diff --git "a/notebooks/00_Data Analysis.ipynb" "b/notebooks/00_Data Analysis.ipynb" --- "a/notebooks/00_Data Analysis.ipynb" +++ "b/notebooks/00_Data Analysis.ipynb" @@ -1 +1,3 @@ -{"cells":[{"cell_type":"code","execution_count":59,"metadata":{"executionInfo":{"elapsed":476,"status":"ok","timestamp":1720679526275,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"uWKRSV6eZsCn"},"outputs":[{"name":"stdout","output_type":"stream","text":["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":60,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{"byteLimit":2048000,"rowLimit":10000},"inputWidgets":{},"nuid":"eb33b19f-1206-41ee-84e2-e6258a12eef7","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2534,"status":"ok","timestamp":1720679529344,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"xwFh14uiZBrI","outputId":"d767799c-34c2-46a5-f052-378146a55321"},"outputs":[],"source":["from pathlib import Path\n","\n","if \"workding_dir\" not in locals():\n"," try:\n"," from google.colab import drive\n","\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":61,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{"byteLimit":2048000,"rowLimit":10000},"inputWidgets":{},"nuid":"6d394937-6c99-4a7c-9d32-7600a280032f","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":5,"status":"ok","timestamp":1720679529345,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"G5pNu3zgZBrL","outputId":"160a554f-fb08-4aa0-bc00-0422fb7c1fac"},"outputs":[{"name":"stdout","output_type":"stream","text":["workding dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["import os\n","import sys\n","from pathlib import Path\n","\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"workding dir:\", workding_dir)"]},{"cell_type":"code","execution_count":62,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["working dir: /Users/inflaton/code/engd/projects/logical-reasoning\n"]}],"source":["# haotian comp\n","import os\n","import sys\n","from pathlib import Path\n","\n","if \"workding_dir\" not in locals():\n"," workding_dir = str(Path.cwd().parent)\n","os.chdir(workding_dir)\n","sys.path.append(workding_dir)\n","print(\"working dir:\", workding_dir)"]},{"cell_type":"code","execution_count":63,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{"byteLimit":2048000,"rowLimit":10000},"inputWidgets":{},"nuid":"9f67ec60-2f24-411c-84eb-0dd664b44775","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3,"status":"ok","timestamp":1720679529345,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"hPCC-6m7ZBrM","outputId":"c7aa2c96-5e99-440a-c148-201d79465ff9"},"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":63,"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":"markdown","metadata":{},"source":["## Matplotlib cannot find basic fonts\n","\n","https://stackoverflow.com/questions/42097053/matplotlib-cannot-find-basic-fonts\n","\n","I am in macOS with jupyter notebook, I solved with the following, first close your jupyter notebook. Then find out the font path by doing the following in Python\n","\n","import matplotlib\n","print(matplotlib.matplotlib_fname())\n","it prints /Users/zyy/anaconda2/lib/python2.7/site-packages/matplotlib/mpl-data/matplotlibrc for me, notice matplotlibrc is a file, not a directory.\n","\n","Then download font SimHei, and copy it to the directory fonts/ttf under the mpl-data/ directory above.\n","\n","Delete directory ～/.cache/matplotlib and restart your jupyter notebook, everything should be good."]},{"cell_type":"code","execution_count":64,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/matplotlib/mpl-data/matplotlibrc\n"]}],"source":["import matplotlib\n","from llm_toolkit.logical_reasoning_utils import *\n","print(matplotlib.matplotlib_fname())\n"]},{"cell_type":"code","execution_count":65,"metadata":{"application/vnd.databricks.v1+cell":{"cellMetadata":{"byteLimit":2048000,"rowLimit":10000},"inputWidgets":{},"nuid":"f1597656-8042-4878-9d3b-9ebfb8dd86dc","showTitle":false,"title":""},"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3,"status":"ok","timestamp":1720679529345,"user":{"displayName":"HUANG DONGHAO _","userId":"00977795705617022768"},"user_tz":-480},"id":"1M3IraVtZBrM","outputId":"29ab35f6-2970-4ade-d85d-3174acf8cda0"},"outputs":[],"source":["model_names = {\n"," \"gpt-4o-mini\": \"gpt-4o-mini\",\n"," \"gpt-4o\": \"gpt-4o\",\n"," \"o1-mini\": \"o1-mini\",\n"," \"o1-preview\": \"o1-preview\",\n"," \"Llama3.1-8B-Chinese-Chat\": \"Llama3.1-8B\",\n"," \"Llama3.1-70B-Chinese-Chat\": \"Llama3.1-70B\",\n"," \"Mistral-7B-v0.3-Chinese-Chat\": \"Mistral-7B\",\n"," \"internlm2_5-7b-chat\": \"InternLM2.5-7B\",\n"," \"internlm2_5-7b-chat-1m\": \"InternLM2.5-7B-1M\",\n"," \"internlm2_5-20b-chat\": \"InternLM2.5-20B\",\n"," \"Qwen2.5-0.5B-Instruct\": \"Qwen2.5-0.5B\",\n"," \"Qwen2.5-1.5B-Instruct\": \"Qwen2.5-1.5B\",\n"," \"Qwen2.5-3B-Instruct\": \"Qwen2.5-3B\",\n"," \"Qwen2.5-7B-Instruct\": \"Qwen2.5-7B\",\n"," \"Qwen2.5-72B-Instruct\": \"Qwen2.5-72B\",\n","}"]},{"cell_type":"code","execution_count":66,"metadata":{},"outputs":[{"data":{"text/plain":["{'gpt-4o-mini': 0,\n"," 'gpt-4o': 1,\n"," 'o1-mini': 2,\n"," 'o1-preview': 3,\n"," 'Llama3.1-8B-Chinese-Chat': 4,\n"," 'Llama3.1-70B-Chinese-Chat': 5,\n"," 'Mistral-7B-v0.3-Chinese-Chat': 6,\n"," 'internlm2_5-7b-chat': 7,\n"," 'internlm2_5-7b-chat-1m': 8,\n"," 'internlm2_5-20b-chat': 9,\n"," 'Qwen2.5-0.5B-Instruct': 10,\n"," 'Qwen2.5-1.5B-Instruct': 11,\n"," 'Qwen2.5-3B-Instruct': 12,\n"," 'Qwen2.5-7B-Instruct': 13,\n"," 'Qwen2.5-72B-Instruct': 14}"]},"execution_count":66,"metadata":{},"output_type":"execute_result"}],"source":["model_orders = {k: i for i, k in enumerate(model_names.keys())}\n","model_orders"]},{"cell_type":"code","execution_count":67,"metadata":{},"outputs":[],"source":["markers = [\n"," \"o\",\n"," \"x\",\n"," \"^\",\n"," \"s\",\n"," \"d\",\n"," \"P\",\n"," \"X\",\n"," \"*\",\n"," \"v\",\n"," \">\",\n"," \"<\",\n"," \"p\",\n"," \"h\",\n"," \"H\",\n"," \"+\",\n"," \"|\",\n"," \"_\",\n","]\n","model_markers = {k: markers[i] for i, k in enumerate(model_orders.keys())}"]},{"cell_type":"code","execution_count":68,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 33 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 gpt-4o-mini/shots-00 3000 non-null object\n"," 6 gpt-4o-mini/shots-05 3000 non-null object\n"," 7 gpt-4o-mini/shots-10 3000 non-null object\n"," 8 gpt-4o-mini/shots-20 3000 non-null object\n"," 9 gpt-4o-mini/shots-30 3000 non-null object\n"," 10 gpt-4o-mini/shots-40 3000 non-null object\n"," 11 gpt-4o-mini/shots-50 3000 non-null object\n"," 12 gpt-4o/shots-00 3000 non-null object\n"," 13 gpt-4o/shots-05 3000 non-null object\n"," 14 gpt-4o/shots-10 3000 non-null object\n"," 15 gpt-4o/shots-20 3000 non-null object\n"," 16 gpt-4o/shots-30 3000 non-null object\n"," 17 gpt-4o/shots-40 3000 non-null object\n"," 18 gpt-4o/shots-50 3000 non-null object\n"," 19 o1-mini/shots-10 3000 non-null object\n"," 20 o1-preview/shots-10 3000 non-null object\n"," 21 o1-mini/shots-00 3000 non-null object\n"," 22 o1-preview/shots-00 3000 non-null object\n"," 23 o1-mini/shots-05 3000 non-null object\n"," 24 o1-mini/shots-20 3000 non-null object\n"," 25 o1-preview/shots-05 3000 non-null object\n"," 26 o1-preview/shots-20 3000 non-null object\n"," 27 o1-preview/shots-50 3000 non-null object\n"," 28 o1-preview/shots-40 3000 non-null object\n"," 29 o1-preview/shots-30 3000 non-null object\n"," 30 o1-mini/shots-50 3000 non-null object\n"," 31 o1-mini/shots-40 3000 non-null object\n"," 32 o1-mini/shots-30 3000 non-null object\n","dtypes: object(33)\n","memory usage: 773.6+ KB\n"]}],"source":["import pandas as pd\n","\n","df_openai = pd.read_csv(\"data/openai_results.csv\")\n","df_openai.info()"]},{"cell_type":"code","execution_count":69,"metadata":{},"outputs":[],"source":["df_best = pd.read_csv(\"datasets/mgtv/val.csv\")"]},{"cell_type":"code","execution_count":70,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Best F1 for Llama3.1-8B-Chinese-Chat @ 1.00 epoch & shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf run: 0.7938991590982061\n","Best F1 for Llama3.1-70B-Chinese-Chat @ 1.00 epoch & shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf run: 0.8166997776775797\n","Best F1 for Mistral-7B-v0.3-Chinese-Chat @ 1.40 epoch & shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-245_torch.float16_lf run: 0.7721210086098353\n","Best F1 for internlm2_5-7b-chat @ 1.40 epoch & internlm/internlm2_5-7b-chat/checkpoint-245_torch.bfloat16_lf run: 0.7753217972757948\n","Best F1 for internlm2_5-7b-chat-1m @ 0.80 epoch & internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf run: 0.8049749805997191\n","Best F1 for internlm2_5-20b-chat @ 0.80 epoch & internlm/internlm2_5-20b-chat/checkpoint-140_torch.bfloat16_4bit_lf run: 0.811239851005161\n","Best F1 for Qwen2.5-0.5B-Instruct @ 1.40 epoch & Qwen/Qwen2.5-0.5B-Instruct/checkpoint-245_torch.float16_lf run: 0.6094397514027766\n","Best F1 for Qwen2.5-1.5B-Instruct @ 1.40 epoch & Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf run: 0.6815314583590799\n","Best F1 for Qwen2.5-3B-Instruct @ 1.40 epoch & Qwen/Qwen2.5-3B-Instruct/checkpoint-245_torch.float16_lf run: 0.7440390153124937\n","Best F1 for Qwen2.5-7B-Instruct @ 1.00 epoch & Qwen/Qwen2.5-7B-Instruct/checkpoint-175_torch.bfloat16_lf run: 0.7814602739241332\n","Best F1 for Qwen2.5-72B-Instruct @ 0.80 epoch & Qwen/Qwen2.5-72B-Instruct/checkpoint-140_torch.bfloat16_4bit_lf run: 0.8299486611547571\n"]},{"data":{"text/html":["
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epochmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
00.0Llama3.1-8B-Chinese-Chatshenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.fl...0.7343330.7375750.7343330.7270280.803333
10.2Llama3.1-8B-Chinese-Chatshenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...0.7170000.7933070.7170000.7447411.000000
20.4Llama3.1-8B-Chinese-Chatshenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...0.7226670.7983380.7226670.7489400.999333
30.6Llama3.1-8B-Chinese-Chatshenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...0.7083330.7967030.7083330.7388371.000000
40.8Llama3.1-8B-Chinese-Chatshenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi...0.7773330.8051390.7773330.7882161.000000
...........................
61.2Qwen2.5-72B-InstructQwen/Qwen2.5-72B-Instruct/checkpoint-210_torch...0.7986670.8323320.7986670.8115891.000000
71.4Qwen2.5-72B-InstructQwen/Qwen2.5-72B-Instruct/checkpoint-245_torch...0.7923330.8231870.7923330.8033641.000000
81.6Qwen2.5-72B-InstructQwen/Qwen2.5-72B-Instruct/checkpoint-280_torch...0.7936670.8268750.7936670.8057721.000000
91.8Qwen2.5-72B-InstructQwen/Qwen2.5-72B-Instruct/checkpoint-315_torch...0.8010000.8303890.8010000.8117661.000000
102.0Qwen2.5-72B-InstructQwen/Qwen2.5-72B-Instruct/checkpoint-350_torch...0.7950000.8280700.7950000.8068111.000000
\n","

121 rows × 8 columns

\n","
"],"text/plain":[" epoch model \\\n","0 0.0 Llama3.1-8B-Chinese-Chat \n","1 0.2 Llama3.1-8B-Chinese-Chat \n","2 0.4 Llama3.1-8B-Chinese-Chat \n","3 0.6 Llama3.1-8B-Chinese-Chat \n","4 0.8 Llama3.1-8B-Chinese-Chat \n",".. ... ... \n","6 1.2 Qwen2.5-72B-Instruct \n","7 1.4 Qwen2.5-72B-Instruct \n","8 1.6 Qwen2.5-72B-Instruct \n","9 1.8 Qwen2.5-72B-Instruct \n","10 2.0 Qwen2.5-72B-Instruct \n","\n"," run accuracy precision \\\n","0 shenzhi-wang/Llama3.1-8B-Chinese-Chat_torch.fl... 0.734333 0.737575 \n","1 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi... 0.717000 0.793307 \n","2 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi... 0.722667 0.798338 \n","3 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi... 0.708333 0.796703 \n","4 shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoi... 0.777333 0.805139 \n",".. ... ... ... \n","6 Qwen/Qwen2.5-72B-Instruct/checkpoint-210_torch... 0.798667 0.832332 \n","7 Qwen/Qwen2.5-72B-Instruct/checkpoint-245_torch... 0.792333 0.823187 \n","8 Qwen/Qwen2.5-72B-Instruct/checkpoint-280_torch... 0.793667 0.826875 \n","9 Qwen/Qwen2.5-72B-Instruct/checkpoint-315_torch... 0.801000 0.830389 \n","10 Qwen/Qwen2.5-72B-Instruct/checkpoint-350_torch... 0.795000 0.828070 \n","\n"," recall f1 ratio_valid_classifications \n","0 0.734333 0.727028 0.803333 \n","1 0.717000 0.744741 1.000000 \n","2 0.722667 0.748940 0.999333 \n","3 0.708333 0.738837 1.000000 \n","4 0.777333 0.788216 1.000000 \n",".. ... ... ... \n","6 0.798667 0.811589 1.000000 \n","7 0.792333 0.803364 1.000000 \n","8 0.793667 0.805772 1.000000 \n","9 0.801000 0.811766 1.000000 \n","10 0.795000 0.806811 1.000000 \n","\n","[121 rows x 8 columns]"]},"execution_count":70,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","perf_df = None\n","model_perf_dfs = {}\n","for model_name in model_orders.keys():\n"," metrics_csv = f\"data/{model_name}_metrics.csv\"\n"," if not Path(metrics_csv).exists():\n"," continue\n"," df = pd.read_csv(metrics_csv)\n"," \n"," best_f1 = df[\"f1\"].idxmax()\n"," print(\n"," f\"Best F1 for {model_name} @ {df['epoch'].iloc[best_f1]:.2f} epoch & {df['run'].iloc[best_f1]} run: {df['f1'].iloc[best_f1]}\"\n"," ) \n","\n"," model_perf_dfs[model_name] = df\n"," perf_df = df if perf_df is None else pd.concat([perf_df, df])\n","\n","perf_df"]},{"cell_type":"code","execution_count":71,"metadata":{},"outputs":[],"source":["import matplotlib.pyplot as plt\n","from matplotlib.ticker import MultipleLocator\n","\n","def plot_perf(\n"," model_perf_dfs,\n"," model_markers,\n"," x_major_locator=0.2,\n"," y_offset=0.005,\n","):\n"," fig, ax = plt.subplots(1, 1, figsize=(12, 6))\n","\n"," for model_name, perf_df in model_perf_dfs.items():\n"," # Ensure the lengths of perf_df[\"epoch\"], perf_df[\"accuracy\"], and perf_df[\"f1\"] are the same\n"," min_length = min(len(perf_df[\"epoch\"]), len(perf_df[\"accuracy\"]), len(perf_df[\"f1\"]))\n"," perf_df = perf_df.iloc[:min_length]\n","\n"," (line,) = ax.plot(\n"," perf_df[\"epoch\"],\n"," perf_df[\"f1\"],\n"," marker=model_markers[model_name],\n"," label=model_names[model_name],\n"," )\n","\n"," line_color = line.get_color()\n","\n"," best_f1 = perf_df[\"f1\"].idxmax()\n"," print(\n"," f\"Best F1 for {model_name} @ {perf_df['epoch'].iloc[best_f1]:.1f} epoch & {perf_df['run'].iloc[best_f1]} run: {perf_df['f1'].iloc[best_f1]}\"\n"," )\n"," ax.annotate(\n"," f\"{perf_df['f1'].iloc[best_f1]*100:.2f}%\",\n"," (perf_df[\"epoch\"].iloc[best_f1], perf_df[\"f1\"].iloc[best_f1]),\n"," ha=\"center\",\n"," va=\"bottom\",\n"," xytext=(0, 0),\n"," textcoords=\"offset points\",\n"," fontsize=10,\n"," color=line_color,\n"," )\n","\n"," df = pd.read_csv(f\"data/{model_name}_results.csv\")\n"," df_best[f\"{model_names[model_name]} ({perf_df['epoch'].iloc[best_f1]:.1f}-epoch)\"] = df[perf_df['run'].iloc[best_f1]].apply(extract_answer)\n","\n"," # Set y-axis limit\n"," y_scales = ax.get_ylim()\n"," ax.set_ylim(y_scales[0], y_scales[1] + y_offset)\n","\n"," # Add title and labels\n"," ax.set_xlabel(\"Epoch (0: base model, 0.2 - 2: fine-tuned models)\")\n"," ax.set_ylabel(\"F1 Score\")\n","\n"," # Set x-axis grid spacing to 0.2\n"," ax.xaxis.set_major_locator(MultipleLocator(x_major_locator))\n"," ax.set_title(\n"," \"Performance Analysis Across Checkpoints for Models\"\n"," )\n","\n"," # Rotate x labels\n"," plt.xticks(rotation=0)\n"," plt.grid(True)\n"," # plt.tight_layout()\n","\n"," # Set legend at the right to avoid overlapping with lines\n"," plt.legend(loc=\"center left\", bbox_to_anchor=(1.0, 0.5))\n","\n"," plt.show()"]},{"cell_type":"code","execution_count":72,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Best F1 for Llama3.1-8B-Chinese-Chat @ 1.0 epoch & shenzhi-wang/Llama3.1-8B-Chinese-Chat/checkpoint-175_torch.float16_lf run: 0.7938991590982061\n","Best F1 for Llama3.1-70B-Chinese-Chat @ 1.0 epoch & shenzhi-wang/Llama3.1-70B-Chinese-Chat/checkpoint-175_torch.bfloat16_4bit_lf run: 0.8166997776775797\n","Best F1 for Mistral-7B-v0.3-Chinese-Chat @ 1.4 epoch & shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/checkpoint-245_torch.float16_lf run: 0.7721210086098353\n"]},{"name":"stdout","output_type":"stream","text":["Best F1 for internlm2_5-7b-chat @ 1.4 epoch & internlm/internlm2_5-7b-chat/checkpoint-245_torch.bfloat16_lf run: 0.7753217972757948\n","Best F1 for internlm2_5-7b-chat-1m @ 0.8 epoch & internlm/internlm2_5-7b-chat-1m/checkpoint-140_torch.bfloat16_lf run: 0.8049749805997191\n","Best F1 for internlm2_5-20b-chat @ 0.8 epoch & internlm/internlm2_5-20b-chat/checkpoint-140_torch.bfloat16_4bit_lf run: 0.811239851005161\n","Best F1 for Qwen2.5-0.5B-Instruct @ 1.4 epoch & Qwen/Qwen2.5-0.5B-Instruct/checkpoint-245_torch.float16_lf run: 0.6094397514027766\n","Best F1 for Qwen2.5-1.5B-Instruct @ 1.4 epoch & Qwen/Qwen2.5-1.5B-Instruct/checkpoint-245_torch.float16_lf run: 0.6815314583590799\n","Best F1 for Qwen2.5-3B-Instruct @ 1.4 epoch & Qwen/Qwen2.5-3B-Instruct/checkpoint-245_torch.float16_lf run: 0.7440390153124937\n","Best F1 for Qwen2.5-7B-Instruct @ 1.0 epoch & Qwen/Qwen2.5-7B-Instruct/checkpoint-175_torch.bfloat16_lf run: 0.7814602739241332\n","Best F1 for Qwen2.5-72B-Instruct @ 0.8 epoch & Qwen/Qwen2.5-72B-Instruct/checkpoint-140_torch.bfloat16_4bit_lf run: 0.8299486611547571\n"]},{"data":{"image/png":"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"]},"metadata":{},"output_type":"display_data"}],"source":["plot_perf(model_perf_dfs, model_markers)"]},{"cell_type":"code","execution_count":73,"metadata":{},"outputs":[{"data":{"text/plain":["['gpt-4o-mini', 'gpt-4o', 'o1-mini', 'o1-preview']"]},"execution_count":73,"metadata":{},"output_type":"execute_result"}],"source":["models = [m for m in model_orders.keys()]\n","models[:4]"]},{"cell_type":"code","execution_count":74,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Best F1 for gpt-4o-mini @ 0-shot & gpt-4o-mini/shots-00: 0.7260056154268697\n","Best F1 for gpt-4o @ 10-shot & gpt-4o/shots-10: 0.8098901724387172\n","Best F1 for o1-mini @ 50-shot & o1-mini/shots-50: 0.7602241520634903\n","Best F1 for o1-preview @ 50-shot & o1-preview/shots-50: 0.7718331604189232\n","Best F1 for Llama3.1-8B-Chinese-Chat @ 30-shot & shenzhi-wang/Llama3.1-8B-Chinese-Chat/shots-30: 0.7692692690410152\n","Best F1 for Llama3.1-70B-Chinese-Chat @ 30-shot & shenzhi-wang/Llama3.1-70B-Chinese-Chat/shots-30: 0.7570501796584528\n","Best F1 for Mistral-7B-v0.3-Chinese-Chat @ 30-shot & shenzhi-wang/Mistral-7B-v0.3-Chinese-Chat/shots-30: 0.6872462947319797\n","Best F1 for internlm2_5-7b-chat @ 5-shot & internlm/internlm2_5-7b-chat/shots-05: 0.7232456014841266\n","Best F1 for internlm2_5-7b-chat-1m @ 5-shot & internlm/internlm2_5-7b-chat-1m/shots-05: 0.7665405919258307\n","Best F1 for internlm2_5-20b-chat @ 0-shot & internlm/internlm2_5-20b-chat/shots-00: 0.6416875854199033\n","Best F1 for Qwen2.5-0.5B-Instruct @ 50-shot & Qwen/Qwen2.5-0.5B-Instruct/shots-50: 0.5069942984615308\n","Best F1 for Qwen2.5-1.5B-Instruct @ 10-shot & Qwen/Qwen2.5-1.5B-Instruct/shots-10: 0.459589777544246\n","Best F1 for Qwen2.5-3B-Instruct @ 50-shot & Qwen/Qwen2.5-3B-Instruct/shots-50: 0.6451959368825358\n","Best F1 for Qwen2.5-7B-Instruct @ 30-shot & Qwen/Qwen2.5-7B-Instruct/shots-30: 0.7527649874769439\n","Best F1 for Qwen2.5-72B-Instruct @ 5-shot & Qwen/Qwen2.5-72B-Instruct/shots-05: 0.8095367865845521\n"]},{"data":{"text/html":["
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shotsmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
00gpt-4o-minigpt-4o-mini/shots-000.7166670.7800920.7166670.7260060.991667
15gpt-4o-minigpt-4o-mini/shots-050.7203330.7754800.7203330.7185410.999667
210gpt-4o-minigpt-4o-mini/shots-100.6836670.7701180.6836670.6932020.998333
320gpt-4o-minigpt-4o-mini/shots-200.6616670.7627470.6616670.6773730.998000
430gpt-4o-minigpt-4o-mini/shots-300.6876670.7663380.6876670.6896170.999000
...........................
430Qwen2.5-7B-InstructQwen/Qwen2.5-7B-Instruct/shots-300.7646670.7787920.7646670.7527650.805000
540Qwen2.5-7B-InstructQwen/Qwen2.5-7B-Instruct/shots-400.7590000.7736850.7590000.7472250.854667
650Qwen2.5-7B-InstructQwen/Qwen2.5-7B-Instruct/shots-500.7586670.7640430.7586670.7414330.756333
00Qwen2.5-72B-InstructQwen/Qwen2.5-72B-Instruct/shots-000.7956670.8098070.7956670.7771320.994000
15Qwen2.5-72B-InstructQwen/Qwen2.5-72B-Instruct/shots-050.8190000.8182320.8190000.8095370.941667
\n","

90 rows × 8 columns

\n","
"],"text/plain":[" shots model run accuracy \\\n","0 0 gpt-4o-mini gpt-4o-mini/shots-00 0.716667 \n","1 5 gpt-4o-mini gpt-4o-mini/shots-05 0.720333 \n","2 10 gpt-4o-mini gpt-4o-mini/shots-10 0.683667 \n","3 20 gpt-4o-mini gpt-4o-mini/shots-20 0.661667 \n","4 30 gpt-4o-mini gpt-4o-mini/shots-30 0.687667 \n",".. ... ... ... ... \n","4 30 Qwen2.5-7B-Instruct Qwen/Qwen2.5-7B-Instruct/shots-30 0.764667 \n","5 40 Qwen2.5-7B-Instruct Qwen/Qwen2.5-7B-Instruct/shots-40 0.759000 \n","6 50 Qwen2.5-7B-Instruct Qwen/Qwen2.5-7B-Instruct/shots-50 0.758667 \n","0 0 Qwen2.5-72B-Instruct Qwen/Qwen2.5-72B-Instruct/shots-00 0.795667 \n","1 5 Qwen2.5-72B-Instruct Qwen/Qwen2.5-72B-Instruct/shots-05 0.819000 \n","\n"," precision recall f1 ratio_valid_classifications \n","0 0.780092 0.716667 0.726006 0.991667 \n","1 0.775480 0.720333 0.718541 0.999667 \n","2 0.770118 0.683667 0.693202 0.998333 \n","3 0.762747 0.661667 0.677373 0.998000 \n","4 0.766338 0.687667 0.689617 0.999000 \n",".. ... ... ... ... \n","4 0.778792 0.764667 0.752765 0.805000 \n","5 0.773685 0.759000 0.747225 0.854667 \n","6 0.764043 0.758667 0.741433 0.756333 \n","0 0.809807 0.795667 0.777132 0.994000 \n","1 0.818232 0.819000 0.809537 0.941667 \n","\n","[90 rows x 8 columns]"]},"execution_count":74,"metadata":{},"output_type":"execute_result"}],"source":["import pandas as pd\n","\n","perf_df_shots = None\n","model_perf_dfs = {}\n","\n","for model_name in models:\n"," metrics_csv = \"data/openai_metrics.csv\" if model_name in models[:4] else f\"data/{model_name}_shots_metrics.csv\"\n"," if not Path(metrics_csv).exists():\n"," continue\n"," df = pd.read_csv(metrics_csv)\n"," df = df[df[\"model\"] == model_name].reset_index(drop=True)\n"," \n"," best_f1 = df[\"f1\"].idxmax()\n"," print(\n"," f\"Best F1 for {model_name} @ {df['shots'].iloc[best_f1]}-shot & {df['run'].iloc[best_f1]}: {df['f1'].iloc[best_f1]}\"\n"," ) \n","\n"," model_perf_dfs[model_name] = df\n"," perf_df_shots = df if perf_df_shots is None else pd.concat([perf_df_shots, df])\n","\n"," if model_name in models[:4]:\n"," df_best[f\"{model_names[model_name]} ({df['shots'].iloc[best_f1]}-shot)\"] = df_openai[df['run'].iloc[best_f1]].apply(extract_answer)\n","\n","perf_df_shots"]},{"cell_type":"code","execution_count":75,"metadata":{},"outputs":[],"source":["perf_df.to_csv(\"data/fine-tuning_metrics.csv\", index=False)\n","perf_df_shots.to_csv(\"data/few-shots_metrics.csv\", index=False)"]},{"cell_type":"code","execution_count":76,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["\n","RangeIndex: 3000 entries, 0 to 2999\n","Data columns (total 20 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 Llama3.1-8B (1.0-epoch) 3000 non-null object\n"," 6 Llama3.1-70B (1.0-epoch) 3000 non-null object\n"," 7 Mistral-7B (1.4-epoch) 3000 non-null object\n"," 8 InternLM2.5-7B (1.4-epoch) 3000 non-null object\n"," 9 InternLM2.5-7B-1M (0.8-epoch) 3000 non-null object\n"," 10 InternLM2.5-20B (0.8-epoch) 3000 non-null object\n"," 11 Qwen2.5-0.5B (1.4-epoch) 3000 non-null object\n"," 12 Qwen2.5-1.5B (1.4-epoch) 3000 non-null object\n"," 13 Qwen2.5-3B (1.4-epoch) 3000 non-null object\n"," 14 Qwen2.5-7B (1.0-epoch) 3000 non-null object\n"," 15 Qwen2.5-72B (0.8-epoch) 3000 non-null object\n"," 16 gpt-4o-mini (0-shot) 3000 non-null object\n"," 17 gpt-4o (10-shot) 3000 non-null object\n"," 18 o1-mini (50-shot) 3000 non-null object\n"," 19 o1-preview (50-shot) 3000 non-null object\n","dtypes: object(20)\n","memory usage: 468.9+ KB\n"]}],"source":["df_best.info()"]},{"cell_type":"code","execution_count":77,"metadata":{},"outputs":[{"data":{"text/plain":["Index(['Llama3.1-8B (1.0-epoch)', 'Llama3.1-70B (1.0-epoch)',\n"," 'Mistral-7B (1.4-epoch)', 'InternLM2.5-7B (1.4-epoch)',\n"," 'InternLM2.5-7B-1M (0.8-epoch)', 'InternLM2.5-20B (0.8-epoch)',\n"," 'Qwen2.5-0.5B (1.4-epoch)', 'Qwen2.5-1.5B (1.4-epoch)',\n"," 'Qwen2.5-3B (1.4-epoch)', 'Qwen2.5-7B (1.0-epoch)',\n"," 'Qwen2.5-72B (0.8-epoch)', 'gpt-4o-mini (0-shot)', 'gpt-4o (10-shot)',\n"," 'o1-mini (50-shot)', 'o1-preview (50-shot)'],\n"," dtype='object')"]},"execution_count":77,"metadata":{},"output_type":"execute_result"}],"source":["df_best.columns[5:]"]},{"cell_type":"code","execution_count":78,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["columns: ['Llama3.1-8B (1.0-epoch)', 'Llama3.1-70B (1.0-epoch)', 'Mistral-7B (1.4-epoch)', 'InternLM2.5-7B (1.4-epoch)', 'InternLM2.5-7B-1M (0.8-epoch)', 'InternLM2.5-20B (0.8-epoch)', 'Qwen2.5-0.5B (1.4-epoch)', 'Qwen2.5-1.5B (1.4-epoch)', 'Qwen2.5-3B (1.4-epoch)', 'Qwen2.5-7B (1.0-epoch)', 'Qwen2.5-72B (0.8-epoch)', 'gpt-4o-mini (0-shot)', 'gpt-4o (10-shot)', 'o1-mini (50-shot)', 'o1-preview (50-shot)']\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:504: FutureWarning: The behavior of DataFrame concatenation with empty or all-NA entries is deprecated. In a future version, this will no longer exclude empty or all-NA columns when determining the result dtypes. To retain the old behavior, exclude the relevant entries before the concat operation.\n"," perf_df = pd.concat(\n"]},{"data":{"text/html":["
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indexmodelrunaccuracyprecisionrecallf1ratio_valid_classifications
01Llama3.1-8B (1.0-epoch)Llama3.1-8B (1.0-epoch)0.7853330.8062410.7853330.7938991.000000
12Llama3.1-70B (1.0-epoch)Llama3.1-70B (1.0-epoch)0.8090000.8282730.8090000.8167001.000000
23Mistral-7B (1.4-epoch)Mistral-7B (1.4-epoch)0.7616670.7896350.7616670.7721211.000000
34InternLM2.5-7B (1.4-epoch)InternLM2.5-7B (1.4-epoch)0.7620000.8089120.7620000.7753221.000000
45InternLM2.5-7B-1M (0.8-epoch)InternLM2.5-7B-1M (0.8-epoch)0.8076670.8048840.8076670.8049751.000000
56InternLM2.5-20B (0.8-epoch)InternLM2.5-20B (0.8-epoch)0.8063330.8207790.8063330.8112401.000000
67Qwen2.5-0.5B (1.4-epoch)Qwen2.5-0.5B (1.4-epoch)0.5903330.6503050.5903330.6094401.000000
78Qwen2.5-1.5B (1.4-epoch)Qwen2.5-1.5B (1.4-epoch)0.6493330.7440290.6493330.6815311.000000
89Qwen2.5-3B (1.4-epoch)Qwen2.5-3B (1.4-epoch)0.7326670.7716370.7326670.7468181.000000
910Qwen2.5-7B (1.0-epoch)Qwen2.5-7B (1.0-epoch)0.7820000.8023940.7820000.7888740.999333
1011Qwen2.5-72B (0.8-epoch)Qwen2.5-72B (0.8-epoch)0.8213330.8447930.8213330.8299491.000000
1112gpt-4o-mini (0-shot)gpt-4o-mini (0-shot)0.7166670.7800920.7166670.7260061.000000
1213gpt-4o (10-shot)gpt-4o (10-shot)0.8013330.8246830.8013330.8098900.999667
1314o1-mini (50-shot)o1-mini (50-shot)0.7536670.7755130.7536670.7602241.000000
1415o1-preview (50-shot)o1-preview (50-shot)0.7576670.7986600.7576670.7718330.999667
\n","
"],"text/plain":[" index model run \\\n","0 1 Llama3.1-8B (1.0-epoch) Llama3.1-8B (1.0-epoch) \n","1 2 Llama3.1-70B (1.0-epoch) Llama3.1-70B (1.0-epoch) \n","2 3 Mistral-7B (1.4-epoch) Mistral-7B (1.4-epoch) \n","3 4 InternLM2.5-7B (1.4-epoch) InternLM2.5-7B (1.4-epoch) \n","4 5 InternLM2.5-7B-1M (0.8-epoch) InternLM2.5-7B-1M (0.8-epoch) \n","5 6 InternLM2.5-20B (0.8-epoch) InternLM2.5-20B (0.8-epoch) \n","6 7 Qwen2.5-0.5B (1.4-epoch) Qwen2.5-0.5B (1.4-epoch) \n","7 8 Qwen2.5-1.5B (1.4-epoch) Qwen2.5-1.5B (1.4-epoch) \n","8 9 Qwen2.5-3B (1.4-epoch) Qwen2.5-3B (1.4-epoch) \n","9 10 Qwen2.5-7B (1.0-epoch) Qwen2.5-7B (1.0-epoch) \n","10 11 Qwen2.5-72B (0.8-epoch) Qwen2.5-72B (0.8-epoch) \n","11 12 gpt-4o-mini (0-shot) gpt-4o-mini (0-shot) \n","12 13 gpt-4o (10-shot) gpt-4o (10-shot) \n","13 14 o1-mini (50-shot) o1-mini (50-shot) \n","14 15 o1-preview (50-shot) o1-preview (50-shot) \n","\n"," accuracy precision recall f1 ratio_valid_classifications \n","0 0.785333 0.806241 0.785333 0.793899 1.000000 \n","1 0.809000 0.828273 0.809000 0.816700 1.000000 \n","2 0.761667 0.789635 0.761667 0.772121 1.000000 \n","3 0.762000 0.808912 0.762000 0.775322 1.000000 \n","4 0.807667 0.804884 0.807667 0.804975 1.000000 \n","5 0.806333 0.820779 0.806333 0.811240 1.000000 \n","6 0.590333 0.650305 0.590333 0.609440 1.000000 \n","7 0.649333 0.744029 0.649333 0.681531 1.000000 \n","8 0.732667 0.771637 0.732667 0.746818 1.000000 \n","9 0.782000 0.802394 0.782000 0.788874 0.999333 \n","10 0.821333 0.844793 0.821333 0.829949 1.000000 \n","11 0.716667 0.780092 0.716667 0.726006 1.000000 \n","12 0.801333 0.824683 0.801333 0.809890 0.999667 \n","13 0.753667 0.775513 0.753667 0.760224 1.000000 \n","14 0.757667 0.798660 0.757667 0.771833 0.999667 "]},"execution_count":78,"metadata":{},"output_type":"execute_result"}],"source":["perf_df = get_metrics_df(df_best, variant=\"index\", sort_columns=False)\n","perf_df"]},{"cell_type":"code","execution_count":79,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/var/folders/7x/56svhln929zdh2xhr3mwqg4r0000gn/T/ipykernel_94592/4003496019.py:8: FutureWarning: \n","\n","Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n","\n"," sns.barplot(\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plot horizontal bar chart\n","\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","\n","fig, ax = plt.subplots(1, 1, figsize=(8, 4))\n","\n","sns.barplot(\n"," x=\"f1\",\n"," y=\"model\",\n"," data=perf_df,\n"," ax=ax,\n"," palette=\"viridis\",\n"," orient=\"h\", # Specify horizontal orientation\n",")\n","\n","# Add data labels\n","for p in ax.patches:\n"," ax.annotate(\n"," f\"{p.get_width()*100:.2f}%\",\n"," (p.get_width(), p.get_y() + p.get_height() / 2),\n"," ha=\"left\",\n"," va=\"center\",\n"," xytext=(5, 0), # Offset by 5 points horizontally\n"," textcoords=\"offset points\",\n"," )\n","\n","ax.set_title(\"F1 Score Comparison Across Models\")\n","ax.set_ylabel(\"Model\")\n","ax.set_xlabel(\"F1 Score\")\n","ax.set_xlim(0, 0.95)\n","\n","plt.tight_layout()\n","plt.show()"]},{"cell_type":"code","execution_count":80,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plot_value_counts(df_best, \"title\")"]},{"cell_type":"code","execution_count":81,"metadata":{},"outputs":[{"data":{"text/plain":["Index(['甄庄哭声', '湖畔迷影', '湖边的谜影', '海岸之谜', '湖畔之谜'], dtype='object', name='title')"]},"execution_count":81,"metadata":{},"output_type":"execute_result"}],"source":["df_best[\"title\"].value_counts().keys()"]},{"cell_type":"code","execution_count":82,"metadata":{},"outputs":[],"source":["def analyze_model(model):\n"," for title in df_best[\"title\"].value_counts().keys():\n"," print(f\"Title: {title}\")\n"," plot_value_counts(df_best[df_best[\"title\"] == title], model, preprocess_func=extract_answer)"]},{"cell_type":"code","execution_count":83,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["Title: 甄庄哭声\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:438: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[\"backup\"] = df[column_name]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:439: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[column_name].apply(preprocess_func) if preprocess_func == extract_answer else df.apply(\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":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Title: 湖畔迷影\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:463: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[\"backup\"]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:464: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df.drop(columns=[\"backup\"], inplace=True)\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:438: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[\"backup\"] = df[column_name]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:439: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[column_name].apply(preprocess_func) if preprocess_func == extract_answer else df.apply(\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Title: 湖边的谜影\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:463: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[\"backup\"]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:464: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df.drop(columns=[\"backup\"], inplace=True)\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:438: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[\"backup\"] = df[column_name]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:439: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[column_name].apply(preprocess_func) if preprocess_func == extract_answer else df.apply(\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Title: 海岸之谜\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:463: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[\"backup\"]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:464: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df.drop(columns=[\"backup\"], inplace=True)\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:438: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[\"backup\"] = df[column_name]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:439: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[column_name].apply(preprocess_func) if preprocess_func == extract_answer else df.apply(\n"]},{"data":{"image/png":"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","text/plain":["
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GRKCaMRERERCSKQ9JEREREnPQiihVGIiIiIhLFCiMRERERJ72I4rdDRERERKJYYSQiIiJihVEUvx0iIiIiEsWEkYiIiIhEcUiaiIiISM7H6ohhhZGIiIiIRLHCSERERMRJL6L47RARERGRKCaMRERERCSKQ9JEREREfJe0KFYYiYiIiEgUK4xEREREnPQiit8OEREREYlihZGIiIiI9zCKYoWRiIiIiEQxYSQiIiIiURySJiIiIuKkF1H8doiIiIhIFCuMRERERJz0IooVRiIiIiISxYSRiIiIiERxSJqIiIiIk15E8dshIiIiIlGsMBIRERFx0osoVhiJiIiISBQrjERERES8h1EUvx0iIiIiEsWEkYiIiIhEcUiaiIiIiJNeRLHCSERERESiWGEkIiIi4qQXUfx2iIiIiEgUE0YiIiIiEsUhaSIiIiIOSYvit0NEREREolhhJCIiIuJjdUSxwkhEREREopgwEhEREZEoDkkTERERcdKLqFz37QiCAEEQpA4jxw1sXg6Bq35B9M5e+MOnDarZWYj2H9rKAf5Lf0LUjl54tKYT5vauAT0dLbU+hQsYYsOIunixuRuidvTC9UXtUaWUuWq9lYk+1gyrg5B1XRC5oxcOTWmKUoWM0x2rRhlLHJvRHG+390TYth44NbMl9HW10vWjzDvwv53o3K4ZmtSuisHu3RD44J5o/wtnTqLnL23QpHZVuHftgKuXL6qtT0hIgO/82fi5dSM0rVMNbp3b4dC+Par1b16/Qv0aFTNcLpw5qeoXHvYGE0cPQbM61dG+WT2sWroQqamp2XvyGmjXju1o0aQhqleuiO5dfsG9u3dF+586eRztWjdH9coV8VP7Nrh08Q+19YIgYMWyJWhUrzZqVHHEgL698ezZU7U+sTEx8Bw/Bq41qqB2zWqYPnUSEuLj1fo8CnqI3j27oXrlimjaqB42bViXLeer6fbu3oH2LRujrrMT+vTsjAf3xa/32dMn0LlDK9R1dkL3X9rhyqU/vth37qwZqFnZAbu2b1VrHztyKNq1aIi6zk5o1aQuZkyZgLcREar1r1+/Qs3KDumW+3cD/tvJksbKNQnj1q1bUbFiRRgYGMDAwACOjo7Ytm2b1GHliJ9cS+DX3jUwZ48/XMf9jnvPonFoajNYGutn2L9T7ZKY2aMa5uy5g8oj92Pwyj/xc62S8OpeVdXH1EgXZ2e3QqpCiQ6zTqHKqP3w3HId7z4kq/rsntAYJazzo9OvZ+Ay9iCev/2Ao9Obw1Dvc6G5RhlLHJrSDGcDXqPuxMOoM+F3rD4eCKXyx0/ic8q50yew0nc+evcbhHVb96BU6TIYN2Ig3kVHZdj//l1/eE+dgFZtO2L9tv+hdr2GmDJuJJ6EPFb1Wek7D9f9LmOy16/YsvsQfu7SA0sWzMHli+cBAFbWBbHv2Hm1xX3AEBgYGqKGax0AgEKhwMTRQ5CSkoLlG7bBc/osnDhyCJvWrsj5L+UHduL4MSyY54OBQ4Zi1/8OwN6+LAYP7IuoqIyvt/+d25g4bgw6dPwZu/ceRIOGjTBq+FA8fvxI1WfThnXYuX0bpkyfgd927oGBgQEGD+iLpKQkVR/PCWMREhyM1es3YemK1bh98ya8Z0xTrf/w4QMG9e+LQoULY+f/9mP0mPFYvXI59u7ZnXNfhgY4ffI4liyci34Dh2DLjr0oXaYsRg0ZgOgv/Hzf9b+DaZ7j0KZ9R2zZuQ916zfCeI/hCAl+nK7vhXNncP9eACwtrdKtq1q9BmbPXYzdB47CZ/4SvHrxApPGjUrXb9nqDTh6+g/VUracw38+5x+WTCbdkgfkioRx0aJFGDx4MFq2bIk9e/Zgz549aN68OQYNGoTFixdLHV62G9GmAjadCcK284/x8GUMhq+5jMSkVPRqVCbD/jXLWsHvYQT2/PkEz99+wNmA19jz5xNUs7NU9fHo4IiXkfEYuOJP3AyOxLOItH6h4e8BAHaFjOFsb4WRa6/gVkgkHr+Ow4i1V6Cvq4VOtUuq9jPP3Rmrjv2FhQfuIvBFDB6/jsP+K6FITlXm7JfyA/vfjq1o1f4ntGjTAbYlS8Fj4jTo6xvg2OEDGfbft+s31KhZC116usOmREn0HTQcpcs64MCenao+9+8GoHmrtqhctToKFS6CNh1+gV3pMqrKpZaWFswtLNSWSxfOoUGjZjA0NAQA3Lx2Bc9Cn2Cylw9KlykLZ9c66DNwGA7+bxdSUlJy/ov5QW3bsgkdf+6E9h1+Qik7O0yZ7gV9fX0c3L8vw/7bf9sK19p10LtPP5QsVQrDRoxCOQcH7NrxG4C06uL2bVvRf+BgNGjYGGXsy2KWzzy8jYjAubNnAABPQkJw+c9LmO49C46OlVClajVMnDQFJ44fRUREOADg2JHfkZKSAu+Zc2BnVxotWrZC1+49sW3rpu/zxfygdv62Ge06/oLW7TqiRCk7TJg8Hfr6+jhycH+G/Xfv3IaarrXRw60vSpQshYFDR8C+nAP27tqu1i8iIhwL586G15x50NJOf/dY1x5uqOBYCYUKF4GjU2X0dO+H+/cCkPqvn10TU1OYW1iqFm0dnew7edIouSJhXLZsGVatWoW5c+eibdu2aNu2LebNm4eVK1di6dKlUoeXrXS05ahcyhzn775WtQkCcO7uaziXscxwm6sPI1C5lLlq2NrWOj+aVSmKk7dfqPq0qlYMt0Mi8duYBni6sSv85reDe+PPCein4euPyQq14yanKOBSzhoAYGmsjxplrBARm4hzs1shdENXnPRuAZey1tn3BWiYlJQUBD38C1Wr11S1yeVyVK1eE3/dy3ho6MG9AFStUVOtrUZNV7X+FRwr4fLFC3gbEQ5BEHDn5nW8eP4M1Z1dM9xnUOADBD96iJbtOqodp0Sp0ihg/vl2iBo1XREf/wFPnwR/0/lqupTkZAT+9QA1XT5fB7lcjpo1XXE34E6G29z190fNmi5qba61auOuvz8A4NXLl4iMfAvnmp/3mT9/flR0rKTaZ0DAHeQ3Nkb5ChVVfZxdXCGXy1XD4QEB/qharRp0dHXVjvM0NBRxsbH/7cQ1VEpKMoIC/0J1Z/Wf7+rOLrh31z/Dbe7f9Ud1Z/XrXdOlFu79Y6hYqVTCa8pE9HDrg5KlSn81jtjYGJw8fgQVK1VOlxCOGzUULRrWxgD3Hrh44VwWzk4DyeTSLXlArpj08ubNG7i6pv+HztXVFW/evJEgopxjkV8P2lpyhMckqrVHxCbCvohphtvs+fMJzI31cWZWK8hkMuhoy7HuZCDm7/98n0wJ6/zo36wslh1+gPn7A1DVzhIL+tREcqoS2y8EI+hVDJ6//QDvHtUwfPVlxCelYnjr8ihqkQ8FzQwApCWiADC5c2VM2nIDd59GoVs9Oxyb0RzVRh9AyJu4nPlSfmCxMe+gVChQoIC5WrtZAXM8fxaa4TbRUZEZ9o+OjlR9HjF2EhbO8cIvrRtDS0sbcrkMYyfNQKUq1TLc57HfD8CmRElUcHQSP465uWodZd27mHdQKBQwN1f/Xs3NzREa+iTDbSIjI2FubpGuf+Tf1yAy8m1am0X6fUZGpvWJioxEgQIF1NZra2vD2MQEUX9vHxkZiSJFiv5rHxaqdcYmJpk+T0oT8y4GCoUCBQqoXz8zc3M8fZrx9U67Vv/+ubNA1D9+5rZtWg8tLS106tpD9PjLlyzE3l078PFjIipUrISFS1ep1hkaGGKEx3g4OlWGXC7H+TOnMcFjOOYuWoa69Rtm9VSJckfCaGdnhz179mDSpElq7bt370bp0uK/XSUlJandxwMAgiIFMq0fp+xep3xBjO/oiFHr/HDj8VuUKmiM+X2cMfHnBPy6N+23UrlMhtshkZi+4xYAICA0Gg7FTNGvaVlsvxCMVIWArvPOYtWQ2ni9tQdSFUqcv/saJ2+/gAxp90/I5Wn/v/FU2nB52n6uo75jYfRqWBrTt9+S4OwpI/v37MBf9+9izsJlsC5YCAF3bsF3/myYW1qiWg316kXSx484c/IYevUdKFG0RJRZD/96gN07t2HLjn2QfeXeth69+qBt+5/w5s1rbFizEl5TJ2Lh0lWQyWQwNTNDt569VX0dyldE5NsIbN+6kQkjfZNckTB6eXmhc+fOuHjxImrVqgUAuHz5Ms6ePYs9e/aIbuvj4wMvLy+1Nu2ybaHj0C7H4v0vIt8nIVWhhLWpgVq7lYkBwmMSMtxmWpcq2HExBJvPpt0E/+D5Oxjqa2P5oFqYuy8AggCExSTi4csYte2CXsWifU1b1ec7T6JQc+whGBvqQFdbC5FxH/GHTxvcDkn7zTbsXdrxA/+9n5cxKGaR7z+cteYyMTWDXEsr3Q3w76KjUOBfVahPCphbZNz/7ypG0sePWL9yCWbOWwKX2nUBAKVK2yP4URB2/7YlXcL4x7nTSPqYiGYt26Q7TuCD++rH+XtiRgFz8Vn7lDEzUzNoaWmlm+ASFRUFC4uMv1MLC/Xqkqr/39fAwiLtVpWoyCi1yQ9RUVGwL1sWAGBuYYHo6Gi1faSmpiIuNhbmf29vYWGRrnL86bhfio3EmZqZQktLS636D6T9HP27avxJ2rX618931Ocqs/+dW3gXHY32LRup1isUCixdNA+7tm/FwWNn/nF8M5iamaG4jS1KlCiJts0b4v7dAFSs5JThsctXdMT1a1e+5VQ1Qx6ZfCKVXDFw/tNPP+HatWswNzfHwYMHcfDgQVhYWOD69evo0KGD6Laenp6IjY1VW7TtW36nyLMuJVWJOyFRqF+xsKpNJgMaOBbGtUdvM9zGUE873Sxlxd+fP/0G6vcwHKULqw8p2RUyxvO3H9LtLy4hBZFxH1GqkDGqlDLHkRvPAADPIj7gdVQ8yvxrP6ULmeBFBvuhr9PR0YF9WQfcvnFN1aZUKnHr5lU4VKyU4TblK1ZS6w8AN6/5qfqnpqYiNTVVVRH+REtLDkFIPznp6O/74Vq3AUzN1Icsy1eshNCQx2qztW9e94ORUT7YlCiVtRMlAICOri7KOZTHtat+qjalUolr1/zgWKlyhts4Ojnh2tWram1X/a7A0ckJAFCkaFFYWFji2rXP+/zw4QPu3Q1Q7bNSpcp4HxeHv/7xC8D1a1ehVCpR0dHx7z5OuHXzptqEpqt+V2BbogSHo7+Rjo4u7Ms54Ma1z9dPqVTixvWrqPiP2z/+qYKjE25cV7/e16/6oaJj2s93i1Zt8dueg9i6a79qsbS0QvdefbBk5Zcfg6RUpv3sJ6ckf7HPo6CHql8giLIqV1QYAaBq1arYvn371zv+i56eHvT09NTacvtw9NLD97FueB3cDonEzcdvMax1eRjqaWPbubQK4rrhdfE6Ol41BHzs5gsMb1MeAaFRqiHpaV2q4NjN56pEcvnhBzg3pzXGdXTEviuhqGZniT5N7DFs9WXVcTu42CIy7iNeRMajQnEzzO/jjMM3nuNswOcJOIsP3cOUzlVw92k07j6NQo/6pVGmiAm6LeDN0t/ql2694OM1GfblyqNc+YrYu2sbPiYmokXr9gCAOdMnwcLKCgOGjgIA/NSlB0YOdMfu7VtQs1YdnDt1AkGBDzBm0nQAgFG+fKhUpRpWLV0EXT19FCxYCP53buLkscMYOnKc2rFfvniOu3du4VffleniqubsCpsSJTFn+iQMHO6B6KhIbFi9HO1/6QLdf0yMoKzp6eaOqZMmoHz5CqhQ0RG/bduCxMREtO+QNuFosud4WFlZY+ToMQCA7j16oW/vntiyeSPq1q2HE8eP4cH9+5g6wxtA2i+F3Xv2wro1q2BT3AZFihbFimVLYGllhYaNGgMASpYqhVq168Br+lRMmeaF1NQU+MyeieYtWsHKKm3SWotWbbB65QrMmDYZ7n37I/jxY2z/bSvGjfeU4Fv6cXTt0Rszp3minEMFOFSoiN07tuJjYiJatUsrdnhNmQhLKysMGeEBAOjctScG93fD9q2bUKtOPZw+eQyBf93HxKlpI2UmpqYwMTVVO4aWtjbMLSxgY1sCAHD/XgACH9xHpcpVkD+/MV69fIE1K5ehaLFiqkT16O8HoaOjgzJlywEALpw7jSOH9mPSNO/v8K3kTV+7BUDTSZowyuXyr14gmUz2wz1IeN+VUFia6GNqlyqwNjXA3dBotJ91ChGxHwEAxSyMoPzHw8t/3esPQRAwvWtVFC5giMi4jzh28wVm7Ph8T+GtkEh0mXcWXt2rwvMXJzyN+IDxm65h96XPN14XNDPE3N41YGVigLCYROy4EAyfvf5qsa04+hf0dbUxz70GzPLp4d7TaLT2Pql6PA9lXcMmzRHzLhqb1q5AdFQk7MqUxbwlq1XDvuHhbyD7R7WwgqMTps78FRtWL8f6lUtQpJgNZs1fojZbctqs+Vi30hezp01EXFwsrAsWQr9Bw9H2p05qxz5++AAsrawznD2tpaUFn0UrsHjuTAzt2wP6BgZo1qot3AcMzaFvQjM0b9ES76KjsXL5UkRGvoV92XJYuWY9zP8e9g178wbyf8yKdKpcBT7zFmD5Ul8s812E4ja28F22AqVLf37KgXvf/khMTIT3jGl4/z4OlatUxco169V+WfaZuwA+s2diQF83yOVyNGrSFBM9p6jW58+fH6vXbcCcWd7o+ktHmJqZYeCgIfi5U+fv8K38uJo0a4GYd9FYt2oZoqIiUdq+LBavWKMaYg4LewOZ/PP1dnSqDO8587BmxVKsXu6LYsVtMG/RMpSy+/ps6E/09Q1w4dwZrFu9HB8TE2FuYYmarrXh3n+R2i97G9etQtibN9DS1oKNbQnM+nUhGjZpln0nTxpFJkj4WpVDhw59cZ2fnx+WLl0KpVKJjx8/Zmm/hj9t/K+hUR4SslF8JiH9WMyMWP3UJIn/eBQY/fjMDKV7q5iUuUPCvj6SHTuzJK0wtmuXfmJKUFAQJk6ciMOHD6N79+7w9mb5nIiIiHIWh6TF5YpJLwDw+vVr9O/fHxUrVkRqair8/f2xZcsW2NjYSB0aERERkUaTPGGMjY3FhAkTYGdnhwcPHuDs2bM4fPgwKlSoIHVoREREpClkEi55gKRD0vPmzcPcuXNRsGBB7Ny5M8MhaiIiIiKSlqQJ48SJE2FgYAA7Ozts2bIFW7ZsybDf/v0Zv8SdiIiIKDvwHkZxkiaMvXr14gUiIiIiyuUkTRg3b94s5eGJiIiIKBNyzZteiIiIiKTCEU9xks+SJiIiIqLcjRVGIiIi0nisMIpjhZGIiIiIRDFhJCIiIiJRHJImIiIijcchaXGsMBIRERGRKFYYiYiIiFhgFMUKIxERERGJYoWRiIiINB7vYRTHCiMRERERiWLCSERERESiOCRNREREGo9D0uJYYSQiIiIiUawwEhERkcZjhVEcK4xEREREJIoJIxERERGJ4pA0ERERaTwOSYtjhZGIiIiIRLHCSERERMQCoyhWGImIiIhIFCuMREREpPF4D6M4VhiJiIiISBQTRiIiIiISxSFpIiIi0ngckhbHCiMRERERiWKFkYiIiDQeK4ziWGEkIiIiIlFMGImIiIhIFIekiYiIiDgiLYoVRiIiIqI8ZsWKFbC1tYW+vj6cnZ1x/fp10f6+vr6wt7eHgYEBihUrhtGjR+Pjx4+ZPh4rjERERKTx8tKkl927d8PDwwOrV6+Gs7MzfH190axZMwQFBcHKyipd/x07dmDixInYuHEjXF1d8ejRI/Tu3RsymQyLFi3K1DFZYSQiIiLKQxYtWoT+/fvD3d0dDg4OWL16NQwNDbFx48YM+1+5cgW1atVCt27dYGtri6ZNm6Jr165frUr+ExNGIiIi0ngymUyyJSkpCXFxcWpLUlJShnEmJyfj1q1baNy4sapNLpejcePG8PPzy3AbV1dX3Lp1S5UgPnnyBMeOHUPLli0z/f0wYSQiIiKSkI+PD0xMTNQWHx+fDPtGRkZCoVDA2tpard3a2hphYWEZbtOtWzd4e3ujdu3a0NHRQalSpVC/fn1MmjQp0zEyYSQiIiKSkKenJ2JjY9UWT0/PbNv/hQsXMGfOHKxcuRK3b9/G/v37cfToUcycOTPT++CkFyIiItJ4Uk560dPTg56eXqb6WlhYQEtLC+Hh4Wrt4eHhKFiwYIbbTJ06FT179kS/fv0AABUrVkR8fDwGDBiAyZMnQy7/ev2QFUYiIiKiPEJXVxdVq1bF2bNnVW1KpRJnz56Fi4tLhtskJCSkSwq1tLQAAIIgZOq4rDASERGRxstLj9Xx8PCAm5sbqlWrhho1asDX1xfx8fFwd3cHAPTq1QtFihRR3QfZpk0bLFq0CJUrV4azszOCg4MxdepUtGnTRpU4fg0TRiIiIqI8pHPnznj79i2mTZuGsLAwODk54cSJE6qJMM+fP1erKE6ZMgUymQxTpkzBq1evYGlpiTZt2mD27NmZPqZMyGwtMg8x/Cnj5xDRjylkYw+pQ6DvyMxIV+oQ6DtKTFZIHQJ9R2aGmat25YTCA/dLduzXazpKduzMYoWRiIiIKO+MSEuCk16IiIiISBQrjERERKTx8tKkFymwwkhEREREolhhJCIiIo3HCqM4VhiJiIiISBQTRiIiIiISxSFpIiIi0ngckhbHCiMRERERiWKFkYiIiIgFRlGsMBIRERGRKCaMRERERCSKQ9JERESk8TjpRRwrjEREREQkihVGIiIi0nisMIpjhZGIiIiIRDFhJCIiIiJRHJImIiIijcchaXGsMBIRERGRKFYYiYiISOOxwiiOFUYiIiIiEsUKIxERERELjKJYYSQiIiIiUUwYiYiIiEjUDzkkPWNYPalDoO9o2+0XUodA39GIOqWkDoG+o6gPyVKHQN+RmaGBZMfmpBdxrDASERERkagfssJIRERElBWsMIpjhZGIiIiIRDFhJCIiIiJRHJImIiIijccRaXGsMBIRERGRKFYYiYiISONx0os4VhiJiIiISBQrjERERKTxWGAUxwojEREREYliwkhEREREojgkTURERBqPk17EscJIRERERKJYYSQiIiKNxwKjOFYYiYiIiEgUE0YiIiIiEsUhaSIiItJ4cjnHpMWwwkhEREREolhhJCIiIo3HSS/iWGEkIiIiIlGsMBIREZHG44O7xbHCSERERESimDASERERkSgOSRMREZHG44i0OFYYiYiIiEgUK4xERESk8TjpRRwrjEREREQkigkjEREREYnikDQRERFpPA5Ji2OFkYiIiIhEscJIREREGo8FRnGsMBIRERGRKFYYiYiISOPxHkZxrDASERERkSgmjEREREQkKlckjFu3bkVSUlK69uTkZGzdulWCiIiIiEiTyGTSLXlBrkgY3d3dERsbm679/fv3cHd3lyAiIiIiIvokV0x6EQQhw5tNX758CRMTEwkiIiIiIk3CSS/iJE0YK1euDJlMBplMhkaNGkFb+3M4CoUCoaGhaN68uYQREhEREZGkCWP79u0BAP7+/mjWrBny5cunWqerqwtbW1v89NNPEkVHRERERIDECeP06dMBALa2tujcuTP09fWlDIeIiIg0FEekxeWKexjd3NwApM2KjoiIgFKpVFtfvHhxKcIiIiIiIuSShPHx48fo06cPrly5otb+aTKMQqGQKDIiIiLSBJz0Ii5XJIy9e/eGtrY2jhw5gkKFCvGiEREREeUiuSJh9Pf3x61bt1C2bFmpQyEiIiINxFqVuFzx4G4HBwdERkZKHQYRERERZSBXJIxz587F+PHjceHCBURFRSEuLk5tISIiIiLp5Ioh6caNGwMAGjVqpNbOSS9ERET0PXD+hLhckTCeP39e6hCIiIiI6AtyRcJYr149qUMgIiIiDcYCo7hckTB+kpCQgOfPnyM5OVmt3dHRUaKIiIiIiChXJIxv376Fu7s7jh8/nuF63sNIREREJJ1cMUt61KhRiImJwbVr12BgYIATJ05gy5YtKF26NH7//XepwyMiIqIfnEwmk2zJC3JFhfHcuXM4dOgQqlWrBrlcDhsbGzRp0gTGxsbw8fFBq1atpA6RiIiISGPligpjfHw8rKysAABmZmZ4+/YtAKBixYq4ffu2lKERERGRBpDJpFvyglyRMNrb2yMoKAgAUKlSJaxZswavXr3C6tWrUahQIYmjIyIiItJsuWJIeuTIkXjz5g0AYPr06WjevDm2b98OXV1dbN68WdrgiIiI6IeXV+4llEquSBh79Oih+u+qVavi2bNnePjwIYoXLw4LCwsJIyMiIiKiXDEk7e3tjYSEBNVnQ0NDVKlSBUZGRvD29pYwMiIiIiLKFQmjl5cXPnz4kK49ISEBXl5eEkREREREmoSTXsTlioRREIQM7x0ICAhAgQIFJIiIiIiIiD6R9B5GMzMz1UMry5Qpo5Y0KhQKfPjwAYMGDZIwQiIiItIEnPQiTtKE0dfXF4IgoE+fPvDy8oKJiYlqna6uLmxtbeHi4iJhhEREREQkacLo5uaG1NRUyGQyNGzYEMWKFZMyHCIiIiLKgOT3MGpra2Pw4MFQKpVSh0JEREQaiu+SFid5wggANWrUwJ07d6QOg4iIiIgykCse3D1kyBCMGTMGL1++RNWqVWFkZKS23tHRUaLIiIiISBPkkUKfZHJFwtilSxcAwIgRI1RtMplM9bgdhUIhVWhEREREGi9XJIyhoaFSh0BEREREX5ArEkYbGxupQyAiIiINllcmn0glVySMABASEgJfX18EBgYCABwcHDBy5EiUKlVK4shyxl8XDuPeqX1IjHuHAkVLwKXzYFiWsP/qdiE3/sCFDXNRvFJNNBk8DQCgVKTi5qGteHn/Bt5HhkHXwAiFyzqhWgd3GJmaq7aNDX+J6/s2IjzkLygVKShQpASqtO2JwvaV1I7x6Mpp3D97AHHhr6BjYIgSVWrDtevQ7P0CNAyvt2bZtWM7tmzagMjItyhjXxYTJ01FRZF7sU+dPI4Vy5bg9atXKG5ji1EeY1Gnbj3VekEQsHL5Uuzf+z+8fx8Hp8pVMHnaDNjY2Kr6xMbE4Nc5M/HHhfOQy+Vo1KQpJkycDMN/3BP+KOgh5szyxoP792BWoAC6dusB9779c+Q70CRH9u/Cvp1b8C46CiVKlcGgURNg71Axw77PQoPx24ZVCA76CxFhb9B/+Fi079Tji/ve89tGbFmzFO1+6YYBI8YDAN7HxeK3Datw54Yf3oaHwcTUDDXrNEDPfkNglC+/alv/m9ewbcMKPAsJhp6BARo1bwO3/sOgpZ1r/umnPCRXzJI+efIkHBwccP36dTg6OsLR0RHXrl1D+fLlcfr0aanDy3ZPbv6Ba3vXoXLrbmg3aRkKFC2JE8umIjEuRnS795HhuL5vPaztyqu1pyYnIep5MJxadkW7ScvQaOAUxIa/xJmV6u/hPrViBpRKBVqO9kE7z6UoULQETq+YgYTYaFWfe2f249ahrajU7Bd0nL4aLUbOQRGHqtl27pqI11uznDh+DAvm+WDgkKHY9b8DsLcvi8ED+yIqKirD/v53bmPiuDHo0PFn7N57EA0aNsKo4UPx+PEjVZ9NG9Zh5/ZtmDJ9Bn7buQcGBgYYPKAvkpKSVH08J4xFSHAwVq/fhKUrVuP2zZvwnjFNtf7Dhw8Y1L8vChUujJ3/24/RY8Zj9crl2Ltnd859GRrg4tmTWLd8Ibr1Hoil63eihF0ZTB0zBDHvojPsn/TxIwoWKoLeA0fCrICF6L4fBd7Hid/3okSpMmrtUZFvER31Fn2HemDl1r0YPckbt65dxpJfP/8d8CQ4CNPHD0PVGrWwdOMuTJwxF9cu/4FNa5b+95P+QfFd0uJyRcI4ceJEjB49GteuXcOiRYuwaNEiXLt2DaNGjcKECROkDi/b3T9zAPa1mqOMa1OYFS6OWt2GQVtHD4+unPriNkqlAhc2zkOVNj1gbFFIbZ2ugRFajJqDktXqwrRgUViVLAuXLkMQ+TwYH6IjAAAfP8QiLuI1KjX7BQWKloCJdRFU6+CO1OQkvHv9DACQFP8etw5tQz33MShVowGMLQuhQNESsKlUM+e+DA3A661Ztm3ZhI4/d0L7Dj+hlJ0dpkz3gr6+Pg7u35dh/+2/bYVr7Tro3acfSpYqhWEjRqGcgwN27fgNQFp1cfu2reg/cDAaNGyMMvZlMctnHt5GRODc2TMAgCchIbj85yVM954FR8dKqFK1GiZOmoITx48iIiIcAHDsyO9ISUmB98w5sLMrjRYtW6Fr957YtnXT9/liflAHdm9D8zYd0aRVexQvUQrDxk6Bvr4+Th09mGH/MuUqoO9QD9Rr3Bw6ujpf3G9iQgLme0/C8PHTkC9/frV1tiXtMHnWQjjXqodCRYqhUtUa6DVgGK5d+QOK1FQAwKWzJ1GiVGl0cx+IwkWLo2LlaugzeBSO7t+NhIT4bDt/0hy5ImEMDAxE375907X36dMHf/31lwQR5RxFagoinwejcDknVZtMLkfhck6IePLwi9v5H90Jg/ymsK/VLFPHSU6MB2Qy6BrkAwDoGRnDxLooHl89i5Skj1AqFAi6eBz6+U1hUdwOAPAq8A4gKBEfE4W9MwZi58SeOLd2Dj5Ev/32E9ZwvN6aJSU5GYF/PUBNF1dVm1wuR82arrgbkPGzZu/6+6NmTfVXoLrWqo27/v4AgFcvXyIy8i2ca37eZ/78+VHRsZJqnwEBd5Df2BjlK3weBnV2cYVcLse9u3f/7uOPqtWqQUdXV+04T0NDERcb+99OXEOlpKQg+FEgnKo6q9rkcjmcqjnj4YO7/2nfqxbPQXWXOqhcLXO/wCV8+ABDw3yq4eaUlBTo6uqp9dHV00NychKCg36sf1ezCx/cLS5XJIyWlpbw//svx3/y9/eHlZXV9w8oB338EAdBqYSBsZlau0F+UyTGZTyEERb8AEGXT6J2zxEZrv+31JRk3DiwCaWq1YOugSGAtB+EFqPmIPpFCLaO+gmbh7fD/bMH0Gz4TOgZpf32+j4yDIIgIOD4btT8ZQAaDZiMpIQPOLFkMhSpKf/hrDUXr7dmeRfzDgqFAubm5mrt5ubmiIyMzHCbyMhImJtbpO8fFfn3+rQE3tziy/uMioxEgQIF1NZra2vD2MQEUX9vHxkZiQLpjmOhWkdZFxf7DkqFAqYF1K+NqZk53kV9+3f6x5kTCH70EL0HZu7vgNiYd9i5ZR2at+2oaqtSwwWB9wNw4cxxKBQKRL4Nx87NawEA0f8hNtJcuSJh7N+/PwYMGIC5c+fi0qVLuHTpEn799VcMHDgQ/fuL35CdlJSEuLg4tSU1OUl0m7wk+WMC/ti0ALV7jIB+PpOv9lcqUnF+nQ8gCHDtNkzVLggCruxcCf38pmg9Zh7aTvRF8UouOL3y8z1tgiBAqUhFzc6DULR8VViVLIv6fScgLuI13gT9t9+WKXN4vYk029vwMKxdOg/jps6Brp7eV/snxH/AjPHDUdy2JLr3GaRqr1LDFX0Gj8aKBbPRvlENDOjWDtVq1gYAyGW54p9+ymNyxVSpqVOnIn/+/Fi4cCE8PT0BAIULF8aMGTPUHuadER8fH3h5qd/s37jXcDTpPTLH4v0v9PMZQyaXIzHunVp74vsYGBgXSNf//ds3+BAVjtP/mNAgCAIAYOOQ1vjZax2MLdPucVMqUnFurQ8+REWgxWgfVbUJAN4EBeDFvevosWiPqt2imx1eB97BY78zqNS8EwxN0qpgZoWKq7YzyG8CvXzGHKb8RrzemsXM1AxaWlrpJrhERUXBwiLjCQ4WFhaI+lfFJyoqChZ/V/8sLCzT2iKjYGlppdbHvmxZAIC5hQWio9Ur1qmpqYiLjYX539tbWFikqyx9Ou6XYiNxxiZmkGtpISZa/XrHvIuCmfm3fafBQX8h5l00RvTrqmpTKhS4H3Abh/fvxsGz16GlpQUASEiIx9SxQ2BgaIQpsxdBW1v9nsgOXXqifeceiI56i3z5jRH+5jW2rFmKgoWLfFNsP7o8MjIsmVyRMMpkMowePRqjR4/G+/fvAaTdo5MZnp6e8PDwUGtb7vcy22PMLlraOrAoboc3DwNg65R2T5KgVOL1Q3841G+Trr9JwWLoMHWlWtut37ci5WMianYaCCOztL+UPiUPsW9fo+XoX6Gfz1htm09V13/fKyGTy1QJiXUpBwBpj2P5tN+k+PdI+hCHfOY/1q0B3wuvt2bR0dVFOYfyuHbVDw0bNQYAKJVKXLvmhy5dM350iqOTE65dvYoevXqr2q76XYGjkxMAoEjRorCwsMS1a34oW64cgLQZz/fuBuCXzmlJRaVKlfE+Lg5/PbgPh/IVAADXr12FUqlUPc6nUiUnLFvii5SUFOjo6KiOY1uiBIxNvl7NpvR0dHRgV6Yc/G9dh0vdhgDSrrf/reto3bHLN+2zUjVnrNiyV63N12caihYvgZ+7u39OFuM/YOqYIdDR0cG0X32/WI2UyWQwt0j7ef7jzAlYWhVEqTLlvik20my5ImH8JCIiAkFBQQCAsmXLwtLS8qvb6OnpQe9fPyjaul8v40upQuMOuLh5ESxsSsPStgzunzuE1OQklHFtAgD4Y9MCGJqao3oHd2jr6KJAEVu17fX+ntjwqV2pSMXZNXMQ9SIYTYbOgKBUqIYd9YzyQ0tbB1Yly0LXMB8ublkIp1bdoK2ji6A/T+J9ZDiKVawOADCxLorilWrCb88a1O4+HDr6hrh5cDNMChZFYXu+z/tb8Xprlp5u7pg6aQLKl6+AChUd8du2LUhMTET7Dmn3l032HA8rK2uMHD0GANC9Ry/07d0TWzZvRN269XDi+DE8uH8fU2d4A0j7B797z15Yt2YVbIrboEjRolixbAksraxUSWnJUqVQq3YdeE2fiinTvJCamgKf2TPRvEUrWFlZAwBatGqD1StXYMa0yXDv2x/Bjx9j+29bMW68pwTf0o+jQ+eeWDRnKkqXdUCZchVw6H/b8TExEU1atgMALJw1BeYWVug9KG20LCUlBc+fhgAAUlNSEfU2AiGPH8LAwBCFixaHoaERbEvaqR1DX98AxiYmqvaE+A+Y4jEYSR8/YuzU2UiIj0dCfNrMZ5O/q9wAsG/HZlR1rgWZXIYrf5zD3u0bMdFrnmo9qZOzxCgqVySM79+/x5AhQ7Bz504olUoAgJaWFjp37owVK1bA5Af77bdktXr4+D4Otw5vQ2LcO5gXLYlmw71VEyM+RL+FLAv3mMS/i8Lzu1cBAAdnDVNb13L0ryhk7wj9fCZoNsIbtw5txfHFnlAqUmFayAaNB0+FedGSqv71eo/Ftf+txakVMyCTyVCwdEU0Gz4Tcq1c8UclT+L11izNW7TEu+horFy+FJGRb2FfthxWrlkP87+HfcPevFG7h8ypchX4zFuA5Ut9scx3EYrb2MJ32QqULv352XvuffsjMTER3jOm4f37OFSuUhUr16xX+2XZZ+4C+MyeiQF93VQP7p7oOUW1Pn/+/Fi9bgPmzPJG1186wtTMDAMHDcHPnTp/h2/lx1W3UTPExrzDbxtW4V10JEra2cN7wUqY/T0R5m34G7VKf3RkBEb0+Vx93L9rK/bv2oqKTlXx67INmTpm8KNABP11DwDQr4v6SMXGPUdhXShtyPnmtcvYvW09UpJT0p4P6eOruo+RKKtkwqfxKQl17twZd+7cwbJly+DikvZ4CT8/P4wcORJOTk7YtWtXlvY373xIToRJRLnAiDo/5tufKGMvoxOlDoG+IzsrA8mO3WT5VcmOfXpY7n/+ba4oIxw5cgQnT55E7dqff/Np1qwZ1q1bh+bNm0sYGREREWkCjkiLyxVz683NzTMcdjYxMYGZmVkGWxARERHR95IrEsYpU6bAw8MDYWFhqrawsDCMGzcOU6dOlTAyIiIi0gR804u4XDEkvWrVKgQHB6N48eIoXjztmXDPnz+Hnp4e3r59izVr1qj63r59W6owiYiIiDRSrkgY27dvL3UIREREpMHkeaPQJ5lckTBOnz5d6hCIiIiI6AtyxT2M//Thw4d074YmIiIios9WrFgBW1tb6Ovrw9nZGdevXxftHxMTg6FDh6JQoULQ09NDmTJlcOzYsUwfL1dUGENDQzFs2DBcuHABHz9+VLULggCZTAaFQiFhdERERPSjyyuTTwBg9+7d8PDwwOrVq+Hs7AxfX180a9YMQUFBsLJK/2rX5ORkNGnSBFZWVti7dy+KFCmCZ8+ewdTUNNPHzBUJY48ePSAIAjZu3Ahra+s8ddGIiIiIvqdFixahf//+cHd3BwCsXr0aR48excaNGzFx4sR0/Tdu3Ijo6GhcuXJF9S55W1vbLB0zVySMAQEBuHXrFuzt7aUOhYiIiDSQlLWqpKQkJCUlqbXp6empvf7zk+TkZNy6dQuenp/fAy+Xy9G4cWP4+flluP/ff/8dLi4uGDp0KA4dOgRLS0t069YNEyZMyPS7xXPFPYzVq1fHixcvpA6DiIiI6Lvz8fGBiYmJ2uLj45Nh38jISCgUClhbW6u1W1tbqz3P+p+ePHmCvXv3QqFQ4NixY5g6dSoWLlyIWbNmZTrGXFFhXL9+PQYNGoRXr16hQoUKqnLpJ46OjhJFRkRERJSzPD094eHhodaWUXXxWymVSlhZWWHt2rXQ0tJC1apV8erVK8yfPz/TT6rJFQnj27dvERISohqLB9JuPuWkFyIiIvoeZJBuTPpLw88ZsbCwgJaWFsLDw9Xaw8PDUbBgwQy3KVSoEHR0dNSGn8uVK4ewsDAkJydDV1f3q8fNFUPSffr0QeXKleHn54cnT54gNDRU7f+JiIiICNDV1UXVqlVx9uxZVZtSqcTZs2fh4uKS4Ta1atVCcHAwlEqlqu3Ro0coVKhQppJFIJdUGJ89e4bff/8ddnZ2UodCREREGigvvenFw8MDbm5uqFatGmrUqAFfX1/Ex8erRmp79eqFIkWKqO6DHDx4MJYvX46RI0di+PDhePz4MebMmYMRI0Zk+pi5ImFs2LAhAgICmDASERERfUXnzp3x9u1bTJs2DWFhYXBycsKJEydUE2GeP38OufzzIHKxYsVw8uRJjB49Go6OjihSpAhGjhyJCRMmZPqYuSJhbNOmDUaPHo179+6hYsWK6Sa9tG3bVqLIiIiISBPktWdADxs2DMOGDctw3YULF9K1ubi44OrVq998vFyRMA4aNAgA4O3tnW4dJ70QERERSStXJIz/vAmTiIiIiHKXXJEwEhEREUkpj41If3eSJYxLly7FgAEDoK+vj6VLl4r2zcosHiIiIiLKXpIljIsXL0b37t2hr6+PxYsXf7GfTCZjwkhEREQ5Ss4SoyjJEsbQ0NAM/5uIiIiIcpdc8aYXIiIiIsq9csWkF4VCgc2bN+Ps2bOIiIhIN2v63LlzEkVGREREmoAj0uJyRcI4cuRIbN68Ga1atUKFChXy3MMziYiIiH5kuSJh3LVrF/bs2YOWLVtKHQoRERFpIBarxOWKexh1dXX5HmkiIiKiXCpXJIxjxozBkiVLIAiC1KEQERGRBpLJpFvyglwxJP3nn3/i/PnzOH78OMqXLw8dHR219fv375coMiIiIiLKFQmjqakpOnToIHUYRERERJSBXJEwbtq0SeoQiIiISIPxTS/iJE0YzczMMpyVZGJigjJlymDs2LFo0qSJBJERERER0SeSJoy+vr4ZtsfExODWrVto3bo19u7dizZt2nzfwIiIiEijsL4oTtKE0c3NTXS9k5MTfHx8mDASERERSShXPFbnS1q3bo2HDx9KHQYRERGRRsuWCmNMTAxMTU2zY1dqkpKSoKurm+37JSIiIvonvulFXJYrjHPnzsXu3btVnzt16gRzc3MUKVIEAQEB2Rrchg0b4OTklK37JCIiIqKsyXKFcfXq1di+fTsA4PTp0zh9+jSOHz+OPXv2YNy4cTh16lSm9+Xh4ZFhe2xsLG7fvo1Hjx7h4sWLWQ2RiIiIKEvkLDCKynLCGBYWhmLFigEAjhw5gk6dOqFp06awtbWFs7NzlvZ1586dDNuNjY3RpEkT7N+/HyVKlMhqiERERESUjbKcMJqZmeHFixcoVqwYTpw4gVmzZgEABEGAQqHI0r7Onz+f1cMTERERZTvewyguywljx44d0a1bN5QuXRpRUVFo0aIFgLRqoZ2dXbYHSERERETSynLCuHjxYtja2uLFixeYN28e8uXLBwB48+YNhgwZku0BEhEREZG0spww6ujoYOzYsenaR48enS0BEREREX1vHJEWl6mE8ffff8/0Dtu2bfvNwRARERFR7pOphLF9+/aZ2plMJsvyxBciIiIiqXHSi7hMJYxKpTKn4yAiIiKiXOo/vUv648eP2RUHEREREeVSWU4YFQoFZs6ciSJFiiBfvnx48uQJAGDq1KnYsGFDtgdIRERElNPkMumWvCDLCePs2bOxefNmzJs3D7q6uqr2ChUqYP369dkaHBERERFJL8sJ49atW7F27Vp0794dWlpaqvZKlSrh4cOH2RocERER0fcgk8kkW/KCLCeMr169yvCNLkqlEikpKdkSFBERERHlHllOGB0cHHDp0qV07Xv37kXlypWzJSgiIiKi70km4ZIXZPlNL9OmTYObmxtevXoFpVKJ/fv3IygoCFu3bsWRI0dyIkYiIiIiklCWK4zt2rXD4cOHcebMGRgZGWHatGkIDAzE4cOH0aRJk5yIkYiIiIgklOUKIwDUqVMHp0+fzu5YiIiIiCQhzyOTT6TyTQkjANy8eROBgYEA0u5rrFq1arYFRURERES5R5YTxpcvX6Jr1664fPkyTE1NAQAxMTFwdXXFrl27ULRo0eyOkYiIiChHscAoLsv3MPbr1w8pKSkIDAxEdHQ0oqOjERgYCKVSiX79+uVEjEREREQkoSxXGP/44w9cuXIF9vb2qjZ7e3ssW7YMderUydbgiIiIiEh6WU4YixUrluEDuhUKBQoXLpwtQRERERF9T3nljStSyfKQ9Pz58zF8+HDcvHlT1Xbz5k2MHDkSCxYsyNbgiIiIiEh6maowmpmZqWXe8fHxcHZ2hrZ22uapqanQ1tZGnz590L59+xwJlIiIiCinsMAoLlMJo6+vbw6HQURERES5VaYSRjc3t5yOg4iIiIhyqW9+cDcAfPz4EcnJyWptxsbG/ykgIiIiou+Nb3oRl+VJL/Hx8Rg2bBisrKxgZGQEMzMztYWIiIiIfixZThjHjx+Pc+fOYdWqVdDT08P69evh5eWFwoULY+vWrTkRIxEREVGOksmkW/KCLA9JHz58GFu3bkX9+vXh7u6OOnXqwM7ODjY2Nti+fTu6d++eE3ESERERkUSyXGGMjo5GyZIlAaTdrxgdHQ0AqF27Ni5evJi90RERERF9BzKZTLIlL8hywliyZEmEhoYCAMqWLYs9e/YASKs8mpqaZmtwRERERCS9LCeM7u7uCAgIAABMnDgRK1asgL6+PkaPHo1x48Zle4BEREREJC2ZIAjCf9nBs2fPcOvWLdjZ2cHR0TG74vpPPqZKHQER5RSz6sOkDoG+o3c3lksdAn1H+v/pYX//zfADgZIde1mHcpIdO7P+86WxsbGBjY1NdsRCRERERLlQphLGpUuXZnqHI0aM+OZgiIiIiKSQVyafSCVTCePixYsztTOZTMaEkYiIiOgHk6mE8dOsaCIiIiLSPBLeXkpERESUO8g5Ii0qy4/VISIiIiLNwgojERERaTxWGMWxwkhEREREolhhJCIiIo3Hx+qI+6YK46VLl9CjRw+4uLjg1atXAIBt27bhzz//zNbgiIiIiEh6WU4Y9+3bh2bNmsHAwAB37txBUlISACA2NhZz5szJ9gCJiIiISFpZThhnzZqF1atXY926ddDR0VG116pVC7dv387W4IiIiIi+B7lMuiUvyHLCGBQUhLp166ZrNzExQUxMTHbERERERES5SJYTxoIFCyI4ODhd+59//omSJUtmS1BERERE35NMJt2SF2Q5Yezfvz9GjhyJa9euQSaT4fXr19i+fTvGjh2LwYMH50SMRERERCShLD9WZ+LEiVAqlWjUqBESEhJQt25d6OnpYezYsRg+fHhOxEhEREREEspywiiTyTB58mSMGzcOwcHB+PDhAxwcHJAvX76ciI+IiIgox8nzytiwRL75wd26urpwcHDIzliIiIiIKBfKcsLYoEED0aehnzt37j8FRERERPS98V3J4rKcMDo5Oal9TklJgb+/P+7fvw83N7fsiouIiIiIcoksJ4yLFy/OsH3GjBn48OHDfw6IiIiI6HvjLYzisq0C26NHD2zcuDG7dkdEREREuUS2JYx+fn7Q19fPrt0RERERUS6R5SHpjh07qn0WBAFv3rzBzZs3MXXq1GwLjIiIiOh74WN1xGU5YTQxMVH7LJfLYW9vD29vbzRt2jRL+0pNTcWOHTvQrFkzWFtbZzUUIiIiIvoOspQwKhQKuLu7o2LFijAzM/vvB9fWxqBBgxAYGPif90VERET0rVhgFJelexi1tLTQtGlTxMTEZFsANWrUgL+/f7btj4iIiIiyV5aHpCtUqIAnT56gRIkS2RLAkCFD4OHhgRcvXqBq1aowMjJSW+/o6JgtxyEiIiKib5PlhHHWrFkYO3YsZs6cmWGCZ2xsnKX9denSBQAwYsQIVZtMJoMgCJDJZFAoFFkNkYiIiChL5BySFpXphNHb2xtjxoxBy5YtAQBt27ZVe0XgtyZ4oaGhWepPRERERN9XphNGLy8vDBo0COfPn8/WAGxsbLJ1f0RERERZxcfqiMt0wigIAgCgXr162R7Etm3bsHr1aoSGhsLPzw82Njbw9fVFiRIl0K5du2w/HhERERFlXpZmSctyIPtetWoVPDw80LJlS8TExKiGtE1NTeHr65vtxyMiIiL6N5lMuiUvyFLCWKZMGRQoUEB0yaply5Zh3bp1mDx5MrS0tFTt1apVw71797K8PyIiIiLKXlmaJe3l5ZXuTS//VWhoKCpXrpyuXU9PD/Hx8dl6LCIiIiLKuiwljF26dIGVlVW2BlCiRAn4+/unm/xy4sQJlCtXLluPRURERJQRPlZHXKYTxpy4fxEAPDw8MHToUHz8+BGCIOD69evYuXMnfHx8sH79+hw5JhERERFlXpZnSWe3fv36wcDAAFOmTEFCQgK6deuGwoULY8mSJaqHehMRERHlJBlYYhST6YRRqVTmWBDdu3dH9+7dkZCQgA8fPmT7sDcRERERfbsszZLOCRs3blS97cXQ0JDJIhEREVEuI3nC6OPjAzs7OxQvXhw9e/bE+vXrERwcLHVYREREpEHkMumWvEDyhPHx48d4/vw5fHx8YGhoiAULFsDe3h5FixZFjx49pA6PiIiISOPJhJyazfINEhIScOnSJezcuRPbt2+HIAhITU3N8n4+Zn0TIsojzKoPkzoE+o7e3VgudQj0Heln6WF/2Wve+RDJjj2+QSnJjp1ZEl6aNKdOncKFCxdw4cIF3LlzB+XKlUO9evWwd+9e1K1bV+rwiIiIiDSe5Alj8+bNYWlpiTFjxuDYsWMwNTWVOiQiIiLSMDn1vOkfheT3MC5atAi1atXCvHnzUL58eXTr1g1r167Fo0ePpA6NiIiIiJALEsZRo0Zh//79iIyMxIkTJ+Dq6ooTJ06gQoUKKFq0qNThEREREWk8yYekgbS3yNy5cwcXLlzA+fPn8eeff0KpVMLS0lLq0IiIiEgD5JXH20hF8oSxTZs2uHz5MuLi4lCpUiXUr18f/fv3R926dXk/IxEREVEuIHnCWLZsWQwcOBB16tSBiYmJ1OEQERGRBuKcF3GSJ4zz589P1xYTE8PqIhEREVEuIfmkl7lz52L37t2qz506dUKBAgVQpEgRBAQESBgZEREREQG5IGFcvXo1ihUrBgA4ffo0Tp8+jRMnTqBFixYYN26cxNERERGRJpDLZJIteYHkQ9JhYWGqhPHIkSPo1KkTmjZtCltbWzg7O0scHRERERFJXmE0MzPDixcvAAAnTpxA48aNAaQ9akehUEgZGhEREWkIuUy6JS+QvMLYsWNHdOvWDaVLl0ZUVBRatGgBALhz5w7s7Owkjo6IiIiIJK8wLl68GMOGDYODgwNOnz6NfPnyAQDevHmDIUOGSBwdERERaQKZTLrlW6xYsQK2trbQ19eHs7Mzrl+/nqntdu3aBZlMhvbt22fpeJJXGHV0dDB27Nh07aNHj5YgGiIiIqLcbffu3fDw8MDq1avh7OwMX19fNGvWDEFBQbCysvridk+fPsXYsWNRp06dLB9T8oQRAB4/fozz588jIiICSqVSbd20adMkioqIiIgo91m0aBH69+8Pd3d3AGlPnDl69Cg2btyIiRMnZriNQqFA9+7d4eXlhUuXLiEmJiZLx5Q8YVy3bh0GDx4MCwsLFCxYELJ/1GZlMhkTRiIiIspxckg3+yQpKQlJSUlqbXp6etDT00vXNzk5Gbdu3YKnp6eqTS6Xo3HjxvDz8/viMby9vWFlZYW+ffvi0qVLWY5R8nsYZ82ahdmzZyMsLAz+/v64c+eOarl9+7bU4RERERHlKB8fH5iYmKgtPj4+GfaNjIyEQqGAtbW1Wru1tTXCwsIy3ObPP//Ehg0bsG7dum+OUfIK47t37/DLL79IHQYRERFpMCmfn+3p6QkPDw+1toyqi9/i/fv36NmzJ9atWwcLC4tv3o/kCeMvv/yCU6dOYdCgQVKHQkRERPTdfWn4OSMWFhbQ0tJCeHi4Wnt4eDgKFiyYrn9ISAiePn2KNm3aqNo+zRfR1tZGUFAQSpUq9dXjSp4w2tnZYerUqbh69SoqVqwIHR0dtfUjRoyQKDIiIiKi3EVXVxdVq1bF2bNnVY/GUSqVOHv2LIYNG5auf9myZXHv3j21tilTpuD9+/dYsmSJ6m17XyN5wrh27Vrky5cPf/zxB/744w+1dTKZjAkjERER5bi88sYVAPDw8ICbmxuqVauGGjVqwNfXF/Hx8apZ07169UKRIkXg4+MDfX19VKhQQW17U1NTAEjXLkbyhDE0NFTqEIiIiIjyjM6dO+Pt27eYNm0awsLC4OTkhBMnTqgmwjx//hxyefbOa5YJgiBk6x5zgY+pUkdARDnFrHr6IRf6cb27sVzqEOg70pewjLX26jPJjj2gpo1kx84sySuMAPDy5Uv8/vvveP78OZKTk9XWLVq0SKKoiIiIiAjIBQnj2bNn0bZtW5QsWRIPHz5EhQoV8PTpUwiCgCpVqkgdHhEREZHGk/zB3Z6enhg7dizu3bsHfX197Nu3Dy9evEC9evX4fEYiIiL6LmQy6Za8QPKEMTAwEL169QKQ9jygxMRE5MuXD97e3pg7d67E0eWcXTu2o0WThqheuSK6d/kF9+7eFe1/6uRxtGvdHNUrV8RP7dvg0kX1GeWCIGDFsiVoVK82alRxxIC+vfHs2VO1PrExMfAcPwauNaqgds1qmD51EhLi49X6PAp6iN49u6F65Ypo2qgeNm349qfC02e83pqjVpVS2Os7EE9OzUbineVoU9/xq9vUqVoaV3ZMQMy1xbh/aDp6tHFO12dgp7p4eNQL764uxsWtY1GtvPo9T3q62lg8sRNenp+Lt5cXYueCfrAqkF+tT7GCZti/dBCirizCs7M+mDOqPbS0JP9nIM/jzzdpAsn/pjAyMlLdt1ioUCGEhISo1kVGRkoVVo46cfwYFszzwcAhQ7Hrfwdgb18Wgwf2RVRUVIb9/e/cxsRxY9Ch48/YvfcgGjRshFHDh+Lx40eqPps2rMPO7dswZfoM/LZzDwwMDDB4QF+1d1N6ThiLkOBgrF6/CUtXrMbtmzfhPePzu7o/fPiAQf37olDhwtj5v/0YPWY8Vq9cjr17dufcl6EBeL01i5GBHu49eoVRPpn7Hm0Km+PAskG4ePMRnLv8iuU7zmPVtG5o7FJO1efnplUwd0wHzF5zHC7d5uLuo1f4feVQWJrlU/WZN/YntKpbAd3Hb0DTfr4oZGmCXQv7qdbL5TLsXzoYujraaNB7IfpP24YebZ0xbXCr7Dt5DcSf7x+HXCaTbMkLJE8Ya9asiT///BMA0LJlS4wZMwazZ89Gnz59ULNmTYmjyxnbtmxCx587oX2Hn1DKzg5TpntBX18fB/fvy7D/9t+2wrV2HfTu0w8lS5XCsBGjUM7BAbt2/AYg7bfR7du2ov/AwWjQsDHK2JfFLJ95eBsRgXNnzwAAnoSE4PKflzDdexYcHSuhStVqmDhpCk4cP4qIiLSnxR878jtSUlLgPXMO7OxKo0XLVujavSe2bd30fb6YHxSvt2Y5dfkveK08gt/Pi1eZPun/c208fRWFiYsOICg0HKt3X8SBs/4Y3r2Bqs+IHg2xaf8VbPv9Kh4+CcPw2buQ+DEZbu1dAADG+fTRu70LJizajz9uPMKdwBcYMP03uDiVQo2KtgCAxi7lUK5kQfSZvAV3H73Cqct/wXvlUQzsVBc62lrZ/j1oCv58k6aQPGFctGgRnJ3Thl+8vLzQqFEj7N69G7a2ttiwYYPE0WW/lORkBP71ADVdXFVtcrkcNWu64m7AnQy3uevvj5o1XdTaXGvVxl1/fwDAq5cvERn5Fs41P+8zf/78qOhYSbXPgIA7yG9sjPIVKqr6OLu4Qi6Xq4ZPAgL8UbVaNejo6qod52loKOJiY//biWsoXm/6GudKJXD+WpBa2+krgXB2LAEA0NHWQuVyxXDuH30EQcC5a0Go8XefyuWKQ1dHG+eufu7z6Gk4nr+JVu3H2bEE7ge/RkT0e7XjmOQ3gEOpQjl2fj8y/nz/WHgPozjJZ0mXLFlS9d9GRkZYvXq1hNHkvHcx76BQKGBubq7Wbm5ujtDQJxluExkZCXNzi3T9I6Mi/17/Nq3NIv0+Pw3rR0VGokCBAmrrtbW1YWxigqi/t4+MjESRIkX/tQ8L1TpjE5NMnyel4fWmr7E2N0b4P5I4AIiIjoNJfgPo6+nAzNgQ2tpaaokeAERExcHeNu0hvQXNjZGUnILYD4np+libG6uOExGV/jgAYG1hDKjnrJQJ/PkmTSJ5wvhfJSUlqd3XAQCCVuZf4k1ERERE4iQfkv6vfHx8YGJiorbMn+sjdVhfZGZqBi0trXQ3REdFRcHCwiLDbSwsLBAVFZm+/9+/LVpYWKa1RX55n+YWFoiOjlZbn5qairjYWJj/vb2FhQWi0x0nUrWOso7Xm74mPCoO1v+azWxVwBix7xPxMSkFke8+IDVVkW7Gs5W5McKi0iqEYVFx0NPVgUk+g3R9wv/uEx4VByvz9McBgPDIuGw9J03Bn+8fi1zCJS/IK3F+kaenJ2JjY9WWcRM8pQ7ri3R0dVHOoTyuXfVTtSmVSly75gfHSpUz3MbRyQnXrl5Va7vqdwWOTk4AgCJFi8LCwhLXrn3e54cPH3DvboBqn5UqVcb7uDj89eC+qs/1a1ehVCpR0dHx7z5OuHXzJlJSUtSOY1uiBIcvvhGvN33NtYBQ1K9hr9bWqGZZXLsbCgBISVXgTuALNHD+3Ecmk6FBjTK4/nefO4HPkZySqtantI0VihcqoNrPtbuhqGBXWG1mdaOaZRH7PhGBT8Jy7Px+ZPz5Jk2S5xNGPT09GBsbqy25fTi6p5s79u/dg98PHsCTkBDM8p6BxMREtO/QEQAw2XM8lixeqOrfvUcvXLl8CVs2b0TokxCsWrEMD+7fR5duPQCk/ePRvWcvrFuzChfOncXjR0GY4jkellZWaNioMQCgZKlSqFW7DrymT8W9u3dx5/Yt+MyeieYtWsHKKu0+qBat2kBHRwczpk1GcPBjnDh+DNt/24qevdy/7xf0g+H11ixGBrpwLFMEjmWKAABsi5jDsUwRFCtoBgDwHt4W62f2VPVft/dPlChqjtkj26GMrTUG/FIHPzWpjGXbz6v6LP3tHNw7uKJ7G2fYl7DG0kmdYWigh62H0hKPuA8fsfmgH+aO6Yi61UqjcrliWOvVA1cDnuD6vacAgDN+gQh8EoYNs9xQsUwRNHYph+lDW2PNnotITkn9Tt/Oj4c/3z8OmUwm2ZIXyARBEKQMwNvbG2PHjoWhoaFae2JiIubPn49p06Z9Ycsv+5gH/u7buf03bNm0AZGRb2FfthwmTJoCR8dKAIC+vXuicOEimDnnV1X/UyePY/lSX7x+9QrFbWwxesw41KlbT7VeEASsXL4U+/63B+/fx6FylaqYNHU6bG1LqPrExsTAZ/ZM/HHhHORyORo1aYqJnlNgaGSk6vMo6CHmzPLGg/v3YGpmhq7deqBPvwHf4Rv5sfF6Zx+z6sOkDkFUnaqlcWr9yHTt236/igHTf8Narx6wKWyOZv2XqG0zb2xHlCtZEK/CY+Cz7gR+O3xNbftBnetitFtjWJvnx92gVxgz73+4cf+Zar2erjZ+9eiITs2rQk9XG2euBGKkz26E/2OiS/FCZlgyqQvqVi2N+I9J2H74OqYsPQSFQpkD30T2eHdjudQhfBV/vrOPvoQzK7bcfCHZsd2qFZPs2JklecKopaWFN2/ewMrKSq09KioKVlZWUCgUWd5nXkgYiejb5PaEkbJXXkgYKfswYcy9JJ8lLQhChuXYgICAdI8NICIiIsoJeWNgWDqSJYxmZmaqsfsyZcqoJY0KhSLttUaDBkkVHhERERH9TbKE0dfXF4IgoE+fPvDy8oLJP2Zt6erqwtbWFi4uLiJ7ICIiIsoeeeWdzlKRLGF0c3MDAJQoUQK1atWCtrbko+NERERElAHJH6sTHx+Ps2fPpms/efIkjh8/LkFEREREpGlkEi55geQJ48SJEzOcCS0IAiZOnChBRERERET0T5InjI8fP4aDg0O69rJlyyI4OFiCiIiIiIjonyRPGE1MTPDkyZN07cHBwTD6xwNIiYiIiHKKTCbdkhdInjC2a9cOo0aNQkhIiKotODgYY8aMQdu2bSWMjIiIiIiAXJAwzps3D0ZGRihbtixKlCiBEiVKoFy5cjA3N8eCBQukDo+IiIg0AN8lLU7yZ9mYmJjgypUrOH36NAICAmBgYABHR0fUrVtX6tCIiIiICLkgYQTSsvqmTZuibt260NPTyzPZNhEREZEmkHxIWqlUYubMmShSpAjy5cuH0NBQAMDUqVOxYcMGiaMjIiIiTSCXcMkLJI9z1qxZ2Lx5M+bNmwddXV1Ve4UKFbB+/XoJIyMiIiIiIBckjFu3bsXatWvRvXt3aGlpqdorVaqEhw8fShgZERERaQpOehEnecL46tUr2NnZpWtXKpVISUmRICIiIiIi+ifJE0YHBwdcunQpXfvevXtRuXJlCSIiIiIiTcN3SYuTfJb0tGnT4ObmhlevXkGpVGL//v0ICgrC1q1bceTIEanDIyIiItJ4klcY27Vrh8OHD+PMmTMwMjLCtGnTEBgYiMOHD6NJkyZSh0dERESk8SStMKampmLOnDno06cPTp8+LWUoREREpMHyyuQTqUhaYdTW1sa8efOQmpoqZRhEREREJELyIelGjRrhjz/+kDoMIiIi0mB8cLc4ySe9tGjRAhMnTsS9e/dQtWpVGBkZqa1v27atRJEREREREZALEsYhQ4YAABYtWpRunUwmg0Kh+N4hEREREdE/SJ4wKpVKqUMgIiIiDcdJL+IkHTpPSUmBtrY27t+/L2UYRERERCRC0gqjjo4OihcvzmFnIiIikhTri+Ikn5wzefJkTJo0CdHR0VKHQkREREQZkPwexuXLlyM4OBiFCxeGjY1NulnSt2/fligyIiIi0hS8hVGc5Alj+/btpQ6BiIiIiERInjBOnz5d6hCIiIiISITkCeMnt27dQmBgIACgfPnyqFy5ssQRERERkaaQc9qLKMkTxoiICHTp0gUXLlyAqakpACAmJgYNGjTArl27YGlpKW2ARERERBpO8lnSw4cPx/v37/HgwQNER0cjOjoa9+/fR1xcHEaMGCF1eERERKQBZDLplrxA8grjiRMncObMGZQrV07V5uDggBUrVqBp06YSRkZEREREQC6oMCqVSujo6KRr19HR4WsDiYiIiHIByRPGhg0bYuTIkXj9+rWq7dWrVxg9ejQaNWokYWRERESkKWQS/i8vkDxhXL58OeLi4mBra4tSpUqhVKlSKFGiBOLi4rBs2TKpwyMiIiLSeJLfw1isWDHcvn0bZ86cwcOHDwEA5cqVQ+PGjSWOjIiIiDRFXpl8IhXJE0YAkMlkaNKkCZo0aSJ1KERERET0L5INSZ87dw4ODg6Ii4tLty42Nhbly5fHpUuXJIiMiIiINI0cMsmWvECyhNHX1xf9+/eHsbFxunUmJiYYOHAgFi1aJEFkRERERPRPkiWMAQEBaN68+RfXN23aFLdu3fqOERERERFRRiS7hzE8PDzD5y9+oq2tjbdv337HiIiIiEhTcdKLOMkqjEWKFMH9+/e/uP7u3bsoVKjQd4yIiIiIiDIiWcLYsmVLTJ06FR8/fky3LjExEdOnT0fr1q0liIyIiIg0Dd8lLU4mCIIgxYHDw8NRpUoVaGlpYdiwYbC3twcAPHz4ECtWrIBCocDt27dhbW2d5X1/TM3uaIkotzCrPkzqEOg7endjudQh0HekL+HD/k4FSncbXNNylpIdO7MkuzTW1ta4cuUKBg8eDE9PT3zKW2UyGZo1a4YVK1Z8U7JIRERERNlL0gd329jY4NixY3j37h2Cg4MhCAJKly4NMzMzKcMiIiIiDZNX3ukslVzxphczMzNUr15d6jCIiIiIKAO5ImEkIiIikpKcBUZRks2SJiIiIqK8gRVGIiIi0ni8h1EcK4xEREREJIoJIxERERGJ4pA0ERERaby88sYVqbDCSERERESiWGEkIiIijcdJL+JYYSQiIiIiUUwYiYiIiEgUh6SJiIhI4/FNL+JYYSQiIiIiUawwEhERkcbjpBdxrDASERERkSgmjEREREQkikPSREREpPH4phdxrDASERERkShWGImIiEjjscAojhVGIiIiIhLFCiMRERFpPDlvYhTFCiMRERERiWLCSERERESifsgh6fikVKlDIKIcEnR2odQh0HdkN+Kg1CHQd/RyZXvJjs0BaXGsMBIRERGRqB+ywkhERESUJSwximKFkYiIiIhEMWEkIiIiIlEckiYiIiKNJ+OYtChWGImIiIhIFCuMREREpPH4ohdxrDASERERkShWGImIiEjjscAojhVGIiIiIhLFhJGIiIiIRHFImoiIiIhj0qJYYSQiIiIiUawwEhERkcbjg7vFscJIRERERKKYMBIRERGRKA5JExERkcbjm17EscJIRERERKJYYSQiIiKNxwKjOFYYiYiIiEgUK4xERERELDGKYoWRiIiIiEQxYSQiIiIiURySJiIiIo3HN72IY4WRiIiIiESxwkhEREQajw/uFscKIxEREVEes2LFCtja2kJfXx/Ozs64fv36F/uuW7cOderUgZmZGczMzNC4cWPR/hlhwkhERESUh+zevRseHh6YPn06bt++jUqVKqFZs2aIiIjIsP+FCxfQtWtXnD9/Hn5+fihWrBiaNm2KV69eZfqYMkEQhOw6gdwiKj5V6hCIKIfEJymkDoG+I9cpx6UOgb6jlyvbS3bsgOfvJTt2peL5s9Tf2dkZ1atXx/LlywEASqUSxYoVw/DhwzFx4sSvbq9QKGBmZobly5ejV69emTomK4xEREREEkpKSkJcXJzakpSUlGHf5ORk3Lp1C40bN1a1yeVyNG7cGH5+fpk6XkJCAlJSUlCgQIFMx8iEkYiIiEgm3eLj4wMTExO1xcfHJ8MwIyMjoVAoYG1trdZubW2NsLCwTJ3qhAkTULhwYbWk82s4S5qIiIhIQp6envDw8FBr09PTy5Fj/frrr9i1axcuXLgAfX39TG/HhJGIiIg0npQP7tbT08t0gmhhYQEtLS2Eh4ertYeHh6NgwYKi2y5YsAC//vorzpw5A0dHxyzFyCFpIiIiojxCV1cXVatWxdmzZ1VtSqUSZ8+ehYuLyxe3mzdvHmbOnIkTJ06gWrVqWT4uK4xEREREeYiHhwfc3NxQrVo11KhRA76+voiPj4e7uzsAoFevXihSpIjqPsi5c+di2rRp2LFjB2xtbVX3OubLlw/58uXL1DGZMBIREZHGy0tveuncuTPevn2LadOmISwsDE5OTjhx4oRqIszz588hl38eRF61ahWSk5Px888/q+1n+vTpmDFjRqaOyecwElGewucwahY+h1GzSPkcxnsvP0h27IpFM1flkxIrjERERKTx8lCBURKc9EJEREREopgwEhEREZEoDkkTERERcUxaFCuMRERERCSKFUYiIiLSeFK+6SUvYIWRiIiIiESxwkhEREQaLy89uFsKrDASERERkSgmjEREREQkikPSREREpPE4Ii2OFUYiIiIiEsUKIxERERFLjKJYYSQiIiIiUUwYiYiIiEgUh6SJiIhI4/FNL+JYYSQiIiIiUawwEhERkcbjm17EscJIRERERKJYYSQiIiKNxwKjOFYYiYiIiEgUE0YiIiIiEsUhaSIiIiKOSYtihZGIiIiIRLHCSERERBqPD+4WxwojEREREYliwkhEREREojgkTURERBqPb3oRxwojEREREYmSNGFMTExEQkKC6vOzZ8/g6+uLU6dOSRgVERERaRqZhEteIGnC2K5dO2zduhUAEBMTA2dnZyxcuBDt2rXDqlWrpAyNiIiIiP4macJ4+/Zt1KlTBwCwd+9eWFtb49mzZ9i6dSuWLl0qZWhERERE9DdJJ70kJCQgf/78AIBTp06hY8eOkMvlqFmzJp49eyZlaERERKRJ8srYsEQkTRjt7Oxw8OBBdOjQASdPnsTo0aMBABERETA2NpYytBy3b/cObN+6CdFRkbArYw+P8ZPgUMHxi/3PnT6JtauWIez1KxQtboMhIzzgWruuav2s6ZNw7PAhtW2cXWph8Yq1qs8dWzVB2JvXan0GDR+FXu79VZ8FQcDObZtxaP//EPbmNUxMzdDxly7o3W/gfz1ljcbrrVkO7d2F/23fjOjoSJSyK4OhHp4oW75ihn2fPgnGlnUr8PhhIMLDXmPwyHHo2KWnWp+7d27if9s341FQIKIj32LGr76oVa+hWp9LF87gyIH/4fHDv/A+LhartuyBXZmyan2OHtyLc6eOITgoEAkJ8Thw6k/ky/9j/137PbjVLYFBTUrD0lgPgS9jMXXPXfg/i8mw7/9G1YZLGYt07Wfvh8Ft5VUAwMuV7TPcdtb++1h9JhgupS3wv9G1M+zTau4FBPx97HrlrDCmdVmUKZQfSSlKXAuOgve++3gZnZDhtkRiJE0Yp02bhm7dumH06NFo2LAhXFxcAKRVGytXrixlaDnqzMnjWLpoHsZNmo7yFSti9/ZtGD10IHYeOIICBczT9b8XcAfTJ43DoGGjUKtOPZw6cRQTPYZj0469KGVXWtWvpmttTJ4xS/VZR1c33b76Dx6Gth1+Vn02NDJSW794vg+uX72CYaPHopRdGcTFxiIuLjY7Tltj8XprlgtnTmDN0vkYMX4qypWviP27f4Pn6EHYuOt3mGVwvZM+fkShwkVRt2FTrF4yP8N9fvyYiJKl7dGsdQd4eY7OuE9iIio4Vka9Rk2x2Mcrwz5JHxNRvWYtVK9ZCxtWLfn2kySVNlWLYNpPFeC5MwB3nr5Dv4al8NtwV9SbcQZRH5LT9e+/9hp0tD/fDWZmpItTkxrgyO3Pv9xVnnhcbZsGDtZY0KMyjt1J63PzSVS6PuNal0OtspaqZLGYuSE2DHLGurPBGL7pJvIb6GDGzxWxbkANtPj1Qjad/Y+Fb3oRJ2nC+PPPP6N27dp48+YNKlWqpGpv1KgROnToIGFkOWvX9i1o2+FntG6Xdo7jJ0/HlT8v4sih/WrVn0/27PgNzi610d2tDwBgwJARuHHVD/t278D4ydNV/XR0dWFuYSl6bENDoy/2efokBAf27sZvew7CxrYEAKBwkaLfdI70Ga+3Ztm3cytatP0JzVu3BwCMHD8V1y5fwskjB9GlV990/e0dKsDeoQIAYMPKjJO4Gi51UMOljuhxm7RoAwAIe/Pqi30+VS4Dbt/46nlQ5gxoWAo7Lz/DnqvPAQATd/qjUQVrdHG1wYpTj9P1j0lIUfvctmpRJCYrcOT25+v2Ni5JrU/TSoVw5VEknkelVQZTFIJaH225DE0rFcKmC09UbY7FTaEll2He4UAIQlrb6jPB2DjQGdpyGVKVwn87cdI4kj+HsWDBgsifPz9Onz6NxMREAED16tVRtmzZr2yZN6WkJCMo8C9Uc3ZRtcnlclR3ron7dwMy3Ob+PX9Ud66p1ubsUgv37/qrtd25eQMtG9VBlw6tMH+ON2JjYtLta9vm9WjewBVuXX/C9i0bkZqaqlr358ULKFKkKC5f+gM/tW6Kjq2awMd7GuJi0++HMofXW7OkpKTgUVAgqlT/fP3kcjmqVHfGX/czvt6Ud+loyVCxuCkuBb1VtQkCcOnhW1QpUSBT++jqWhy/33qFxGRFhust8uuhUQVr7Lry5fv6mzoWgpmRLvb4fe5z93kMlEoBnV1sIJcB+fW18VONYrgU9JbJ4hfIZNIteYGkFcaoqCh06tQJ58+fh0wmw+PHj1GyZEn07dsXZmZmWLhwoZTh5YiYmBgoFIp0Q5EFCpjj2dPQDLeJioyEmbl6fzNzc0RFRak+O7vWRr2GjVG4cFG8fPkCa5b7wmP4QKzdvANaWloAgF+6dod9WQcYG5vg3l1/rF7mi8jItxg5ZgIA4PWrlwh78xrnT5/EVG8fKJUKLFk4F5PGjcbytZuy82vQGLzemiU25h2UCkW6oWezAuZ48Szj6015V4F8etDWkuNt3Ee19sj3SbCzzvfV7Z1sTFG2iAnG/nbni31+qVkM8R9Tcdz/9Rf7dHEtjj/+CsebmM9xvIhKQPflV7Cqb3X82rUStLXkuPkkCr1WXM3EmRGlJ2nCOHr0aOjo6OD58+coV66cqr1z587w8PDIVMKYlJSEpCT18n1Sqhb09PSyPd7crEmzlqr/LlW6DOxKl8EvbZvjzs0bqPZ3taprj96qPnZl7KGjrYO5c7wwePho6OrqQqlUIjk5GVNn+qC4jS0AYNK0mXDv/guePQ1VDVuS9Hi9ifK+Lq42CHwV+8UJMgDQ2cUGB268RFKqMsP1hUz1Uc/BGoPXq99mYGmsh3ndKmPvtRc4eOMl8ulrY2zrcljTvzq6Lr2SnadBGkLSIelTp05h7ty5KFpU/b6p0qVLZ/qxOj4+PjAxMVFbfBfMzYlws4WpqSm0tLQQHR2l1h4dHYUC5ulnzgGAuYUF3kWp938XFQVz8/Q30H9SpGgxmJqa4eWL51/s41DREYrUVLx5nXbvjIWFJbS0tVXJAwDYligJAAgPeyN6XpQxXm/NYmJqBrmWFt7963q/i46C2ReuN+Vd0R+SkKpQwtJYX63dIr8eIv51H+K/GehqoW21oqJDzTVKmcOuYH7suPz0i306udjgXXwyTt1V/5l1q1sScR9TMPvAAzx4GYtrwVEYsfkm6pS1QhVbs6+fnAbim17ESZowxsfHw9DQMF17dHR0piuEnp6eiI2NVVtGjZ2Q3aFmGx0dXdiXc8Ct65+HBZRKJW5ev4YKjpUy3KZCRSfcvK4+jHD9mh8qODp98TgR4WGIjY2BueWX/5F6HPQQcrkcZgXS7rWp6FQZitRUtaTj+fOnAICChQp/7dQoA7zemkVHRwdl7Mvhzs1rqjalUok7N6/BoULG15vyrhSFgHvPY1Db/vPEMpkMqG1viduh0aLbtq5SBLracuy7/uKLfbq42iDg2TsEvor7Yp9OLsWx99rzdPclGuhqQfhXm+LvzzJ5XklRKDeRJGF8/TrtXow6deqoXg0IADKZDEqlEvPmzUODBg0ytS89PT0YGxurLbl9OLpLdzf8fmAvjh0+iKdPQjB/jjc+Jiaiddu0WbTeUz2xatliVf9O3Xrgqt9l7Ni2GU9Dn2D96hV4+Nd9/NS5GwAgISEeyxcvwP27AXjz+hVuXruKCaOHo2ix4nB2SXtW170Af+zevhWPHz3Eq5cvcPLYESxZOBfNWraGsbEJAKC6swvsyzpgjtdUBD0MxMO/HmDeLC9Ur+mqVoWirOH11iw/de2FY7/vw6mjh/Ds6RMsnTcLHz8motnfs6bnek1Smw2dkpKC4EcPEfzoIVJSUxD5NgLBjx7i1T8S+cSEBFUfAAh7/QrBjx4i4h+V4LjYWAQ/eohnoWkzZV8+f4rgRw8RHRWp6hMdFZm275dp+w4NeYzgRw8RF8tHKX2rtedC0LWWDX52Lga7gvng06USDPS0sNsv7Tv2dauCie0c0m3XxbU4Tga8QUx8Srp1AJBPXxutqxTGTpEKZC17C9hYGGHn5fR9zt4PQyUbM4xqYY8SlkaoUMwEi3pWwYuoBDx4EfNtJ/ujY4lRlCT3MJYvXx4rVqzA/Pnz0bBhQ9y8eRPJyckYP348Hjx4gOjoaFy+fFmK0L6Lxs1aIOZdNNatWo7oqEiUti+LRcvXqIYow8PeQP6P3wArVqoMr9nzsHblUqxZ7ouixW3w66Jlqmfyacm1EPw4CMeOHMKH93GwsLRCjZquGDBkOHT/fjafrq4uzpw8jg1rViI5JRmFCxdBl+690KWHm+o4crkc85aswOK5szG0Xy/oGxigpmsdjPAY9x2/nR8Pr7dmqd+4OWLevcOW9SvxLioSpUrbY87iVaqJMBHhYZDJP/+uHhUZgcFunVSf/7djC/63YwscK1fDwpUbAQCPHj7A2KGfH8mzemna8xqbtGyL8VPTnsXp9+cFLJg1VdVn9tTxAICefQehV78hAIAjB/Zg24bVqj4eg90BAGOnzESzVu2y70vQIIdvvYJ5Pl2MbV0OlsZ6+OtlLHou90Pk+7Qh6SJmhlD+6/bDklb54Gxnga5Lv/zvXLuqRSCTAYduvPxin66uNrgREoWQ8A/p1l15FIlhm25icJPSGNykNBJTFLj1JBo9ll/Bx5SM74ckEiMTBOG7z69fuXIlJkyYgObNm2P16tVYvXo1AgIC8OHDB1SpUgVDhw5FoUKFvnn/UfGpX+9ERHlSfFLGjx+hH5PrlONf70Q/jC+95eZ7eBr18eudcoituf7XO0lMkgrjkCFD0KJFC/Tt2xfly5fH2rVrMXnyZClCISIiIuKbXr5CssfqlChRAufOncPy5cvx008/oVy5ctDWVg/n9u3bEkVHRERERJ9I+hzGZ8+eYf/+/TAzM0O7du3SJYxERERE30NeeeOKVCTL0NatW4cxY8agcePGePDgASwtxd+JS0RERETSkCRhbN68Oa5fv47ly5ejV69eUoRAREREpMICozhJEkaFQoG7d++me8MLEREREeU+kiSMp0+fluKwRERERPQNOMuEiIiINB4nvYiT9F3SRERERJT7scJIRERExGkvolhhJCIiIiJRTBiJiIiISBSHpImIiEjjcdKLOFYYiYiIiEgUK4xERESk8VhgFMcKIxERERGJYoWRiIiINB7vYRTHCiMRERERiWLCSERERESiOCRNREREGk/GaS+iWGEkIiIiIlGsMBIRERGxwCiKFUYiIiIiEsWEkYiIiIhEcUiaiIiINB5HpMWxwkhEREREolhhJCIiIo3HN72IY4WRiIiIiESxwkhEREQajw/uFscKIxERERGJYsJIRERERKI4JE1ERETEEWlRrDASERERkShWGImIiEjjscAojhVGIiIiIhLFhJGIiIiIRHFImoiIiDQe3/QijhVGIiIiIhLFCiMRERFpPL7pRRwrjEREREQkihVGIiIi0ni8h1EcK4xEREREJIoJIxERERGJYsJIRERERKKYMBIRERGRKE56ISIiIo3HSS/iWGEkIiIiIlFMGImIiIhIFIekiYiISOPxTS/iWGEkIiIiIlGsMBIREZHG46QXcawwEhEREZEoVhiJiIhI47HAKI4VRiIiIiISxYSRiIiIiERxSJqIiIiIY9KiWGEkIiIiIlGsMBIREZHG44O7xbHCSERERESimDASERERkSgOSRMREZHG45texLHCSERERESiWGEkIiIijccCozhWGImIiIhIFBNGIiIiIhLFIWkiIiIijkmLYoWRiIiIiESxwkhEREQaj296EccKIxEREVEes2LFCtja2kJfXx/Ozs64fv26aP///e9/KFu2LPT19VGxYkUcO3YsS8djwkhEREQaTyaTbsmq3bt3w8PDA9OnT8ft27dRqVIlNGvWDBERERn2v3LlCrp27Yq+ffvizp07aN++Pdq3b4/79+9n/vsRBEHIeqi5W1R8qtQhEFEOiU9SSB0CfUeuU45LHQJ9Ry9Xtpfs2B8lTB30s3iDoLOzM6pXr47ly5cDAJRKJYoVK4bhw4dj4sSJ6fp37twZ8fHxOHLkiKqtZs2acHJywurVqzN1TFYYiYiIiCSUlJSEuLg4tSUpKSnDvsnJybh16xYaN26sapPL5WjcuDH8/Pwy3MbPz0+tPwA0a9bsi/0z8kNOejE3+iFPS1RSUhJ8fHzg6ekJPT09qcOhHKbJ15s/35p1vaWsOElFk6+3lLJa5ctOM2b5wMvLS61t+vTpmDFjRrq+kZGRUCgUsLa2Vmu3trbGw4cPM9x/WFhYhv3DwsIyHSMrjD+IpKQkeHl5ffE3Evqx8HprFl5vzcLrrXk8PT0RGxurtnh6ekodlhrN+1WdiIiIKBfR09PLdDXZwsICWlpaCA8PV2sPDw9HwYIFM9ymYMGCWeqfEVYYiYiIiPIIXV1dVK1aFWfPnlW1KZVKnD17Fi4uLhlu4+LiotYfAE6fPv3F/hlhhZGIiIgoD/Hw8ICbmxuqVauGGjVqwNfXF/Hx8XB3dwcA9OrVC0WKFIGPjw8AYOTIkahXrx4WLlyIVq1aYdeuXbh58ybWrl2b6WMyYfxB6OnpYfr06bxBWkPwemsWXm/NwutNX9O5c2e8ffsW06ZNQ1hYGJycnHDixAnVxJbnz59DLv88iOzq6oodO3ZgypQpmDRpEkqXLo2DBw+iQoUKmT7mD/kcRiIiIiLKPryHkYiIiIhEMWEkIiIiIlFMGImIiIhIFBNGohxia2sLX19fqcMgIiL6z5gw5iG9e/eGTCbDr7/+qtZ+8OBByGQyiaL68dSvXx+jRo1K175582aYmppmej83btzAgAEDsi+wbJbV88mKGTNmwMnJKUf2nVVhYWEYPnw4SpYsCT09PRQrVgxt2rRJ90yy3CInrwtJSxAENG7cGM2aNUu3buXKlTA1NcXLly8liIzo65gw5jH6+vqYO3cu3r17J3Uo9BWWlpYwNDSUOowMpaSkSB3Cd/H06VNUrVoV586dw/z583Hv3j2cOHECDRo0wNChQ795v8nJyRm2a8r3ml007fuSyWTYtGkTrl27hjVr1qjaQ0NDMX78eCxbtgxFixaVMEKiL2PCmMc0btwYBQsWVD2MMyP79u1D+fLloaenB1tbWyxcuPA7RqgZevfujfbt22PBggUoVKgQzM3NMXToULV/AP89JC2TybBmzRq0bt0ahoaGKFeuHPz8/BAcHIz69evDyMgIrq6uCAkJUW3zqVK3Zs0aFCtWDIaGhujUqRNiY2NVfZRKJby9vVG0aFHo6empnsf1ydOnTyGTybB7927Uq1cP+vr62L59O9zd3REbGwuZTAaZTKZ6yf22bdtQrVo15M+fHwULFkS3bt0QERGh2t+FCxcgk8lw9uxZVKtWDYaGhnB1dUVQUBCAtAqZl5cXAgICVPvevHlzNl+BzBkyZAhkMhmuX7+On376CWXKlEH58uXh4eGBq1evqvo9f/4c7dq1Q758+WBsbIxOnTqpvUbr03VYv349SpQoAX19fQBp13TVqlVo27YtjIyMMHv2bADAoUOHUKVKFejr66NkyZLw8vJCamqqan8xMTEYOHAgrK2toa+vjwoVKuDIkSO4cOHCF6/Lv4WEhKBdu3awtrZGvnz5UL16dZw5c0atj62tLebMmYM+ffogf/78KF68uNqDepOTkzFs2DAUKlQI+vr6sLGxUf3dMnbsWLRu3VrV19fXFzKZTO3Plp2dHdavX6/6vH79epQrVw76+vooW7YsVq5cqVr3pT+HmqZYsWJYsmQJxo4di9DQUAiCgL59+6Jp06aoXLkyWrRogXz58sHa2ho9e/ZEZGSkatu9e/eiYsWKMDAwgLm5ORo3boz4+HgJz4Y0ikB5hpubm9CuXTth//79gr6+vvDixQtBEAThwIEDwqdLefPmTUEulwve3t5CUFCQsGnTJsHAwEDYtGmThJHnLfXq1RNGjhyZrn3Tpk2CiYmJIAhp18LY2FgYNGiQEBgYKBw+fFgwNDQU1q5dq+pvY2MjLF68WPUZgFCkSBFh9+7dQlBQkNC+fXvB1tZWaNiwoXDixAnhr7/+EmrWrCk0b95ctc306dMFIyMjoWHDhsKdO3eEP/74Q7CzsxO6deum6rNo0SLB2NhY2Llzp/Dw4UNh/Pjxgo6OjvDo0SNBEAQhNDRUACDY2toK+/btE548eSI8ffpU8PX1FYyNjYU3b94Ib968Ed6/fy8IgiBs2LBBOHbsmBASEiL4+fkJLi4uQosWLVTHO3/+vABAcHZ2Fi5cuCA8ePBAqFOnjuDq6ioIgiAkJCQIY8aMEcqXL6/ad0JCwn++LlkVFRUlyGQyYc6cOaL9FAqF4OTkJNSuXVu4efOmcPXqVaFq1apCvXr1VH0+XYfmzZsLt2/fFgICAgRBSLumVlZWwsaNG4WQkBDh2bNnwsWLFwVjY2Nh8+bNQkhIiHDq1CnB1tZWmDFjhup4NWvWFMqXLy+cOnVKCAkJEQ4fPiwcO3ZMSEpK+uJ1+Td/f39h9erVwr1794RHjx4JU6ZMEfT19YVnz56p+tjY2AgFChQQVqxYITx+/Fjw8fER5HK58PDhQ0EQBGH+/PlCsWLFhIsXLwpPnz4VLl26JOzYsUMQBEH4/fffBRMTEyE1NVUQBEFo3769YGFhIUyYMEEQBEF4+fKlAEB4/PixIAiC8NtvvwmFChVS/Rnbt2+fUKBAAWHz5s2CIGT85/D169dZuqY/knbt2gn169cXli5dKlhaWgoRERGCpaWl4OnpKQQGBgq3b98WmjRpIjRo0EAQBEF4/fq1oK2tLSxatEgIDQ0V7t69K6xYseKLfz6IshsTxjzkU8IoCIJQs2ZNoU+fPoIgqCeM3bp1E5o0aaK23bhx4wQHB4fvGmteltmE0cbGRvWPqSAIwi+//CJ07txZ9TmjhHHKlCmqz35+fgIAYcOGDaq2nTt3Cvr6+qrP06dPF7S0tISXL1+q2o4fPy7I5XLhzZs3giAIQuHChYXZs2erxVq9enVhyJAhgiB8/ofa19f3i+cj5saNGwIA1T9MnxLGM2fOqPocPXpUACAkJiaq4q5UqdJX952Trl27JgAQ9u/fL9rv1KlTgpaWlvD8+XNV24MHDwQAwvXr1wVBSDsfHR0dISIiQm1bAMKoUaPU2ho1apQuSd22bZtQqFAhQRAE4eTJk4JcLheCgoIyjCez1yUj5cuXF5YtW6b6bGNjI/To0UP1WalUClZWVsKqVasEQRCE4cOHCw0bNhSUSmW6fb17906Qy+XCjRs3BKVSKRQoUEDw8fERnJ2dBUFISxCLFCmi6l+qVClVsvnJzJkzBRcXF0EQvvznUFOFh4cLFhYWglwuFw4cOCDMnDlTaNq0qVqfFy9eCACEoKAg4datWwIA4enTpxJFTJqOQ9J51Ny5c7FlyxYEBgaqtQcGBqJWrVpqbbVq1cLjx4+hUCi+Z4g/vPLly0NLS0v1uVChQmpDtxlxdHRU/fenVzhVrFjx/+3da1CU5fvA8e8CclBBJDcB46BxcBlXFE9hEyuJLjpjGhqOUkER5mnwAJ7GJJF+oSY2g5o2mmCFooaioabk5CEtSxF0ioMgiI6+8Gyrico+/xcM+28FNzDD1Osz44u9n3vv+3oOsJfX/eyDWdvt27e5ceOGqc3T05NOnTqZXgcHB2M0GiktLeXGjRucP3++0XN+/7XRu3fvJu3XsWPHGDZsGJ6enjg6OqLT6YC6ZdsH7YubmxvA3+5/S1Ka+EesiouL8fDwwMPDw9QWEBCAs7Oz2TH08vJCrVY3eP/9x7WoqIgFCxbQtm1b07+4uDguXLjArVu3KCws5IUXXsDPz+8h96yOwWAgMTERjUaDs7Mzbdu2pbi42OJ5UqlUuLq6ms5TTEwMhYWF+Pv7Ex8fz549e0x9nZ2dCQwMZN++fZw8eRJbW1vGjRvH8ePHMRgM7N+/33Rt3Lx5k4qKCmJjY832+6OPPjK7xaKx4/Wsev7553n//ffRaDSMGDGCoqIifvjhB7Pj17VrV6Du9oPAwEAGDhyIVqvljTfeYPXq1XIvu2hR8rekn1AhISHo9XrmzJlDTEzM4w7nqeLk5GR2j2C9a9eu0a5dO9PrVq1amW1XqVQYjUaLY//1PfXfbG+s7e/GeRht2rT52z43b95Er9ej1+vJyspCrVZTXV2NXq9v8EWPlor7Yfn6+qJSqSgpKXkk4z3o+N3fbjAYSE5OJiIiokFfe3t7HBwcHkk8iYmJ5Ofns2TJEnx8fHBwcGDUqFEWzxOYX6dBQUFUVlaya9cuvv/+eyIjIwkLC+Obb74B6p4YsG/fPuzs7NDpdLi4uKDRaPjxxx/Zv38/CQkJpn0GWL16Nf369TOb76//qYKmXYfPChsbG2xs6j6GDQYDw4YNY9GiRQ36ubm5YW1tTX5+PocPH2bPnj0sW7aMuXPncuTIETp37tzSoYtnkCSMT7CFCxfSo0cP/P39TW0ajYZDhw6Z9Tt06BB+fn4NfnGLxvn7+5tVWuoVFBT846rQw6iurub8+fO4u7sD8PPPP2NlZYW/vz9OTk64u7tz6NAhU7UH6s553759LY5ra2vboOpcUlLC5cuXWbhwoanidvTo0WbH3NjYLc3FxQW9Xs+KFSuIj49vkKhcu3YNZ2dnNBoNZ8+e5ezZs6Z9/v3337l27RoBAQHNnjcoKIjS0lJ8fHwa3d69e3fOnTtHWVlZo9dTU4/doUOHiImJ4fXXXwfqEo6qqqpmx+vk5MTo0aMZPXo0o0aNIjw8nCtXruDi4oJOp2Pt2rXY2NgQHh4O1CWRGzZsoKysjAEDBgB1lXF3d3dOnz5NVFRUs2MQdddNTk4O3t7epiTyfiqVipdffpmXX36ZpKQkvLy82Lp1K9OnT2/haMWzSJakn2BarZaoqCjS09NNbQkJCezdu5eUlBTKyspYt24dy5cvJzEx8TFG+mSZMGECZWVlxMfHc+LECUpLS1m6dCkbNmwwVVRakr29PdHR0RQVFXHw4EHi4+OJjIzE1dUVgBkzZrBo0SI2btxIaWkps2fPprCwkClTplgc19vbG4PBwN69e7l06RK3bt3C09MTW1tbli1bxunTp9m+fTspKSnNjtnb25vKykoKCwu5dOkSNTU1D7Xv/9SKFSuora2lb9++5OTkcOrUKYqLi0lPTyc4OBioe/JA/c9SQUEBv/zyC2+//TY6ne6hlk+TkpL48ssvSU5O5rfffqO4uJjs7Gw++OADAHQ6HSEhIYwcOZL8/HxTha/+28eNnZfG+Pr6smXLFgoLCykqKmLs2LHNrvDWX9clJSWUlZWxefNmXF1dTc+BDAkJ4Y8//iAvL8+UHA4YMICsrCzc3NzMEt7k5GRSU1NJT0+nrKyMkydPkpGRwdKlS5t5BJ9NkyZN4sqVK4wZM4Zff/2ViooKdu/ezTvvvENtbS1Hjhzh448/5ujRo1RXV7NlyxYuXryIRqN53KGLZ4QkjE+4BQsWmH1IBAUFsWnTJrKzs+nWrRtJSUksWLBAlq2boUuXLhw4cICSkhLCwsLo168fmzZtYvPmzaYqS0vy8fEhIiKCoUOHMnjwYLp37272uJL4+HimT59OQkICWq2W7777ju3bt+Pr62tx3P79+zN+/HhGjx6NWq1m8eLFqNVqMjMz2bx5MwEBASxcuJAlS5Y0O+aRI0cSHh5OaGgoarWaDRs2NHuMR6FLly4UFBQQGhpKQkIC3bp1Y9CgQezdu5eVK1cCdVWbbdu20b59e0JCQggLC6NLly5s3LjxoebU6/Xk5eWxZ88e+vTpw0svvcSnn36Kl5eXqU9OTg59+vRhzJgxBAQEMHPmTFNVsbHz0pilS5fSvn17+vfvz7Bhw9Dr9QQFBTUrVkdHRxYvXkzv3r3p06cPVVVV7Ny5Eyuruo+G9u3bo9VqUavVpvvpQkJCMBqNZhVtgPfee481a9aQkZGBVqtFp9ORmZkpy6VNVL9SUFtby+DBg9FqtUydOhVnZ2esrKxwcnLiwIEDDB06FD8/Pz744APS0tIYMmTI4w5dPCNUSlPvDBdCtLj58+eTm5tLYWHh4w5FCCHEM0wqjEIIIYQQwiJJGIUQQgghhEWyJC2EEEIIISySCqMQQgghhLBIEkYhhBBCCGGRJIxCCCGEEMIiSRiFEEIIIYRFkjAKIYQQQgiLJGEUQvxjMTExjBgxwvR6wIABTJ06tcXj2LdvHyqVimvXrj2wj0qlIjc3t8ljzp8/nx49evyjuKqqqlCpVPIAdiHEE0sSRiGeUjExMahUKlQqFba2tvj4+LBgwQLu3bv3r8+9ZcuWJv8N6qYkeUIIIR4vm8cdgBDi3xMeHk5GRgY1NTXs3LmTSZMm0apVK+bMmdOg7507d7C1tX0k87q4uDyScYQQQvw3SIVRiKeYnZ0drq6ueHl5MWHCBMLCwti+fTvw/8vI//vf/3B3d8ff3x+As2fPEhkZibOzMy4uLgwfPpyqqirTmLW1tUyfPh1nZ2eee+45Zs6cyf3P/79/SbqmpoZZs2bh4eGBnZ0dPj4+fPHFF1RVVREaGgpA+/btUalUxMTEAGA0GklNTaVz5844ODgQGBjIN998YzbPzp078fPzw8HBgdDQULM4m2rWrFn4+fnRunVrunTpwrx587h7926Dfp9//jkeHh60bt2ayMhIrl+/brZ9zZo1aDQa7O3t6dq1K5999tkD57x69SpRUVGo1WocHBzw9fUlIyOj2bELIURLkQqjEM8QBwcHLl++bHq9d+9enJycyM/PB+Du3bvo9XqCg4M5ePAgNjY2fPTRR4SHh3PixAlsbW1JS0sjMzOTtWvXotFoSEtLY+vWrbz66qsPnPftt9/mp59+Ij09ncDAQCorK7l06RIeHh7k5OQwcuRISktLcXJywsHBAYDU1FS+/vprVq1aha+vLwcOHODNN99ErVaj0+k4e/YsERERTJo0iXHjxnH06FESEhKafUwcHR3JzMzE3d2dkydPEhcXh6OjIzNnzjT1KS8vZ9OmTXz77bfcuHGD2NhYJk6cSFZWFgBZWVkkJSWxfPlyevbsyfHjx4mLi6NNmzZER0c3mHPevHn8/vvv7Nq1iw4dOlBeXs6ff/7Z7NiFEKLFKEKIp1J0dLQyfPhwRVEUxWg0Kvn5+YqdnZ2SmJho2t6xY0elpqbG9J6vvvpK8ff3V4xGo6mtpqZGcXBwUHbv3q0oiqK4ubkpixcvNm2/e/eu8sILL5jmUhRF0el0ypQpUxRFUZTS0lIFUPLz8xuN84cfflAA5erVq6a227dvK61bt1YOHz5s1jc2NlYZM2aMoiiKMmfOHCUgIMBs+6xZsxqMdT9A2bp16wO3f/LJJ0qvXr1Mrz/88EPF2tpaOXfunKlt165dipWVlXLhwgVFURTlxRdfVNavX282TkpKihIcHKwoiqJUVlYqgHL8+HFFURRl2LBhyjvvvPPAGIQQ4r9GKoxCPMXy8vJo27Ytd+/exWg0MnbsWObPn2/artVqze5bLCoqory8HEdHR7Nxbt++TUVFBdevX+fChQv069fPtM3GxobevXs3WJauV1hYiLW1NTqdrslxl5eXc+vWLQYNGmTWfufOHXr27AlAcXGxWRwAwcHBTZ6j3saNG0lPT6eiogKDwcC9e/dwcnIy6+Pp6UmnTp3M5jEajZSWluLo6EhFRQWxsbHExcWZ+ty7d4927do1OueECRMYOXIkBQUFDB48mBEjRtC/f/9mxy6EEC1FEkYhnmKhoaGsXLkSW1tb3N3dsbEx/5Fv06aN2WuDwUCvXr1MS61/pVarHyqG+iXm5jAYDADs2LHDLFGDuvsyH5WffvqJqKgokpOT0ev1tGvXjuzsbNLS0pod6+rVqxsksNbW1o2+Z8iQIZw5c4adO3eSn5/PwIEDmTRpEkuWLHn4nRFCiH+RJIxCPMXatGmDj49Pk/sHBQWxceNGnn/++QZVtnpubm4cOXKEkJAQoK6SduzYMYKCghrtr9VqMRqN7N+/n7CwsAbb6yuctbW1praAgADs7Oyorq5+YGVSo9GYvsBT7+eff/77nfyLw4cP4+Xlxdy5c01tZ86cadCvurqa8+fP4+7ubprHysoKf39/OnbsiLu7O6dPnyYqKqrJc6vVaqKjo4mOjuaVV15hxowZkjAKIf6z5FvSQgiTqKgoOnTowPDhwzl48CCVlZXs27eP+Ph4zp07B8CUKVNYuHAhubm5lJSUMHHiRIvPUPT29iY6Opp3332X3Nxc05ibNm0CwMvLC5VKRV5eHhcvXsRgMODo6EhiYiLTpk1j3bp1VFRUUFBQwLJly1i3bh0A48eP59SpU8yYMYPS0lLWr19PZmZms/bX19eX6upqsrOzqaioID09na1btzboZ29vT3R0NEVFRRw8eJD4+HgiIyNxdXUFIDk5mdTUVNLT0ykrK+PkyZNkZGSwdOnSRudNSkpi27ZtlJeX89tvv5GXl4dGo2lW7EII0ZIkYRRCmLRu3ZoDBw7g6elJREQEGo2G2NhYbt++bao4JiQk8NZbbxEdHU1wcDCOjo68/vrrFsdduXIlo0aNYuLEiXTt2pW4uDhu3rwJQKdOnUhOTmb27Nl07NiRyZMnA5CSksK8efNITU1Fo9EQHh7Ojh076Ny5M1B3X2FOTg65ubkEBgayatUqPv7442bt72uvvca0adOYPHkyPXr04PDhw8ybN69BPx8fHyIiIhg6dCiDBw+me/fuZo/Nee+991izZg0ZGRlotVp0Oh2ZmZmmWO9na2vLnDlz6N69OyEhIVhbW5Odnd2s2IUQoiWplAfdqS6EEEIIIQRSYRRCCCGEEH9DEkYhhBBCCGGRJIxCCCGEEMIiSRiFEEIIIYRFkjAKIYQQQgiLJGEUQgghhBAWScIohBBCCCEskoRRCCGEEEJYJAmjEEIIIYSwSBJGIYQQQghhkSSMQgghhBDCov8D7gii/wUlMjIAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Title: 湖畔之谜\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:463: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[\"backup\"]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:464: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df.drop(columns=[\"backup\"], inplace=True)\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:438: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[\"backup\"] = df[column_name]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:439: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[column_name].apply(preprocess_func) if preprocess_func == extract_answer else df.apply(\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:463: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[\"backup\"]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:464: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df.drop(columns=[\"backup\"], inplace=True)\n"]}],"source":["analyze_model(\"gpt-4o (10-shot)\")"]},{"cell_type":"code","execution_count":84,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:438: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[\"backup\"] = df[column_name]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:439: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[column_name].apply(preprocess_func) if preprocess_func == extract_answer else df.apply(\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 35868 (\\N{CJK UNIFIED IDEOGRAPH-8C1C}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 38754 (\\N{CJK UNIFIED IDEOGRAPH-9762}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22312 (\\N{CJK UNIFIED IDEOGRAPH-5728}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 19968 (\\N{CJK 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**kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 27875 (\\N{CJK UNIFIED IDEOGRAPH-6CE3}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n","/Users/inflaton/anaconda3/envs/logical-reasoning/lib/python3.11/site-packages/IPython/core/pylabtools.py:170: UserWarning: Glyph 22768 (\\N{CJK UNIFIED IDEOGRAPH-58F0}) missing from font(s) DejaVu Sans.\n"," fig.canvas.print_figure(bytes_io, **kw)\n"]},{"name":"stdout","output_type":"stream","text":["Title: 甄庄哭声\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Title: 湖畔迷影\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:463: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[\"backup\"]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:464: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df.drop(columns=[\"backup\"], inplace=True)\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:438: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[\"backup\"] = df[column_name]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:439: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[column_name].apply(preprocess_func) if preprocess_func == extract_answer else df.apply(\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Title: 湖边的谜影\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:463: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[\"backup\"]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:464: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df.drop(columns=[\"backup\"], inplace=True)\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:438: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[\"backup\"] = df[column_name]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:439: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[column_name].apply(preprocess_func) if preprocess_func == extract_answer else df.apply(\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Title: 海岸之谜\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:463: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[\"backup\"]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:464: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df.drop(columns=[\"backup\"], inplace=True)\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:438: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[\"backup\"] = df[column_name]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:439: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[column_name].apply(preprocess_func) if preprocess_func == extract_answer else df.apply(\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Title: 湖畔之谜\n"]},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:463: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[\"backup\"]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:464: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df.drop(columns=[\"backup\"], inplace=True)\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:438: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[\"backup\"] = df[column_name]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:439: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[column_name].apply(preprocess_func) if preprocess_func == extract_answer else df.apply(\n"]},{"data":{"image/png":"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","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"},{"name":"stderr","output_type":"stream","text":["/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:463: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame.\n","Try using .loc[row_indexer,col_indexer] = value instead\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df[column_name] = df[\"backup\"]\n","/Users/inflaton/code/engd/projects/logical-reasoning/llm_toolkit/logical_reasoning_utils.py:464: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"," df.drop(columns=[\"backup\"], inplace=True)\n"]}],"source":["analyze_model(\"o1-preview (50-shot)\")"]},{"cell_type":"code","execution_count":85,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["
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