI0eORKlSpaClpQVra2ucPHkyz/2pxAhjRESEskMgIiIiKhD27dsHd3d3+Pn5wcXFBb6+vmjRogVCQ0NhYmKSq35GRgaaNWsGExMTHDx4EGZmZnj+/Dn09fXz3KdKJIzm5ubKDoGIiIgKsYI0I7106VIMHjwYbm5uAAA/Pz+cOHECmzdvxtSpU3PV37x5M+Lj43H58mVoaGgAACwsLBTqUyUSRgAIDw+Hr68vHj58CACwt7fH2LFjYWlpqeTI8uaP/buxZ/sWxMfFwrKiDcZPngb7yt++9/Lc2dPYuHYlIt++Rpmy5hg+xh216taX7J/nNQ2njh+ROqZGrTpYumq9VNnli39hy4a1CA97DE1NLVSt5gyfpSsBAE8eP8LOrRtxN/g2EhMTUKqUGTp06YZuvfrm45mrnqEdnTG+ey2YGhbH3fAouK8IwM1Hb2TWPb2sL+o7WeQqP3X1CTp77AUAmBgUw9whTdDUuQL0imvjUshzuK84jfDX8QCAcqZ6CN07Rmb7vWcdhP9fOT/T1W1KYc6QJqhqXQpisRg3H73B9HWBuBselQ9nrZr27t6FbVs2ITY2BtY2tpg6bSaqyLkn+czpU1i9cjnevH6NcuYWGOc+EfXqN5DsF4vFWLNqBfwPHsC7d8lwqloN0z1nwdzcQlInKTER/5s/B39dOA+hUIgmzZpjytTpKPrFvdGPQx9h/lxv3L93FwaGhujZqw/cBg7+IddAVZw8tA+H921HYnwcLCytMWjMZFjbVZZZ90VEOPZsWYvwxw8RE/UWA0ZOQLuuvb/Z9h+7t2DnhpVo26UnBo6aJLXv0f072LVpNZ48vAehUA3lrazhuXA1tLS0AQAHdm5E0NVLiAh7DHV1dew6/nf+nbSK4ueCvpaeno709HSpMi0tLWhpaeWqm5GRgaCgIHh4eEjKhEIhmjZtiitXrshs/+jRo6hVqxZGjhyJI0eOoESJEujVqxemTJkCNTW1PMWoEvcwnj59Gvb29rh+/TocHBzg4OCAa9euoVKlSjh79qyyw/tXgWdOYdXShXAbMgKbdh2AlbUN3EcNRUJ8nMz6d+/cxuzpk9C2Y2ds3n0Q9Ro2hseE0Xga9kSqnkvtujhy+oJkmzV/kdT+C4FnMMdzKtq074Ste/yxdvMONG3ZRrI/9OEDGBgYYeac/2HH/iPoN3AI1q3yxR/7duX/RVARXRvZY8HwZpi37W/UGrIBIeFROLqwF0roF5VZv4fnAVh0XirZqrn5IStbBP8LDyR19s/phvKl9PH7jH2oOWQDXkQl4eTi3iiqnfNX2quYZKk2LDovhfeWC3j3Ph2nr4UBAIppa+DIgl54GZWE+iM2o8mYbUh5n4GjC3tBXU0lPob5LuDUSSxe6IOhI0Zi74FDsLGxxfChAxEXJ/tzEXz7FqZOmoBOnbti38HDaNS4CcaNHoknTx5L6mzZtAF7du3ADK9Z2LlnP4oUKYLhQwZK/aL1mDIR4WFh8Nu4BStW++HWzZvwnuUp2Z+SkoJhgweiVOnS2HPAH+MnTIbfmlU4uH/fj7sYSnbp3GlsWbsU3V2HYMn63bCwrAjvySORmBAvs356+geYljZD3yFjYGBoLLftJ4/u48yxP2BRoWKufY/u38GcKaPh5FwLC9fswKK1O9C6Y3cIBZ9/5rMyM1G7QVO0bN/1v51kAcHPher69OY5ZWw+Pj7Q09OT2nx8fGTGGRsbi+zsbJiamkqVm5qaIjIyUuYxT58+xcGDB5GdnY2TJ09i5syZWLJkCebOnZvn66MS/1JNnToV48ePx7Vr17B06VIsXboU165dw7hx4zBlyhRlh/ev9u7chnaduqJN+04oX8EKk6Z5QVtbG8eP+Musf2DPTrjUqote/QbAorwlBo8YA2tbe/yxf7dUPU0NTRgZl5Bsurqf34STlZWF5Yv/h5FjJ6Jj1+4oZ26B8hWs0KR5S0mdth06Y9wkD1St/hvMypRFi9bt0Lp9R/x17s8fcyFUwJjfa2LLidvYEXAHj57HYvTSE0j7kAnXVk4y6ye8+4CohFTJ1qR6ebz/kCkZFbQqYwiXSmUwxvcUgkLf4snLOIxZdhLaWhro1rgSAEAkEku1EZWQivZ1bfHHhQdI/ZAJALApZwwjvaKYs+UvPHkZh4fPYjBv298oaVgc5Uz1ZMZW0O3YtgWdu3ZDx05dYGllhRles6GtrY3D/n/IrL9r53bUrlsP/QcMQgVLS4waMw529vbYu3sngJxRlF07tmPw0OFo1LgprG1sMddnIWKio3EuMOdn+ml4OP65dBFe3nPh4OCIatWdMXXaDAScOoHo6JyR3JPHjyIzMxPec+bDyqoiWrVug569+2LH9i0/58IowdEDu9CsTSc0adUBZS0qYJj7dGhpayPw1BGZ9SvaVkL/YeNRr3ELqH+cvpIlLe09ls2bjhETZ6KYjm6u/VtWL0Gbzj3QpZcbypW3hFk5C9Rp1BwampqSOj3dhqP9731gXsHqv59oAcDPBcni4eGBpKQkqe3LEcT/SiQSwcTEBOvXr0f16tXRvXt3TJ8+HX5+fnluQyUSxocPH2LgwIG5ygcMGIAHDx7IOEJ1ZGZm4PGjB3Cu8fkVhkKhEM41auL+3Tsyj7kXEgxnl5pSZS616uBeSLBU2e2gG2jbtB56dm6DxfO9kZSYKNn3+NEDxERHQSAUwq1XF3Ro3gATRg/NNUr5tdSUFOjq/ZoJioa6EFWtS+Fc0OdFVGIxcO5WBGpUKpOnNlxbV8WB8/fx/mOip6WRc9fGh4wsqTYzMrNQu0o5mW1UtS4Jp4olse1ksKTs8cs4xCa9h2trJ2ioC6GtqY7+rZ3w8FkMnkcmKnimqi8zIwMPH9xHzVq1JWVCoRA1a9ZGyB3Zz1wNCQ5GzZrSrwKtXacuQoKDAQCvX71CbGwMXGp+blNHRwdVHBwlbd65cxs6urqoVLmKpI5LrdoQCoW4GxLysU4wqjs7SyUttevUxbOICCQnJf23E1dBmZmZCH/8EI7VXSRlQqEQDtVcEHo/5D+1vd73f3CuWVeq7U8SE+Lx+OE96OkbYuqo/ujfuSmmjx2EB3cL7zN3+bmgb9HS0oKurq7UJms6GgCMjY2hpqaGqCjp25mioqJQsmRJmceUKlUK1tbWUtPPdnZ2iIyMREZGRp5iVImEsUSJEgj++MP/peDgYJmrfVRJUmIisrOzYWhkJFVuaGSEuNhYmcfEx8XCwFC6voGhEeK/mJJwqV0XM7znY/naTRg+2h3Bt25g4pihyM7OBgC8ef0KALB53Wq4DhyKBcvXQEdHF6OH9EdyUqLMfu/euY3AMwFo3+n37z1dlWasVxTqakJEJ6RIlUcnpKKkYfF/Pd7ZtjQqVzDB1hOff3GHvojFi8hEzBncGPrFtaGhLsSEHrVRxkQPJY1kt+nauioePovB1fuvJGUpaRloMW47ejargoQAD8SenIJmNSzRceoeZIvE33nGqishMQHZ2dkw+upzYWRkhNhvfC5iY2NhZGScu35c7Mf9MTllxt9uMy42FoaGhlL71dXVoaunh7iPx8fGxsIwVz/Gkn2/mndJiRCJsqFnIH1d9A0MkfiN22by4uK503j65BH6DB4tc3/U25yf/73b1qFZm07wXLAKlta28JowDG9evfjufgsyfi5UmzKnpBWhqamJ6tWrIzAwUFImEokQGBiIWrVqyTymTp06CAsLk3qr3uPHj1GqVClofvFHgjwqkTAOHjwYQ4YMwYIFC3Dx4kVcvHgR//vf/zB06FAMHiz/htv09HQkJydLbV/fOFoQNW3RGnUbNIZlRWvUb9QEC3zX4OH9e7gddAMAJN/0fgOHoGGT5rC1q4Rps+ZBIBDg3J9ncrX3NOwJPNxHw23IcNSoVeennktB4draCXfDo6QWyGRli9DD6wCsyhji7bFJiA/wQP2q5gi4+gQiGYmetqY6ujepLDW6+Kncb3I7XLn3Eg1Gbkbj0VvxICIG/j49oK2pMmvPiPIkNjoSm1Ytwvjpc6GpKXsURPzx89GibWc0adUBFSraYsDIiTAra/7NqXAiyht3d3ds2LAB27Ztw8OHDzF8+HCkpqZKVk3369dPakp7+PDhiI+Px9ixY/H48WOcOHEC8+fPx8iRI/Pcp0r8SzVz5kzo6OhgyZIlkhMsXbo0Zs2ahTFjZK8+/cTHxwezZ8+WKpvoMROTp3l+44j8paevDzU1NanRQQCIj4uDkbHsm8UNjYxzLYhJiI/LNUr5JbMyZaGvb4BXL1/AuUZNGBuXAABYlP+8ilxTUxOlzMogKvKt1LERT8MwdvhAtOv8O/oPGqbQ+RUksUnvkZUtgomB9MifiUExRManfOOoHEW1NfB7o0qYs/WvXPtuP45EzcEboFtMC5rqaohNeo+/1wxAUGjuldedGtihqJYGdp2Rnurr3rQyypnqocHIzRB/zDNd5/rj7dFJaFfHBgfO31fwbFWbgb4B1NTUct3IHxcXB+NvfC6MjY0RFxebu/7HUY5PP/NxsXEoUcJEqo6NrS0AwMjYGPHx0gs5srKykJyUBKOPxxsbGyM+Vz+xkn2/Gh09fQiFakj6aoFLYkI89A2//TtHnvDHD5GUEI8JQz6vnBaJsvEg5BZOHtqP/WeuwuDj962MRQWpY8uUK4/YKNk35v/q+LlQbQXpsTrdu3dHTEwMPD09ERkZCScnJwQEBEgWwrx48QJC4ecxwbJly+L06dMYP348HBwcYGZmhrFjxyq0TkQlRhgFAgHGjx+PV69eSW72fPXqFcaOHfuvQ7WybhQdO+HnLZTR0NCEta09gm5clZSJRCIE3biGSlUcZR5T2cEJN69flSq7ce0KKjs4fbOf6KhIJCUlSj64NnaVoKmpiZfPn0nqZGVmIvLtG5QsVUpS9jQ8DGOGDkCrtu0xdOTY7zjDgiMzS4Tbj9+iUTULSZlAADSqVh7Xv5gelqVzAztoaapjz9m736yTnJqO2KT3sDQzRDXrUjj+z+Ncdfq3dsKJy48Rm/ReqryolgZEYrEkWQRyFsuIAQiFBei3VB5paGrCzr4Srl39/IgHkUiEa9euwMFR9tubHJyccO2q9Ofi6pXLcHByAgCYlSkDY+MSuHbtc5spKSm4G3JH0qajY1W8S07Gg/v3JHWuX7sKkUgkeWyJo6MTgm7eRGZmplQ/FuXL/5L392poaMDS2g4htz6/BUIkEuHureuwqfR9r111qFYDvpv3Y+nGPZLNysYe9Zu2wtKNe6CmpgaTkqVhaFwCb14+lzr2zasXKGEq+z6rXx0/F5SfRo0ahefPnyM9PR3Xrl2Di8vne4kvXLiArVu3StWvVasWrl69ig8fPiA8PBzTpk3L8yN1ABVJGD+Jjo5GcHAwgoODERMTk6djFLlR9Efp0ccVxw4dxKljh/EsIhyLfbyRlpaGNu07AQDmeHrAb+UySf3fe/bBtcv/YM+OrXge8RSb1q3Gowf30KVbLwDA+/epWO27GPfu3sHbN69x8/pVTHUfDbOy5VCjVl0AQLHixdGhSzdsWrca16/8gxfPIrDYZw4AoFHTFgBypqHHDHVDjZq10b23K+JiYxAXG4OEbzxK41ew4sBVuLWtht4tHGBTzhgrxrdGUW0NbA/IWYC00aMDvAc1znVc/9ZVcexSKOKT03Lt69zADvUczWFRSh9t61jjxOLeOPZPKAJvPpWqV6G0Aeo6mGPLidw3rwfefAoDnSLwHdcKNuWMYWdRAuuntEdWtgh/3X6WPyevYvq6usH/4H4cPXwIT8PDMdd7FtLS0tCxU2cAwHSPyVi+bImkfu8+/XD5n4vYtnUzIp6GY+3qlbh/7x569OoDIOcPy959+2HDurW4cC4QTx6HYobHZJQwMUHjJk0BABUsLVGnbj3M9pqJuyEhuH0rCD7z5qBlqzYwMcn5y7tVm3bQ0NDALM/pCAt7goBTJ7Fr53b07ef2cy/QT9T+9944e/wQzgUcw8vnT7Fu2Xx8+JCGJi3bAwCWz5+JHRtWSupnZmYiIiwUEWGhyMrKRFxsNCLCQvH2dc69h0WKFoN5eSupTUu7CHR09WBePme1s0AgQMfu/XDCfy8u//Un3r5+gd2b1+D1i2do0rqjpK+YqLeICAtFTFQkRCKRpN+0NOk/un4V/FyoroJyD6OyqMSU9Lt37zBixAjs2bNHcm+empoaunfvjtWrV0NPxf+6adK8FRIT4rHRbxXi42JhZW2LJSvXSW4gjop8C+EXPxBVHKvCa95CbFi7AutX+6JMOXP4LFmJClY5zzFTE6oh/EkoTh0/gpR3yTAuYYLfatbG4OGjpW5OHTl2ItTU1DHH0wPp6R9gX9kBy/02Sx6/cz7wDBIT4nH65DGcPnlMclzJUqVx8LjqP9/yexw8/wDGekXh2b8BTA2LIyQ8Ch2m7EZ0QioAoKyJbq57DyuWNUIdh3JoM3GnzDZLGhXHghHNYGJQHJFx77DrzF347Mj9cGHX1k54HZOMP2+G59r3+GUcukzbi+mu9XFhtRtEIjHuhEWiw+Td/zpdXlC1bNUaCfHxWLNqBWJjY2Bja4c16zZKbtWIfPtW6nl8TlWrwWfhYqxa4YuVvktRztwCvitXo2JFa0kdt4GDkZaWBu9Znnj3LhlVq1XHmnUbpf5I9FmwGD7z5mDIQFfJA4qnesyQ7NfR0YHfhk2YP9cbPX/vDH0DAwwdNgJdu3X/CVdFOeo2boHkpATs3boWCfFxKG9pA88FqyRT0jHRkRB8MX2VEBcD98E9JV8f2bcDR/btQCXH6pjruyHP/bbr2hsZGRnYvHoJUt4lwcLSGl6L16CUWVlJnT1b/HD+9OffT5/6nbNsPSo7OX/3Oasqfi6ooBKIxWKlL9Hs3r07bt++jZUrV0pW+Fy5cgVjx46Fk5MT9u7dq1B7MSlZ/16Jfopy7WQ/eJSUI+HsTGWHQB89jU5Vdgj0UQWTYv9eiX4KbSUOY1WdfU5pfd/2yj3zpWpUYoTx+PHjOH36NOrWrSspa9GiBTZs2ICWLVvKOZKIiIjovysgM8NKoxL3MBoZGcmcdtbT04OBgYESIiIiIiKiT1QiYZwxYwbc3d2l3oEYGRmJSZMmYeZMTqERERHRj8VFL/KpxJT02rVrERYWhnLlyqFcuZzXrb148QJaWlqIiYnBunXrJHVv3bqlrDCJiIiICiWVSBg7duyo7BCIiIiI6BtUImH08vJSdghERERUiBWQmWGlUYmE8UspKSlSL8cGAF1dXSVFQ0REREQqkTBGRERg1KhRuHDhAj58+CApF4vFEAgEyM7OVmJ0RERE9KsrKItPlEUlEsY+ffpALBZj8+bNMDU15TeNiIiISIWoRMJ4584dBAUFwcbGRtmhEBERUSHEsSr5VOI5jL/99htevnyp7DCIiIiISAaVGGHcuHEjhg0bhtevX6Ny5crQ0NCQ2u/g4KCkyIiIiIhIJRLGmJgYhIeHw83NTVImEAi46IWIiIh+Cq6fkE8lEsYBAwagatWq2LNnDxe9EBEREakYlUgYnz9/jqNHj8LKykrZoRAREVEhxLEq+VRi0Uvjxo1x584dZYdBRERERDKoxAhju3btMH78eNy9exdVqlTJteilffv2SoqMiIiIiFQiYRw2bBgAwNvbO9c+LnohIiKiH43rJ+RTiYTx63dHExEREZHqUImEkYiIiEiZOMAon9ISxhUrVmDIkCHQ1tbGihUr5NYdM2bMT4qKiIiIiL6mtIRx2bJl6N27N7S1tbFs2bJv1hMIBEwYiYiI6IfiPYzyKS1hjIiIkPnfRERERKRaVOI5jERERESkulRi0Ut2dja2bt2KwMBAREdH51o1fe7cOSVFRkRERIUBZ6TlU4mEcezYsdi6dSvatGmDypUr8z4CIiIiIhWiEgnj3r17sX//frRu3VrZoRAREVEhxMEq+VTiHkZNTU1YWVkpOwwiIiIikkElEsYJEyZg+fLlEIvFyg6FiIiIiL6iElPSly5dwvnz53Hq1ClUqlQJGhoaUvv9/f2VFBkREREVBpySlk8lEkZ9fX106tRJ2WEQERERkQwqkTBu2bJF2SEQERFRIcYBRvmUmjAaGBjIHALW09ODtbU1Jk6ciGbNmikhMiIiIiL6RKkJo6+vr8zyxMREBAUFoW3btjh48CDatWv3cwMjIiIiIgmlJoyurq5y9zs5OcHHx4cJIxEREf1QXPQin0o8Vudb2rZti0ePHik7DCIiIqJCTSUWvXxLeno6NDU1lR0GERER/eI4wCifSo8wbtq0CU5OTsoOg4iIiKhQU+oIo7u7u8zypKQk3Lp1C48fP8bff//9k6MiIiKiwob3MMqn1ITx9u3bMst1dXXRrFkz+Pv7o3z58j85KiIiIiL6klITxvPnzyuzeyIiIiLKA5Ve9EJERET0M3BGWj6VXvRCRERERMrHEUYiIiIq9IQcYpSLI4xEREREJBcTRiIiIiKSi1PSREREVOhxRlo+jjASERERkVwcYSQiIqJCj296kY8jjEREREQkF0cYiYiIqNATcoBRLo4wEhEREZFcTBiJiIiISC5OSRMREVGhx0Uv8nGEkYiIiIjk4ggjERERFXocYJTvl0wYP2RkKzsE+ijy5HRlh0BfSM8UKTsE+qh6mynKDoE+SrixStkhEKk8TkkTERERkVy/5AgjERERkSIE4Jy0PBxhJCIiIipgVq9eDQsLC2hra8PFxQXXr1//Zt2tW7dCIBBIbdra2gr1xxFGIiIiKvQK0pte9u3bB3d3d/j5+cHFxQW+vr5o0aIFQkNDYWJiIvMYXV1dhIaGSr5W9DFCHGEkIiIiKkCWLl2KwYMHw83NDfb29vDz80PRokWxefPmbx4jEAhQsmRJyWZqaqpQn0wYiYiIqND7esr2Z27p6elITk6W2tLT02XGmZGRgaCgIDRt2lRSJhQK0bRpU1y5cuWb55eSkgJzc3OULVsWHTp0wP379xW6PkwYiYiIiJTIx8cHenp6UpuPj4/MurGxscjOzs41QmhqaorIyEiZx9jY2GDz5s04cuQIdu7cCZFIhNq1a+PVq1d5jpH3MBIREREpkYeHB9zd3aXKtLS08q39WrVqoVatWpKva9euDTs7O6xbtw5z5szJUxtMGImIiKjQU+abXrS0tPKcIBobG0NNTQ1RUVFS5VFRUShZsmSe2tDQ0EDVqlURFhaW5xiVOiWdlZWF7du35zppIiIiIspNU1MT1atXR2BgoKRMJBIhMDBQahRRnuzsbNy9exelSpXKc79KHWFUV1fHsGHD8PDhQ2WGQURERIWcsAC9TNrd3R2urq5wdnZGjRo14Ovri9TUVLi5uQEA+vXrBzMzM8l9kN7e3qhZsyasrKyQmJiIRYsW4fnz5xg0aFCe+1T6lHSNGjUQHBwMc3NzZYdCREREpPK6d++OmJgYeHp6IjIyEk5OTggICJAshHnx4gWEws+TyAkJCRg8eDAiIyNhYGCA6tWr4/Lly7C3t89znwKxWCzO9zNRwP79++Hh4YHx48ejevXqKFasmNR+BwcHhdt8GS97KTr9fLpFNJQdApFKKll7jLJDoI8SbqxSdgj0kbYSh7E6bwpSWt/+A6srre+8UvoIY48ePQAAY8Z8/uUpEAggFoshEAiQnZ2trNCIiIiokChAM9JKofSEMSIiQtkhEBEREZEcSk8Yee8iERERKZui71YubFTiTS87duxAnTp1ULp0aTx//hwA4OvriyNHjig5MiIiIiJSesK4du1auLu7o3Xr1khMTJTcs6ivrw9fX1/lBkdERESFgkCgvK0gUHrCuHLlSmzYsAHTp0+HmpqapNzZ2Rl3795VYmREREREBKhAwhgREYGqVavmKtfS0kJqaqoSIiIiIiKiLyl90Uv58uVlPrg7ICAAdnZ2SoqKiIiICpOC9KYXZVB6wuju7o6RI0fiw4cPEIvFuH79Ovbs2QMfHx9s3LhR2eERERERFXpKTxgHDRqEIkWKYMaMGXj//j169eqF0qVLY/ny5ZKHehMRERH9SBxflE/pCSMA9O7dG71798b79++RkpICExMTZYdERERERB8pfdHL5s2bJW97KVq0KJNFIiIiIhWTLwljYmLidx/r4+MDKysrlCtXDn379sXGjRsRFhaWH2ERERER5YlAIFDaVhAonDAuWLAA+/btk3zdrVs3GBkZwczMDHfu3FE4gCdPnuDFixfw8fFB0aJFsXjxYtjY2KBMmTLo06ePwu0RERERUf5SOGH08/ND2bJlAQBnz57F2bNncerUKbRq1QqTJk36riDMzMzQu3dvLFu2DMuXL0ffvn0RFRWFvXv3fld7RERERIoQCpS3FQQKL3qJjIyUJIzHjx9Ht27d0Lx5c1hYWMDFxUXhAM6cOYMLFy7gwoULuH37Nuzs7NCgQQMcPHgQ9evXV7g9IiIiIspfCieMBgYGePnyJcqWLYuAgADMnTsXACAWiyXvgVZEy5YtUaJECUyYMAEnT56Evr6+wm0QERER/RcF5V5CZVF4Srpz587o1asXmjVrhri4OLRq1QoAcPv2bVhZWSkcwNKlS1GnTh0sXLgQlSpVQq9evbB+/Xo8fvxY4baIiIiIKP8pnDAuW7YMo0aNgr29Pc6ePYvixYsDAN6+fYsRI0YoHMC4cePg7++P2NhYBAQEoHbt2ggICEDlypVRpkwZhdsjIiIiovyl8JS0hoYGJk6cmKt8/Pjx3x2EWCzG7du3ceHCBZw/fx6XLl2CSCRCiRIlvrtNIiIiorzijLR8eUoYjx49mucG27dvr1AA7dq1wz///IPk5GQ4OjqiYcOGGDx4MOrXr8/7GYmIiIhUQJ4Sxo4dO+apMYFAoPDCF1tbWwwdOhT16tWDnp6eQscSERER5QcuepEvTwmjSCT6YQEsWrQoV1liYiJHF4mIiIhUxH96NeCHDx/+cwCy3hxjaGj43W+OISIiIqL8pXDCmJ2djTlz5sDMzAzFixfH06dPAQAzZ87Epk2bFA5A1ptjAgIC/tObY4iIiIgUwTe9yKdwwjhv3jxs3boVCxcuhKampqS8cuXK2Lhxo8IBfOvNMZMnT8aNGzcUbo+IiIiI8pfCCeP27duxfv169O7dG2pqapJyR0dHPHr0SOEAPr05BgACAgLQtGlTAN//5hgiIiIiRQkEAqVtBYHCz2F8/fq1zDe6iEQiZGZmKhzApzfHVKxYMV/eHENERERE+UvhhNHe3h4XL16Eubm5VPnBgwdRtWpVhQNYtmwZLCws8PLlSyxcuPA/vzmGiIiISFEFY5xPeRROGD09PeHq6orXr19DJBLB398foaGh2L59O44fP65wAD/izTFERERElH8UThg7dOiAY8eOwdvbG8WKFYOnpyeqVauGY8eOoVmzZt8VxJMnT3D+/HlER0fneuajp6fnd7VJRERERPlD4YQRAOrVq4ezZ8/mSwAbNmzA8OHDYWxsjJIlS0rd/CkQCJgwEhER0Q8nLCCLT5TluxJGALh58yYePnwIIOe+xurVq39XO3PnzsW8efMwZcqU7w2FiIiIiH4ghRPGV69eoWfPnvjnn38kr+9LTExE7dq1sXfvXpQpU0ah9hISEvD7778rGgYRERFRvuEAo3wKP4dx0KBByMzMxMOHDxEfH4/4+Hg8fPgQIpEIgwYNUjiA33//HWfOnFH4OCIiIiL6ORQeYfzrr79w+fJl2NjYSMpsbGywcuVK1KtXT+EArKysMHPmTFy9ehVVqlSBhoaG1P4xY8Yo3CYRERER5R+FE8ayZcvKfEB3dnY2SpcurXAA69evR/HixfHXX3/hr7/+ktonEAiYMBIREdEPV1DeuKIsCieMixYtwujRo7F69Wo4OzsDyFkAM3bsWCxevFjhACIiIhQ+hoiIiIh+njwljAYGBlKZd2pqKlxcXKCunnN4VlYW1NXVMWDAAHTs2PGHBEpERET0o3CAUb48JYy+vr4/NIhXr17h6NGjePHiBTIyMqT2LV269If2TURERETy5SlhdHV1/WEBBAYGon379qhQoQIePXqEypUr49mzZxCLxahWrdoP65eIiIiI8kbhx+p86cOHD0hOTpbaFOXh4YGJEyfi7t270NbWxh9//IGXL1+iQYMGfD4jERER/RRCgUBpW0GgcMKYmpqKUaNGwcTEBMWKFYOBgYHUpqiHDx+iX79+AAB1dXWkpaWhePHi8Pb2xoIFCxRuT1mOHNyL3p1aolUDZ4wa2AuP7t+VW/+vwDNw694erRo4Y1Dvzrh2+aLU/oT4OCycMwPd2zVBm4Y1MHXcMLx6+VyqTkZ6OlYsmodOLeqhbWMXzPIYj4T4OKk6t25cxZjBfdGuSU383qYRNqxehuysrPw5aRV1YO8udGjVBHVrOMKtT3fcvxsit/6fZwLwe8fWqFvDET27tsc/F6VX669fuwq/d2yN+jWroUk9F4wc6oZ7d+9I1UlKSsRMj0loVMcZjevWwJxZ0/H+fapk//NnERg+yBUtG9dF3RqO6NimGdau8kWWjCcO/Er4vVAdQ7vVx6MTs5FwdRn+3j4RzpXM5dYf1ash7hyaifgrS/Hk1BwsnNAZWpqyJ6UmujVD2u1VWDSxi1S5qZEONs3ph4iz8xF7eQku756Cjk2cpOo8OjEbabdXSW0T3Zr9p3NVdXt370KrZo3xW9Uq6N3jd9wNkf+5OHP6FDq0bYnfqlZBl47tcPFv6c+FWCzG6pXL0aRBXdSo5oAhA/vj+fNnUnWSEhPhMXkCateohro1neE1cxrep6ZK1Xkc+gj9+/bCb1WroHmTBtiyaUO+nC/9GhROGCdPnoxz585h7dq10NLSwsaNGzF79myULl0a27dvVziAYsWKSe5bLFWqFMLDwyX7YmNjFW5PGc7/GQC/FYvQd+Aw+G3dhwoVbTB1/LBcydsn90OCMc9rClq26wS/bftRp35jeE0Zi4jwJwByPvyeU8bi7ZtXmL1gOfy27YNpydKYPGYI0tLeS9pZs3whrvzzFzznLcbSNVsQFxuDWVPHS/aHPwnF9Akj8VvNOvDbuh8z5izClYsXsHGN74+8HEp19vRJ+C5ZgEFDR2L7nj9Q0doGY0YMRvw3vhchwbcx02Mi2nfsgh17/dGgURNMGj8a4WGPJXXKmVtg0tQZ2HPwCNZv2YlSpc0wevggJMTHS+p4TpuMp+FhWOm3CUtXrkVw0E3M9/aS7FdXV0frth2wYu1GHDh8Eu6TPHDE/yDWr1314y6GkvF7oTq6Nq+GBRM6Yd66U6jVawFCHr/G0TUjUcKguMz63Vs6Y86YDpi/7hScOs/FsNm70LVFdXiPbp+rbnX7chjYpQ5CHr/KtW/jnH6wtjDB7+PWwfn3+ThyLhg7FwyAo430G8FmrzkOi6Yekm3Nnr9ytfWrCDh1EosX+mDoiJHYe+AQbGxsMXzoQMTFyf5cBN++hamTJqBT567Yd/AwGjVugnGjR+LJk8+fiy2bNmDPrh2Y4TULO/fsR5EiRTB8yECkp6dL6nhMmYjwsDD4bdyCFav9cOvmTXjP8pTsT0lJwbDBA1GqdGnsOeCP8RMmw2/NKhzcv+/HXQwVIxAobysIFE4Yjx07hjVr1qBLly5QV1dHvXr1MGPGDMyfPx+7du1SOICaNWvi0qVLAIDWrVtjwoQJmDdvHgYMGICaNWsq3J4y/LFnO1q374KWbTvCvLwlxk2eCS2tIgg4flhmff/9u/CbSx107+MGc4sKcBs6ClY2djhycC8A4PXL53h4LwRjJ82ArX1llDUvj7GTZyAj/QPOnz0FAEhJeYeAY4cwfMxEVHV2gbWtPSZNn4P7d4Px4F7OiMuFPwNQ3soafQcOg1nZcnCs5ozBI8fjyB/7cv1l+avYvWMbOnb+He06dkYFSytMnTEL2traOHbYX2b9vbu3o2btuujbfyDKV7DEsJFjYWtnh/17d0vqtGzdFjVq1oZZmbKwtKqIcROmIjUlBU+ehAIAIp6G48o/FzHdaw4qV3GEU9XqmDh1Bs6ePomY6GgAgFmZsmjXsTOsbWxRqrQZ6jdsjBat2+L27aAff1GUhN8L1TGmT2Ns8b+MHUev4tHTSIyetxdpHzLg2rGWzPo1HcvjSvBT7Au4iRdv4xF49RH2B9zMNSpZrIgmtszvjxFz9iAxOU1GOxWwZu9fuHn/OZ69jsOCjaeR+C4NVe3LStVLSf2AqLh3ku39h4xcbf0qdmzbgs5du6Fjpy6wtLLCDK/Z0NbWxmH/P2TW37VzO2rXrYf+AwahgqUlRo0ZBzt7e+zdvRNAzgDDrh3bMXjocDRq3BTWNraY67MQMdHROBf4JwDgaXg4/rl0EV7ec+Hg4Ihq1Z0xddoMBJw6gejoKADAyeNHkZmZCe8582FlVRGtWrdBz959sWP7lp9zYUjlKZwwxsfHo0KFCgAAXV1dxH/8y75u3br4+++/FQ5g6dKlcHFxAQDMnj0bTZo0wb59+2BhYYFNmzYp3N7PlpmZicehD1Htt8/JrVAoRLXfXCSJ29ce3LuDar+5SJX95lJbUv/TiKumppZUmxoamrh35zYA4MmjB8jKypLqt5xFeZiULIUHH6f9MjMzoampKdWPppY2MjLS8Tj0wfeessrKzMzAo4f38ZvL538EhUIhfnOphbshwTKPuRtyBzVcpP/RrFmr7jfrZ2Zm4PAf+1G8uA6srW0/thEMHR1d2FeqLKn3m0stCIVC3PvGz8DLF89x9fIlVKvurMAZFhz8XqgODXU1VLUri3PXQiVlYrEY566FooZDeZnHXL0Tgar2ZSUJooWZEVrUqYSAS/el6vl6dEfAxXs4/0Xb0u08Rdfm1WGgWxQCgQC/t6gObS11/H3ziVS9CW7N8er8AlzZMwXj+zWBmtp/ur1eZWVmZODhg/uoWau2pEwoFKJmzdoI+fi7/WshwcGoWVP6c1G7Tl2EBAcDAF6/eoXY2Bi41Pzcpo6ODqo4OEravHPnNnR0dVGpchVJHZdatSEUCiXT4XfuBKO6szM0vvg3o3adungWEYHkpKT/duIFhEAgUNpWECj84O4KFSogIiIC5cqVg62tLfbv348aNWrg2LFj0NfXVziAT8knkDM97efnp3AbypSUmABRdjYMDI2kyg0MjfDyueyHkifExeaqr29ohPi4nCn4T4nfxrXLMX6KJ7SLFMEfe3cgJjoKcR/rxMfFQkNDA8V1dKX7NTBCQnxOHWeX2vDftxPnzpxEgyYtkBAXi51bcq5vfGzMfz95FZOYkIjs7GwYGklfW0MjIzx/Jvt7ERcbC0Mj41z147+6HeLi3+cxY8pEfPiQBmPjEljltwn6H+/ZjYuNhYGhoVR9dXV16OrqIe6rdgb264nQRw+QkZGBTl26YeiIX/NNRvxeqA5jg+JQV1dDdPw7qfLouGTYWJjKPGZfwE0YGRRD4JbxEEAADQ01rD9wEYs2n5HU+b1FdTjZlkXdPgu/2XefyZuxY8EAvPlrITIzs/H+Qwa6u2/A05efvxdr9vyF2w9fIiE5FTUdK8B7dHuULKGHKUtkj0QXZAmJCcjOzobRV58LIyMjREQ8lXlMbGwsjL76XBgZGSH2478FsR9/lxsZ527z021dcbGxMJT1udDTQ9zH42NjY2FmVuarNowl+3T19PJ8nvRrUjhhdHNzw507d9CgQQNMnToV7dq1w6pVq5CZmamUZyamp6dL3aeRUwZoaWl94wjVp66ugVk+y7Bkvhc6tagLoZoaqjm7oEatuhCLxXlux9mlNoaMcofvwrn4n/d0aGpooLfbUNwNvgWB8Nf8C/5Hcf7NBTv3+SMxMQGH/Q/AY/J4bNm5D4ZfJf7/Zv7CpUhNTcWTx6FYuWwRdm7bjH5ug35Q1L8mfi9+vHrVK2LSgBYY67MPN+4+h2VZYyye1BVvB7fE/zYEoIypPhZN6oK2w1chPePbi+i8RraFvk4RtBq6AnGJqWjX0AE7Fw5A0wG+uB/2BgCwYuc5Sf17T94gIzMLq6b3xMwVR5GR+Wsv0CMqSBROGMeP/7yoomnTpnj06BGCgoJgZWUFBweHfA0uL3x8fDB79mypsnGTp8N9ysyf0r+evgGEamq5FrgkxMfB4Ku/Cj8xMDLOVT8xPk5qdMXa1h7rth9ASso7ZGVmQt/AEKMG9oK1bSUAgKGRMTIzM5HyLllqlDEhIQ4Ghp/b6dqzH7r06Iu42Bjo6OgiMvINNq1djlKlpf+S/BXoG+hDTU0N8V/dPB4fFwcjY9nfCyNjY8nI7pf1Db+qX6RIUZQtZ46y5cxRxcEJXdq1wNFDf6D/wCEwMjaWWnQB5Lz9KDk5KVe/piVLAQAqWFpBJMrG/Dle6N3PDWpqat91zqqK3wvVEZuQgqysbJgY6kiVmxjpIjJO9qPQvEa0wZ4T17H10BUAwP2wNyhaRAurZ/TEgo2nUdWuHEyNdHFl9xTJMerqaqhbzRLDuteHnss4mJc2wvAeDVCty1w8fBoJALj7+DXqVLPE0O71MWbeXpl937j7DBoaajAvbYgnz6Pz4xKoDAN9A6ipqeVa4BIXFwfjb3wujI2NJTNLUvU//nthbFwipyw2DiVKmEjVsbHNuVXDyNhYcvvYJ1lZWUhOSoLRx+ONZXz+PvX7rdh+NRxGke8/Xx9zc3N07txZKckikPMcx6SkJKlt5LjJP61/DQ0NWNvY4dbNa5IykUiE2zevwb6yo8xj7Cs74vYX9QEg6PpVmfWLF9eBvoEhXr18jsePHqB2/UYAgIq29lBXV5fq9+XzCERHvoV9FenvhUAggHEJE2hpa+P8mVMoYVoSFW3svvucVZWGhiZs7SrhxvWrkjKRSISb16+iioOTzGOqODhK1QeAa1cvf7O+pF2xWHKvaRUHJ7x7l4yHDz7f33Xz+jWIRCJU/sbPwKfYsrKyIBaJ/uXMCh5+L1RHZlY2bj98iUYuNpIygUCARjWscT1E9u0BRbQ1IRJJz2aIPl4bgQA4fz0U1bvOg0uP/0m2oPvPsffkTbj0+B9EIjGKaufcCyf6alYkO1ss97lzjjZlkJ0tQsxXU+i/Ag1NTdjZV8K1q1ckZSKRCNeuXYGDY1WZxzg4OeHaVenPxdUrl+Hg5AQAMCtTBsbGJXDt2uc2U1JScDfkjqRNR8eqeJecjAf370nqXL92FSKRCFU+/tvt6OiEoJs3kfnF46WuXrkMi/LlOR1NAPI4wrhixYo8NzhmzM+9D0hLSyvX9HNSVvo3av8YXXr2w8I5M2Bjaw+bSlXgv3cnPnxIQ8u2HQEA/5s9DcYlTDFoxFgAQOduveE+YgAO7N4Gl9r1cf7PU3j86D7GT/38iIO/As9Az8AAJqalEBH+BGuWLUDt+o3g7JJzY3Px4jo5j+VZsRi6unooWqw4Vi3xgX1lR6nEc9/OLfitZh0IhUJcuhCIvTs2Yebcxb/cKMonvfq6YvZMD9jZV0alylWwd9d2pKWloW2HTgAArxlTYGJiipFj3AEAPXr1w9BB/bBr+xbUqdcAZwJO4uGD+5jmmTNqnZb2Hls2rEO9ho1gbFwCiYmJOLhvN2Kio9CkWQsAQPkKlqhVpx7me8/E1OmzkJWVhUX/m4NmLVqjhEnOX/wBJ45BTV0dVhWtoampiQf372HNimVo1rwV1DU0lHClfjx+L1THip3nsMG7L4IevMDNe88wqlcjFC2ihe1HchKRjXP64k10EjxXHgUAnPz7Hsb0aYQ7oa9w/e4zWJYtAc/hbXHy77sQicRIeZ+OB+FvpfpITctAfFKqpDz0WSTCXkRj1Yye8Fh6CHFJqWjfyAFNatqg89ice6ldHMrjt8rm+OvmE7xL/YCaDuWxYGIX7Dl5A4nvcq+6/hX0dXXDzGlTUKlSZVSu4oCdO7YhLS0NHTt1BgBM95gMExNTjB0/AQDQu08/DOzfF9u2bkb9+g0QcOok7t+7h5mzvAHkJP+9+/bDhnVrYV7OHGZlymD1yuUoYWKCxk2aAgAqWFqiTt16mO01EzM8ZyMrKxM+8+agZas2MDHJuY+1VZt28FuzGrM8p8Nt4GCEPXmCXTu3Y9JkDyVcJeUoKItPlCVPCeOyZcvy1JhAIFA4YfT29sbEiRNRtGhRqfK0tDQsWrQInp6e3zhSdTRq2hJJCQnYunENEuJiYVnRBj7L1koWtkRHRUL4xT2DlRycMG32/7Bl/Ups9lsBs7LlMHvBcpS3rCipEx8XA78Vi5AQHwdD4xJo1rId+gwYKtXviLGTIRQIMdvDHZmZGXB2qYMxk6ZL1blx9RJ2b9uIzIwMVKhoDe+Fy1GjVr0feDWUq1mL1khISMD6tSsQFxsLaxs7LF+zXnLzdtTbtxAKPn8vHJyqYs78RfBbvRxrVi5D2XLmWLRsJSytrAEAQqEanj17ihMTDiMxMQF6+vqwr1QF6zfvhKXV5++X9/yFWOQzFyOHukEgFKJxk+aYMGWaZL+auhp2bN2IF8+fQSwGSpYqhd979EbPPj/utZvKxu+F6jh45haMDYrDc3gbmBrpICT0NTqMXC1ZCFO2pKHUiOL/NgZALBbDa0RblDbRQ2xCCk78fQ+zVh3Lc59ZWSJ0HL0Wc8d0wMHlQ1G8qBbCX8ZgkOcOnL6U85SG9IxM/N6iOqYPaw0tDXU8exOHlbvOY8WOc//SesHVslVrJMTHY82qFYiNjYGNrR3WrNsouWUi8qvPhVPVavBZuBirVvhipe9SlDO3gO/K1ahY0VpSx23gYKSlpcF7lifevUtG1WrVsWbdRqnBFJ8Fi+Ezbw6GDHSFUChEk2bNMdVjhmS/jo4O/DZswvy53uj5e2foGxhg6LAR6Nqt+0+4KlQQCMSKrKL4AdTU1PD27VuYmJhIlcfFxcHExATZ2dkKt/ky/ueOMNK36Rb5NUdsiP6rkrV/zVXZBVHCjV/3oe0FjbbCKyvyz5jDj5TW94qOtkrrO6+U+K3JIRaLZQ4D37lzJ9djAIiIiIh+BCFnpOVSWsJoYGAgeWCltbW1VNKYnZ2d85qiYcOUFR4RERERfaS0hNHX1xdisRgDBgzA7NmzoffFKixNTU1YWFigVi3Zr60iIiIiyk8cYZRPaQmjq2vODebly5dHnTp1oK6u9NlxIiIiIpJB6c+pTE1NRWBgYK7y06dP49SpU0qIiIiIiAobvktavu9KGC9evIg+ffqgVq1aeP36NQBgx44duHTpksJtTZ06VeZKaLFYjKlTp35PeERERESUjxROGP/44w+0aNECRYoUwe3btyXvcU5KSsL8+fMVDuDJkyewt7fPVW5ra4uwsDCF2yMiIiKi/KVwwjh37lz4+flhw4YN0PjirQh16tTBrVu3FA5AT08PT58+zVUeFhaGYsWKKdweERERkaKEAuVtBYHCCWNoaCjq16+fq1xPTw+JiYkKB9ChQweMGzcO4eHhkrKwsDBMmDAB7du3V7g9IiIiol/d6tWrYWFhAW1tbbi4uOD69et5Om7v3r0QCATo2LGjQv0pnDCWLFlS5lTxpUuXUKFCBUWbw8KFC1GsWDHY2tqifPnyKF++POzs7GBkZITFixcr3B4RERGRogQC5W2K2rdvH9zd3eHl5YVbt27B0dERLVq0QHR0tNzjnj17hokTJ6JePcVfEaxwwjh48GCMHTsW165dg0AgwJs3b7Br1y5MnDgRw4cPVzgAPT09XL58GSdOnMCIESMwYcIEBAYG4ty5c9DX11e4PSIiIqJf2dKlSzF48GC4ubnB3t4efn5+KFq0KDZv3vzNY7Kzs9G7d2/Mnj37uwb4FH744dSpUyESidCkSRO8f/8e9evXh5aWFiZOnIjRo0crHACQs5S9efPmkrYKyhJzIiIiov8qPT1dsoj4Ey0tLWhpaeWqm5GRgaCgIHh4eEjKhEIhmjZtiitXrnyzD29vb5iYmGDgwIG4ePGiwjEqPMIoEAgwffp0xMfH4969e7h69SpiYmIwZ84chTsHAJFIhDlz5sDMzAzFixdHREQEAGDmzJnYtGnTd7VJREREpAihQKC0zcfHB3p6elKbj4+PzDhjY2ORnZ0NU1NTqXJTU1NERkbKPObSpUvYtGkTNmzY8P3X53sP1NTUhL29PWrUqIHixYt/dwBz587F1q1bsXDhQmhqakrKK1eujI0bN353u0REREQFgYeHB5KSkqS2L0cQ/4t3796hb9++2LBhA4yNjb+7HYWnpBs1aiR3yvjcuXMKtbd9+3asX78eTZo0wbBhwyTljo6OePTokaLhERERESlMma+++9b0syzGxsZQU1NDVFSUVHlUVBRKliyZq354eDiePXuGdu3aScpEIhEAQF1dHaGhobC0tPzXfhVOGJ2cnKS+zszMRHBwMO7duyd5P7QiXr9+DSsrq1zlIpEImZmZCrdHRERE9KvS1NRE9erVERgYKHk0jkgkQmBgIEaNGpWrvq2tLe7evStVNmPGDLx79w7Lly9H2bJl89SvwgnjsmXLZJbPmjULKSkpijYHe3t7XLx4Eebm5lLlBw8eRNWqVRVuj4iIiEhRBWm9rbu7O1xdXeHs7IwaNWrA19cXqampcHNzAwD069cPZmZm8PHxgba2NipXrix1/Ken0HxdLo/CCeO39OnTBzVq1FD42Ymenp5wdXXF69evIRKJ4O/vj9DQUGzfvh3Hjx/Pr/CIiIiIfgndu3dHTEwMPD09ERkZCScnJwQEBEgWwrx48QJCYf5OsgvEYrE4PxrasWMHpkyZgjdv3ih87MWLF+Ht7Y07d+4gJSUF1apVg6enJ5o3b/5dsbyMT//3SvRT6BbR+PdKRIVQydpjlB0CfZRwY5WyQ6CPtPNtGEtx0089Vlrf81pZK63vvFL4W9O5c2epr8ViMd6+fYubN29i5syZCrWVlZWF+fPnY8CAATh79qyioRARERHlC2FBmpNWAoUTRj09PamvhUIhbGxs4O3trfCIoLq6OhYuXIh+/fopGgYRERER/SQKJYzZ2dlwc3NDlSpVYGBgkC8BNGnSBH/99RcsLCzypT0iIiIiRXGAUT6FEkY1NTU0b94cDx8+zLeEsVWrVpg6dSru3r2L6tWro1ixYlL727dvny/9EBEREdH3UXhKunLlynj69CnKly+fLwGMGDECQM6LtL8mEAiQnZ2dL/0QERER0fdROGGcO3cuJk6ciDlz5sgcEdTV1VWovU9PGyciIiJSFiGnpOXK80N6vL29kZqaitatW+POnTto3749ypQpAwMDAxgYGEBfX1/haerMzEyoq6vj3r17CgdORERERD9HnkcYZ8+ejWHDhuH8+fP51rmGhgbKlSvHaWciIiJSKj5WR748J4yfnu/doEGDfA1g+vTpmDZtGnbs2AFDQ8N8bZuIiIiI/juF7mEU/IDse9WqVQgLC0Pp0qVhbm6e657IW7du5XufRERERF/iAKN8CiWM1tbW/5o0xsfHKxRAx44dFapPRERERD+XQgnj7Nmzc73p5b/y8vLK1/aIiIiIKH8plDD26NEDJiYmPySQoKAgPHz4EABQqVIlVK1a9Yf0Q0RERPQ1PlZHvjwnjD/i/kUAiI6ORo8ePXDhwgXo6+sDABITE9GoUSPs3bsXJUqU+CH9EhEREVHe5Pk5jJ9WSee30aNH4927d7h//z7i4+MRHx+Pe/fuITk5GWPGjPkhfRIRERF9SaDE/xUEeR5h/FFvZAkICMCff/4JOzs7SZm9vT1Wr16N5s2b/5A+iYiIiCjv8jzC+KOIRCJoaGjkKtfQ0OBrA4mIiIhUgNITxsaNG2Ps2LF48+aNpOz169cYP348mjRposTIiIiIqLAQCpS3FQRKTxhXrVqF5ORkWFhYwNLSEpaWlihfvjySk5OxcuVKZYdHREREVOgp9FidH6Fs2bK4desW/vzzTzx69AgAYGdnh6ZNmyo5MiIiIiosCspIn7IoPWEEch7Z06xZMzRr1kzZoRARERHRV5Q2JX3u3DnY29sjOTk5176kpCRUqlQJFy9eVEJkREREVNgIBAKlbQWB0hJGX19fDB48GLq6urn26enpYejQoVi6dKkSIiMiIiKiLyktYbxz5w5atmz5zf3NmzdHUFDQT4yIiIiIiGRR2j2MUVFRMp+/+Im6ujpiYmJ+YkRERERUWHHRi3xKG2E0MzPDvXv3vrk/JCQEpUqV+okREREREZEsSksYW7dujZkzZ+LDhw+59qWlpcHLywtt27ZVQmRERERU2AgEytsKAqVNSc+YMQP+/v6wtrbGqFGjYGNjAwB49OgRVq9ejezsbEyfPl1Z4RERERHRR0pLGE1NTXH58mUMHz4cHh4eEIvFAHKWtbdo0QKrV6+GqampssIjIiIioo+U+uBuc3NznDx5EgkJCQgLC4NYLEbFihVhYGCgzLCIiIiokBEWlLlhJVGJN70YGBjgt99+U3YYRERERCSDSiSMRERERMrEx+rIp7RV0kRERERUMHCEkYiIiAo93sIoH0cYiYiIiEguJoxEREREJBenpImIiKjQE4Jz0vL8kgmjtqaaskOgjyJiUpUdAn3BtrSOskOgT0paKjsCIqI8+yUTRiIiIiJFcNGLfLyHkYiIiIjkYsJIRERERHJxSpqIiIgKPb7pRT6OMBIRERGRXBxhJCIiokJPyFUvcnGEkYiIiIjkYsJIRERERHJxSpqIiIgKPc5Iy8cRRiIiIiKSiyOMREREVOhx0Yt8HGEkIiIiIrk4wkhERESFHgcY5eMIIxERERHJxYSRiIiIiOTilDQREREVehxBk4/Xh4iIiIjk4ggjERERFXoCrnqRiyOMRERERCQXE0YiIiIikotT0kRERFTocUJaPo4wEhEREZFcHGEkIiKiQo/vkpaPI4xEREREJBcTRiIiIir0BErcvsfq1athYWEBbW1tuLi44Pr169+s6+/vD2dnZ+jr66NYsWJwcnLCjh07FOqPCSMRERFRAbJv3z64u7vDy8sLt27dgqOjI1q0aIHo6GiZ9Q0NDTF9+nRcuXIFISEhcHNzg5ubG06fPp3nPpkwEhERERUgS5cuxeDBg+Hm5gZ7e3v4+fmhaNGi2Lx5s8z6DRs2RKdOnWBnZwdLS0uMHTsWDg4OuHTpUp77ZMJIREREhZ5AoLwtPT0dycnJUlt6errMODMyMhAUFISmTZtKyoRCIZo2bYorV67863mKxWIEBgYiNDQU9evXz/P1YcJIREREpEQ+Pj7Q09OT2nx8fGTWjY2NRXZ2NkxNTaXKTU1NERkZ+c0+kpKSULx4cWhqaqJNmzZYuXIlmjVrlucY+VgdIiIiKvSU+S5pDw8PuLu7S5VpaWnlax86OjoIDg5GSkoKAgMD4e7ujgoVKqBhw4Z5Op4JIxEREZESaWlp5TlBNDY2hpqaGqKioqTKo6KiULJkyW8eJxQKYWVlBQBwcnLCw4cP4ePjk+eEkVPSRERERAWEpqYmqlevjsDAQEmZSCRCYGAgatWqled2RCLRN++TlIUjjERERFToFaQRNHd3d7i6usLZ2Rk1atSAr68vUlNT4ebmBgDo168fzMzMJPdB+vj4wNnZGZaWlkhPT8fJkyexY8cOrF27Ns99MmEkIiIiKkC6d++OmJgYeHp6IjIyEk5OTggICJAshHnx4gWEws8pcGpqKkaMGIFXr16hSJEisLW1xc6dO9G9e/c89ykQi8XifD8TJYtJyVJ2CPTR6/g0ZYdAX7AtraPsEOgjg3bLlB0CfZRwbLyyQ6CPtJU4jLU/+I3S+u7mVFppfedVQRqBJSIiIiIl4JQ0ERERFXrKe6hOwcARRiIiIiKSiwkjEREREcnFKWkiIiIq9JT5ppeCgCOMRERERCQXRxiJiIio0OMImny8PkREREQkFxNGIiIiIpKLU9JERERU6HHRi3wcYSQiIiIiuTjCSERERIUexxfl4wgjEREREcnFEUYiIiIq9HgLo3wcYSQiIiIiuZgwEhEREZFcnJImIiKiQk/IZS9yKXWEMS0tDe/fv5d8/fz5c/j6+uLMmTNKjIqIiIiIvqTUhLFDhw7Yvn07ACAxMREuLi5YsmQJOnTogLVr1yozNCIiIipEBALlbQWBUhPGW7duoV69egCAgwcPwtTUFM+fP8f27duxYsUKZYZGRERERB8pNWF8//49dHR0AABnzpxB586dIRQKUbNmTTx//lyZoRERERHRR0pd9GJlZYXDhw+jU6dOOH36NMaPHw8AiI6Ohq6urjJDU9gf+3djz/YtiI+LhWVFG4yfPA32lR2+Wf/c2dPYuHYlIt++Rpmy5hg+xh216taX7J/nNQ2njh+ROqZGrTpYumq95OuubZsh8u0bqTpDR41DX7fBAIBbN69j/+7teHjvLlJTU1GmXDn06jsAzVu3zY9TVlmnj+zHsQM7kBgfB3PLinAbOQlWtpVl1n35LBz7t/kh4skjxES9Rb/h7mjTuZdUnVF92iEm6m2uY5u3+x0Dx0wBAKz3nYd7t64jPi4W2kWKwMbeAb0GjYFZOQtJ/djoSGxc7oP7d25Cu0hRNGjWFj0HjoSa2q+79mzv7l3YtmUTYmNjYG1ji6nTZqKKw7c/F2dOn8Lqlcvx5vVrlDO3wDj3iahXv4Fkv1gsxppVK+B/8ADevUuGU9VqmO45C+bmFpI6SYmJ+N/8OfjrwnkIhUI0adYcU6ZOR9FixSR1Hoc+wvy53rh/7y4MDA3Rs1cfuA0c/EOugaoY2tYR47tWh6lBMdx9GgP3tedx83GUzLqnF3RFfYeyucpPXX+Kzl45v5fSTo2Xeey0jX9j2R9BAIDJPWqg1W/l4VChBDKyslHqd+lbjfo0tceGCS1ktlOuhx9iktLyfH4FCT8XqknARS9yKfVfKk9PT/Tq1Qvjx49H48aNUatWLQA5o41Vq1ZVZmgKCTxzCquWLsTEaV6wr1wF+3fvgPuoodjjfxwGhka56t+9cxuzp0/C0FHjULteA5w9dQIeE0Zj866DqGBVUVLPpXZdTPOaK/laQ1MzV1uDho1Cu05dJV9/+eG/FxIMSytr9HYdCENDI/xz8S/M9fJAseLFUad+w3w6e9Vy+cIZbF+3DIPGeKCiXWWc9N+D+R6jsWzzH9AzMMxVPz39A0xLlUHN+k2x3W+pzDbnr9oOkShb8vWLZ+GYN2UkajZoIimrUNEOdRu3grFJSaS8S8bB7eswb+pIrNpxFEI1NYiys/G/6WOhb2iEOb6bkRAfi9ULvaCmpo6eA0fm/4VQAQGnTmLxQh/M8JqNKlUcsWvHNgwfOhBHjgfAyCj35yL49i1MnTQBY8a5o36DRjh54hjGjR6JvQf9UbGiNQBgy6YN2LNrB+bM/x/MzMpg9crlGD5kIA4dPQktLS0AgMeUiYiNiYHfxi3IysyE14xp8J7lif8tWgIASElJwbDBA+FSqxZmeM3Gk8ePMWvmNOjo6KJrt+4/7wL9RF3rW2PBkPoYvTIQN0IjMapjNRyd2xmOg7fKTMp6zDkGTQ01ydeGOkVwfU0f+F98Iimz6LVO6pjmzhbwG9cch/4Jk5RpqqvB/+JjXHv4Fq4tKuXq5+DfoTgb9EyqbL17C2hrqv2yySI/F1RQKXVKumvXrnjx4gVu3ryJ06dPS8qbNGmCZcuWKTEyxezduQ3tOnVFm/adUL6CFSZN84K2tjaOH/GXWf/Anp1wqVUXvfoNgEV5SwweMQbWtvb4Y/9uqXqaGpowMi4h2XR19XK1VbRYMak6RYoUlezrN2AIBo8YgyqOVWFWthy69eoLl1p18df5P/P3AqiQE3/sQpNWHdGoZXuUMa+AQWM9oKmljfOnj8qsb2VTCX2GjEWdRi2goZE7IQcAXX0D6BsaS7ZbVy/BtHQZ2DtUl9Rp2qYz7B2qwaRkaVSoaIvubiMQFxOF6I8jk3eCruLViwiMmjoHFlY2qFqjDrq7DsPpo/uRlZmZ/xdCBezYtgWdu3ZDx05dYGllhRles6GtrY3D/n/IrL9r53bUrlsP/QcMQgVLS4waMw529vbYu3sngJxRlF07tmPw0OFo1LgprG1sMddnIWKio3EuMOdn+ml4OP65dBFe3nPh4OCIatWdMXXaDAScOoHo6JzRtJPHjyIzMxPec+bDyqoiWrVug569+2LH9i0/58IowZhO1bDl1D3sOPsAj17EY/TKP5GWngXX5rJH3hNS0hGV8F6yNalWDu/TM+F/8bGkzpf7oxLeo11NS/wV8hLPIpMkdebuvIKVh2/j3rNYmf18yMiWaiNbJEZDx7LYevp+/l4AFcLPheriohf5lP7g7pIlS0JHRwdnz55FWlrOX5S//fYbbG1tlRxZ3mRmZuDxowdwrlFLUiYUCuFcoybu370j85h7IcFwdqkpVeZSqw7uhQRLld0OuoG2TeuhZ+c2WDzfG0mJibna2rl1I1o3rg23Xl2we/tmZGVlyY03JeWdzMTzV5CVmYmnjx+hSjUXSZlQKESVajXw5EFIvvVxKfAkGrVoD8E3PuUf0tJw4fRRmJQ0g3EJUwDAkwd3Uc7CCvoGn0cQHJ1rIe19Kl4+D8+X2FRJZkYGHj64j5q1akvKcu5Pro2QO7dlHhMSHIyaNWtJldWuUxchwcEAgNevXiE2NgYuNT+3qaOjgyoOjpI279y5DR1dXVSqXEVSx6VWbQiFQtwNCflYJxjVnZ2lRuxr16mLZxERSE76nOz8KjTUhaha0RTngl9IysRi4FzwC9SwK5WnNlybV8aBvx7jfbrs3y8m+kXRskZ5bDt97z/F2ruJHd6nZ+LQpcf/XrkA4ueCCjKlTknHxcWhW7duOH/+PAQCAZ48eYIKFSpg4MCBMDAwwJIlS/61jfT0dKSnp0uXZapJhuF/tKTERGRnZ8Pwq6kEQyMjPH8WIfOY+LjYXFPVBoZGiI+Lk3ztUrsuGjRuilKly+D1q5dYv9oXE8cMhd+W3VBTy5kq6tqjN6xt7aGrp4d7d4Lht8oXcbExGO0+RWa/gWcC8OjBPUyaPus/nLHqSk5KhEiUnWvqWc/AEG9ePsuXPm5cvoDUlBQ0aN4u177TRw9g14YVSP+QhtJlzTF9wWqoa2gAABIT4mTElfMzkBgfl6utgi4hMQHZ2dm5ptiMjIwQEfFU5jGxsbEwMjLOVT82Lvbj/picMuPcbcbG5tSJi42FoaH0dVZXV4eunh7iPh4fGxsLM7MyX7VhLNmnq/dr/UFlrFsE6mpCRCe8lyqPTngPmzIG/3q8s7UpKpc3xnDfbz8ft09Te7xLy8ThL6ajv4dri8rYdyEUHzKy/71yAcTPhWrjg7vlU+oI4/jx46GhoYEXL16gaNHPU6ndu3dHQEBAntrw8fGBnp6e1LZ8yYIfFfJP07RFa9Rt0BiWFa1Rv1ETLPBdg4f37+F20A1JnR59+qOacw1YVbRBx67dMWr8JBzcuxsZGRm52rt14xp8Zs/A5BmzUcHS6meeyi/l3KkjcKpRG4bGJXLtq9ekFRas3QWvJetRyqwcfOdORUZGuoxWiAoO1xaVcTci5psLZACgX/NK2Hf+IdIzvz/Rc7EtBbtyRv95lJKIfgylJoxnzpzBggULUKaM9F81FStWzPNjdTw8PJCUlCS1jZ0ge4TtR9DT14eamprU6CAAxMfFwcjYWOYxhkbGSPhqVCkhPi7XKOWXzMqUhb6+AV69fPHNOvaVHZCdnYXIN6+lym8H3cCU8SMxesJktGrb4d9OqcDS1dOHUKiGpIR4qfKkhHipqeDvFRP1FndvX0fjVrKvYdFixVGqTDnYO1SDu+dCvHn5DDcunQcA6BsYyYgr52dAX8bCqILOQN8AampqiPvqcxEXFwfjb3wujI2NERcXm7v+x1EO449Jelzst9s0MjZGfLz0dc7KykJyUhKMPh5vbGyM+Fz9xEr2/Wpik9OQlS2CiUFRqXITg6KI/GrU8WtFtdTxewMbbJNzT2GdSmawKWuILQH/LdHr37IygsOjcTss+j+1o8r4uaCCTKkJY2pqqtTI4ifx8fF5nlLW0tKCrq6u1PazpqMBQENDE9a29gi6cVVSJhKJEHTjGipVcZR5TGUHJ9y8flWq7Ma1K6js4PTNfqKjIpGUlCj3gxsW+ghCoRD6X0w93Lp5HZPHDsewMe7o0LlbHs+qYFLX0EAFa1vcvX1dUiYSiXDv9g1UtP/2Iyvy6sLpo9DTN0A1l7r/WlcsFkMsFiPz44KWivZV8OJZmFTSGHLrGooULYYy5Sr859hUjYamJuzsK+Ha1SuSMpFIhGvXrsDBUfYTEBycnHDtqvTn4uqVy3BwcgIAmJUpA2PjErh27XObKSkpuBtyR9Kmo2NVvEtOxoP7n5OX69euQiQSSR5b4ujohKCbNyXfm0/9WJQv/0tOu2VmiXD7SRQaOX1+TI5AADRyKovrD3M/LupLnetZQ0tDDXvOPfxmHdcWlRD0OAp3I2QvbMmLYtoa6FLP+pcfXeTnQrVx0Yt8SkkY37zJeXZgvXr1JK8GBACBQACRSISFCxeiUaNGygjtu/To44pjhw7i1LHDeBYRjsU+3khLS0Ob9p0AAHM8PeC38vOq79979sG1y/9gz46teB7xFJvWrcajB/fQpVvO8//ev0/Fat/FuHf3Dt6+eY2b169iqvtomJUthxq1cpKVeyHB2L97O548foTXr17izMnjWLF0AZq3aitZ1HLrxjVMHjsCXXv0QcPGzRAXG4O42BgkJyX+3Av0E7Xp0hvnTh7GX2eO49XzCGxc4YP0D2lo2CLnnsNVCzyxe9MqSf2szEw8CwvFs7BQZGVmIiE2Bs/CQhH5+qVUuyKRCBdOH0ODZm1zPTcx6u0rHNqzBU8fP0RsdCRC79/BsjlToKmpjao16gAAHKvXRJly5bFqgSeehT9G8I0r2Ld1LVq07ybzcUm/gr6ubvA/uB9HDx/C0/BwzPWehbS0NHTs1BkAMN1jMpYv+3yfcu8+/XD5n4vYtnUzIp6GY+3qlbh/7x569OoDIOf3Q+++/bBh3VpcOBeIJ49DMcNjMkqYmKBxk6YAgAqWlqhTtx5me83E3ZAQ3L4VBJ95c9CyVRuYmOQsQGrVph00NDQwy3M6wsKeIODUSezauR19+7n93Av0E604dAtuLaugd1N72JQ1xIpRTVBUSwPbz+aMHG6c0ALe/evkOq5/i8o4diUc8e8+yGxXp6gmOtezxtZvJHplS+jAoUIJlDXRgZpQCIcKJeBQoQSKaWtI1eta3xrqakLsOffoP56p6uPnggoqpSx6qVSpElavXo1FixahcePGuHnzJjIyMjB58mTcv38f8fHx+Oeff5QR2ndp0rwVEhPisdFvFeLjYmFlbYslK9fB8OOUQVTkWwi/+BOiimNVeM1biA1rV2D9al+UKWcOnyUrJc9gVBOqIfxJKE4dP4KUd8kwLmGC32rWxuDho6H5MbnQ0NDEn6dPYfO6NcjIzEDp0mbo3qsfuvdxlfRz6vgRfPiQhh1bNmDHlg2Scqfqv2HV+q0/4cr8fLUbNkdyYgL2b/NDYkIcLCyt4TF/pWRKOi46EkLB57+T4uNiMGV4b8nXxw7swLEDO2DvUA1eSz4/JP3ureuIjY5Ew5btc/WpoaGFR3dv45T/HqSkJEPfwAi2VapizvJNkoUuQjU1TJnri43LfTBzrBu0tIugQbO26NZ/6I+6FErXslVrJMTHY82qFYiNjYGNrR3WrNsouVUj8u1bqe+FU9Vq8Fm4GKtW+GKl71KUM7eA78rVkmfNAYDbwMFIS0uD9yxPvHuXjKrVqmPNuo1Sswo+CxbDZ94cDBnoKnlA8VSPGZL9Ojo68NuwCfPneqPn752hb2CAocNG/NLPmjv492MY6xWBZ59aMDUsipDwGHSYeQjRiTlT0mVNdCASi6WOqWhmgDqVzdBmmuzHvQDA7w1sIACw/4LsRG9m31ro2+zz8xevrc5JcppPPoCLd19Jyvu3qIwjl58gKfXXv+eXnwvVVVBG+pRFIBZ/9VviJ1izZg2mTJmCli1bws/PD35+frhz5w5SUlJQrVo1jBw5EqVK5e1xD7LEpMh/tAz9PK/jf82H7xZUtqV1lB0CfWTQruA8a/ZXl3BM9ltr6OfTVuKzW848jFFa383tci+kVDVK+daMGDECrVq1wsCBA1GpUiWsX78e06dPV0YoRERERPQvlJbLly9fHufOncOqVavQpUsX2NnZQV1dOpxbt24pKToiIiIqTPguafmU+uDu58+fw9/fHwYGBujQoUOuhJGIiIiIlE9pGdqGDRswYcIENG3aFPfv30eJEqo/f09ERES/JiEHGOVSSsLYsmVLXL9+HatWrUK/fv2UEQIRERER5ZFSEsbs7GyEhITkesMLERERkTLwHkb5lJIwnj17VhndEhEREdF3UOqrAYmIiIhI9XFZMhERERV6fNOLfBxhJKL/t3ffUVFcbRjAn10QFqQrUhQFRRAVsUbRBARRLJ8RNdGoUey9JGg0JEZEE7F3o0YNlthrYi8olthFsFEUQTRiAUXEQtv7/aGO2QAbTIwD8vw8e45z987MOzO7w7v3ztwhIiLSii2MREREVOLxphft2MJIRERERFoxYSQiIiIirdglTURERCUen/SiHVsYiYiIiEgrtjASERFRicebXrRjCyMRERERacWEkYiIiIi0Ypc0ERERlXh80ot2bGEkIiIiIq3YwkhEREQlHhsYtWMLIxERERFpxRZGIiIiKvGUvIhRK7YwEhEREZFWTBiJiIiISCt2SRMREVGJxw5p7djCSERERERasYWRiIiIiE2MWrGFkYiIiIi0YsJIRERERFoxYSQiIqISTyHjv39iwYIFsLe3h0qlQsOGDXH69OkC6y5ZsgQfffQRzM3NYW5uDh8fH63188OEkYiIiKgYWb9+PQICAhAUFISIiAi4ubnB19cX9+7dy7d+eHg4unTpgkOHDuHEiROws7NDixYt8McffxR6nQohhHhbG1BU3M/IkTsEeumPB8/kDoH+pJqtsdwh0EvmbWfJHQK99HD7l3KHQC+pZLwV9/T1R7Kt+4PKpm9Uv2HDhmjQoAHmz58PAFCr1bCzs8OwYcPw9ddf/+38ubm5MDc3x/z589GjR49CrZMtjEREREQyyszMRHp6usYrMzMz37pZWVk4d+4cfHx8pDKlUgkfHx+cOHGiUOt7+vQpsrOzYWFhUegYmTASERFRiaeQ8RUSEgJTU1ONV0hISL5xpqSkIDc3F1ZWVhrlVlZWuHPnTqG2dcyYMbC1tdVIOv8Ox2EkIiIiklFgYCACAgI0yvT19f+TdU2ePBnr1q1DeHg4VCpVoedjwkhEREQkI319/UIniGXLloWOjg7u3r2rUX737l1YW1trnXf69OmYPHkyDhw4gFq1ar1RjOySJiIiIpKzT/oN6OnpoV69eggLC5PK1Go1wsLC4O7uXuB8U6dOxcSJE7Fnzx7Ur1//zVYKtjASERERFSsBAQHw9/dH/fr18cEHH2D27Nl48uQJevXqBQDo0aMHypcvL10HOWXKFIwbNw5r1qyBvb29dK2jkZERjIyMCrVOJoxERERU4v3TAbTl0LlzZ9y/fx/jxo3DnTt3ULt2bezZs0e6ESYpKQlK5etO5IULFyIrKwuffPKJxnKCgoIwfvz4Qq2T4zDSf4rjMBYtHIex6OA4jEUHx2EsOuQch/FsQrps667vYCLbuguL1zASERERkVbskiYiIqIST1F8eqRlwRZGIiIiItKKLYxERERU4rGBUTu2MBIRERGRVmxhJCIiImITo1ZsYSQiIiIirZgwEhEREZFW7JImIiKiEq84PelFDmxhJCIiIiKt2MJIREREJR4H7taOLYxEREREpBUTRiIiIiLSil3SREREVOKxR1o7tjASERERkVbvZQtjdo5a7hDoJfcR6+UOgf7k4ca+codAL/2+qI/cIRDRn7GJUSu2MBIRERGRVu9lCyMRERHRm+DA3dqxhZGIiIiItGLCSERERERasUuaiIiISjw+6UU7tjASERERkVZsYSQiIqISjw2M2rGFkYiIiIi0kr2F8cmTJ5g8eTLCwsJw7949qNWag25fv35dpsiIiIiICCgCCWPfvn1x+PBhdO/eHTY2NlDwqlMiIiJ615h+aCV7wrh7927s3LkTTZo0kTsUIiIiIsqH7Amjubk5LCws5A6DiIiISjA+6UU72W96mThxIsaNG4enT5/KHQoRERER5UP2FsYZM2YgPj4eVlZWsLe3R6lSpTTej4iIkCkyIiIiKil4C4V2sieMfn5+codARERERFrInjAGBQXJHQIRERERaSF7wvjKuXPnEB0dDQCoUaMG6tSpI3NEREREVFKwR1o72RPGe/fu4bPPPkN4eDjMzMwAAGlpafDy8sK6detgaWkpb4BEREREJZzsd0kPGzYMjx8/xuXLl/HgwQM8ePAAly5dQnp6OoYPHy53eERERFQSKGR8FQOytzDu2bMHBw4cgIuLi1RWvXp1LFiwAC1atJAxMiIiIiICikALo1qtzjOUDgCUKlUqz3OliYiIiOjdkz1h9Pb2xogRI3D79m2p7I8//sCXX36JZs2ayRgZERERlRQKGf8VB7InjPPnz0d6ejrs7e1RpUoVVKlSBQ4ODkhPT8e8efPkDo+IiIioxJP9GkY7OztERETgwIEDiImJAQC4uLjAx8dH5siIiIiopOCTXrSTPWEEAIVCgebNm6N58+Zyh0JEREREfyFLwjh37lz0798fKpUKc+fO1VqXQ+sQERHRf40NjNrJkjDOmjUL3bp1g0qlwqxZswqsp1AomDASERERyUyWhDEhISHf/xMRERFR0SP7XdITJkzA06dP85Q/e/YMEyZMkCEiIiIiKnH4pBetZE8Yg4ODkZGRkaf86dOnCA4OliEiIiIiIvoz2e+SFkJAkc+97FFRUbCwsJAhIiIiIippissA2nKRLWE0NzeHQqGAQqGAk5OTRtKYm5uLjIwMDBw4UK7wiIiIiOgl2RLG2bNnQwiB3r17Izg4GKamptJ7enp6sLe3h7u7u1zhEREREdFLsiWM/v7+AAAHBwc0adIEurqy944TERFRCcUnvWgn+00vxsbGiI6OlqZ//fVX+Pn54ZtvvkFWVpaMkRERERERUAQSxgEDBiAuLg4AcP36dXTu3BmGhobYuHEjRo8eLXN0REREVBJwVB3tZE8Y4+LiULt2bQDAxo0b4enpiTVr1mD58uXYvHmzvMERERERkfwJoxACarUaAHDgwAG0bt0aAGBnZ4eUlBQ5QyMiIiIiFIFxGOvXr4/vv/8ePj4+OHz4MBYuXAjgxSMDraysZI6OiIiISoTi0jcsE9lbGGfPno2IiAgMHToU3377LRwdHQEAmzZtQuPGjWWOjoiIiIhkb2GsVasWLl68mKd82rRp0NHRkSEiIiIiKmn4pBftZG9hBIC0tDQsXboUgYGBePDgAQDgypUruHfvnsyREREREZHsLYwXLlxAs2bNYGZmhsTERPTr1w8WFhbYsmULkpKSsHLlSrlDJCIiovccB+7WTvYWxoCAAPTq1QtXr16FSqWSylu3bo0jR47IGBkRERERAUUgYTxz5gwGDBiQp7x8+fK4c+eODBERERER0Z/JnjDq6+sjPT09T3lcXBwsLS1liIiIiIhKmuL2pJcFCxbA3t4eKpUKDRs2xOnTpwuse/nyZXTs2BH29vZQKBSYPXv2G69P9oTx448/xoQJE5CdnQ0AUCgUSEpKwpgxY9CxY0eZoyMiIiIqWtavX4+AgAAEBQUhIiICbm5u8PX1LfBm4adPn6Jy5cqYPHkyrK2t/9E6ZU8YZ8yYgYyMDJQrVw7Pnj2Dp6cnHB0dYWxsjB9++EHu8IiIiKgkKEZNjDNnzkS/fv3Qq1cvVK9eHYsWLYKhoSF+/vnnfOs3aNAA06ZNw2effQZ9ff03XyGKwF3Spqam2L9/P44dO4YLFy4gIyMDdevWhY+Pj9yhEREREf3nMjMzkZmZqVGmr6+fb3KXlZWFc+fOITAwUCpTKpXw8fHBiRMn/rMYZU8YX/nwww/x4Ycfyh0GERER0TsVEhKC4OBgjbKgoCCMHz8+T92UlBTk5ubmeXyylZUVYmJi/rMYZU8YJ0yYoPX9cePGvaNIiIiIqKSS80kvgYGBCAgI0Cj7p13H/xXZE8atW7dqTGdnZyMhIQG6urqoUqUKE0YiIiJ6rxXU/ZyfsmXLQkdHB3fv3tUov3v37j++oaUwZE8Yz58/n6csPT0dPXv2RPv27WWIiIiIiEqa4vKkFz09PdSrVw9hYWHw8/MDAKjVaoSFhWHo0KH/2Xplv0s6PyYmJggODsZ3330ndyhERERERUpAQACWLFmCFStWIDo6GoMGDcKTJ0/Qq1cvAECPHj00borJyspCZGQkIiMjkZWVhT/++AORkZG4du1aodcpewtjQR49eoRHjx7JHQYRERGVAMWkgREA0LlzZ9y/fx/jxo3DnTt3ULt2bezZs0e6ESYpKQlK5es2wdu3b6NOnTrS9PTp0zF9+nR4enoiPDy8UOuUPWGcO3euxrQQAsnJyVi1ahVatWolU1RvbuvGtVi/ejkepKagSlVnDB8ZCJcargXWDw/bi58Xz8ed5NuoYFcR/Yd8iUZNPKT3vRrmP++AoQH4rHsvafrEsSNY+fMiXL8WBz09PbjVqY/vp73ep+fOnETo4vm4Hn8VKpUBfNt8jL4Dh0NHV/ZD/58Z0MoFX/rVgpWZAS4mPkDA0hM4e/V+vnX3TmwDj5o2ecp3n01Chx/25SmfO7AJ+vm64KtlJzB/x2WpfGNgc7g5lIGlqQoPM7Jw6MIfGLvyDJIfPtWY/4t2rujdohoqWhohNf05Fu+JxtRNkf9ug4uwdWtWY0XoMqSk3IeTczV8/c13cK1Vq8D6+/buxoJ5c3D7jz9QsZI9vggYhY88PKX3hRD4cf5cbNm0EY8fp6N2nbr4dtx4VKpkL9V5lJaGyZMm4nD4ISiVSjRr3gJjvv4WhqVLS3XiYmMw6fsJuHzpIswtLNCl6+fo1afff7IPiop9v23A9o2/4NGDVFSsXBU9h3wFx2o18q17MzEem1YuxvWrMUi5m4zuA79E6w5dNeoM6/4xUu4m55m3edtP0HvYGADA3du38MtPcxB7ORI52dmoVd8dPYeMgpl5Ga3L+az3ELT7rOe/3OKii98LehuGDh1aYBf0X5NAe3t7CCH+1fpkzxpmzZqlMa1UKmFpaQl/f3+N5tSi7OD+PVg4Zxq+HPMdXGrUwqZ1qzB6xACs3LAd5hZl8tS/dCESE78bg36DRsD9Q0+E7d2J70aPwE8rN8ChSlUAwOZdhzTmOXX8KKb9EAQP79fjUx4+uB8zQsaj76ARqFP/A+Tm5CLh+lXp/WtxsQj8cjC69eyHwKBJuH//LmZNmQh1rhqDRoz6j/aGvD5pUhlTejXCsEXHcCbuPoa2rYnfxrWE29CNuP/oeZ76n005AD3d17/CLIz1cXpWB2w5npCn7scNK+EDp3K4nfokz3tHLiVj2uZI3Hn4DLYWhgjp2RBrRjeDV+B2qc6MPu5oVrs8ApefwqUbD2BhpA9zY9Vb2vKiZ8/uXZg+NQRjg4Lh6uqG1atWYNCAPvh1xx6UKZP3exF5PgJffzUSw78IgIenF3bt3I4vhg3Buk1bULWqEwAgdNkSrF29ChMnTUb58hWwYN4cDOrfB1t/2yVdMB44ZhRS7t/HoqWhyMnORtDYbzBh/DhMnjYDAJCRkYGB/fqgobs7xgYF42pcHMZ/9w2MjU3wSafO724HvUMnwvdh1eLZ6DP8azhWq4ndW9Zi8jfDMGPZJpiaW+Spn5X5HOWsy6PhRz5YtXhmvsv8Yd4KqNW50vTNxHhM+nooGnm8OEc9f/YMkwKHolLlqhg7dSEAYOPyRZg+LgAT5oRqtH582mMAvFv7SdMqg9dJzPuG3wsqrmS/hjEhIUHjFR8fj5MnT2LSpEkwNjaWO7xC2bh2Jdq064hWbdvDvnIVBHw9DiqVAXZv35pv/c3rf8EHjZrgs+69UMmhMnoPHIaqztWxdeNaqY5FmbIar9+PHELteh/AtrwdACA3JwfzZ07GgGEj8XGHTrCraA/7ylXg5dNSWsahA3tQ2dEJ/n0HobxdRdSu2wADhgZg2+Z1ePokb9LzPhj+cU2E7o/BqoNXEXMrDcMWHcOzzBz4N3PKt/7DjEzcTXsmvZq5lcfTzJw8CaOthSFm9m2MXrMOITtXnWc587Zfwum4+0i6n4GTsfcwfUsUPnAqB12dF50czhXM0K+lCz4N2Y+dZ5Jw414Gzl9PxcGoP97+TigiVq0IRYdPOsGvfUdUcXTE2KBgqFQqbNuyOd/6q39ZicYffoSevfuicpUqGDr8C7hUr451a34B8KIVZfWqleg3YBC8vH3g5FwN34dMxf1793Aw7AAA4Hp8PH4/dhRBE75HrVpuqFuvPr7+Ziz27N6Je/de3FG4a8dvyM7OxoSJk+DoWBWtWrdBl27dsWpl6LvZMTLYuXkNvFv5oanvx6hQqTL6jAiEnr4K4Xt/y7d+Feca6NZ/BBp7tYBuKb1865iYmcPMoqz0ijh1DFa2FeBSqy4AIO5yFO7fTcbAUUGo6OCIig6OGDR6PK7HReNy5BmNZakMDTWWpTIweLs7oAjh96LoUijkexUHsieMxV12djbiYq6g3geNpDKlUom6DRrh8sWofOe5cjEK9Ro00ihr0KhxgfUfpKbg5O9H0frj13eNx8VGI+X+PSgVCvTr/ik6tvbCmC8GIiH+dQtjdnYW9PQ0b9PX19dHVmYm4mKuvPG2FnWldJWoU6UsDkbdlsqEAA5e+AMfOFtpmfM1fx9nbDx2HU8zc6QyhQJY9kVTzPr1AqJvpv3tMsyN9PGZhyNOxt5FTu6LLoA29Ssi4W46WteviOhFnRGzuDN+HPwRzI2K1jhbb0t2Vhair1xGI/fGUplSqUSjRo1xISrvyAgAcCEyEo0auWuUNW7yIS5ERgIA/rh1Cykp99Gw0etlGhsbw7WWm7TMqKjzMDYxQY2ary/paOjeGEqlEhcvXHhZJxL16tdHKT09jfUkJiQg/T28bjonOxsJV2NQs84HUplSqUTNOh/gavTFt7aOY2G70dT3Yyhe/vXLzs6CAgqU+lPCWaqUHhQKJWIvaZ7rflu/Av06+uDrQd2wfcMq5Obm4H3E7wUVZ7J3Sbdv3146wfydLVu25CnL73E6mZmKdzbg5aO0h1Dn5ubpeja3KIOkG3m7NYEXCWB+9R+mpuRbf++u32BY2hAeTV93Ryf/cQsAsGLpQgwa8RWsbWyxYc0KfDGoN1Zt3AETU1M0aNgEm9f9grC9u9DUxxcPUlOwctkiAEBqSv7X9BVnZY1V0NVR4t6jZxrl99Kew7m82d/OX7+qJWpWssCgBUc1yke2d0NOrhoL/nTNYn6+794AA1tXR2lVKZyKvatxDaS9tTEqWhqhQ2MH9J0TDqVSiam9X3Rbtxq3q/AbWUw8THuI3NzcPF1sZcqUQULC9XznSUlJQZkyZfPUT3n5vUh5+ZktUzbvMlNSXtRJTUmBhYVmF6uuri5MTE2lz3xKSgrKl6/wl2WUld4zMTUt9HYWB+npaVCrc/N0PZuaW+D2zcS3so4zx8PxNCMDHi3+J5VVdXGFvkqFNcvm4bNeQyCEwNqf50OtzkXag9fnupbtOsOhajWUNjZB3JULWP/zAqQ9SEH3gV++ldiKEn4virpi0tQnE9lbGE1NTREWFoazZ89KZefOncPBgwdhYmICU1NT6ZWfkJAQjTqmpqaYP2vquwr/ndi9fSt8fNtA709JsFq86Bbt1rMfPL2bw9mlBsZ89z0UCgXCw/YCeNFqOWBYAGZNmYgWH9VDj0/bomHjjwAACqXsh77I8W/mhIuJDzRukKlTuQyG/K8G+s898rfzz9p2AY1GbkWb8buRqxZYOvz1RelKhQIqPV30mRuO36Pv4ujlZAxacBRNXW1R1bYknIjpfRa+5zfUbuAOizKWUpmJmTm+GDsZESePolc7D/Rp74WnGY/h4FhN4/zT5pNuqO5WD5UqV0Xz/3VEt/5fYO+v65GdlSXHphBRAWRvYbSyskKnTp2waNEi6OjoAAByc3MxePBgmJiYYNq0aVrnz+9xOqnP3t2vBFMzcyh1dPDwQapG+cMHqbDI54YX4MX1ifnVN//Lr0gAuHD+HG7eSMS476drlJd5eWK2d6gilenp6cGmfAXcu3tHKuvU1R+fdumB1JT7MDY2wZ3k21jy4xzY/uWX5Psg5fFz5OSqUc5U8/qncmYq3El7VsBcLxjq6+LTD6tg4rpzGuVNqlujnKkB4pZ8JpXp6igxuWdDDG1bE9UGrJfKUx9nIvVxJq7dTkfsrYe4trQrGjqXw6nYe7jz8Cmyc9S4djtdqh9zKw0AYGdphKu3368uH3Mzc+jo6CA1VfNznpqairJl837OgRdPL0j9Syt7amoqyr78XpQt++Izn5qSCkvLchp1nKtVAwCUKVsWDx480FhGTk4O0h89QpmX85ctWxYP8qwnRXrvfWNiYgalUgePHmrul0cPH8CsgHPUm7h/NxkXz59GwLi8P9Rr1W+EOSu2If1RGnR0dFDayBgDO/vC3bpFgctzrFYDubm5uH/3Nmzt7P91fEUJvxdUnMnezPTzzz9j1KhRUrIIADo6OggICMDPP//8t/Pr6+vDxMRE4/Uun79YqlQpOFWrjogzp6QytVqNiDMnUcPVLd95qru6IeLsKY2yc6dP5Ft/1/YtcKpWHY5OzhrlTtWqo5SeHpKSEqWynJxs3L39B6ysNYeJUSgUKGtZDvoqFcL27UI5K2tUdXZ5000t8rJz1DgfnwKvWrZSmUIBeLmWx+nYu1rmBDo0doB+KSXWHtYcxHTN4Wto8OUWNAzYKr1upz7BrF8vom3wngKXp3x5mYWe7ovP9Ynouyilq4SD9esbuV61LCbdf/xmG1oMlNLTg0v1Gjh18oRUplarcerUCdRyq5PvPLVq18apkyc1yk6eOI5atWsDAMpXqICyZS1x6tTrZWZkZODihShpmW5udfA4PR1XLl+S6pw+dRJqtVoatsTNrTbOnT2L7OxsjfXYOzi8l91uuqVKwaFqNVz6040marUalyPPoKpLwUN/FdbhvdthamaOOg2bFFjHxNQMpY2Mcen8GaSnPUQ9948KrHsjPg4KpRImZnnv3i7u+L0o2njTi3ayJ4w5OTmIiYnJUx4TEwO1Ou/dqEXRp116YMevm7Fn56+4kXAds6ZMxPPnz9Dyf34AgEnjv8GSBbOl+h07f47TJ37HhtUrkJR4HcuX/IjY6Mto/2kXjeU+ycjA4bD9aNOuY551ljYywsftO2H5Twtw5uRxJN1IwKwp3wMAmjZ7/et93apQXL8Wh4Tr17By2SKsXbkMw0Z+rZGgv0/m/nYJvZo7o5tXVThXMMPcAU1gqNLFyrAXNwMtHe6JCZ/XzzNfTx9nbD91Aw8ea14P++BxJq4kPdR4ZeeqcffhU6lVsEFVSwxsVR217C1Q0dIInq42WBHgjfjkRzj1MlE9eOEPRMSnYPFQD7g5lEGdymUwf+CHOBB5S6PV8X3S3b8XtmzagN+2bcX1+Hh8P2E8nj17Br/2HQAA3waOxpxZM6T63T7vgeO/H8WK5T8j4Xo8Fi6Yh8uXLuGzrp8DePHDp1v3HliyeCHCD4bhalwsxgaOhmW5cvBu9uL63spVqqDJhx8hOOg7XLxwAecjziHkh4lo2aoNypV7ceNTqzZtUapUKYwf9y2uXbuKPbt3YfUvK9G9Ry+8r9p07IpDu7bh8L4d+CMpAT/PnYzM58/g6dsWAPDj1CCsXTZfqp+TnY3E+FgkxsciJzsbD1PuIzE+Fnf+uKmxXLVajcP7tsOjeRvo6OTtsArf+xuuRl/E3du3cPTALsz5PhCtOnSRWg7jrlzAri1rcCM+DneTb+FY2G6sWjQLH3q3gpGxyX+3Q2TE7wUVV7J3Sffq1Qt9+vRBfHw8PvjgxV18p06dwuTJk6VH3BR13s1b4lHaAyz/acGLgbudqmHK7EWweNllcO9uMpTK1z8hataqjbETJ+PnRfOxdOEclLerhIlT50hjML5ycP9uCCHg3SL/AcwHDg+Ajo4OQsYHIjMzEy41XTHjx2UwNnn9a/D0iWP4ZfkSZGdnoYqjM76fNle6jvF9tOn36yhrosK4z+rCytwQFxJS0W7CHulGGDtLI6j/MnhpVVtTNKlujTbjd/+jdT7NzEE7d3uM7VIXpfV1cefhM+w7fwtTpp9HVs6LHz1CAJ/8sA8z+7lj/w9t8OR5DvZF3MLXy0/9zdKLr5atWuPhgwf4cf5cpKTch3M1F/y4eCnKvOzeupOcDKXi9W/W2nXqImTqdMyfOxvzZs9ExUr2mD1vgTTWHAD06tMPz549w4Tx4/D4cTrq1K2HHxcv1ehVCJkyHSE/TET/Pv7SAMVfB46V3jc2NsaiJcsw6fsJ6PJpB5iZm2PAwMHv9Vhz7k1bIP1RGjatXIy0h6moVNkJX/8wVxpAO+XeHY2bDx+m3kfgoM+l6R2bfsGOTb/ApVZdjJu+WCq/FHEaKffuoKnvx/muN/nWDaz7eQEyHqfD0soWfl16oXXH1wOAlyqlhxPh+7F51RJkZ2ejnLUtWnXogjYdu73tXVBk8HtRdBWThj7ZKMS/Hfr7X1Kr1Zg+fTrmzJmD5OQXo/3b2NhgxIgRGDly5D9qCbudxouli4oqvVbKHQL9ycONfeUOgV668sf72bJcHFUv/362ZhZHKhmbseTMHWzN8h/vtCiRvYVRqVRi9OjRGD16NNLTX5xATUz45SUiIqJ3p7hcSygX2RPGP2OiSERERFT0yH7TCxEREREVbUWqhZGIiIhIDgre9qIVWxiJiIiISCu2MBIRERGxgVEr2RPGuXPn5luuUCigUqng6OgIDw+P93agaSIiIqKiTvaEcdasWbh//z6ePn0Kc3NzAMDDhw9haGgIIyMj3Lt3D5UrV8ahQ4dgZ2cnc7REREREJY/s1zBOmjQJDRo0wNWrV5GamorU1FTExcWhYcOGmDNnDpKSkmBtbY0vv/xS7lCJiIjoPaWQ8VUcyN7COHbsWGzevBlVqlSRyhwdHTF9+nR07NgR169fx9SpU9GxY97nKRMRERHRf0/2hDE5ORk5OTl5ynNycnDnzh0AgK2tLR4/fvyuQyMiIqISgk960U72LmkvLy8MGDAA58+fl8rOnz+PQYMGwdvbGwBw8eJFODg4yBUiERERUYkme8K4bNkyWFhYoF69etDX14e+vj7q168PCwsLLFu2DABgZGSEGTNmyBwpERERva8UMv4rDmTvkra2tsb+/fsRExODuLg4AICzszOcnZ2lOl5eXnKFR0RERFTiyZ4wvlKtWjVUq1ZN7jCIiIiI6C9kTxhzc3OxfPlyhIWF4d69e1Cr1RrvHzx4UKbIiIiIqMQoHj3DspE9YRwxYgSWL1+ONm3aoGbNmlDwNiUiIiKiIkX2hHHdunXYsGEDWrduLXcoREREVEKxuUo72e+S1tPTg6Ojo9xhEBEREVEBZE8YR44ciTlz5kAIIXcoRERERJQP2bukjx07hkOHDmH37t2oUaMGSpUqpfH+li1bZIqMiIiISgreQqGd7AmjmZkZ2rdvL3cYRERERFQA2RPG0NBQuUMgIiKiEq64PHFFLrInjK/cv38fsbGxAF486cXS0lLmiIiIiIgIKAI3vTx58gS9e/eGjY0NPDw84OHhAVtbW/Tp0wdPnz6VOzwiIiIqARQK+V7FgewJY0BAAA4fPozt27cjLS0NaWlp+PXXX3H48GGMHDlS7vCIiIiISjzZu6Q3b96MTZs2oWnTplJZ69atYWBggE6dOmHhwoXyBUdERERE8rcwPn36FFZWVnnKy5Urxy5pIiIioiJA9oTR3d0dQUFBeP78uVT27NkzBAcHw93dXcbIiIiIiAgoAl3Ss2fPRsuWLVGhQgW4ubkBAKKioqBSqbB3716ZoyMiIqKSoLjcfCIX2RNGV1dXXL16FatXr0ZMTAwAoEuXLujWrRsMDAxkjo6IiIiIZE0Ys7OzUa1aNezYsQP9+vWTMxQiIiIiKoCsCWOpUqU0rl0kIiIikgOf9KKd7De9DBkyBFOmTEFOTo7coRARERFRPmS/hvHMmTMICwvDvn374OrqitKlS2u8v2XLFpkiIyIiopKCN71oJ3vCaGZmho4dO8odBhEREREVQLaEMSEhAQ4ODggNDZUrBCIiIiIA4BWMf0O2axirVKkCBwcH9O7dG7/88gtu3bolVyhEREREpIVsLYwHDx5EeHg4wsPDsXbtWmRlZaFy5crw9vaGl5cXvLy88n1kIBERERG9W7IljE2bNkXTpk0BAM+fP8fx48elBHLFihXSGI2XL1+WK0QiIiIqKdgnrZXsN70AgEqlgre3Nz788EN4eXlh9+7dWLx4sfTkFyIiIiKSj6wJY1ZWFk6ePIlDhw4hPDwcp06dgp2dHTw8PDB//nx4enrKGR4RERGVEBy4WzvZEkZvb2+cOnUKDg4O8PT0xIABA7BmzRrY2NjIFRIRERER5UO2hPHo0aOwsbGBt7c3mjZtCk9PT5QpU0aucIiIiIioALINq5OWloaffvoJhoaGmDJlCmxtbeHq6oqhQ4di06ZNuH//vlyhERERUQmjUMj3Kg4UQgghdxAA8PjxYxw7dky6njEqKgpVq1bFpUuX3nhZt9Oy/oMI6Z+o0mul3CHQnzzc2FfuEOilK3+kyx0CvVS9vIncIdBLKhnvrHiSJV86VFqv6GeNReIuaQAoXbo0LCwsYGFhAXNzc+jq6iI6OlrusIiIiKgEKPopm7xkSxjVajXOnj2L8PBwHDp0CL///juePHmC8uXLw8vLCwsWLICXl5dc4RERERHRS7IljGZmZnjy5Amsra3h5eWFWbNmoWnTpqhSpYpcIRERERFRPmRLGKdNmwYvLy84OTnJFQIRERHRC+yT1kq2hHHAgAFyrZqIiIiI3kCRuemFiIiISC580ot2so3DSERERET/zIIFC2Bvbw+VSoWGDRvi9OnTWutv3LgR1apVg0qlgqurK3bt2vVG62PCSERERCVecRq4e/369QgICEBQUBAiIiLg5uYGX19f3Lt3L9/6x48fR5cuXdCnTx+cP38efn5+8PPze6OxrovMwN1vEwfuLjo4cHfRwoG7iw4O3F10cODuokPOgbuf58i37jfd7oYNG6JBgwaYP38+gBdDFdrZ2WHYsGH4+uuv89Tv3Lkznjx5gh07dkhljRo1Qu3atbFo0aJCrZMtjEREREQyyszMRHp6usYrMzMz37pZWVk4d+4cfHx8pDKlUgkfHx+cOHEi33lOnDihUR8AfH19C6yfn/fyphdbMz25Q/jXMjMzERISgsDAQOjr68sdzj/2bGvxb9F6X47F++B9OhZ1KxXvVq336Vi8D3g8/j05WzfHfx+C4OBgjbKgoCCMHz8+T92UlBTk5ubCyspKo9zKygoxMTH5Lv/OnTv51r9z506hY2QLYxGVmZmJ4ODgAn9h0LvDY1F08FgUHTwWRQuPR/EWGBiIR48eabwCAwPlDkvDe9nCSERERFRc6OvrF7pluGzZstDR0cHdu3c1yu/evQtra+t857G2tn6j+vlhCyMRERFRMaGnp4d69eohLCxMKlOr1QgLC4O7u3u+87i7u2vUB4D9+/cXWD8/bGEkIiIiKkYCAgLg7++P+vXr44MPPsDs2bPx5MkT9OrVCwDQo0cPlC9fHiEhIQCAESNGwNPTEzNmzECbNm2wbt06nD17Fj/99FOh18mEsYjS19dHUFAQL14uAngsig4ei6KDx6Jo4fEoWTp37oz79+9j3LhxuHPnDmrXro09e/ZIN7YkJSVBqXzdidy4cWOsWbMGY8eOxTfffIOqVati27ZtqFmzZqHX+V6Ow0hEREREbw+vYSQiIiIirZgwEhEREZFWTBiJiIiISCsmjFTs2dvbY/bs2XKHQURE4Dn5fcWEUUY9e/aEQqHA5MmTNcq3bdsGhUIhU1TvTtOmTfHFF1/kKV++fDnMzMwKvZwzZ86gf//+by+wt+xNt+dNjB8/HrVr1y5U3Tt37mDYsGGoXLky9PX1YWdnh7Zt2+YZm6uo+C/3GxVMCAEfHx/4+vrmee/HH3+EmZkZbt26JUNkb8eiRYtgbGyMnJwcqSwjIwOlSpVC06ZNNeqGh4dDoVAgPj7+HUdZPBT0HS3q52T6Z5gwykylUmHKlCl4+PCh3KEUW5aWljA0NJQ7jHxlZ2fLHQIAIDExEfXq1cPBgwcxbdo0XLx4EXv27IGXlxeGDBnyj5eblZWVb3lR2e7ioijtL4VCgdDQUJw6dQqLFy+WyhMSEjB69GjMmzcPFSpUkDHCf8fLywsZGRk4e/asVHb06FFYW1vj1KlTeP78uVR+6NAhVKxYEVWqVMmznII++1S0z8n0zzFhlJmPjw+sra2lwTXzs3nzZtSoUQP6+vqwt7fHjBkz3mGE8urZsyf8/Pwwffp02NjYoEyZMhgyZIjGH9i/dn8oFAosXrwY//vf/2BoaAgXFxecOHEC165dQ9OmTVG6dGk0btxYo9XgVUvd4sWLYWdnB0NDQ3Tq1AmPHj2S6qjVakyYMAEVKlSAvr6+NO7VK4mJiVAoFFi/fj08PT2hUqmwevVq9OrVC48ePYJCoYBCoZAeJr9q1SrUr18fxsbGsLa2RteuXXHv3j1pea9aN8LCwlC/fn0YGhqicePGiI2NBfDi131wcDCioqKkZS9fvjzf/Th48GAoFAqcPn0aHTt2hJOTE2rUqIGAgACcPHlSqpeUlIR27drByMgIJiYm6NSpk8bjpF7tp6VLl8LBwQEqlUra5wsXLsTHH3+M0qVL44cffgAA/Prrr6hbty5UKhUqV66M4OBgjZadtLQ0DBgwAFZWVlCpVKhZsyZ27NiB8PDwAvfbX8XHx6Ndu3awsrKCkZERGjRogAMHDmjUsbe3x6RJk9C7d28YGxujYsWKGgPWZmVlYejQobCxsYFKpUKlSpWk7+SoUaPwv//9T6o7e/ZsKBQKjWPv6OiIpUuXStNLly6Fi4sLVCoVqlWrhh9//FF6r6DPSVFiZ2eHOXPmYNSoUUhISIAQAn369EGLFi1Qp04dtGrVCkZGRrCyskL37t2RkpIizbtp0ya4urrCwMAAZcqUgY+PD548eSLj1mhydnaGjY0NwsPDpbLw8HC0a9cODg4OGt+H8PBweHl5AXh9Lvrhhx9ga2sLZ2dnAMDFixfh7e0tbW///v2RkZEhLaMw57Dk5GS0adMGBgYGcHBwwJo1a/62Wzc3NxcBAQEwMzNDmTJlMHr0aPj7+8PPz0+qk98yateurfFdSktLQ9++fWFpaQkTExN4e3sjKipKej8qKgpeXl4wNjaGiYkJ6tWrh7Nnz2r9jv51vYU9r6xatQr29vYwNTXFZ599hsePHxe4/SQDQbLx9/cX7dq1E1u2bBEqlUrcvHlTCCHE1q1bxatDc/bsWaFUKsWECRNEbGysCA0NFQYGBiI0NFTGyN8OT09PMWLEiDzloaGhwtTUVAjxYh+ZmJiIgQMHiujoaLF9+3ZhaGgofvrpJ6l+pUqVxKxZs6RpAKJ8+fJi/fr1IjY2Vvj5+Ql7e3vh7e0t9uzZI65cuSIaNWokWrZsKc0TFBQkSpcuLby9vcX58+fF4cOHhaOjo+jatatUZ+bMmcLExESsXbtWxMTEiNGjR4tSpUqJuLg4IYQQCQkJAoCwt7cXmzdvFtevXxeJiYli9uzZwsTERCQnJ4vk5GTx+PFjIYQQy5YtE7t27RLx8fHixIkTwt3dXbRq1Upa36FDhwQA0bBhQxEeHi4uX74sPvroI9G4cWMhhBBPnz4VI0eOFDVq1JCW/fTp0zz7MzU1VSgUCjFp0iStxyM3N1fUrl1bfPjhh+Ls2bPi5MmTol69esLT0zPPfmrZsqWIiIgQUVFR0j4vV66c+Pnnn0V8fLy4ceOGOHLkiDAxMRHLly8X8fHxYt++fcLe3l6MHz9eWl+jRo1EjRo1xL59+0R8fLzYvn272LVrl8jMzCxwv/1VZGSkWLRokbh48aKIi4sTY8eOFSqVSty4cUPjM2JhYSEWLFggrl69KkJCQoRSqRQxMTFCCCGmTZsm7OzsxJEjR0RiYqI4evSoWLNmjRBCiN9++02YmpqKnJwcIYQQfn5+omzZsmLMmDFCCCFu3bolAIirV68KIYT45ZdfhI2NjfQZ2Lx5s7CwsBDLly8v8HNy+/ZtrcdGLu3atRNNmzYVc+fOFZaWluLevXvC0tJSBAYGiujoaBERESGaN28uvLy8hBBC3L59W+jq6oqZM2eKhIQEceHCBbFgwYICj51cunbtKlq0aCFNN2jQQGzcuFEMHDhQjBs3Tgjx4vulr68vHTd/f39hZGQkunfvLi5duiQuXbokMjIyhI2NjejQoYO4ePGiCAsLEw4ODsLf319admHOYT4+PqJ27dri5MmT4ty5c8LT01MYGBhonNf+asqUKcLc3Fxs3rxZXLlyRfTp00cYGxuLdu3aSXX+em4UQgg3NzcRFBSkse62bduKM2fOiLi4ODFy5EhRpkwZkZqaKoQQokaNGuLzzz8X0dHRIi4uTmzYsEFERkZq/Y7+eb2FPa8YGRlJ+/HIkSPC2tpafPPNN393KOkdYsIoo1cJoxBCNGrUSPTu3VsIoZkwdu3aVTRv3lxjvq+++kpUr179ncb6XyhswlipUiXpj7UQQnz66aeic+fO0nR+CePYsWOl6RMnTggAYtmyZVLZ2rVrhUqlkqaDgoKEjo6OuHXrllS2e/duoVQqRXJyshBCCFtbW/HDDz9oxNqgQQMxePBgIcTrRGD27NkFbo82Z86cEQCkk+6rhPHAgQNSnZ07dwoA4tmzZ1Lcbm5uWpd76tQpAUBs2bJFa719+/YJHR0dkZSUJJVdvnxZABCnT5+W1leqVClx7949jXkBiC+++EKjrFmzZnmS1FWrVgkbGxshhBB79+4VSqVSxMbG5htPYfdbfmrUqCHmzZsnTVeqVEl8/vnn0rRarRblypUTCxcuFEIIMWzYMOHt7S3UanWeZT18+FAolUpx5swZoVarhYWFhQgJCRENGzYUQrxIEMuXLy/Vr1KlipRsvjJx4kTh7u4uhCj4c1IU3b17V5QtW1YolUqxdetWMXHiRI1ESwghbt68KQCI2NhYce7cOQFAJCYmyhRx4SxZskSULl1aZGdni/T0dKGrqyvu3bsn1qxZIzw8PIQQQoSFhQkA0g8Pf39/YWVlJTIzM6Xl/PTTT8Lc3FxkZGRIZTt37hRKpVLcuXNHmk/bOSw6OloAEGfOnJHev3r1qgCgNWG0sbERU6dOlaazs7NFhQoV3ihhPHr0qDAxMRHPnz/XqFOlShWxePFiIYQQxsbGUtL8VwV9R/+83sKeVwwNDUV6erpU56uvvpK+Y1Q0sEu6iJgyZQpWrFiB6OhojfLo6Gg0adJEo6xJkya4evUqcnNz32WIsqlRowZ0dHSkaRsbG42u2/zUqlVL+v+rRyW5urpqlD1//hzp6elSWcWKFVG+fHlp2t3dHWq1GrGxsUhPT8ft27fzPRZ/PWb169cv1HadO3cObdu2RcWKFWFsbAxPT08AL7pvCtoWGxsbAPjb7f8zUciHOUVHR8POzg52dnZSWfXq1WFmZqaxjZUqVYKlpWWe+f+63VFRUZgwYQKMjIykV79+/ZCcnIynT58iMjISFSpUgJOTU6G3JT8ZGRkYNWoUXFxcYGZmBiMjI0RHR2vdjwqFAtbW1tJ+7NmzJyIjI+Hs7Izhw4dj3759Ul0zMzO4ubkhPDwcFy9ehJ6eHvr374/z588jIyMDhw8flo7dkydPEB8fjz59+mhs9/fff5/nxonCfk7kVK5cOQwYMAAuLi7w8/NDVFQUDh06pLFt1apVA/Di0gA3Nzc0a9YMrq6u+PTTT7FkyZIieX1206ZN8eTJE5w5cwZHjx6Fk5MTLC0t4enpKV3HGB4ejsqVK6NixYrSfK6urtDT05Omo6Oj4ebmhtKlS0tlTZo0kc4br2g7h8XGxkJXVxd169aV3nd0dIS5uXmB8T969AjJyclo2LChVKarq/vGn6moqChkZGSgTJkyGsc0ISFB+rwGBASgb9++8PHxweTJk9/4BqDCnlfs7e1hbGwsTRfmPE/vFp8lXUR4eHjA19cXgYGB6Nmzp9zhvBMmJiYa1wi+kpaWBlNTU2m6VKlSGu8rFAqo1Wqty/7zPK/uOM+v7O+W80/8+Y9HQZ48eQJfX1/4+vpi9erVsLS0RFJSEnx9ffNcTP9v465atSoUCgViYmIKPY82BW3fX8szMjIQHByMDh065KmrUqlgYGDwVuIZNWoU9u/fj+nTp8PR0REGBgb45JNPtO5HQPNzVLduXSQkJGD37t04cOAAOnXqBB8fH2zatAnAiwQjPDwc+vr68PT0hIWFBVxcXHDs2DEcPnwYI0eOlLYZAJYsWaLxxxyARsIAFO5zUhTo6upCV/fFn4qMjAy0bdsWU6ZMyVPPxsYGOjo62L9/P44fP459+/Zh3rx5+Pbbb3Hq1Ck4ODi869AL5OjoiAoVKuDQoUN4+PChlPDb2trCzs4Ox48fx6FDh+Dt7a0x3z89Zv/kHPY2KJXKPD8Y/3ztZEZGRp7rOV95dffz+PHj0bVrV+zcuRO7d+9GUFAQ1q1bh/bt27/VWOXaR1R4bGEsQiZPnozt27fjxIkTUpmLiwt+//13jXq///47nJyc8vwBKm6cnZ0RERGRpzwiIuJftzr9E0lJSbh9+7Y0ffLkSSiVSjg7O8PExAS2trb5Hovq1atrXa6enl6e1uCYmBikpqZi8uTJ+Oijj1CtWrV/9Gs6v2X/lYWFBXx9fbFgwYJ8bz5IS0sD8OKzdvPmTdy8eVN678qVK0hLS/vbbcxP3bp1ERsbC0dHxzwvpVKJWrVq4datW4iLi/vH2wa8OAY9e/ZE+/bt4erqCmtrayQmJr5xvCYmJujcuTOWLFmC9evXY/PmzXjw4AEAwNPTE8eOHUNYWJg09ErTpk2xdu1axMXFSWVWVlawtbXF9evX82xzUUqY/qm6devi8uXLsLe3z7N9r5IphUKBJk2aIDg4GOfPn4eenh62bt0qc+R5eXl5ITw8HOHh4RrD6Xh4eGD37t04ffq0dMNLQVxcXBAVFaXxvfr999+l80ZhODs7IycnB+fPn5fKrl27prVl1tTUFDY2Njh16pRUlpOTg3PnzmnUs7S0RHJysjSdnp6OhIQEabpu3bq4c+cOdHV18xzPsmXLSvWcnJzw5ZdfYt++fejQoQNCQ0MBFO47+rbPKyQfJoxFiKurK7p164a5c+dKZSNHjkRYWBgmTpyIuLg4rFixAvPnz8eoUaNkjPTtGDRoEOLi4jB8+HBcuHABsbGxmDlzJtauXSu12LxLKpUK/v7+iIqKwtGjRzF8+HB06tQJ1tbWAICvvvoKU6ZMwfr16xEbG4uvv/4akZGRGDFihNbl2tvbIyMjA2FhYUhJScHTp09RsWJF6OnpYd68ebh+/Tp+++03TJw48Y1jtre3R0JCAiIjI5GSkoLMzMx86y1YsAC5ubn44IMPsHnzZly9ehXR0dGYO3cu3N3dAby4Y//VZzAiIgKnT59Gjx494Onp+Y+6T8eNG4eVK1ciODgYly9fRnR0NNatW4exY8cCeJGEeXh4oGPHjti/f7/Uwvfq7uP89lt+qlatii1btiAyMhJRUVHo2rXrG7dMvPrcxcTEIC4uDhs3boS1tbXUyuLh4YHHjx9jx44dGgnj6tWrYWNjo/EDJzg4GCEhIZg7dy7i4uJw8eJFhIaGYubMmW+4B4ueIUOG4MGDB+jSpQvOnDmD+Ph47N27F7169UJubi5OnTqFSZMm4ezZs0hKSsKWLVtw//59uLi4yB16Hl5eXjh27BgiIyOlFkbgxedy8eLFyMrK+tuEsVu3btJ549KlSzh06BCGDRuG7t27S5fC/J1q1arBx8cH/fv3x+nTp3H+/Hn0798fBgYGWsfjHTFiBCZPnoxt27YhJiYGgwcPln78veLt7Y1Vq1bh6NGjuHjxIvz9/TUaGnx8fODu7g4/Pz/s27cPiYmJOH78OL799lucPXsWz549w9ChQxEeHo4bN27g999/x5kzZ6TjWZjv6Ns+r5B8mDAWMRMmTND4Y1e3bl1s2LAB69atQ82aNTFu3DhMmDDhvei2rly5Mo4cOYKYmBj4+PigYcOG2LBhAzZu3IiWLVu+83gcHR3RoUMHtG7dGi1atECtWrU0hkMZPnw4AgICMHLkSLi6umLPnj347bffULVqVa3Lbdy4MQYOHIjOnTvD0tISU6dOhaWlJZYvX46NGzeievXqmDx5MqZPn/7GMXfs2BEtW7aEl5cXLC0tsXbt2nzrVa5cGREREfDy8sLIkSNRs2ZNNG/eHGFhYVi4cCGAFy1Dv/76K8zNzeHh4QEfHx9UrlwZ69evf+O4AMDX1xc7duzAvn370KBBAzRq1AizZs1CpUqVpDqbN29GgwYN0KVLF1SvXh2jR4+WWizy22/5mTlzJszNzdG4cWO0bdsWvr6+GteDFYaxsTGmTp2K+vXro0GDBkhMTMSuXbugVL44RZqbm8PV1RWWlpbSNXseHh5Qq9UayQYA9O3bF0uXLkVoaChcXV3h6emJ5cuXvxctjK9a2XNzc9GiRQu4urriiy++gJmZGZRKJUxMTHDkyBG0bt0aTk5OGDt2LGbMmIFWrVrJHXoeXl5eePbsGRwdHTWSO09PTzx+/FgafkcbQ0ND7N27Fw8ePECDBg3wySefoFmzZpg/f/4bxbJy5UpYWVnBw8MD7du3R79+/WBsbCwNW5WfkSNHonv37vD394e7uzuMjY3zdBMHBgbC09MT//vf/9CmTRv4+flpjCmpUCiwa9cueHh4oFevXnBycsJnn32GGzduwMrKCjo6OkhNTUWPHj3g5OSETp06oVWrVggODgZQuO/o2z6vkHwUorBXxBO9x8aPH49t27YhMjJS7lCIqIS7desW7OzscODAATRr1qzQ8/Xs2RNpaWnYtm3bfxcclVi86YWIiEhGBw8eREZGBlxdXZGcnIzRo0fD3t4eHh4ecodGJGHCSEREJKPs7Gx88803uH79OoyNjdG4cWOsXr06z53DRHJilzQRERERacWbXoiIiIhIKyaMRERERKQVE0YiIiIi0ooJIxERERFpxYSRiIiIiLRiwkhE/1rPnj3h5+cnTTdt2hRffPHFO48jPDwcCoUizyPS/kyhULzRwMbjx49H7dq1/1VciYmJUCgUHBieiIotJoxE76mePXtCoVBAoVBAT08Pjo6OmDBhAnJycv7zdW/ZsqXQz8YuTJJHRETy4sDdRO+xli1bIjQ0FJmZmdi1axeGDBmCUqVKITAwME/drKws6OnpvZX1WlhYvJXlEBFR0cAWRqL3mL6+PqytrVGpUiUMGjQIPj4++O233wC87kb+4YcfYGtrC2dnZwDAzZs30alTJ5iZmcHCwgLt2rVDYmKitMzc3FwEBATAzMwMZcqUwejRo/HX8f//2iWdmZmJMWPGwM7ODvr6+nB0dMSyZcuQmJgILy8vAIC5uTkUCgV69uwJAFCr1QgJCYGDgwMMDAzg5uaGTZs2aaxn165dcHJygoGBAby8vDTiLKwxY8bAyckJhoaGqFy5Mr777jtkZ2fnqbd48WLY2dnB0NAQnTp1wqNHjzTeX7p0KVxcXKBSqVCtWjX8+OOPBa7z4cOH6NatGywtLWFgYICqVasiNDT0jWMnInpX2MJIVIIYGBggNTVVmg4LC4OJiQn2798P4MUjynx9feHu7o6jR49CV1cX33//PVq2bIkLFy5AT08PM2bMwPLly/Hzzz/DxcUFM2bMwNatW+Ht7V3genv06IETJ05g7ty5cHNzQ0JCAlJSUmBnZ4fNmzejY8eOiI2NhYmJCQwMDAAAISEh+OWXX7Bo0SJUrVoVR44cweeffw5LS0t4enri5s2b6NChA4YMGYL+/fvj7NmzGDly5BvvE2NjYyxfvhy2tra4ePEi+vXrB2NjY4wePVqqc+3aNWzYsAHbt29Heno6+vTpg8GDB2P16tUAgNWrV2PcuHGYP38+6tSpg/Pnz6Nfv34oXbo0/P3986zzu+++w5UrV7B7926ULVsW165dw7Nnz944diKid0YQ0XvJ399ftGvXTgghhFqtFvv37xf6+vpi1KhR0vtWVlYiMzNTmmfVqlXC2dlZqNVqqSwzM1MYGBiIvXv3CiGEsLGxEVOnTpXez87OFhUqVJDWJYQQnp6eYsSIEUIIIWJjYwUAsX///nzjPHTokAAgHj58KJU9f/5cGBoaiuPHj2vU7dOnj+jSpYsQQojAwEBRvXp1jffHjBmTZ1l/BUBs3bq1wPenTZsm6tWrJ00HBQUJHR0dcevWLals9+7dQqlUiuTkZCGEEFWqVBFr1qzRWM7EiROFu7u7EEKIhIQEAUCcP39eCCFE27ZtRa9evQqMgYioqGELI9F7bMeOHTAyMkJ2djbUajW6du2K8ePHS++7urpqXLcYFRWFa9euwdjYWGM5z58/R3x8PB49eoTk5GQ0bNhQek9XVxf169fP0y39SmRkJHR0dODp6VnouK9du4anT5+iefPmGuVZWVmoU6cOACA6OlojDgBwd3cv9DpeWb9+PebOnYv4+HhkZGQgJycHJiYmGnUqVqyI8uXLa6xHrVYjNjYWxsbGiI+PR58+fdCvXz+pTk5ODkxNTfNd56BBg9CxY0dERESgRYsW8PPzQ+PGjd84diKid4UJI9F7zMvLCwsXLoSenh5sbW2hq6v5lS9durTGdEZGBurVqyd1tf6ZpaXlP4rhVRfzm8jIyAAA7Ny5UyNRA15cl/m2nDhxAt26dUNwcDB8fX1hamqKdevWYcaMGW8c65IlS/IksDo6OvnO06pVK9y4cQO7du3C/v370axZMwwZMgTTp0//5xtDRPQfYsJI9B4rXbo0HB0dC12/bt26WL9+PcqVK5enle0VGxsbnDp1Ch4eHgBetKSdO3cOdevWzbe+q6sr1Go1Dh8+DB8fnzzvv2rhzM3NlcqqV68OfX19JCUlFdgy6eLiIt3A88rJkyf/fiP/5Pjx46hUqRK+/fZbqezGjRt56iUlJeH27duwtbWV1qNUKuHs7AwrKyvY2tri+vXr6NatW6HXbWlpCX9/f/j7++Ojjz7CV199xYSRiIos3iVNRJJu3bqhbNmyaNeuHY4ePYqEhASEh4dj+PDhuHXrFgBgxIgRmDx5MrZt24aYmBgMHjxY6xiK9vb28Pf3R+/evbFt2zZpmRs2bAAAVKpUCQqFAjt27MD9+/eRkZEBY2NjjBo1Cl9++SVWrFiB+Ph4REREYN68eVixYgUAYODAgbh69Sq++uorxMbGYs2aNVi+fPkbbW/VqlWRlJSEdevWIT4+HnPnzsXWrVvz1FOpVPD390dUVBSOHj2K4cOHo1OnTrC2tgYABAcHIyQkBHPnzkVcXBwuXryI0NBQzJw5M9/1jhs3Dr/++iuuXbuGy5cvY8eOHXBxcXmj2ImI3iUmjEQkMTQ0xJEjR1CxYkV06NABLi4u6NOnD54/fy61OI4cORLdu3eHv78/3N3dYWxsjPbt22td7sKFC/HJJ59g8ODBqFatGvr164cnT54AAMqXL4/g4GB8/fXXsLKywtChQwEAEydOxHfffYeQkBC4uLigZcuW2LlzJxwcHAC8uK5w8+bN2LZtG9zc3LBo0SJMmjTpjbb3448/xpdffomhQ4eidu3aOH78OL777rs89RwdHdGhQwe0bt0aLVq0QK1atTSGzenbty+WLl2K0NBQuLq6wtPTE8uXL5di/Ss9PT0EBgaiVq1a8PDwgI6ODtatW/dGsRMRvUsKUdCV6kREREREYAsjEREREf0NJoxEREREpBUTRiIiIiLSigkjEREREWnFhJGIiIiItGLCSERERERaMWEkIiIiIq2YMBIRERGRVkwYiYiIiEgrJoxEREREpBUTRiIiIiLS6v97tBGlBrKCGQAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["********** internlm/internlm2_5-7b-chat-1m/shots-10 **********\n","internlm/internlm2_5-7b-chat-1m/shots-10\n","不是 1709\n","是 492\n","不重要 447\n","回答: 是 285\n","回答: 回答正确 28\n","回答: 不重要 21\n","回答正确 10\n","回答: 问法错误 6\n","问法错误 2\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":["********** internlm/internlm2_5-7b-chat-1m/shots-05 **********\n","internlm/internlm2_5-7b-chat-1m/shots-05\n","不是 1582\n","是 1103\n","回答: 是 137\n","不重要 132\n","回答正确 19\n","回答: 回答正确 18\n","回答: 不重要 8\n","回答: 不是 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":["********** internlm/internlm2_5-7b-chat-1m/shots-20 **********\n","internlm/internlm2_5-7b-chat-1m/shots-20\n","不是 1872\n","回答: 是 474\n","不重要 286\n","是 279\n","回答: 回答正确 39\n","回答正确 23\n","回答: 不重要 16\n","回答: 不是 5\n","问法错误 4\n","回答: 问法错误 2\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":["********** internlm/internlm2_5-7b-chat-1m/shots-30 **********\n","internlm/internlm2_5-7b-chat-1m/shots-30\n","不是 1785\n","回答: 是 447\n","不重要 336\n","是 325\n","回答: 不重要 43\n","回答: 回答正确 30\n","回答正确 24\n","回答: 不是 9\n","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":["********** internlm/internlm2_5-7b-chat-1m/shots-40 **********\n","internlm/internlm2_5-7b-chat-1m/shots-40\n","不是 1963\n","回答: 是 434\n","是 376\n","不重要 129\n","回答正确 33\n","回答: 回答正确 26\n","回答: 不重要 25\n","回答: 不是 13\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":["********** internlm/internlm2_5-7b-chat-1m/shots-50 **********\n","internlm/internlm2_5-7b-chat-1m/shots-50\n","不是 2074\n","是 461\n","回答: 是 297\n","不重要 97\n","回答: 回答正确 33\n","回答正确 21\n","回答: 不重要 8\n","回答: 不是 8\n","问法错误 1\n","Name: count, dtype: int64\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqwAAAHSCAYAAAApApkcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy80BEi2AAAACXBIWXMAAA9hAAAPYQGoP6dpAABmaUlEQVR4nO3dd1gUV/828HtpSxGWIrAQEVAUUcFe0NiRIrFEozE2Yowt2CAxxvyMLYk1GmPiE6MxlidqNNYEY8GCFbuIGkVEFI2AnRVUEDjvH77M4woYy8IMeH+uay+dM2dnvsMucDN75oxKCCFARERERKRQRnIXQERERET0LAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaCZyF1BS8vPzce3aNVhbW0OlUsldDhERERE9RQiBe/fuwdXVFUZGxZ9HLbeB9dq1a3Bzc5O7DCIiIiL6F1euXEGlSpWKXV9uA6u1tTWAx18AGxsbmashIiIioqfpdDq4ublJua045TawFgwDsLGxYWAlIiIiUrB/G77Ji66IiIiISNEYWImIiIhI0RhYiYiIiEjRGFgVZurUqWjUqBGsra3h5OSELl26ICEhQa/Pw4cPER4eDgcHB1SoUAHdunVDenq6Xp8jR46gXbt2sLW1hZ2dHYKCgnDy5ElpfUxMDDp37gwXFxdYWVmhbt26WL58eakcIxEREdGLYGBVmN27dyM8PBwHDx5EdHQ0Hj16hMDAQGRlZUl9IiIi8Oeff+L333/H7t27ce3aNXTt2lVan5mZieDgYFSuXBmHDh3Cvn37YG1tjaCgIDx69AgAcODAAfj5+WHt2rWIj49H//790a9fP0RFRZX6MRMRERE9i0oIIeQuoiTodDpoNBpkZGSU6VkCbty4AScnJ+zevRstW7ZERkYGHB0dsWLFCrzzzjsAgHPnzsHHxwexsbFo2rQpjh49ikaNGiElJUWai/bUqVPw8/NDYmIivLy8itxXaGgonJ2d8csvv5Ta8REREdHr63nzGs+wKlxGRgYAwN7eHgBw7NgxPHr0CAEBAVKfGjVqoHLlyoiNjQUAeHt7w8HBAYsWLUJOTg4ePHiARYsWwcfHBx4eHs/cV8F+iIiIiJSCgVXB8vPzMWrUKDRv3hy1a9cGAKSlpcHMzAy2trZ6fZ2dnZGWlgbg8U0TYmJi8Ouvv8LCwgIVKlTAli1bsHnzZpiYFD317urVq3HkyBH079+/RI+JiIiI6EUxsCpYeHg4Tp8+jd9+++2FnvfgwQMMGDAAzZs3x8GDB7F//37Url0boaGhePDgQaH+u3btQv/+/bFw4ULUqlXLUOUTERERGUS5vdNVWTds2DBERUVhz549evfW1Wq1yMnJwd27d/XOsqanp0Or1QIAVqxYgUuXLiE2NhZGRkZSm52dHTZu3IiePXtKz9u9ezc6duyIb7/9Fv369SudgyMiIiJ6ATzDqjBCCAwbNgzr16/Hzp074enpqbe+QYMGMDU1xY4dO6S2hIQEpKSkwN/fHwBw//59GBkZ6d3mrGA5Pz9faouJiUFoaCimT5+OQYMGlfCREREREb0cBlaFCQ8Px6+//ooVK1bA2toaaWlpSEtLkz7K12g0GDBgACIjI7Fr1y4cO3YM/fv3h7+/P5o2bQoAaN++Pe7cuYPw8HCcPXsWZ86cQf/+/WFiYoI2bdoAeDwMIDQ0FCNGjEC3bt2k/dy+fVu2YyciIiIqCqe1KiEen216qeddnv5Wke0OHUahgu/jmQFEbg5u71yE+2d3Q+Q9grlnfTi0/wjGFeyk/g+STyBj/0rk3LwMlUoFM+cqsG3RD+o3agAAbm76FlmndxTaj9qtNrS9pr1U7QBwaVroSz+XiIiIXi/Pm9cYWEvIywbWso6BlYiIiJ4X52ElIiIionKBgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgU7YUC69SpU9GoUSNYW1vDyckJXbp0QUJCgl6fhw8fIjw8HA4ODqhQoQK6deuG9PR0vT4pKSkIDQ2FpaUlnJycMHr0aOTm5ur1iYmJQf369aFWq+Hl5YUlS5a83BESERERUZn2QoF19+7dCA8Px8GDBxEdHY1Hjx4hMDAQWVlZUp+IiAj8+eef+P3337F7925cu3YNXbt2ldbn5eUhNDQUOTk5OHDgAJYuXYolS5Zg/PjxUp/k5GSEhoaiTZs2iIuLw6hRo/Dhhx9i69atBjhkIiIiIipLXunGATdu3ICTkxN2796Nli1bIiMjA46OjlixYgXeeecdAMC5c+fg4+OD2NhYNG3aFJs3b8Zbb72Fa9euwdnZGQAwf/58jBkzBjdu3ICZmRnGjBmDTZs24fTp09K+evbsibt372LLli1F1pKdnY3s7GxpWafTwc3NjTcOKGW8cQARERE9r1K5cUBGRgYAwN7eHgBw7NgxPHr0CAEBAVKfGjVqoHLlyoiNjQUAxMbGwtfXVwqrABAUFASdToczZ85IfZ7cRkGfgm0UZerUqdBoNNLDzc3tVQ6NiIiIiBTipQNrfn4+Ro0ahebNm6N27doAgLS0NJiZmcHW1lavr7OzM9LS0qQ+T4bVgvUF657VR6fT4cGDB0XWM3bsWGRkZEiPK1euvOyhEREREZGCmLzsE8PDw3H69Gns27fPkPW8NLVaDbVaLXcZRERERGRgL3WGddiwYYiKisKuXbtQqVIlqV2r1SInJwd3797V65+eng6tViv1eXrWgILlf+tjY2MDCwuLlymZiIiIiMqoFwqsQggMGzYM69evx86dO+Hp6am3vkGDBjA1NcWOHTuktoSEBKSkpMDf3x8A4O/vj1OnTuH69etSn+joaNjY2KBmzZpSnye3UdCnYBtERERE9Pp4oSEB4eHhWLFiBTZu3Ahra2tpzKlGo4GFhQU0Gg0GDBiAyMhI2Nvbw8bGBsOHD4e/vz+aNm0KAAgMDETNmjXRt29fzJgxA2lpaRg3bhzCw8Olj/SHDBmCH374AZ9++ik++OAD7Ny5E6tXr8amTa/nlfdEREREr7MXOsP6448/IiMjA61bt4aLi4v0WLVqldTn22+/xVtvvYVu3bqhZcuW0Gq1WLdunbTe2NgYUVFRMDY2hr+/P/r06YN+/fph8uTJUh9PT09s2rQJ0dHRqFOnDmbNmoWff/4ZQUFBBjhkIiIiIipLXmkeViV73nm9SgrnYSUiIiJ6tlKZh5WIiIiIqKQxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGiMbASERERkaIxsBIRERGRojGwEhEREZGivXBg3bNnDzp27AhXV1eoVCps2LBBb71KpSryMXPmTKmPh4dHofXTpk3T2058fDxatGgBc3NzuLm5YcaMGS93hERERERUpr1wYM3KykKdOnUwb968ItenpqbqPX755ReoVCp069ZNr9/kyZP1+g0fPlxap9PpEBgYCHd3dxw7dgwzZ87ExIkTsWDBghctl4iIiIjKOJMXfUJISAhCQkKKXa/VavWWN27ciDZt2qBKlSp67dbW1oX6Fli+fDlycnLwyy+/wMzMDLVq1UJcXBxmz56NQYMGvWjJRERERFSGlegY1vT0dGzatAkDBgwotG7atGlwcHBAvXr1MHPmTOTm5krrYmNj0bJlS5iZmUltQUFBSEhIwJ07d4rcV3Z2NnQ6nd6DiIiIiMq+Fz7D+iKWLl0Ka2trdO3aVa99xIgRqF+/Puzt7XHgwAGMHTsWqampmD17NgAgLS0Nnp6ees9xdnaW1tnZ2RXa19SpUzFp0qQSOhIiIiIikkuJBtZffvkFvXv3hrm5uV57ZGSk9H8/Pz+YmZlh8ODBmDp1KtRq9Uvta+zYsXrb1el0cHNze7nCiYiIiEgxSiyw7t27FwkJCVi1atW/9m3SpAlyc3Nx6dIleHt7Q6vVIj09Xa9PwXJx417VavVLh10iIiIiUq4SG8O6aNEiNGjQAHXq1PnXvnFxcTAyMoKTkxMAwN/fH3v27MGjR4+kPtHR0fD29i5yOAARERERlV8vHFgzMzMRFxeHuLg4AEBycjLi4uKQkpIi9dHpdPj999/x4YcfFnp+bGws5syZg5MnT+LixYtYvnw5IiIi0KdPHymM9urVC2ZmZhgwYADOnDmDVatW4bvvvtP7yJ+IiIiIXg8vPCTg6NGjaNOmjbRcECLDwsKwZMkSAMBvv/0GIQTee++9Qs9Xq9X47bffMHHiRGRnZ8PT0xMRERF6YVSj0WDbtm0IDw9HgwYNULFiRYwfP55TWhERERG9hlRCCCF3ESVBp9NBo9EgIyMDNjY2pb5/j882lfo+leDStFC5SyAiIqIy4nnzWonOw0pERERE9KoYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRXjiw7tmzBx07doSrqytUKhU2bNigt/7999+HSqXSewQHB+v1uX37Nnr37g0bGxvY2tpiwIAByMzM1OsTHx+PFi1awNzcHG5ubpgxY8aLHx0RERERlXkvHFizsrJQp04dzJs3r9g+wcHBSE1NlR4rV67UW9+7d2+cOXMG0dHRiIqKwp49ezBo0CBpvU6nQ2BgINzd3XHs2DHMnDkTEydOxIIFC160XCIiIiIq40xe9AkhISEICQl5Zh+1Wg2tVlvkurNnz2LLli04cuQIGjZsCAD4/vvv0aFDB3zzzTdwdXXF8uXLkZOTg19++QVmZmaoVasW4uLiMHv2bL1gS0RERETlX4mMYY2JiYGTkxO8vb0xdOhQ3Lp1S1oXGxsLW1tbKawCQEBAAIyMjHDo0CGpT8uWLWFmZib1CQoKQkJCAu7cuVPkPrOzs6HT6fQeRERERFT2GTywBgcHY9myZdixYwemT5+O3bt3IyQkBHl5eQCAtLQ0ODk56T3HxMQE9vb2SEtLk/o4Ozvr9SlYLujztKlTp0Kj0UgPNzc3Qx8aEREREcnghYcE/JuePXtK//f19YWfnx+qVq2KmJgYtGvXztC7k4wdOxaRkZHSsk6nY2glIiIiKgdKfFqrKlWqoGLFirhw4QIAQKvV4vr163p9cnNzcfv2bWncq1arRXp6ul6fguXixsaq1WrY2NjoPYiIiIio7CvxwHr16lXcunULLi4uAAB/f3/cvXsXx44dk/rs3LkT+fn5aNKkidRnz549ePTokdQnOjoa3t7esLOzK+mSiYiIiEhBXjiwZmZmIi4uDnFxcQCA5ORkxMXFISUlBZmZmRg9ejQOHjyIS5cuYceOHejcuTO8vLwQFBQEAPDx8UFwcDAGDhyIw4cPY//+/Rg2bBh69uwJV1dXAECvXr1gZmaGAQMG4MyZM1i1ahW+++47vY/8iYiIiOj18MKB9ejRo6hXrx7q1asHAIiMjES9evUwfvx4GBsbIz4+Hp06dUL16tUxYMAANGjQAHv37oVarZa2sXz5ctSoUQPt2rVDhw4d8Oabb+rNsarRaLBt2zYkJyejQYMG+PjjjzF+/HhOaUVERET0GlIJIYTcRZQEnU4HjUaDjIwMWcazeny2qdT3qQSXpoXKXQIRERGVEc+b10p8DCsRERER0atgYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFe+HAumfPHnTs2BGurq5QqVTYsGGDtO7Ro0cYM2YMfH19YWVlBVdXV/Tr1w/Xrl3T24aHhwdUKpXeY9q0aXp94uPj0aJFC5ibm8PNzQ0zZsx4uSMkIiIiojLthQNrVlYW6tSpg3nz5hVad//+fRw/fhxffPEFjh8/jnXr1iEhIQGdOnUq1Hfy5MlITU2VHsOHD5fW6XQ6BAYGwt3dHceOHcPMmTMxceJELFiw4EXLJSIiIqIyzuRFnxASEoKQkJAi12k0GkRHR+u1/fDDD2jcuDFSUlJQuXJlqd3a2hparbbI7Sxfvhw5OTn45ZdfYGZmhlq1aiEuLg6zZ8/GoEGDXrRkIiIiIirDSnwMa0ZGBlQqFWxtbfXap02bBgcHB9SrVw8zZ85Ebm6utC42NhYtW7aEmZmZ1BYUFISEhATcuXOnyP1kZ2dDp9PpPYiIiIio7HvhM6wv4uHDhxgzZgzee+892NjYSO0jRoxA/fr1YW9vjwMHDmDs2LFITU3F7NmzAQBpaWnw9PTU25azs7O0zs7OrtC+pk6dikmTJpXg0RARERGRHEossD569Ag9evSAEAI//vij3rrIyEjp/35+fjAzM8PgwYMxdepUqNXql9rf2LFj9bar0+ng5ub2csUTERERkWKUSGAtCKuXL1/Gzp079c6uFqVJkybIzc3FpUuX4O3tDa1Wi/T0dL0+BcvFjXtVq9UvHXaJiIiISLkMPoa1IKwmJiZi+/btcHBw+NfnxMXFwcjICE5OTgAAf39/7NmzB48ePZL6REdHw9vbu8jhAERERERUfr3wGdbMzExcuHBBWk5OTkZcXBzs7e3h4uKCd955B8ePH0dUVBTy8vKQlpYGALC3t4eZmRliY2Nx6NAhtGnTBtbW1oiNjUVERAT69OkjhdFevXph0qRJGDBgAMaMGYPTp0/ju+++w7fffmugwyYiIiKiskIlhBAv8oSYmBi0adOmUHtYWBgmTpxY6GKpArt27ULr1q1x/PhxfPTRRzh37hyys7Ph6emJvn37IjIyUu8j/fj4eISHh+PIkSOoWLEihg8fjjFjxjx3nTqdDhqNBhkZGf86JKEkeHy2qdT3qQSXpoXKXQIRERGVEc+b1144sJYVDKzyYGAlIiKi5/W8ea3E52ElIiIiInoVDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoLxxY9+zZg44dO8LV1RUqlQobNmzQWy+EwPjx4+Hi4gILCwsEBAQgMTFRr8/t27fRu3dv2NjYwNbWFgMGDEBmZqZen/j4eLRo0QLm5uZwc3PDjBkzXvzoiIiIiKjMe+HAmpWVhTp16mDevHlFrp8xYwbmzp2L+fPn49ChQ7CyskJQUBAePnwo9enduzfOnDmD6OhoREVFYc+ePRg0aJC0XqfTITAwEO7u7jh27BhmzpyJiRMnYsGCBS9xiERERERUlqmEEOKln6xSYf369ejSpQuAx2dXXV1d8fHHH+OTTz4BAGRkZMDZ2RlLlixBz549cfbsWdSsWRNHjhxBw4YNAQBbtmxBhw4dcPXqVbi6uuLHH3/E//3f/yEtLQ1mZmYAgM8++wwbNmzAuXPniqwlOzsb2dnZ0rJOp4ObmxsyMjJgY2Pzsof40jw+21Tq+1SCS9NC5S6BiIiIygidTgeNRvOvec2gY1iTk5ORlpaGgIAAqU2j0aBJkyaIjY0FAMTGxsLW1lYKqwAQEBAAIyMjHDp0SOrTsmVLKawCQFBQEBISEnDnzp0i9z116lRoNBrp4ebmZshDIyIiIiKZGDSwpqWlAQCcnZ312p2dnaV1aWlpcHJy0ltvYmICe3t7vT5FbePJfTxt7NixyMjIkB5Xrlx59QMiIiIiItmZyF2AoajVaqjVarnLICIiIiIDM+gZVq1WCwBIT0/Xa09PT5fWabVaXL9+XW99bm4ubt++rdenqG08uQ8iIiIiej0YNLB6enpCq9Vix44dUptOp8OhQ4fg7+8PAPD398fdu3dx7Ngxqc/OnTuRn5+PJk2aSH327NmDR48eSX2io6Ph7e0NOzs7Q5ZMRERERAr3woE1MzMTcXFxiIuLA/D4Qqu4uDikpKRApVJh1KhR+Oqrr/DHH3/g1KlT6NevH1xdXaWZBHx8fBAcHIyBAwfi8OHD2L9/P4YNG4aePXvC1dUVANCrVy+YmZlhwIABOHPmDFatWoXvvvsOkZGRBjtwIiIiIiobXngM69GjR9GmTRtpuSBEhoWFYcmSJfj000+RlZWFQYMG4e7du3jzzTexZcsWmJubS89Zvnw5hg0bhnbt2sHIyAjdunXD3LlzpfUajQbbtm1DeHg4GjRogIoVK2L8+PF6c7USERER0evhleZhVbLnnderpHAeViIiIqJnk2UeViIiIiIiQ2NgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlIiIiIkVjYCUiIiIiRWNgJSIiIiJFY2AlUhgPDw+oVKpCj/DwcABA69atC60bMmSI3jaOHDmCdu3awdbWFnZ2dggKCsLJkyflOBwiIqJXxsBKpDBHjhxBamqq9IiOjgYAdO/eXeozcOBAvT4zZsyQ1mVmZiI4OBiVK1fGoUOHsG/fPlhbWyMoKAiPHj0q9eMhIiJ6VSZyF0BE+hwdHfWWp02bhqpVq6JVq1ZSm6WlJbRabZHPP3fuHG7fvo3JkyfDzc0NADBhwgT4+fnh8uXL8PLyKrniiYiISgDPsBIpWE5ODn799Vd88MEHUKlUUvvy5ctRsWJF1K5dG2PHjsX9+/eldd7e3nBwcMCiRYuQk5ODBw8eYNGiRfDx8YGHh4cMR0FERPRqeIaVSME2bNiAu3fv4v3335faevXqBXd3d7i6uiI+Ph5jxoxBQkIC1q1bBwCwtrZGTEwMunTpgi+//BIAUK1aNWzduhUmJvyWJyKisoe/vYgUbNGiRQgJCYGrq6vUNmjQIOn/vr6+cHFxQbt27ZCUlISqVaviwYMHGDBgAJo3b46VK1ciLy8P33zzDUJDQ3HkyBFYWFjIcShEREQvjYGVSKEuX76M7du3S2dOi9OkSRMAwIULF1C1alWsWLECly5dQmxsLIyMHo/6WbFiBezs7LBx40b07NmzxGsnIiIyJIOPYTXElDwpKSkIDQ2FpaUlnJycMHr0aOTm5hq6VCJFW7x4MZycnBAaGvrMfnFxcQAAFxcXAMD9+/dhZGSkN+a1YDk/P7/E6iUiIiopBj/DeuTIEeTl5UnLp0+fRvv27QtNyTN58mRp2dLSUvp/Xl4eQkNDodVqceDAAaSmpqJfv34wNTXFlClTDF0ukSLl5+dj8eLFCAsL0xt3mpSUhBUrVqBDhw5wcHBAfHw8IiIi0LJlS/j5+QEA2rdvj9GjRyM8PBzDhw9Hfn4+pk2bBhMTE7Rp00auQyIiInppKiGEKMkdjBo1ClFRUUhMTIRKpULr1q1Rt25dzJkzp8j+mzdvxltvvYVr167B2dkZADB//nyMGTMGN27cgJmZ2XPtV6fTQaPRICMjAzY2NoY6nOfm8dmmUt+nElya9uyzgeWVoV/vB8nHcX31eLgO/Amm9m9I7bm6G7gZNQuPblxG/qOHMLGpCMtq/tA06wkjteUTzz+BjP0rkXPzMlQqFcycq8C2RT+o36hh0Dpf19ebiIgM43nzWomOYS2YkicyMrLQlDy//vortFotOnbsiC+++EI6yxobGwtfX18prAJAUFAQhg4dijNnzqBevXpF7is7OxvZ2dnSsk6nK6GjIip5Fp714T4mqlC7iY0jtL2mPcfz68HCs+jvFSIiorKmRAPry0zJk5aWphdWAUjLaWlpxe5r6tSpmDRpkuEPgoiIiIhkVaKB9WWm5HlZY8eORWRkpLSs0+mku/wQERERUdlVYoH1Zafk0Wq1OHz4sF6f9PR0ACj2VpQAoFaroVarX7FqIiIiIlKaErs168tOyePv749Tp07h+vXrUp/o6GjY2NigZs2aJVUuERERESlUiZxhfZUpeQIDA1GzZk307dsXM2bMQFpaGsaNG4fw8HCeQSUiIiJ6DZVIYN2+fTtSUlLwwQcf6LWbmZlh+/btmDNnDrKysuDm5oZu3bph3LhxUh9jY2NERUVh6NCh8Pf3h5WVFcLCwvTmbSUiIiKi10eJBNbAwEAUNb2rm5sbdu/e/a/Pd3d3x19//VUSpRERERFRGVNiY1iJiIiIiAyBgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUjYGViIiIiBSNgZWIiIiIFI2BlYiIiIgUzeCBdeLEiVCpVHqPGjVqSOsfPnyI8PBwODg4oEKFCujWrRvS09P1tpGSkoLQ0FBYWlrCyckJo0ePRm5urqFLJSIiIqIywKQkNlqrVi1s3779fzsx+d9uIiIisGnTJvz+++/QaDQYNmwYunbtiv379wMA8vLyEBoaCq1WiwMHDiA1NRX9+vWDqakppkyZUhLlEhEREZGClUhgNTExgVarLdSekZGBRYsWYcWKFWjbti0AYPHixfDx8cHBgwfRtGlTbNu2DX///Te2b98OZ2dn1K1bF19++SXGjBmDiRMnwszMrCRKJiIiIiKFKpExrImJiXB1dUWVKlXQu3dvpKSkAACOHTuGR48eISAgQOpbo0YNVK5cGbGxsQCA2NhY+Pr6wtnZWeoTFBQEnU6HM2fOFLvP7Oxs6HQ6vQcRERERlX0GD6xNmjTBkiVLsGXLFvz4449ITk5GixYtcO/ePaSlpcHMzAy2trZ6z3F2dkZaWhoAIC0tTS+sFqwvWFecqVOnQqPRSA83NzfDHhgRERERycLgQwJCQkKk//v5+aFJkyZwd3fH6tWrYWFhYejdScaOHYvIyEhpWafTMbQSERERlQMlPq2Vra0tqlevjgsXLkCr1SInJwd3797V65Oeni6NedVqtYVmDShYLmpcbAG1Wg0bGxu9BxERERGVfSUeWDMzM5GUlAQXFxc0aNAApqam2LFjh7Q+ISEBKSkp8Pf3BwD4+/vj1KlTuH79utQnOjoaNjY2qFmzZkmXS0REREQKY/AhAZ988gk6duwId3d3XLt2DRMmTICxsTHee+89aDQaDBgwAJGRkbC3t4eNjQ2GDx8Of39/NG3aFAAQGBiImjVrom/fvpgxYwbS0tIwbtw4hIeHQ61WG7pcIiIiIlI4gwfWq1ev4r333sOtW7fg6OiIN998EwcPHoSjoyMA4Ntvv4WRkRG6deuG7OxsBAUF4T//+Y/0fGNjY0RFRWHo0KHw9/eHlZUVwsLCMHnyZEOXSkRERERlgMED62+//fbM9ebm5pg3bx7mzZtXbB93d3f89ddfhi6NiIiIiMqgEh/DSkRERET0KhhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEMHlinTp2KRo0awdraGk5OTujSpQsSEhL0+rRu3RoqlUrvMWTIEL0+KSkpCA0NhaWlJZycnDB69Gjk5uYaulwiIiIiUjgTQ29w9+7dCA8PR6NGjZCbm4vPP/8cgYGB+Pvvv2FlZSX1GzhwICZPniwtW1paSv/Py8tDaGgotFotDhw4gNTUVPTr1w+mpqaYMmWKoUsmIiIiIgUzeGDdsmWL3vKSJUvg5OSEY8eOoWXLllK7paUltFptkdvYtm0b/v77b2zfvh3Ozs6oW7cuvvzyS4wZMwYTJ06EmZmZocsmIiIiIoUq8TGsGRkZAAB7e3u99uXLl6NixYqoXbs2xo4di/v370vrYmNj4evrC2dnZ6ktKCgIOp0OZ86cKXI/2dnZ0Ol0eg8iIiIiKvsMfob1Sfn5+Rg1ahSaN2+O2rVrS+29evWCu7s7XF1dER8fjzFjxiAhIQHr1q0DAKSlpemFVQDSclpaWpH7mjp1KiZNmlRCR0JEREREcinRwBoeHo7Tp09j3759eu2DBg2S/u/r6wsXFxe0a9cOSUlJqFq16kvta+zYsYiMjJSWdTod3NzcXq5wIiIiIlKMEhsSMGzYMERFRWHXrl2oVKnSM/s2adIEAHDhwgUAgFarRXp6ul6fguXixr2q1WrY2NjoPYiIiIio7DN4YBVCYNiwYVi/fj127twJT0/Pf31OXFwcAMDFxQUA4O/vj1OnTuH69etSn+joaNjY2KBmzZqGLpmIiIiIFMzgQwLCw8OxYsUKbNy4EdbW1tKYU41GAwsLCyQlJWHFihXo0KEDHBwcEB8fj4iICLRs2RJ+fn4AgMDAQNSsWRN9+/bFjBkzkJaWhnHjxiE8PBxqtdrQJRMRERGRghn8DOuPP/6IjIwMtG7dGi4uLtJj1apVAAAzMzNs374dgYGBqFGjBj7++GN069YNf/75p7QNY2NjREVFwdjYGP7+/ujTpw/69eunN28rEREREb0eDH6GVQjxzPVubm7YvXv3v27H3d0df/31l6HKIiIiIqIyqsTnYSUiIiIiehUMrERERESkaAysRERERKRoDKxEREREpGgMrEREMtqzZw86duwIV1dXqFQqbNiwQW+9EALjx4+Hi4sLLCwsEBAQgMTERL0+Hh4eUKlUeo9p06aV4lEQEZUsBlYiIhllZWWhTp06mDdvXpHrZ8yYgblz52L+/Pk4dOgQrKysEBQUhIcPH+r1mzx5MlJTU6XH8OHDS6N8IqJSYfBprYiI6PmFhIQgJCSkyHVCCMyZMwfjxo1D586dAQDLli2Ds7MzNmzYgJ49e0p9ra2ti711NRFRWcczrERECpWcnIy0tDQEBARIbRqNBk2aNEFsbKxe32nTpsHBwQH16tXDzJkzkZubW9rlEhGVGJ5hJSJSqIJbWzs7O+u1Ozs7S+sAYMSIEahfvz7s7e1x4MABjB07FqmpqZg9e3ap1ktEVFIYWImIyrjIyEjp/35+fjAzM8PgwYMxdepUqNVqGSsjIjIMDgkgIlKogjGp6enpeu3p6enPHK/apEkT5Obm4tKlSyVZHhFRqWFgJSJSKE9PT2i1WuzYsUNq0+l0OHToEPz9/Yt9XlxcHIyMjODk5FQaZdIrmDhxYqEpyWrUqFGonxACISEhRU59RvQ64JAAIiIZZWZm4sKFC9JycnIy4uLiYG9vj8qVK2PUqFH46quvUK1aNXh6euKLL76Aq6srunTpAgCIjY3FoUOH0KZNG1hbWyM2NhYRERHo06cP7OzsZDoqehG1atXC9u3bpWUTk8K/mufMmQOVSlWaZREpCgMrEdEL8vhsk8G29TAlHukrP5eWC8ajWtVuh4qhERCiFkTNYLzdKwz5D7NgXqkm7AM/Q42Jj8+6ZqddwO1t8/Hos3FA3iOYaJxhVSsEMY5vG7ROALg0LdSg26PHTExMnjnEIy4uDrNmzcLRo0fh4uJSipURKQcDKxGRjMwr+8F9TFSx61UqFWxb9IFtiz5FrldrveDSb1ZJlUelIDExEa6urjA3N4e/vz+mTp2KypUrAwDu37+PXr16Yd68eZxnl15rHMNKREQkkyZNmmDJkiXYsmULfvzxRyQnJ6NFixa4d+8eACAiIgLNmjWTbhxB9LriGVYiIiKZPHmXMz8/PzRp0gTu7u5YvXo1HB0dsXPnTpw4cULGComUgWdYiYiIFMLW1hbVq1fHhQsXsHPnTiQlJcHW1hYmJibSxVjdunVD69at5S2UqJTxDCsREZFCZGZmIikpCX379kWPHj3w4Ycf6q339fXFt99+i44dO8pUIZE8eIaViIhIJp988gl2796NS5cu4cCBA3j77bdhbGyM9957D1qtFrVr19Z7AEDlypXh6ekpc+VkKHv27EHHjh3h6urKeXafgYGViIhIJlevXsV7770Hb29v9OjRAw4ODjh48CAcHR3lLo1KSVZWFurUqYN58+bJXYqicUgAERHRMxh6Plv9jfeFmUdfFMyuehBAu4XnAJwrsrv7mCiMOgiMOliCNf1/nHe3dISEhOhdfEdF4xlWIiIiIlI0BlYiIiIiUjQGViIiIiJSNEUH1nnz5sHDwwPm5uZo0qQJDh8+LHdJRERERFTKFBtYV61ahcjISEyYMAHHjx9HnTp1EBQUhOvXr8tdGhERERGVIsXOEjB79mwMHDgQ/fv3BwDMnz8fmzZtwi+//ILPPvusUP/s7GxkZ2dLyxkZGQAAnU5XOgU/JT/7viz7lZtcX2+58fV+vfD1fr3w9aaSlJmZiYsXL0rLZ8+eRcWKFWFnZwc3NzcZKysdBe8zIcQz+6nEv/WQQU5ODiwtLbFmzRp06dJFag8LC8Pdu3excePGQs+ZOHEiJk2aVIpVEhEREZEhXLlyBZUqVSp2vSLPsN68eRN5eXlwdnbWa3d2dsa5c0XPTTd27FhERkZKy/n5+bh9+zYcHBygUqlKtF4l0el0cHNzw5UrV2BjYyN3OVTC+Hq/Xvh6v174er9eXtfXWwiBe/fuwdXV9Zn9FBlYX4ZarYZardZrs7W1lacYBbCxsXmt3vCvO77erxe+3q8Xvt6vl9fx9dZoNP/aR5EXXVWsWBHGxsZIT0/Xa09PT4dWq5WpKiIiIiKSgyIDq5mZGRo0aIAdO3ZIbfn5+dixYwf8/f1lrIyIiIiISptihwRERkYiLCwMDRs2ROPGjTFnzhxkZWVJswZQ0dRqNSZMmFBoeASVT3y9Xy98vV8vfL1fL3y9n02RswQU+OGHHzBz5kykpaWhbt26mDt3Lpo0aSJ3WURERERUihQdWImIiIiIFDmGlYiIiIioAAMrERERESkaAysRERERKRoDKxERkcxyc3OxbNmyQvOPE9FjvOiKqAx58OABhBCwtLQEAFy+fBnr169HzZo1ERgYKHN1RPQqLC0tcfbsWbi7u8tdCpHi8AwrURnSuXNnLFu2DABw9+5dNGnSBLNmzULnzp3x448/ylwdlYRly5YhOzu7UHtOTo70XqDyoXHjxoiLi5O7DColWVlZ+OKLL9CsWTN4eXmhSpUqeg/SxzOs5UzBy6lSqWSuhEpCxYoVsXv3btSqVQs///wzvv/+e5w4cQJr167F+PHjcfbsWblLJAMzNjZGamoqnJyc9Npv3boFJycn5OXlyVQZGdrq1asxduxYREREoEGDBrCystJb7+fnJ1NlVBLee+897N69G3379oWLi0uh39sjR46UqTJlUuydrujFLFu2DDNnzkRiYiIAoHr16hg9ejT69u0rc2VkSPfv34e1tTUAYNu2bejatSuMjIzQtGlTXL58WebqqCQIIYr8A/Tq1avQaDQyVEQlpWfPngCAESNGSG0qlUp6D/CPk/Jl8+bN2LRpE5o3by53KWUCA2s5MHv2bHzxxRcYNmyY9Mbft28fhgwZgps3byIiIkLmCslQvLy8sGHDBrz99tvYunWr9Npev34dNjY2MldHhlSvXj2oVCqoVCq0a9cOJib/+3Gdl5eH5ORkBAcHy1ghGVpycrLcJVApsrOzg729vdxllBkcElAOeHp6YtKkSejXr59e+9KlSzFx4kT+ECxH1qxZg169eiEvLw9t27ZFdHQ0AGDq1KnYs2cPNm/eLHOFZCiTJk2S/v34449RoUIFaZ2ZmRk8PDzQrVs3mJmZyVUiEb2CX3/9FRs3bsTSpUulC2mpeAys5YC5uTlOnz4NLy8vvfbExET4+vri4cOHMlVGJSEtLQ2pqamoU6cOjIweXzd5+PBh2NjYoEaNGjJXR4a2dOlSvPvuuzA3N5e7FCoF//3vfzF//nwkJycjNjYW7u7umDNnDjw9PdG5c2e5yyMDqlevHpKSkiCEgIeHB0xNTfXWHz9+XKbKlIlDAsoBLy8vrF69Gp9//rle+6pVq1CtWjWZqqKSotVqkZmZiejoaLRs2RIWFhZo1KgRL7Qrp8LCwgA8nhXg+vXryM/P11tfuXJlOcqiEvDjjz9i/PjxGDVqFL7++mtpzKqtrS3mzJnDwFrOdOnSRe4SyhSeYS0H1q5di3fffRcBAQHSGNb9+/djx44dWL16Nd5++22ZKyRDuXXrFnr06IFdu3ZBpVIhMTERVapUwQcffAA7OzvMmjVL7hLJwBITE/HBBx/gwIEDeu28EKf8qVmzJqZMmYIuXbrA2toaJ0+eRJUqVXD69Gm0bt0aN2/elLtEItnwDGs50K1bNxw6dAizZ8/Ghg0bAAA+Pj44fPgw6tWrJ29xZFAREREwNTVFSkoKfHx8pPZ3330XkZGRDKzl0Pvvvw8TExNERUUVOfUNlR/JyclF/sxWq9XIysqSoSIqDceOHZOmJKxVqxZ/bxeDgbWcaNCgAZYvXy53GVTCtm3bhq1bt6JSpUp67dWqVeO0VuVUXFwcjh07xvHJrwFPT0/ExcUVutPVli1b9P5ApfLh+vXr6NmzJ2JiYmBrawvg8Q1h2rRpg99++w2Ojo7yFqgwvNNVGWZkZARjY+NnPp6cCofKvqysrCKvJr19+zbUarUMFVFJq1mzJj8Kfk1ERkYiPDwcq1atghAChw8fxtdff42xY8fi008/lbs8MrDhw4fj3r17OHPmDG7fvo3bt2/j9OnT0Ol0enPx0mMcw1qGbdy4sdh1sbGxmDt3LvLz8zlLQDlw7do1uLq6okOHDmjQoAG+/PJLWFtbIz4+Hu7u7ujZsyfy8/OxZs0auUslA9u5cyfGjRuHKVOmwNfXt9CVxJx/t3xZvnw5Jk6ciKSkJACAq6srJk2ahAEDBshcGRmaRqPB9u3b0ahRI732w4cPIzAwEHfv3pWnMIViYC1nEhIS8Nlnn+HPP/9E7969MXny5EIfL1HZY2dnh3nz5qFOnTpo27Yt6tevj507d6JTp07SX+f79+9H1apV5S6VDKxg6rKnx67yoqvy7f79+8jMzCx0S14qP6ytrbF3717UrVtXr/3EiRNo1aoVdDqdPIUpFD8vLieuXbuGCRMmYOnSpQgKCkJcXBxq164td1lkIF9//TUGDx6M4OBg/P3335g/fz6sra2RmZmJrl27Ijw8HC4uLnKXSSVg165dcpdApeSXX35BmzZt4OnpCUtLS04mX861bdsWI0eOxMqVK+Hq6goA+OeffxAREYF27drJXJ3y8AxrGZeRkYEpU6bg+++/R926dTF9+nS0aNFC7rKoBCQnJ2PAgAH4+++/sWDBAnTq1EnukojIgKpVq4aLFy/ijTfeQKtWrdCqVSu0bt260E1hqHy4cuWK9CmZm5ub1Fa7dm388ccfhS6ufd0xsJZhM2bMwPTp06HVajFlyhROKv2a+OGHHxAREQEfH59CF9Xxzijl1/3795GSkoKcnBy9dj8/P5kqopLwzz//ICYmBnv27MHu3buRmJgIFxcXtG7dGr/++qvc5ZGBCSGwfft2nDt3DsDjKSkDAgJkrkqZGFjLMCMjI1hYWCAgIADGxsbF9lu3bl0pVkUl6fLly+jfvz9Onz6NwYMHFwqsEyZMkKkyKik3btxA//79sXnz5iLXcwxr+XT//n3s3bsXK1euxPLlyyGEQG5urtxlEcmGY1jLsH79+nES8dfIwoUL8fHHHyMgIABnzpzhHH2viVGjRuHu3bs4dOgQWrdujfXr1yM9PR1fffUVbxRRzmzbtg0xMTGIiYnBiRMn4OPjg1atWmHNmjVo2bKl3OWRAcydOxeDBg2Cubk55s6d+8y+nNpKH8+wEpUBwcHBOHz4MObMmYN+/frJXQ6VIhcXF2zcuBGNGzeGjY0Njh49iurVq+OPP/7AjBkzsG/fPrlLJAMxMjKCo6MjPv74YwwaNEiaTJ7KD09PTxw9ehQODg7w9PQstp9KpcLFixdLsTLl4xlWojIgLy8P8fHxHIT/GsrKypKmNrKzs8ONGzdQvXp1+Pr6csxyOTN79mzs2bMHM2bMwHfffSdddNW6dWtUr15d7vLIAJKTk4v8P/073umKqAyIjo5mWH1NeXt7IyEhAQBQp04d/PTTT/jnn38wf/58TmVWzowaNQrr1q3DzZs3sWXLFjRr1gxbtmxB7dq1+f1fDk2ePBn3798v1P7gwQNMnjxZhoqUjUMCiIgU7Ndff0Vubi7ef/99HDt2DMHBwbh9+zbMzMywZMkSvPvuu3KXSAYkhMCJEycQExODXbt2Yd++fbh37x58fX1x4sQJucsjAzI2NkZqamqhm0PcunULTk5OvKDyKQysRERlyP3793Hu3DlUrlwZFStWlLscMqCOHTti//790Ol0qFOnDlq3bo1WrVqhZcuWHM9aDhkZGSE9Pb3QBbQ7d+7Eu+++ixs3bshUmTJxDCsRkYJNnjwZn3zyiXTXI0tLS9SvX1/62HD8+PEyV0iGUqNGDQwePBgtWrSARqORuxwqIXZ2dlCpVFCpVKhevbrebD95eXnIzMzEkCFDZKxQmXiGlYhIwfix4evt7t27PLtazixduhRCCHzwwQeYM2eO3h8nZmZm8PDwgL+/v4wVKhPPsBIRKZgQosj5lk+ePAl7e3sZKqKSMn36dHh4eEjjknv06IE1a9bAxcUFf/31F+rUqSNzhWQIYWFhAB5PcdW8efNCN4ChonGWACIiBbKzs4O9vb30saG9vb300Gg0aN++PXr06CF3mWRA8+fPl+4pHx0djejoaGzZsgUhISEYPXq0zNWRoVlbW+Ps2bPS8saNG9GlSxd8/vnnhW7BTBwSQESkSPzY8PVjYWGB8+fPw83NDSNHjsTDhw/x008/4fz582jSpAnu3Lkjd4lkQI0aNcJnn32Gbt264eLFi6hZsya6du2KI0eOIDQ0FHPmzJG7REXheWgiIgUKCwtDbm4uVCoV2rZtK515o/LLzs4OV65cgZubG7Zs2YKvvvoKwONhIRyrXP6cP38edevWBQD8/vvvaNWqFVasWIH9+/ejZ8+eDKxP4ZAAIiKFMjExwdChQ5Gfny93KVQKunbtil69eqF9+/a4desWQkJCAAAnTpyAl5eXzNWRoQkhpO/t7du3o0OHDgAANzc33Lx5U87SFIlnWImIFKxx48Y4ceIE3N3d5S6FSti3334LDw8PXLlyBTNmzECFChUAAKmpqfjoo49kro4MrWHDhvjqq68QEBCA3bt348cffwTw+Jatzs7OMlenPBzDSkSkYKtXr8bYsWMRERGBBg0awMrKSm+9n5+fTJUR0auIj49H7969kZKSgsjISEyYMAEAMHz4cNy6dQsrVqyQuUJlYWAlIlIwI6PCI7dUKpU03RXHNpYviYmJ2LVrF65fv15oKAhvEvF6ePjwIYyNjWFqaip3KYrCwEpEpGCXL19+5noOFSg/Fi5ciKFDh6JixYrQarV68++qVCocP35cxuqoJNy9exdr1qxBUlISRo8eDXt7exw/fhzOzs5444035C5PURhYiYiIFMDd3R0fffQRxowZI3cpVAri4+PRrl072Nra4tKlS0hISECVKlUwbtw4pKSkYNmyZXKXqCicJYCISOGSkpIwfPhwBAQEICAgACNGjEBSUpLcZZGB3blzB927d5e7DColkZGR6N+/PxITE2Fubi61d+jQAXv27JGxMmViYCUiUrCtW7eiZs2aOHz4MPz8/ODn54dDhw6hVq1aiI6Olrs8MqDu3btj27ZtcpdBpeTIkSMYPHhwofY33ngDaWlpMlSkbJzWiohIwT777DNERERg2rRphdrHjBmD9u3by1QZGZqXlxe++OILHDx4EL6+voUuuhkxYoRMlVFJUKvV0Ol0hdrPnz8PR0dHGSpSNo5hJSJSMHNzc5w6dQrVqlXTaz9//jz8/Pzw8OFDmSojQ/P09Cx2nUqlwsWLF0uxGippH374IW7duoXVq1fD3t4e8fHxMDY2RpcuXdCyZUve6eopPMNKRKRgjo6OiIuLKxRY4+Li4OTkJFNVVBKSk5PlLoFK0axZs/DOO+/AyckJDx48QKtWrZCWlgZ/f398/fXXcpenOAysREQKNnDgQAwaNAgXL15Es2bNAAD79+/H9OnTERkZKXN1RPSyNBoNoqOjsW/fPsTHxyMzMxP169dHQECA3KUpEocEEBEpmBACc+bMwaxZs3Dt2jUAgKurK0aPHo0RI0bozdVJZd/Vq1fxxx9/ICUlBTk5OXrrZs+eLVNVRPJjYCUiKiPu3bsHALC2tpa5EioJO3bsQKdOnVClShWcO3cOtWvXxqVLlyCEQP369bFz5065SyQDmjx58jPX885m+hhYiYjKgOvXryMhIQEAUKNGDV5FXA41btwYISEhmDRpEqytrXHy5Ek4OTmhd+/eCA4OxtChQ+UukQyoXr16esuPHj1CcnIyTExMULVqVd7Z7CkMrERECnbv3j189NFHWLlypXRveWNjY7z77ruYN28eNBqNzBWSoVhbWyMuLg5Vq1aFnZ0d9u3bh1q1auHkyZPo3LkzLl26JHeJVMJ0Oh3ef/99vP322+jbt6/c5SgKbxxARKRgH374IQ4dOoRNmzbh7t27uHv3LqKionD06NEiJx2nssvKykoat+ri4qJ3N7ObN2/KVRaVIhsbG0yaNAlffPGF3KUoDmcJICJSsKioKGzduhVvvvmm1BYUFISFCxciODhYxsrI0Jo2bYp9+/bBx8cHHTp0wMcff4xTp05h3bp1aNq0qdzlUSnJyMhARkaG3GUoDgMrEZGCOTg4FPmxv0ajgZ2dnQwVUUmZPXs2MjMzAQCTJk1CZmYmVq1ahWrVqnGGgHJo7ty5estCCKSmpuK///0vQkJCZKpKuTiGlYhIwRYsWIDff/8d//3vf6HVagEAaWlpCAsLQ9euXTksgKiMevrOZkZGRnB0dETbtm0xduxYzgbyFAZWIiIFq1evHi5cuIDs7GxUrlwZAJCSkgK1Wl3o7le8qpiIyisOCSAiUrAuXbrIXQIRkex4hpWIiIiolL399tvPfae6devWlXA1ysczrEREZURmZqY0F2sBGxsbmaoholeh0Wiwfv16aDQaNGzYEABw7NgxZGRkoEuXLrzt8lMYWImIFCw5ORnDhg1DTEwMHj58KLULIaBSqZCXlydjdWRIkydPxieffAJLS0u99gcPHmDmzJm8VWc54+zsjB49emD+/PkwNjYGAOTl5eGjjz6CjY0NZs6cKXOFysIhAURECta8eXMIITBy5Eg4OzsXOuvSqlUrmSojQzM2NkZqaiqcnJz02m/dugUnJyf+cVLOODo6Yt++ffD29tZrT0hIQLNmzXDr1i2ZKlMmnmElIlKwkydP4tixY4V+qVH5U3DW/GknT56Evb29DBVRScrNzcW5c+cKfW+fO3eu0NAfYmAlIlK0Ro0a4cqVKwys5ZidnR1UKhVUKhWqV6+uF1rz8vKQmZmJIUOGyFghlYT+/ftjwIABSEpKQuPGjQEAhw4dwrRp09C/f3+Zq1MeDgkgIlKwpKQkDBkyBH369EHt2rVhamqqt97Pz0+myshQli5dCiEEPvjgA8yZM0fvzmZmZmbw8PCAv7+/jBVSScjPz8c333yD7777DqmpqQAAFxcXjBw5Eh9//LE0rpUeY2AlIlKwgwcPolevXrh06ZLUplKpeNFVObR79240b94cJib88PN1o9PpAHDWj2dhYCUiUrCaNWvCx8cHn376aZEXXbm7u8tUGRnaX3/9BWNjYwQFBem1b926Ffn5+by/PL3WGFiJiBTMysoKJ0+ehJeXl9ylUAnz8/PDtGnT0KFDB732LVu2YMyYMTh58qRMlRHJz0juAoiIqHht27ZlUHlNJCYmombNmoXaa9SogQsXLshQEZFycKAMEZGCdezYERERETh16hR8fX0LXXTVqVMnmSojQ9NoNLh48SI8PDz02i9cuAArKyt5iiJSCA4JICJSMCOj4j8I40VX5cvgwYMRGxuL9evXo2rVqgAeh9Vu3bqhUaNG+Pnnn2WukEg+DKxEREQKkJGRgeDgYBw9ehSVKlUCAFy9ehUtWrTAunXrYGtrK2+BZFBz584tsl2lUsHc3BxeXl5o2bIlp7f6/xhYiYiIFEIIgejoaJw8eRIWFhbw8/NDy5Yt5S6LSoCnpydu3LiB+/fvw87ODgBw584dWFpaokKFCrh+/TqqVKmCXbt2wc3NTeZq5cfASkSkMHPnzsWgQYNgbm5e7FmYAiNGjCilqqg0PXz4EGq1ushbtVL5sHLlSixYsAA///yz3hCQwYMHY9CgQWjevDl69uwJrVaLNWvWyFyt/BhYiYgUxtPTE0ePHoWDgwM8PT2L7adSqXDx4sVSrIxKUn5+Pr7++mvMnz8f6enpOH/+PKpUqYIvvvgCHh4eGDBggNwlkgFVrVoVa9euRd26dfXaT5w4gW7duuHixYs4cOAAunXrJt0J63XGWQKIiBQmOTm5yP9T+fbVV19h6dKlmDFjBgYOHCi1165dG3PmzGFgLWdSU1ORm5tbqD03NxdpaWkAAFdXV9y7d6+0S1MkzsNKRESkAMuWLcOCBQvQu3dvvQtt6tSpg3PnzslYGZWENm3aYPDgwThx4oTUduLECQwdOhRt27YFAJw6deqZn7K8TniGlYhIwfLy8rBkyRLs2LED169fR35+vt76nTt3ylQZGdo///xT5B3N8vPz8ejRIxkqopK0aNEi9O3bFw0aNJDmV87NzUW7du2waNEiAECFChUwa9YsOctUDAZWIiIFGzlyJJYsWYLQ0FDUrl2bF+GUYzVr1sTevXvh7u6u175mzRrUq1dPpqqopGi1WkRHR+PcuXM4f/48AMDb2xve3t5SnzZt2shVnuIwsBIRKdhvv/2G1atXF7q/PJU/48ePR1hYGP755x/k5+dj3bp1SEhIwLJlyxAVFSV3eVRCatSogRo1ashdhuJxlgAiIgVzdXVFTEwMqlevLncpVAr27t2LyZMn4+TJk8jMzET9+vUxfvx4BAYGyl0aGRiH+7wYBlYiIgWbNWsWLl68iB9++IHDAcqx3NxcTJkyBR988IF0lysq34YNGyYN93FxcSn0/f3tt9/KVJkyMbASESnY22+/jV27dsHe3h61atWSLs4osG7dOpkqI0OrUKECTp8+DQ8PD7lLoVJQsWJFLFu2jMN9nhPHsBIRKZitrS3efvttucugUtCuXTvs3r2bgfU1YWZmVuSsEFQ0nmElIiJSgPnz52PSpEno3bs3GjRoACsrK731nTp1kqkyKgkc7vNiGFiJiBTIzs6uyF9iGo0G1atXxyeffIL27dvLUBmVFCOj4u/lo1KpkJeXV4rVUEnjcJ8XwyEBREQKNGfOnCLb7969i2PHjuGtt97CmjVr0LFjx9ItjErM01eJU/nG4T4vhmdYiYjKoNmzZ2PNmjU4cOCA3KWQATx69AgWFhaIi4tD7dq15S6HSHGK//yBiIgU66233uL95csRU1NTVK5cmR/7v4Zu3LiBffv2Yd++fbhx44bc5SgWAysRURmUnZ0NMzMzucsgA/q///s/fP7557h9+7bcpVApyMrKwgcffAAXFxe0bNkSLVu2hKurKwYMGID79+/LXZ7icEgAEVEZNGrUKJw7dw5btmyRuxQykHr16uHChQt49OgR3N3dC80ScPz4cZkqo5IwePBgbN++HT/88AOaN28OANi3bx9GjBiB9u3b48cff5S5QmXhRVdERAoUGRlZZHtGRgaOHz+O8+fPY8+ePaVcFZWkLl26yF0ClaK1a9dizZo1aN26tdTWoUMHWFhYoEePHgysT2FgJSJSoBMnThTZbmNjg/bt22PdunXw9PQs5aqoJE2YMEHuEqgU3b9/H87OzoXanZycOCSgCBwSQEREpCDHjh3D2bNnAQC1atVCvXr1ZK6ISkK7du3g4OCAZcuWwdzcHADw4MEDhIWF4fbt29i+fbvMFSoLAysREZECXL9+HT179kRMTAxsbW0BPJ53t02bNvjtt9/g6Ogob4FkUKdOnUJwcDCys7NRp04dAMDJkydhbm6OrVu3olatWjJXqCwMrERERArw7rvv4uLFi1i2bBl8fHwAAH///TfCwsLg5eWFlStXylwhGdr9+/exfPlyaYo6Hx8f9O7dGxYWFjJXpjwMrERERAqg0Wiwfft2NGrUSK/98OHDCAwMxN27d+UpjAzu0aNHqFGjBqKioqQ/TujZOA8rERGRAuTn5xe6nzzw+KYCvG1r+WJqaoqHDx/KXUaZwsBKRESkAG3btsXIkSNx7do1qe2ff/5BREQE2rVrJ2NlVBLCw8Mxffp05Obmyl1KmcAhAURERApw5coVdOrUCWfOnIGbm5vUVrt2bfzxxx+oVKmSzBWSIb399tvYsWMHKlSoAF9f30I3ili3bp1MlSkT52ElIiJSADc3Nxw/fhzbt2/XuwgnICBA5sqoJNja2qJbt25yl1Fm8AwrERERUSlJTk7mTT9eAsewEhERyWjnzp2oWbMmdDpdoXUZGRmoVasW9u7dK0NlVBKqVq0KT09PfPDBB/j1119x9epVuUsqE3iGlYiISEadOnVCmzZtEBERUeT6uXPnYteuXVi/fn0pV0YlISYmRnocOnQIOTk5qFKlCtq2bYs2bdqgTZs2Rd6y9XXHwEpERCQjd3d3bNmypdj5OM+dO4fAwECkpKSUcmVU0h4+fIgDBw5IAfbw4cPSHK1nzpyRuzxFYWAlIiKSkbm5OU6fPg0vL68i11+4cAG+vr548OBBKVdGpSUnJwf79+/H5s2b8dNPPyEzMxN5eXlyl6UoHMNKREQkozfeeAOnT58udn18fDxcXFxKsSIqaTk5OdizZw8mTZqENm3awNbWFkOGDMGdO3fwww8/IDk5We4SFYdnWImIiGQ0fPhwxMTE4MiRIzA3N9db9+DBAzRu3Bht2rTB3LlzZaqQDKlt27Y4dOgQPD090apVK7Ro0QKtWrXiHyX/goGViIhIRunp6ahfvz6MjY0xbNgweHt7A3g8dnXevHnIy8vD8ePHeSFOOWFqagoXFxd06dIFrVu3RqtWreDg4CB3WYrHwEpERCSzy5cvY+jQodi6dSsKfi2rVCoEBQVh3rx5nLezHMnKysLevXsRExODXbt2IS4uDtWrV0erVq2kAOvo6Ch3mYrDwEpERKQQd+7cwYULFyCEQLVq1WBnZyd3SVTC7t27h3379mHXrl2IiYnByZMnUa1atWeOa34d8dasRERECmFnZ4dGjRrJXQaVIisrK9jb28Pe3h52dnYwMTHB2bNn5S5LcXiGlYiIiKiU5Ofn4+jRo9KQgP379yMrKwtvvPGGdOOANm3awN3dXe5SFYWBlYiIiKiU2NjYICsrC1qtVgqnrVu3RtWqVeUuTdEYWImIiIhKyU8//YQ2bdqgevXqcpdSpjCwEhEREZGi8U5XRERERKRoDKxEREREpGgMrERERESkaAysRERERKRoDKxUpNatW2PUqFFyl/FMHh4emDNnTpnZriGpVCps2LBB7jJKxMSJE1G3bl2DbvPSpUtQqVSIi4sz6HaVLiYmBiqVCnfv3pW7lBKVk5MDLy8vHDhwQGo7d+4cmjZtCnNzc4O/n8q6mJgYeHh4yF1GmbZlyxbUrVsX+fn5cpfy2mBgpSKtW7cOX3755XP3L+uBYOnSpXjzzTcBAEeOHMGgQYOe+7llNRQsXLgQLVq0gJ2dHezs7BAQEIDDhw8/9/Pff/99qFQqvUdwcPAzn7NkyZJCzyl4XL9+/VUPqcQ97x9yDx8+xPvvvw9fX1+YmJigS5cuBq/F09MT27dvN/h2i2KIP5AKvk+efqSlpen1mzdvHjw8PGBubo4mTZo813ty/vz58PT0RLNmzaS2CRMmwMrKCgkJCdixYwcA4Ouvv0azZs1gaWkJW1vbVzqeJwkhMH78eLi4uMDCwgIBAQFITEz81+f9888/6NOnDxwcHGBhYQFfX18cPXpUWp+eno73338frq6usLS0RHBwcKHtpqWloW/fvtBqtbCyskL9+vWxdu1agx2bnF7m6+rh4VHk+yw8PFzqs2DBArRu3Ro2NjZF/uwu7r2qUqlw5MgRAEBwcDBMTU2xfPlygx83FY2BlYpkb28Pa2trWfb96NGjUt/nxo0b0alTJwCAo6MjLC0tS70GIQRyc3NLbX8xMTF47733sGvXLsTGxsLNzQ2BgYH4559/nnsbwcHBSE1NlR4rV658Zv93331Xr39qaiqCgoLQqlUrODk5veohKUZeXh4sLCwwYsQIBAQEGHz78fHxuHPnDlq1amXwbZe0hIQEvdf/ydd91apViIyMxIQJE3D8+HHUqVMHQUFBz/xjRgiBH374AQMGDNBrT0pKwptvvgl3d3c4ODgAeHwmtnv37hg6dKhBj2nGjBmYO3cu5s+fj0OHDsHKygpBQUF4+PBhsc+5c+cOmjdvDlNTU2zevBl///03Zs2aBTs7O+m4unTpgosXL2Ljxo04ceIE3N3dERAQgKysLGk7/fr1Q0JCAv744w+cOnUKXbt2RY8ePXDixAmDHqMcXubreuTIEb33V3R0NACge/fuUp/79+8jODgYn3/+eZHbaNasWaGfUx9++CE8PT3RsGFDqd/777+PuXPnGuho6V8JoiK0atVKjBw5Ulp2d3cXX3/9tejfv7+oUKGCcHNzEz/99JO0HoDeo1WrVtK6hQsXiho1agi1Wi28vb3FvHnzpHXJyckCgPjtt99Ey5YthVqtFosXLxZhYWGic+fOYubMmUKr1Qp7e3vx0UcfiZycHL2avv32W70a5s+fL0JDQ4WFhYWoUaOGOHDggEhMTBStWrUSlpaWwt/fX1y4cEHvWB88eCCsrKzE2bNni93uwoULRZcuXYSFhYXw8vISGzdu1Kv/yUdYWJgQQoi8vDwxZcoU4eHhIczNzYWfn5/4/fffpe3u2rVLABB//fWXqF+/vjA1NRW7du0SrVq1EsOHDxejR48WdnZ2wtnZWUyYMEGvZgBi/fr1ejWsWrVKvPnmm8Lc3Fw0bNhQJCQkiMOHD4sGDRoIKysrERwcLK5fv17sa56bmyusra3F0qVLi+3zpILX6FVcv35dmJqaimXLlkltEyZMEHXq1BHz588XlSpVEhYWFqJ79+7i7t27z9xWXl6emD59uqhataowMzMTbm5u4quvvhJC/O9rtHbtWtG6dWthYWEh/Pz8xIEDB6Tn37x5U/Ts2VO4uroKCwsLUbt2bbFixQq94336tU5OTv7XYyzu61RwnIsWLRJubm7CyspKDB06VOTm5orp06cLZ2dn4ejoKB3DkyZPnizeffddIYQQly5dEm+99ZawtbUVlpaWombNmmLTpk1CiP+9x7Zv3y4aNGggLCwshL+/vzh37pze9v7zn/+IKlWqCFNTU1G9enW918Pd3V3vmN3d3YUQQsTFxYnWrVuLChUqCGtra1G/fn1x5MiRYr8OBbXcuXOn2D6NGzcW4eHh0nJeXp5wdXUVU6dOLfY5R44cEUZGRkKn00ltT79OT3//LF68WGg0mmK3+SLy8/OFVqsVM2fOlNru3r0r1Gq1WLlyZbHPGzNmjHjzzTeLXZ+QkCAAiNOnT0tteXl5wtHRUSxcuFBqs7Ky0nu9hBDC3t5er8/Tdu3aJb2Oxdm8ebNo3ry50Gg0wt7eXoSGhhb62XnlyhXRs2dPYWdnJywtLUWDBg3EwYMHpfV//PGHaNiwoVCr1cLBwUF06dLlmft80st+XZ82cuRIUbVqVZGfn19o3fO8J4UQIicnRzg6OorJkyfrtV++fFkAKPR1oZLBwEpFKiqw2tvbi3nz5onExEQxdepUYWRkJP3iO3z4sPSLMTU1Vdy6dUsIIcSvv/4qXFxcxNq1a8XFixfF2rVrhb29vViyZIkQ4n9BwsPDQ+pz7do1ERYWJmxsbMSQIUPE2bNnxZ9//iksLS3FggUL9Gp6Oli+8cYbYtWqVSIhIUF06dJFeHh4iLZt24otW7aIv//+WzRt2lQEBwfrHWtUVJSoXr36M7dbqVIlsWLFCpGYmChGjBghKlSoIG7duiVyc3PF2rVrBQCRkJAgUlNTpWD11VdfiRo1aogtW7aIpKQksXjxYqFWq0VMTIwQ4n8/LP38/MS2bdvEhQsXxK1bt0SrVq2EjY2NmDhxojh//rxYunSpUKlUYtu2bXo1PR1YC/ZVcJwNGjQQrVu3Fvv27RPHjx8XXl5eYsiQIcW+5jqdTpibm4s///zz394eQojHQUyj0QhHR0dRvXp1MWTIEHHz5s3nem6Bb775Rmg0GnH//n2pbcKECcLKykq0bdtWnDhxQuzevVt4eXmJXr16PXNbn376qbCzsxNLliwRFy5cEHv37pV+aT/5NYqKihIJCQninXfeEe7u7uLRo0dCCCGuXr0qZs6cKU6cOCGSkpLE3LlzhbGxsTh06JAQ4vEvS39/fzFw4ECRmpoqUlNTRW5u7nN9nYoLrBUqVBDvvPOOOHPmjPjjjz+EmZmZCAoKEsOHDxfnzp0Tv/zyiwCgFwKEEKJhw4ZSmA4NDRXt27cX8fHxIikpSfz5559i9+7dQoj/vceaNGkiYmJixJkzZ0SLFi1Es2bNpG2tW7dOmJqainnz5omEhAQxa9YsYWxsLHbu3CmEePxHBQCxePFikZqaKv3RU6tWLdGnTx9x9uxZcf78ebF69WoRFxdX7NehoBZ3d3eh1WpFQECA2Ldvn7Q+OztbGBsbS+/rAv369ROdOnUqdruzZ88WNWrU0GtLTU0VtWrVEh9//LFITU0V9+7d01v/rMDq7u5eKOA+S1JSkgAgTpw4odfesmVLMWLEiGKf5+PjI0aNGiXeeecd4ejoKOrWrav38y0+Pr7IMFSpUiXpj2IhhGjfvr0IDQ0Vt27dEnl5eWLlypXC0tJSJCYmFrvv5wmsa9asEWvXrhWJiYnixIkTomPHjsLX11fk5eUJIYS4d++eqFKlimjRooXYu3evSExMFKtWrZL+CIyKihLGxsZi/Pjx4u+//xZxcXFiypQp0vYnTJjwzBpe9uv6pOzsbOHg4CC+/vrrItc/b2Bds2aNMDIyEleuXCm0ztnZWSxevPi56qFXw8BKRSoqsPbp00dazs/PF05OTuLHH38UQvwvEDz9w6Vq1ap6Z6mEEOLLL78U/v7+es+bM2eOXp+wsDDh7u6uFwi6d+8unVUqqOnpYDlu3DhpOTY2VgAQixYtktpWrlwpzM3N9fY1cOBA8cknnzz3djMzMwUAsXnzZiFE0T/0Hj58KCwtLfXO4AkhxIABA8R7772n97wNGzbo9WnVqlWhMy+NGjUSY8aM0avp6cD6888/6x0nALFjxw6pberUqcLb21sUZ+jQoaJKlSriwYMHxfZ50sqVK8XGjRtFfHy8WL9+vfDx8RGNGjV6rhBXwMfHRwwdOlSvbcKECcLY2FhcvXpVatu8ebMwMjISqampRW5Hp9MJtVpd7Fmlor5GZ86cEQCkM+tFCQ0NFR9//LG0/PT3xfN4VmC1tLTUOzMYFBQkPDw8pFAghBDe3t56ZxivXr0qzMzMpPebr6+vmDhxYpH7fvIMa4FNmzYJANLr3KxZMzFw4EC953Xv3l106NBBWn7y/VbA2tpa+sPzeZw7d07Mnz9fHD16VOzfv1/0799fmJiYiGPHjgkhhPjnn38EgELfM6NHjxaNGzcudrsjR44Ubdu2LdRep06dYoPnswJr27Ztxffff/98ByWE2L9/vwAgrl27ptfevXt30aNHj2Kfp1arhVqtFmPHjhXHjx8XP/30kzA3N5e+pjk5OaJy5cqie/fu4vbt2yI7O1tMmzZNABCBgYHSdu7cuSMCAwMFAGFiYiJsbGzE1q1bn1nz8wTWp924cUMAEKdOnRJCCPHTTz8Ja2tr6eTE0/z9/UXv3r2L3d73339f5OtW4GW/rk9atWqVMDY2Fv/880+R6583sIaEhIiQkJAi19WrV6/Y7z8yLJNXGE1Arxk/Pz/p/yqVClqt9pljy7KyspCUlIQBAwZg4MCBUntubi40Go1e3yfHBRWoVasWjI2NpWUXFxecOnXquWt0dnYGAPj6+uq1PXz4EDqdDjY2NhBC4M8//8Tq1aufe7tWVlawsbF55rFfuHAB9+/fR/v27fXac3JyUK9ePb22oo79yf0Bj4/93y5Kep5jL24b06ZNw2+//YaYmBiYm5s/cz8FevbsKf3f19cXfn5+qFq1KmJiYtCuXTuEhIRg7969AAB3d3ecOXNG7/mxsbE4e/Ys/vvf/xbaduXKlfHGG29Iy/7+/sjPz0dCQgISExMREhIirfvpp59QrVo1ZGdno127ds+s+cmvkYuLCwDg+vXrqFGjBvLy8jBlyhSsXr0a//zzD3JycpCdnf2v45lr1aqFy5cvAwBatGiBzZs3P7P/kzw8PPTGijs7O8PY2BhGRkZ6bU++bn/88QfefPNN6aKhESNGYOjQodi2bRsCAgLQrVu3Qu+f4o67cuXKOHv2bKGLDJs3b47vvvvumbVHRkbiww8/xH//+18EBASge/fuqFq1KgCgQoUKUr8+ffpg/vz58Pb2hre3t9TerFkzJCUl4dtvvy3yPfC8Hjx48Nzv2edRcIFWScvPz0fDhg0xZcoUAEC9evVw+vRpzJ8/H2FhYTA1NcW6deswYMAA2Nvbw9jYGAEBAQgJCYF44o7qX3zxBe7evYvt27ejYsWK2LBhA3r06IG9e/fqff+/qMTERIwfPx6HDh3CzZs3pavhU1JSULt2bcTFxaFevXqwt7cv8vlxcXF6P/efNmzYMAwbNuyl63seixYtQkhICFxdXV96G1evXsXWrVuL/R1hYWGB+/fvv/T26fkxsNJzMzU11VtWqVTPnNIjMzMTwOOr0Zs0aaK37skgCjwOga+6v6efo1Kpim0r2M7hw4eRm5urd3Xxv233eWopOPZNmzbpBS8AUKvVesuleexFbeObb77BtGnTsH379kJB50VUqVIFFStWxIULF9CuXTv8/PPPePDgQZHHAwA///wz6tatiwYNGrzQfho2bKg3G4WzszMuXbr0XM991nth5syZ+O677zBnzhz4+vrCysoKo0aNQk5OzjO3+ddff0kXClpYWLzAkRT9Ov/ba//HH39IFwgCwIcffoigoCBs2rQJ27Ztw9SpUzFr1iwMHz68yP08fdwva+LEiejVqxc2bdqEzZs3Y8KECfjtt9/w9ttv670+NjY2xW6jcePG2LdvHwCgYsWKMDY2Rnp6ul6f9PR0aLXaYrdRsWLFf/1DtiQV1Jaeni79MVCw/KzptFxcXFCzZk29Nh8fH70r/Bs0aIC4uDhkZGQgJycHjo6OaNKkifRHblJSEn744QecPn0atWrVAgDUqVMHe/fuxbx58zB//vyXPq6OHTvC3d0dCxcuhKurK/Lz81G7dm3p++Hf3usv+r3wtJf9uha4fPkytm/fjnXr1r1SHYsXL4aDg4Pe99yTbt++DUdHx1faBz0fzhJABmFmZgbg8dXRBZydneHq6oqLFy/Cy8tL7+Hp6SlXqXo2btyI0NDQQgH6RRR17DVr1oRarUZKSkqhY3dzc3vlug1lxowZ+PLLL7Fly5Yiz/S+iKtXr+LWrVvSL5c33nhDOmZ3d3e9vpmZmVi9enWhK7sLpKSk4Nq1a9LywYMHYWRkBG9vb1hYWOh9Pa2trVGtWjVYWFi80tmx/fv3o3PnzujTpw/q1KmDKlWq4Pz583p9zMzM9F5n4PHZ44Janv7jxNAyMzOxa9cudO7cWa/dzc0NQ4YMwbp16/Dxxx9j4cKFz71NHx8f7N+/X69t//79emHK1NS00HEDQPXq1REREYFt27aha9euWLx4MQDovT7Pmv0hLi5Oer+YmZmhQYMGeq9hfn4+duzYAX9//2K3Ua9ePZw7d07vrGNp8vT0hFar1atbp9Ph0KFDz6y7efPmSEhI0Gs7f/58oe8VANBoNHB0dERiYiKOHj0qvf4FZ/aePCMPPD4h8Cp/kNy6dQsJCQkYN24c2rVrBx8fH9y5c0evj5+fH+Li4nD79u0it+Hn5/dK348v+3UtsHjxYjg5OSE0NPSlaxBCYPHixejXr1+Rf3Q/fPgQSUlJhT41o5LBM6xkEE5OTrCwsMCWLVtQqVIlmJubQ6PRYNKkSRgxYgQ0Gg2Cg4ORnZ2No0eP4s6dO4iMjJS7bPzxxx+YPHnyK23D3d0dKpUKUVFR6NChAywsLGBtbY1PPvkEERERyM/Px5tvvomMjAzs378fNjY2CAsLM9ARvLzp06dj/PjxWLFiBTw8PKT5MCtUqKD3kW5RMjMzMWnSJHTr1g1arRZJSUn49NNP4eXlhaCgoH/d96pVq5Cbm4s+ffoUud7c3BxhYWH45ptvoNPpMGLECPTo0aPYM23m5uYYM2YMPv30U5iZmaF58+a4ceMGzpw5U2woflq1atWwZs0aHDhwAHZ2dpg9ezbS09P1gpuHhwcOHTqES5cuoUKFCrC3ty8UFgr8/fffyMnJwe3bt3Hv3j3prOOrTGK/ZcsWVK9eXW/S91GjRiEkJATVq1fHnTt3sGvXLvj4+Dz3NkePHo0ePXqgXr16CAgIwJ9//ol169bpzfHq4eGBHTt2oHnz5lCr1TA3N8fo0aPxzjvvwNPTE1evXsWRI0fQrVu3YvczZ84ceHp6olatWnj48CF+/vln7Ny5E9u2bZP6REZGIiwsDA0bNkTjxo0xZ84cZGVloX///sVut02bNsjMzMSZM2dQu3btZx5rSkoKbt++jZSUFOTl5UmviZeXl/Seb9euHd5+++3n/rhapVJh1KhR+Oqrr1CtWjV4enriiy++gKurq978u09vNyIiAs2aNcOUKVPQo0cPHD58GAsWLMCCBQuk5/z+++9wdHRE5cqVcerUKYwcORJdunRBYGAgAKBGjRrw8vLC4MGD8c0338DBwQEbNmxAdHQ0oqKinqv+otjZ2cHBwQELFiyAi4sLUlJS8Nlnn+n1ee+99zBlyhR06dIFU6dOhYuLC06cOAFXV1f4+/tjwoQJaNeuHapWrYqePXsiNzcXf/31F8aMGQMA+OGHH7B+/fpiQ+3Lfl2Bx3/oLF68GGFhYTAxKRxz0tLSkJaWhgsXLgAATp06BWtra1SuXFlviMPOnTuRnJyMDz/8sMgaDx48CLVa/VwBmgxA3iG0pFRFXXT15IVIQhS+qGHhwoXCzc1NGBkZ6U1rtXz5clG3bl1hZmYm7OzsRMuWLcW6deuEEMVfrFXUhSojR47U225RF0c9eWFIUdt+cpD9hQsXhFqtFpmZmXr7+bftCiGERqPRuzJ08uTJQqvVCpVKJV3Bm5+fL+bMmSO8vb2FqampcHR0FEFBQYWu4H56wH9RF/Z07txZ78pgFHHRVXHHWeDpC02enq6o4PE8V0jfv39fBAYGCkdHR2Fqairc3d3FwIEDRVpa2r8+V4jHF2QUd9V/wXRP//nPf4Srq6swNzcX77zzjrh9+/Yzt5mXlye++uor4e7uLkxNTUXlypWlq5KL+hrduXNHABC7du0SQghx69Yt0blzZ1GhQgXh5OQkxo0bJ/r166f3PkxISBBNmzYVFhYW/zqtVXFf36eP80lFve+ffD/06dNH/N///Z/e+mHDhomqVasKtVotHB0dRd++faXZGop6H5w4caJQ7c+a1kqIx9MTeXl5CRMTE+Hu7i6ys7NFz549hZubmzAzMxOurq5i2LBhz7xgr2DKMXNzc2Fvby9at24tzUTwpO+//15UrlxZmJmZicaNGxeaIaEoPXr0EJ999pleW1EXXRU1NdmT7wEhXnyWACEef69/8cUXwtnZWajVatGuXTuRkJCg16eo7f7555+idu3aQq1Wixo1aujNEiCEEN99952oVKmS9H4eN26cyM7O1utz/vx50bVrV+Hk5CQsLS2Fn59fodfvac9z0VV0dLTw8fERarVa+Pn5iZiYmEI/Cy9duiS6desmbGxshKWlpWjYsKE0q4YQQqxdu1b62V+xYkXRtWtXad2/zRIgxMt/Xbdu3SrN3FKUCRMmFPk+ePpq//fee09vRo2nDRo0SAwePPiZx0CGoxJCps9RiGQ2e/ZsbN++HX/99ZfcpRD9q9zcXDg7O2Pz5s1o3Lix3OUoSnx8PNq3b4+kpKR//XSAHt805P3333/usd9U2M2bN+Ht7Y2jR48qZohbeccxrPTaqlSpEsaOHSt3GUTP5fbt24iIiECjRo3kLkVx/Pz8MH36dCQnJ8tdCr0mLl26hP/85z8Mq6WIZ1iJqJC9e/fqTR31tIJZEIio7OEZViqLeNEVERXy9NRRRFR+eHh4YNSoUXKXQfRCeIaViIiIiBSNY1iJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNEYWImIiIhI0RhYiYiIiEjRGFiJiIiISNH+H6QsisS1ShjwAAAAAElFTkSuQmCC","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} +version https://git-lfs.github.com/spec/v1 +oid sha256:2f01d281a0aca1ecf7f4709236483cd8df03723dd37db2c919d60c1ce794bd86 +size 2394865